Assignment 1 Markdown
Aneesa Sunderji
2025-02-03
Set working directory, then open csv files (Car_Survey_1 and Car_Survey_2)
getwd()## [1] "C:/Users/The BookShelf/Documents/School/Year 4/Winter 2024-25/1. MKTG 3P98/RStudio Files/A1"setwd("C:/Users/The Bookshelf/Documents/School/Year 4/Winter 2024-25/1. MKTG 3P98/RStudio Files/A1")
#Open "Car_Survey_1" and review
Car1<-read.csv("Car_Survey_1.csv")
str(Car1)## 'data.frame': 1180 obs. of 23 variables:
## $ Resp : chr "Res1" "Res2" "Res3" "Res4" ...
## $ Att_1 : int 6 7 7 4 6 6 1 6 3 6 ...
## $ Att_2 : int 6 5 7 1 6 6 1 5 2 6 ...
## $ Enj_1 : int 6 5 7 1 6 6 1 5 3 4 ...
## $ Enj_2 : int 6 2 5 1 5 5 1 3 2 4 ...
## $ Perform_1 : int 5 2 5 1 5 5 2 5 2 4 ...
## $ Perform_2 : int 6 6 5 1 2 5 2 5 3 4 ...
## $ Perform_3 : int 3 7 3 1 1 7 2 2 1 1 ...
## $ WOM_1 : int 3 5 6 7 7 5 2 4 6 5 ...
## $ WOM_2 : int 3 5 6 7 7 5 3 6 6 6 ...
## $ Futu_Pur_1 : int 3 6 7 3 7 7 5 4 7 6 ...
## $ Futu_Pur_2 : int 3 6 7 3 6 7 2 4 7 6 ...
## $ Valu_Percp_1: int 5 6 5 6 6 7 2 4 6 6 ...
## $ Valu_Percp_2: int 2 7 7 5 5 7 2 4 6 6 ...
## $ Pur_Proces_1: int 6 7 7 5 6 7 2 4 6 6 ...
## $ Pur_Proces_2: int 4 6 7 4 7 7 6 4 6 6 ...
## $ Residence : int 2 2 1 2 1 2 2 1 2 1 ...
## $ Pay_Meth : int 2 2 2 2 2 2 2 2 2 2 ...
## $ Insur_Type : chr "Collision" "Collision" "Collision" "Collision" ...
## $ Gender : chr "Male" "Male" "Male" "Male" ...
## $ Age : int 18 18 19 19 19 19 19 21 21 21 ...
## $ Education : int 2 2 2 2 2 2 2 2 2 2 ...
## $ X : logi NA NA NA NA NA NA ...head(Car1, n=5)## Resp Att_1 Att_2 Enj_1 Enj_2 Perform_1 Perform_2 Perform_3 WOM_1 WOM_2
## 1 Res1 6 6 6 6 5 6 3 3 3
## 2 Res2 7 5 5 2 2 6 7 5 5
## 3 Res3 7 7 7 5 5 5 3 6 6
## 4 Res4 4 1 1 1 1 1 1 7 7
## 5 Res5 6 6 6 5 5 2 1 7 7
## Futu_Pur_1 Futu_Pur_2 Valu_Percp_1 Valu_Percp_2 Pur_Proces_1 Pur_Proces_2
## 1 3 3 5 2 6 4
## 2 6 6 6 7 7 6
## 3 7 7 5 7 7 7
## 4 3 3 6 5 5 4
## 5 7 6 6 5 6 7
## Residence Pay_Meth Insur_Type Gender Age Education X
## 1 2 2 Collision Male 18 2 NA
## 2 2 2 Collision Male 18 2 NA
## 3 1 2 Collision Male 19 2 NA
## 4 2 2 Collision Male 19 2 NA
## 5 1 2 Collision Female 19 2 NAView(Car1)
#Open "Car_Survey_2" and review
Car2<-read.csv("Car_Survey_2.csv")
str(Car2)## 'data.frame': 1049 obs. of 9 variables:
## $ Respondents: chr "Res1" "Res2" "Res3" "Res4" ...
## $ Region : chr "European" "European" "European" "European" ...
## $ Model : chr "Ford Expedition" "Ford Expedition" "Ford Expedition" "Ford Expedition" ...
## $ MPG : int 15 15 15 15 15 15 15 15 15 15 ...
## $ Cyl : int 8 8 8 8 8 8 8 8 8 8 ...
## $ acc1 : num 5.5 5.5 5.5 5.5 5.5 5.5 5.5 5.5 5.5 5.5 ...
## $ C_cost. : num 16 16 16 16 16 16 16 16 16 16 ...
## $ H_Cost : num 14 14 14 14 14 14 14 14 14 14 ...
## $ Post.Satis : int 4 3 5 5 5 3 3 6 3 5 ...head(Car2, n=5)## Respondents Region Model MPG Cyl acc1 C_cost. H_Cost Post.Satis
## 1 Res1 European Ford Expedition 15 8 5.5 16 14 4
## 2 Res2 European Ford Expedition 15 8 5.5 16 14 3
## 3 Res3 European Ford Expedition 15 8 5.5 16 14 5
## 4 Res4 European Ford Expedition 15 8 5.5 16 14 5
## 5 Res5 European Ford Expedition 15 8 5.5 16 14 5View(Car2)Data Clean-Up and Manipulation - Merge files, replace missing values, and create new variables
#Rename variable "Respondents" to "Resp" and merge files. Save new file to wd
names(Car2)[1]<-c("Resp")
Car_Total<-merge(Car1, Car2, by="Resp")
write.csv(Car_Total, "Car_Total.csv", row.names=FALSE)
View(Car_Total)
Car_Total<-read.csv("Car_Total.csv")
#View Summary Statistics. Note that several variables have missing values.
summary(Car_Total)## Resp Att_1 Att_2 Enj_1
## Length:1049 Min. :1.000 Min. :1.000 Min. :1.000
## Class :character 1st Qu.:4.000 1st Qu.:4.000 1st Qu.:4.000
## Mode :character Median :6.000 Median :6.000 Median :6.000
## Mean :4.882 Mean :5.287 Mean :5.378
## 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:7.000
## Max. :7.000 Max. :7.000 Max. :7.000
## NA's :4 NA's :4
## Enj_2 Perform_1 Perform_2 Perform_3
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:4.000 1st Qu.:4.000 1st Qu.:3.000
## Median :5.000 Median :5.000 Median :5.000 Median :5.000
## Mean :4.575 Mean :4.947 Mean :4.831 Mean :4.217
## 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:6.000
## Max. :7.000 Max. :7.000 Max. :7.000 Max. :7.000
## NA's :4 NA's :2 NA's :4 NA's :1
## WOM_1 WOM_2 Futu_Pur_1 Futu_Pur_2 Valu_Percp_1
## Min. :1.000 Min. :1.00 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:4.000 1st Qu.:4.00 1st Qu.:4.000 1st Qu.:5.000 1st Qu.:5.000
## Median :6.000 Median :6.00 Median :6.000 Median :6.000 Median :6.000
## Mean :5.286 Mean :5.35 Mean :5.321 Mean :5.371 Mean :5.411
## 3rd Qu.:7.000 3rd Qu.:6.00 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:6.000
## Max. :7.000 Max. :7.00 Max. :9.000 Max. :7.000 Max. :7.000
## NA's :1 NA's :3 NA's :5 NA's :2 NA's :4
## Valu_Percp_2 Pur_Proces_1 Pur_Proces_2 Residence
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:4.000 1st Qu.:5.000 1st Qu.:4.000 1st Qu.:1.000
## Median :5.000 Median :6.000 Median :5.000 Median :1.000
## Mean :5.114 Mean :5.256 Mean :4.923 Mean :1.474
## 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:2.000
## Max. :7.000 Max. :7.000 Max. :7.000 Max. :5.000
## NA's :1 NA's :3 NA's :4 NA's :5
## Pay_Meth Insur_Type Gender Age
## Min. :1.000 Length:1049 Length:1049 Min. :18.00
## 1st Qu.:1.000 Class :character Class :character 1st Qu.:23.00
## Median :2.000 Mode :character Mode :character Median :34.00
## Mean :2.153 Mean :35.22
## 3rd Qu.:3.000 3rd Qu.:48.00
## Max. :3.000 Max. :60.00
##
## Education X Region Model
## Min. :1.000 Mode:logical Length:1049 Length:1049
## 1st Qu.:2.000 NA's:1049 Class :character Class :character
## Median :2.000 Mode :character Mode :character
## Mean :1.989
## 3rd Qu.:2.000
## Max. :3.000
##
## MPG Cyl acc1 C_cost. H_Cost
## Min. :14.00 Min. :4.0 Min. :3.600 Min. : 7.00 Min. : 6.000
## 1st Qu.:17.00 1st Qu.:4.0 1st Qu.:5.100 1st Qu.:10.00 1st Qu.: 8.000
## Median :19.00 Median :6.0 Median :6.500 Median :12.00 Median :10.000
## Mean :19.58 Mean :5.8 Mean :6.202 Mean :11.35 Mean : 9.634
## 3rd Qu.:22.00 3rd Qu.:6.0 3rd Qu.:7.500 3rd Qu.:13.00 3rd Qu.:11.000
## Max. :26.00 Max. :8.0 Max. :8.500 Max. :16.00 Max. :14.000
##
## Post.Satis
## Min. :2.00
## 1st Qu.:5.00
## Median :6.00
## Mean :5.28
## 3rd Qu.:6.00
## Max. :7.00
## #Replace NA values with mean of their respective columns
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionCar_Total<-Car_Total %>%
mutate(across(everything(),~ifelse(is.na(.), mean(., na.rm=TRUE), .)))
summary(Car_Total)## Resp Att_1 Att_2 Enj_1
## Length:1049 Min. :1.000 Min. :1.000 Min. :1.000
## Class :character 1st Qu.:4.000 1st Qu.:4.000 1st Qu.:5.000
## Mode :character Median :5.000 Median :6.000 Median :6.000
## Mean :4.882 Mean :5.287 Mean :5.378
## 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:7.000
## Max. :7.000 Max. :7.000 Max. :7.000
##
## Enj_2 Perform_1 Perform_2 Perform_3
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:3.000 1st Qu.:4.000 1st Qu.:4.000 1st Qu.:3.000
## Median :5.000 Median :5.000 Median :5.000 Median :5.000
## Mean :4.575 Mean :4.947 Mean :4.831 Mean :4.217
## 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:6.000
## Max. :7.000 Max. :7.000 Max. :7.000 Max. :7.000
##
## WOM_1 WOM_2 Futu_Pur_1 Futu_Pur_2 Valu_Percp_1
## Min. :1.000 Min. :1.00 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:4.000 1st Qu.:4.00 1st Qu.:5.000 1st Qu.:5.000 1st Qu.:5.000
## Median :6.000 Median :6.00 Median :6.000 Median :6.000 Median :6.000
## Mean :5.286 Mean :5.35 Mean :5.321 Mean :5.371 Mean :5.411
## 3rd Qu.:7.000 3rd Qu.:6.00 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:6.000
## Max. :7.000 Max. :7.00 Max. :9.000 Max. :7.000 Max. :7.000
##
## Valu_Percp_2 Pur_Proces_1 Pur_Proces_2 Residence
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:4.000 1st Qu.:5.000 1st Qu.:4.000 1st Qu.:1.000
## Median :5.000 Median :6.000 Median :5.000 Median :1.000
## Mean :5.114 Mean :5.256 Mean :4.923 Mean :1.474
## 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:2.000
## Max. :7.000 Max. :7.000 Max. :7.000 Max. :5.000
##
## Pay_Meth Insur_Type Gender Age
## Min. :1.000 Length:1049 Length:1049 Min. :18.00
## 1st Qu.:1.000 Class :character Class :character 1st Qu.:23.00
## Median :2.000 Mode :character Mode :character Median :34.00
## Mean :2.153 Mean :35.22
## 3rd Qu.:3.000 3rd Qu.:48.00
## Max. :3.000 Max. :60.00
##
## Education X Region Model
## Min. :1.000 Min. : NA Length:1049 Length:1049
## 1st Qu.:2.000 1st Qu.: NA Class :character Class :character
## Median :2.000 Median : NA Mode :character Mode :character
## Mean :1.989 Mean :NaN
## 3rd Qu.:2.000 3rd Qu.: NA
## Max. :3.000 Max. : NA
## NA's :1049
## MPG Cyl acc1 C_cost. H_Cost
## Min. :14.00 Min. :4.0 Min. :3.600 Min. : 7.00 Min. : 6.000
## 1st Qu.:17.00 1st Qu.:4.0 1st Qu.:5.100 1st Qu.:10.00 1st Qu.: 8.000
## Median :19.00 Median :6.0 Median :6.500 Median :12.00 Median :10.000
## Mean :19.58 Mean :5.8 Mean :6.202 Mean :11.35 Mean : 9.634
## 3rd Qu.:22.00 3rd Qu.:6.0 3rd Qu.:7.500 3rd Qu.:13.00 3rd Qu.:11.000
## Max. :26.00 Max. :8.0 Max. :8.500 Max. :16.00 Max. :14.000
##
## Post.Satis
## Min. :2.00
## 1st Qu.:5.00
## Median :6.00
## Mean :5.28
## 3rd Qu.:6.00
## Max. :7.00
## #Calculate means for each category in the survey and create new variables accordingly
#Attitude
Car_Total$Att_Mean = (Car_Total$Att_1 + Car_Total$Att_2)/2
#Enjoyment
Car_Total$Enj_Mean = (Car_Total$Enj_1 + Car_Total$Enj_2)/2
#Performance
Car_Total$Perform_Mean = (Car_Total$Perform_1 + Car_Total$Perform_2 + Car_Total$Perform_3)/3
#Word of Mouth
Car_Total$WOM_Mean = (Car_Total$WOM_1 + Car_Total$WOM_2)/2
#Future Purchase Intentions
Car_Total$Futu_Pur_Mean = (Car_Total$Futu_Pur_1 + Car_Total$Futu_Pur_2)/2
#Value Perception
Car_Total$Valu_Percp_Mean = (Car_Total$Valu_Percp_1 + Car_Total$Valu_Percp_2)/2
#Purchase Process
Car_Total$Pur_Proces_Mean = (Car_Total$Pur_Proces_1 + Car_Total$Pur_Proces_2)/2Data Clean-Up Continued - remove decimal places, separate “Brand” from “Model”, and create categorical age groups
#Remove decimal places
Car_Total<- Car_Total%>% mutate(across(where(is.numeric), round))
print(Car_Total)## Resp Att_1 Att_2 Enj_1 Enj_2 Perform_1 Perform_2 Perform_3 WOM_1 WOM_2
## 1 Res1 6 6 6 6 5 6 3 3 3
## 2 Res10 6 6 4 4 4 4 1 5 6
## 3 Res100 6 7 7 3 5 6 6 3 5
## 4 Res1000 6 6 7 6 6 6 6 6 6
## 5 Res1001 6 6 7 6 6 6 6 4 4
## 6 Res1002 3 1 4 3 5 6 6 2 6
## 7 Res1003 2 2 1 2 2 2 1 6 7
## 8 Res1004 7 7 7 6 5 6 5 6 6
## 9 Res1005 2 1 2 1 2 2 2 7 7
## 10 Res1006 6 6 6 5 5 5 5 3 3
## 11 Res1007 4 4 4 2 3 5 3 7 7
## 12 Res1008 5 5 5 3 3 5 5 5 5
## 13 Res1009 4 4 7 7 7 7 7 7 7
## 14 Res101 6 6 7 6 5 6 3 5 6
## 15 Res1010 7 7 7 4 7 4 4 5 5
## 16 Res1011 7 7 7 2 6 2 5 6 6
## 17 Res1012 6 6 6 6 5 3 4 5 5
## 18 Res1013 4 4 5 1 1 3 4 7 6
## 19 Res1014 5 5 5 4 3 5 5 5 5
## 20 Res1015 4 5 5 5 4 7 5 7 7
## 21 Res1016 6 6 7 7 6 7 6 7 7
## 22 Res1017 6 6 7 5 5 6 5 7 7
## 23 Res1018 4 3 4 2 3 5 4 7 6
## 24 Res1019 6 6 6 5 5 4 4 4 4
## 25 Res102 7 7 7 6 6 6 1 7 7
## 26 Res1020 6 7 6 6 6 5 5 7 7
## 27 Res1021 6 6 6 3 5 6 5 6 6
## 28 Res1022 6 6 6 4 4 7 7 5 5
## 29 Res1023 7 7 6 6 6 5 5 6 6
## 30 Res1024 6 5 4 5 4 6 5 6 7
## 31 Res1025 7 7 7 6 6 6 6 7 7
## 32 Res1026 6 7 7 7 7 6 6 7 7
## 33 Res1027 7 7 7 6 6 7 7 7 7
## 34 Res1028 4 7 7 6 7 6 7 7 6
## 35 Res1029 7 7 7 7 7 7 7 7 7
## 36 Res103 7 7 7 6 6 7 2 6 6
## 37 Res1030 7 7 7 7 7 7 7 7 7
## 38 Res1031 6 6 6 5 5 4 4 6 6
## 39 Res1032 7 6 6 5 6 6 6 7 7
## 40 Res1033 7 6 5 6 6 6 6 7 7
## 41 Res1034 7 7 7 7 7 6 5 7 6
## 42 Res1035 7 7 7 7 7 7 7 7 7
## 43 Res1036 6 5 6 5 5 6 6 7 7
## 44 Res1037 6 7 6 6 7 5 5 5 5
## 45 Res1038 6 5 5 5 5 5 5 5 5
## 46 Res1039 6 6 7 5 5 4 5 5 5
## 47 Res104 7 7 7 7 7 6 6 3 4
## 48 Res1040 5 6 5 6 6 4 4 7 7
## 49 Res1041 4 4 4 3 5 6 6 2 6
## 50 Res1042 5 5 1 2 2 2 1 6 7
## 51 Res1043 5 4 7 6 5 6 5 6 6
## 52 Res1044 4 4 2 1 2 2 2 7 7
## 53 Res1045 3 3 6 5 5 5 5 3 3
## 54 Res1046 3 4 4 2 3 5 3 7 7
## 55 Res1047 4 3 3 2 2 2 2 3 4
## 56 Res1048 3 4 4 3 4 4 4 4 5
## 57 Res1049 3 4 4 5 5 5 5 4 5
## 58 Res105 7 6 6 5 5 5 1 6 7
## 59 Res106 6 7 6 7 7 5 6 7 7
## 60 Res107 7 7 7 7 7 7 2 5 5
## 61 Res108 6 7 7 6 6 7 5 5 4
## 62 Res109 6 6 6 5 5 6 4 5 4
## 63 Res11 4 4 4 2 1 4 2 6 6
## 64 Res110 7 7 7 7 7 6 2 6 6
## 65 Res111 6 7 7 7 7 6 3 5 5
## 66 Res112 6 6 6 5 5 6 6 7 7
## 67 Res113 5 4 4 6 7 5 6 3 4
## 68 Res114 6 5 5 5 5 5 5 5 5
## 69 Res115 5 5 5 5 5 5 5 6 6
## 70 Res116 6 7 7 6 6 4 3 6 6
## 71 Res117 6 6 7 5 6 3 5 6 6
## 72 Res118 6 6 5 6 6 6 6 6 7
## 73 Res119 6 6 5 5 4 4 4 4 4
## 74 Res12 3 2 3 2 2 3 7 5 5
## 75 Res120 6 6 6 5 5 5 3 6 6
## 76 Res121 7 7 7 6 6 6 1 7 7
## 77 Res122 6 7 6 3 5 5 3 5 6
## 78 Res123 7 7 7 7 7 7 5 4 4
## 79 Res124 7 7 7 7 7 7 3 6 5
## 80 Res125 6 6 5 4 4 5 6 6 6
## 81 Res126 6 6 6 5 5 4 3 7 7
## 82 Res127 6 6 6 5 5 5 3 6 5
## 83 Res128 7 5 6 2 2 7 6 6 6
## 84 Res129 7 7 7 7 7 5 4 6 6
## 85 Res13 6 6 6 6 6 6 1 7 7
## 86 Res130 5 5 5 3 2 5 5 5 5
## 87 Res131 6 6 6 5 5 5 1 7 7
## 88 Res132 7 7 7 7 7 7 5 3 3
## 89 Res133 6 5 5 5 5 4 4 6 5
## 90 Res134 6 5 5 3 3 2 3 5 6
## 91 Res135 6 6 5 6 5 5 4 5 5
## 92 Res136 3 3 3 3 4 4 2 6 7
## 93 Res137 6 6 6 6 6 6 5 3 3
## 94 Res138 7 7 7 6 6 7 1 7 7
## 95 Res139 2 3 4 2 2 5 3 6 6
## 96 Res14 6 6 6 5 5 7 3 6 6
## 97 Res140 6 6 7 4 5 6 6 2 2
## 98 Res141 7 6 7 6 6 6 3 5 6
## 99 Res142 6 6 6 5 5 4 5 3 3
## 100 Res143 2 2 2 2 1 1 1 1 2
## 101 Res144 6 6 6 2 2 2 1 4 3
## 102 Res145 6 6 6 5 5 6 2 7 7
## 103 Res146 7 6 7 5 5 5 5 5 5
## 104 Res147 5 6 5 4 5 6 3 5 6
## 105 Res148 5 5 6 6 5 5 3 5 5
## 106 Res149 5 6 6 6 5 1 3 5 6
## 107 Res15 1 1 1 1 2 2 2 2 3
## 108 Res150 3 3 3 3 3 3 3 3 3
## 109 Res151 5 2 5 2 3 5 2 2 5
## 110 Res152 5 5 5 4 5 6 4 5 6
## 111 Res153 4 3 4 3 4 4 1 7 7
## 112 Res154 5 6 6 6 5 4 5 6 6
## 113 Res155 5 5 5 5 4 4 1 7 7
## 114 Res156 2 2 2 2 3 2 2 2 2
## 115 Res157 2 2 2 2 3 2 2 2 2
## 116 Res158 4 4 3 1 2 2 2 7 7
## 117 Res159 6 6 6 5 5 5 1 4 3
## 118 Res16 1 1 1 1 2 2 2 2 3
## 119 Res160 4 5 4 6 5 6 3 6 7
## 120 Res161 6 6 6 3 5 1 4 5 5
## 121 Res162 3 3 3 3 5 5 3 3 5
## 122 Res163 7 5 5 6 6 5 5 3 4
## 123 Res164 3 6 6 5 5 6 6 6 6
## 124 Res165 1 2 2 2 2 2 2 2 2
## 125 Res166 6 6 6 6 6 6 6 6 6
## 126 Res167 7 5 5 4 6 5 3 5 5
## 127 Res168 5 3 3 3 6 5 3 5 6
## 128 Res169 2 4 6 6 6 6 4 7 7
## 129 Res17 1 1 1 1 2 2 2 2 3
## 130 Res170 1 6 6 5 5 5 6 6 6
## 131 Res171 1 5 6 4 4 4 2 6 7
## 132 Res172 2 6 6 5 7 6 5 7 7
## 133 Res173 7 5 5 6 6 5 5 7 7
## 134 Res174 1 7 7 7 7 5 5 7 7
## 135 Res175 3 6 6 5 5 6 2 6 6
## 136 Res176 3 6 6 5 5 6 7 6 6
## 137 Res177 2 3 5 5 5 5 7 5 5
## 138 Res178 1 7 7 7 6 5 5 5 6
## 139 Res179 2 5 5 4 5 5 2 3 6
## 140 Res18 1 1 1 1 2 2 2 2 3
## 141 Res180 1 7 7 7 7 1 5 3 3
## 142 Res181 1 6 6 7 7 5 2 6 6
## 143 Res182 6 5 5 5 5 2 2 6 6
## 144 Res183 2 1 3 3 6 5 7 7 7
## 145 Res184 2 6 6 4 7 3 2 6 6
## 146 Res185 3 4 4 5 5 5 2 6 6
## 147 Res186 2 7 6 6 7 6 5 3 5
## 148 Res187 5 5 5 3 6 6 3 7 7
## 149 Res188 6 6 5 5 7 6 6 7 7
## 150 Res189 5 6 6 5 6 5 2 6 6
## 151 Res19 1 1 1 1 2 2 2 2 3
## 152 Res190 5 4 4 4 6 5 3 5 5
## 153 Res191 4 3 3 2 5 1 6 4 5
## 154 Res192 5 4 2 2 6 5 5 6 7
## 155 Res193 6 6 6 6 5 6 6 7 7
## 156 Res194 2 6 6 7 5 4 4 3 4
## 157 Res195 6 4 5 3 6 6 2 6 6
## 158 Res196 1 7 7 7 6 6 2 6 6
## 159 Res197 1 6 2 7 5 6 6 7 7
## 160 Res198 3 6 6 7 4 4 3 6 6
## 161 Res199 2 5 6 6 4 4 1 6 6
## 162 Res2 7 5 5 2 2 6 7 5 5
## 163 Res20 7 7 6 6 6 5 1 6 6
## 164 Res200 5 4 4 4 4 6 2 6 6
## 165 Res201 4 4 5 5 6 5 1 7 7
## 166 Res202 2 7 7 7 6 3 2 5 6
## 167 Res203 3 6 6 6 5 5 3 6 6
## 168 Res204 5 5 3 4 5 6 5 3 3
## 169 Res205 2 6 6 5 5 3 1 7 7
## 170 Res206 4 3 4 4 5 5 2 6 6
## 171 Res207 3 5 5 5 5 6 1 7 7
## 172 Res208 7 5 5 6 6 6 3 6 6
## 173 Res209 4 3 3 4 6 5 1 7 7
## 174 Res21 6 6 7 5 6 6 6 5 5
## 175 Res210 6 3 4 3 6 6 4 4 4
## 176 Res211 4 4 5 4 6 5 5 3 3
## 177 Res212 3 6 6 7 4 3 4 6 6
## 178 Res213 6 2 3 3 5 6 4 7 7
## 179 Res214 6 6 6 6 7 6 6 6 6
## 180 Res215 3 2 3 3 4 4 4 6 6
## 181 Res216 5 6 6 7 7 4 4 5 5
## 182 Res217 4 4 4 4 6 6 4 6 6
## 183 Res218 6 6 6 6 6 5 4 6 6
## 184 Res219 4 3 3 4 6 5 4 6 6
## 185 Res22 6 6 7 6 5 6 2 1 3
## 186 Res220 4 7 7 7 5 5 5 4 5
## 187 Res221 6 6 6 6 6 6 4 5 5
## 188 Res222 6 3 4 5 6 6 4 6 7
## 189 Res223 6 3 4 3 6 6 4 6 5
## 190 Res224 6 3 4 3 6 6 4 7 7
## 191 Res225 4 7 7 5 7 3 2 7 7
## 192 Res226 7 6 6 6 7 7 5 4 5
## 193 Res227 4 4 5 4 6 5 1 7 7
## 194 Res228 5 7 7 7 7 4 3 6 6
## 195 Res229 6 6 6 6 7 4 3 5 5
## 196 Res23 7 7 7 6 6 6 2 6 6
## 197 Res230 3 7 6 1 7 6 3 6 6
## 198 Res231 7 7 7 7 5 6 2 6 6
## 199 Res232 2 6 6 6 7 5 2 6 7
## 200 Res233 4 6 7 5 6 2 1 6 6
## 201 Res234 5 4 4 3 7 6 2 6 6
## 202 Res235 2 5 5 7 5 4 1 4 5
## 203 Res236 5 4 4 4 6 6 1 7 7
## 204 Res237 5 4 4 5 6 7 2 5 5
## 205 Res238 6 3 4 4 5 6 3 5 5
## 206 Res239 5 3 4 4 6 6 5 3 3
## 207 Res24 6 6 6 5 5 6 3 4 4
## 208 Res240 3 5 3 3 6 2 4 6 7
## 209 Res241 5 5 5 5 7 5 7 7 7
## 210 Res242 2 5 5 7 6 5 2 6 6
## 211 Res243 3 6 6 6 4 5 3 5 6
## 212 Res244 6 3 4 4 7 6 2 5 5
## 213 Res245 5 5 5 5 5 2 5 7 7
## 214 Res246 5 3 4 4 4 5 2 7 7
## 215 Res247 3 5 5 6 6 2 1 7 7
## 216 Res248 6 2 3 3 5 5 2 6 6
## 217 Res249 5 7 6 6 6 6 6 3 3
## 218 Res25 7 7 7 5 5 7 2 7 6
## 219 Res250 3 7 7 7 6 5 5 4 4
## 220 Res251 5 3 3 4 5 5 2 6 7
## 221 Res252 4 4 4 3 3 3 2 6 7
## 222 Res253 2 6 6 6 6 3 2 6 6
## 223 Res254 4 6 7 5 7 6 6 3 3
## 224 Res255 4 6 6 4 7 2 6 3 3
## 225 Res256 2 6 7 6 7 5 7 4 3
## 226 Res257 6 7 6 3 7 6 5 3 4
## 227 Res258 3 5 6 6 5 6 5 4 3
## 228 Res259 3 5 5 4 6 5 3 5 5
## 229 Res26 2 3 3 2 2 4 5 5 5
## 230 Res260 1 7 7 7 7 7 4 5 5
## 231 Res261 6 3 5 5 7 2 5 6 5
## 232 Res262 3 5 6 6 5 6 5 2 2
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## 1 2 2 Collision Male 18 2 NaN European
## 2 1 2 Collision Male 21 2 NaN European
## 3 2 1 Collision Female 32 1 NaN American
## 4 2 3 Liability Female 24 2 NaN Asian
## 5 1 3 Liability Female 24 2 NaN Asian
## 6 1 3 Liability Female 25 2 NaN Asian
## 7 1 3 Liability Female 26 2 NaN Asian
## 8 2 3 Liability Female 26 2 NaN Asian
## 9 1 3 Liability Female 27 2 NaN Asian
## 10 2 3 Liability Female 27 2 NaN Asian
## 11 2 3 Liability Male 27 1 NaN Asian
## 12 2 3 Liability Female 29 2 NaN Asian
## 13 1 3 Collision Female 32 2 NaN Asian
## 14 2 2 Collision Female 32 2 NaN American
## 15 1 1 Collision Female 32 2 NaN American
## 16 2 1 Collision Female 32 2 NaN American
## 17 2 1 Collision Female 32 2 NaN American
## 18 2 1 Collision Female 34 2 NaN American
## 19 1 1 Collision Female 34 2 NaN American
## 20 2 3 Collision Female 34 2 NaN American
## 21 2 1 Collision Female 34 3 NaN American
## 22 2 1 Collision Female 35 3 NaN American
## 23 2 1 Collision Female 35 1 NaN American
## 24 1 1 Collision Male 36 3 NaN American
## 25 2 2 Liability Female 32 3 NaN American
## 26 1 3 Collision Female 36 2 NaN American
## 27 2 1 Collision Female 36 1 NaN American
## 28 1 1 Collision Female 36 2 NaN American
## 29 1 2 Collision Female 36 3 NaN American
## 30 2 3 Collision Female 37 2 NaN American
## 31 1 3 Collision Female 38 3 NaN American
## 32 2 1 Collision Female 39 2 NaN American
## 33 1 3 Collision Female 42 1 NaN American
## 34 2 3 Collision Female 45 2 NaN American
## 35 2 1 Collision Female 45 2 NaN American
## 36 2 2 Liability Female 34 1 NaN American
## 37 1 1 Collision Female 46 2 NaN American
## 38 2 3 Collision Male 48 3 NaN American
## 39 2 3 Collision Male 49 1 NaN American
## 40 2 2 Collision Female 49 2 NaN European
## 41 2 2 Collision Male 50 2 NaN European
## 42 2 2 Comprehensive Female 52 2 NaN European
## 43 2 2 Comprehensive Male 53 2 NaN European
## 44 2 2 Comprehensive Female 53 2 NaN European
## 45 1 2 Comprehensive Male 53 3 NaN European
## 46 1 2 Comprehensive Female 54 2 NaN European
## 47 2 2 Liability Female 34 2 NaN American
## 48 2 2 Comprehensive Female 55 2 NaN European
## 49 2 3 Collision Male 18 2 NaN European
## 50 2 3 Collision Female 18 1 NaN European
## 51 2 3 Collision Female 19 1 NaN European
## 52 1 3 Collision Male 19 2 NaN European
## 53 1 3 Collision Female 19 1 NaN European
## 54 2 3 Collision Female 19 1 NaN European
## 55 2 3 Collision Male 19 1 NaN European
## 56 2 1 Collision Male 21 2 NaN European
## 57 2 1 Collision Female 21 2 NaN European
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## 745 1 2 Collision Male 26 3 NaN European
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## 947 1 1 Collision Male 57 1 NaN Middle Eastern
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## 950 1 1 Collision Female 60 1 NaN Middle Eastern
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## 954 2 1 Collision Male 18 2 NaN Middle Eastern
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## 1018 2 3 Collision Male 55 2 NaN Middle Eastern
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## 1020 2 3 Collision Female 55 1 NaN Middle Eastern
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## 1024 2 3 Collision Female 57 2 NaN Middle Eastern
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## 1029 2 3 Collision Female 18 2 NaN Middle Eastern
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## 1035 2 3 Collision Female 19 1 NaN Middle Eastern
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## 1038 2 1 Collision Female 21 2 NaN Middle Eastern
## 1039 2 1 Collision Female 32 1 NaN American
## 1040 2 3 Collision Female 21 2 NaN Asian
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## Model MPG Cyl acc1 C_cost. H_Cost Post.Satis Att_Mean
## 1 Ford Expedition 15 8 6 16 14 4 6
## 2 Ford Expedition 15 8 6 16 14 5 6
## 3 Toyota Rav4 24 4 8 10 8 4 6
## 4 Toyota Corolla 26 4 8 7 6 6 6
## 5 Toyota Corolla 26 4 8 7 6 5 6
## 6 Toyota Corolla 26 4 8 7 6 6 2
## 7 Toyota Corolla 26 4 8 7 6 5 2
## 8 Toyota Corolla 26 4 8 7 6 6 7
## 9 Toyota Corolla 26 4 8 7 6 7 2
## 10 Toyota Corolla 26 4 8 7 6 6 6
## 11 Toyota Corolla 26 4 8 7 6 6 4
## 12 Honda Pilot 20 6 6 12 10 5 5
## 13 Honda Pilot 20 6 6 12 10 4 4
## 14 Toyota Rav4 24 4 8 10 8 5 6
## 15 Honda Pilot 20 6 6 12 10 4 7
## 16 Honda Pilot 20 6 6 12 10 6 7
## 17 Honda Pilot 20 6 6 12 10 4 6
## 18 Honda Pilot 20 6 6 12 10 5 4
## 19 Honda Pilot 20 6 6 12 10 5 5
## 20 Honda Pilot 20 6 6 12 10 5 4
## 21 Honda Pilot 20 6 6 12 10 4 6
## 22 Honda Pilot 20 6 6 12 10 6 6
## 23 Honda Pilot 20 6 6 12 10 6 4
## 24 Toyota Corolla 26 4 8 7 6 5 6
## 25 Toyota Rav4 24 4 8 10 8 7 7
## 26 Toyota Corolla 26 4 8 7 6 7 6
## 27 Toyota Corolla 26 4 8 7 6 6 6
## 28 Toyota Corolla 26 4 8 7 6 5 6
## 29 Toyota Corolla 26 4 8 7 6 6 7
## 30 Toyota Corolla 26 4 8 7 6 6 6
## 31 Toyota Corolla 26 4 8 7 6 5 7
## 32 Toyota Corolla 26 4 8 7 6 6 6
## 33 Toyota Corolla 26 4 8 7 6 5 7
## 34 Toyota Corolla 26 4 8 7 6 6 6
## 35 Toyota Corolla 26 4 8 7 6 6 7
## 36 Toyota Rav4 24 4 8 10 8 6 7
## 37 Toyota Corolla 26 4 8 7 6 7 7
## 38 Toyota Corolla 26 4 8 7 6 6 6
## 39 Toyota Corolla 26 4 8 7 6 6 6
## 40 Toyota Corolla 26 4 8 7 6 6 6
## 41 Toyota Corolla 26 4 8 7 6 6 7
## 42 Toyota Corolla 26 4 8 7 6 6 7
## 43 Toyota Corolla 26 4 8 7 6 6 6
## 44 Toyota Corolla 26 4 8 7 6 6 6
## 45 Toyota Corolla 26 4 8 7 6 6 6
## 46 Toyota Corolla 26 4 8 7 6 7 6
## 47 Toyota Rav4 24 4 8 10 8 6 7
## 48 Toyota Corolla 26 4 8 7 6 7 6
## 49 Fiat 500x 22 4 8 8 6 7 4
## 50 Fiat 500x 22 4 8 8 6 6 5
## 51 Fiat 500x 22 4 8 8 6 6 4
## 52 Fiat 500x 22 4 8 8 6 2 4
## 53 Fiat 500x 22 4 8 8 6 6 3
## 54 Fiat 500x 22 4 8 8 6 4 4
## 55 Fiat 500x 22 4 8 8 6 7 4
## 56 Fiat 500x 22 4 8 8 6 2 4
## 57 Fiat 500x 22 4 8 8 6 5 4
## 58 Toyota Rav4 24 4 8 10 8 4 6
## 59 Toyota Rav4 24 4 8 10 8 4 6
## 60 Toyota Rav4 24 4 8 10 8 6 7
## 61 Toyota Rav4 24 4 8 10 8 5 6
## 62 Toyota Rav4 24 4 8 10 8 3 6
## 63 Ford Expedition 15 8 6 16 14 5 4
## 64 Toyota Rav4 24 4 8 10 8 5 7
## 65 Toyota Rav4 24 4 8 10 8 5 6
## 66 Toyota Rav4 24 4 8 10 8 5 6
## 67 Toyota Rav4 24 4 8 10 8 6 4
## 68 Toyota Rav4 24 4 8 10 8 4 6
## 69 Toyota Rav4 24 4 8 10 8 6 5
## 70 Toyota Rav4 24 4 8 10 8 5 6
## 71 Toyota Rav4 24 4 8 10 8 6 6
## 72 Toyota Rav4 24 4 8 10 8 7 6
## 73 Toyota Rav4 24 4 8 10 8 5 6
## 74 Ford Expedition 15 8 6 16 14 5 2
## 75 Toyota Rav4 24 4 8 10 8 7 6
## 76 Honda CRV 26 4 8 8 7 5 7
## 77 Honda CRV 26 4 8 8 7 7 6
## 78 Honda CRV 26 4 8 8 7 6 7
## 79 Honda CRV 26 4 8 8 7 6 7
## 80 Honda CRV 26 4 8 8 7 5 6
## 81 Honda CRV 26 4 8 8 7 6 6
## 82 Honda CRV 26 4 8 8 7 5 6
## 83 Honda CRV 26 4 8 8 7 5 6
## 84 Honda CRV 26 4 8 8 7 5 7
## 85 Ford Expedition 15 8 6 16 14 4 6
## 86 Honda CRV 26 4 8 8 7 6 5
## 87 Ford Explorer 19 6 6 13 11 6 6
## 88 Ford Explorer 19 6 6 13 11 3 7
## 89 Ford Explorer 19 6 6 13 11 2 6
## 90 Ford Explorer 19 6 6 13 11 6 6
## 91 Chrysler Jeep 18 6 4 12 10 5 6
## 92 Chrysler Jeep 18 6 4 12 10 6 3
## 93 Chrysler Jeep 18 6 4 12 10 7 6
## 94 Chrysler Jeep 18 6 4 12 10 4 7
## 95 Chrysler Jeep 18 6 4 12 10 4 2
## 96 Ford Expedition 15 8 6 16 14 4 6
## 97 Chrysler Jeep 18 6 4 12 10 6 6
## 98 Chrysler Jeep 18 6 4 12 10 5 6
## 99 Chrysler Jeep 18 6 4 12 10 7 6
## 100 Chrysler Jeep 18 6 4 12 10 3 2
## 101 Chrysler Jeep 18 6 4 12 10 4 6
## 102 Chrysler Jeep 18 6 4 12 10 6 6
## 103 Chrysler Jeep 18 6 4 12 10 4 6
## 104 Chrysler Jeep 18 6 4 12 10 6 6
## 105 Chrysler Jeep 18 6 4 12 10 6 5
## 106 Chrysler Jeep 18 6 4 12 10 5 6
## 107 Ford Expedition 15 8 6 16 14 4 1
## 108 Chrysler Jeep 18 6 4 12 10 5 3
## 109 Chrysler Jeep 18 6 4 12 10 4 3
## 110 Chrysler Jeep 18 6 4 12 10 6 5
## 111 Chrysler Jeep 18 6 4 12 10 5 4
## 112 Chrysler Jeep 18 6 4 12 10 6 5
## 113 Chrysler Jeep 18 6 4 12 10 6 5
## 114 Chrysler Jeep 18 6 4 12 10 5 2
## 115 Chrysler Jeep 18 6 4 12 10 4 2
## 116 Chrysler Jeep 18 6 4 12 10 6 4
## 117 Chrysler Jeep 18 6 4 12 10 5 6
## 118 Ford Expedition 15 8 6 16 14 5 1
## 119 Chrysler Jeep 18 6 4 12 10 4 4
## 120 Chrysler Jeep 18 6 4 12 10 4 6
## 121 Chrysler Jeep 18 6 4 12 10 4 3
## 122 Chrysler Jeep 18 6 4 12 10 6 6
## 123 Chrysler Jeep 18 6 4 12 10 6 4
## 124 Chrysler Jeep 18 6 4 12 10 4 2
## 125 Chrysler Jeep 18 6 4 12 10 4 6
## 126 Toyota Highlander 20 6 7 10 8 6 6
## 127 Toyota Highlander 20 6 7 10 8 6 4
## 128 Toyota Highlander 20 6 7 10 8 6 3
## 129 Ford Expedition 15 8 6 16 14 5 1
## 130 Toyota Highlander 20 6 7 10 8 5 4
## 131 Toyota Highlander 20 6 7 10 8 6 3
## 132 Toyota Highlander 20 6 7 10 8 6 4
## 133 Toyota Highlander 20 6 7 10 8 7 6
## 134 Toyota Highlander 20 6 7 10 8 6 4
## 135 Toyota Highlander 20 6 7 10 8 5 4
## 136 Toyota Highlander 20 6 7 10 8 6 4
## 137 Toyota Highlander 20 6 7 10 8 7 2
## 138 Ford Explorer 19 6 6 13 11 6 4
## 139 Ford Explorer 19 6 6 13 11 3 4
## 140 Ford Expedition 15 8 6 16 14 5 1
## 141 Ford Explorer 19 6 6 13 11 6 4
## 142 Ford Explorer 19 6 6 13 11 6 4
## 143 Ford Explorer 19 6 6 13 11 6 6
## 144 Ford Explorer 19 6 6 13 11 4 2
## 145 Ford Explorer 19 6 6 13 11 4 4
## 146 Ford Explorer 19 6 6 13 11 4 4
## 147 Ford Explorer 19 6 6 13 11 6 4
## 148 Ford Explorer 19 6 6 13 11 6 5
## 149 Ford Explorer 19 6 6 13 11 4 6
## 150 Ford Explorer 19 6 6 13 11 4 6
## 151 Ford Expedition 15 8 6 16 14 4 1
## 152 Ford Explorer 19 6 6 13 11 6 4
## 153 Ford Explorer 19 6 6 13 11 4 4
## 154 Ford Explorer 19 6 6 13 11 6 4
## 155 Ford Explorer 19 6 6 13 11 4 6
## 156 Ford Explorer 19 6 6 13 11 7 4
## 157 Ford Explorer 19 6 6 13 11 4 5
## 158 Ford Explorer 19 6 6 13 11 7 4
## 159 Ford Explorer 19 6 6 13 11 6 4
## 160 Ford Explorer 19 6 6 13 11 4 4
## 161 Ford Explorer 19 6 6 13 11 5 4
## 162 Ford Expedition 15 8 6 16 14 3 6
## 163 Ford Expedition 15 8 6 16 14 6 7
## 164 Ford Explorer 19 6 6 13 11 7 4
## 165 Ford Explorer 19 6 6 13 11 6 4
## 166 Ford Explorer 19 6 6 13 11 6 4
## 167 Ford Explorer 19 6 6 13 11 5 4
## 168 Toyota Rav4 24 4 8 10 8 4 5
## 169 Toyota Rav4 24 4 8 10 8 4 4
## 170 Toyota Rav4 24 4 8 10 8 5 4
## 171 Toyota Rav4 24 4 8 10 8 5 4
## 172 Toyota Rav4 24 4 8 10 8 6 6
## 173 Toyota Rav4 24 4 8 10 8 5 4
## 174 Ford Expedition 15 8 6 16 14 6 6
## 175 Toyota Rav4 24 4 8 10 8 6 4
## 176 Toyota Rav4 24 4 8 10 8 4 4
## 177 Toyota Rav4 24 4 8 10 8 6 4
## 178 Toyota Rav4 24 4 8 10 8 7 4
## 179 Toyota Rav4 24 4 8 10 8 6 6
## 180 Toyota Rav4 24 4 8 10 8 6 2
## 181 Toyota Rav4 24 4 8 10 8 6 6
## 182 Toyota Rav4 24 4 8 10 8 6 4
## 183 Toyota Rav4 24 4 8 10 8 7 6
## 184 Toyota Rav4 24 4 8 10 8 6 4
## 185 Ford Expedition 15 8 6 16 14 5 6
## 186 Toyota Rav4 24 4 8 10 8 5 6
## 187 Toyota Rav4 24 4 8 10 8 6 6
## 188 Toyota Rav4 24 4 8 10 8 5 4
## 189 Toyota Rav4 24 4 8 10 8 5 4
## 190 Toyota Rav4 24 4 8 10 8 7 4
## 191 Toyota Rav4 24 4 8 10 8 5 6
## 192 Toyota Rav4 24 4 8 10 8 6 6
## 193 Toyota Rav4 24 4 8 10 8 4 4
## 194 Toyota Rav4 24 4 8 10 8 5 6
## 195 Toyota Rav4 24 4 8 10 8 5 6
## 196 Dodge Journey 16 6 6 12 11 5 7
## 197 Toyota Rav4 24 4 8 10 8 5 5
## 198 Toyota Rav4 24 4 8 10 8 6 7
## 199 Toyota Rav4 24 4 8 10 8 5 4
## 200 Toyota Rav4 24 4 8 10 8 5 5
## 201 Toyota Rav4 24 4 8 10 8 7 4
## 202 Toyota Rav4 24 4 8 10 8 6 4
## 203 Toyota Rav4 24 4 8 10 8 6 4
## 204 Toyota Rav4 24 4 8 10 8 6 4
## 205 Toyota Rav4 24 4 8 10 8 4 4
## 206 Toyota Rav4 24 4 8 10 8 6 4
## 207 Dodge Journey 16 6 6 12 11 4 6
## 208 Toyota Rav4 24 4 8 10 8 7 4
## 209 Toyota Rav4 20 6 8 10 8 5 5
## 210 Kia Sorento 22 4 8 9 7 5 4
## 211 Kia Sorento 22 4 8 9 7 7 4
## 212 Kia Sorento 22 4 8 9 7 6 4
## 213 Kia Sorento 22 4 8 9 7 5 5
## 214 Kia Sorento 22 4 8 9 7 6 4
## 215 Kia Sorento 22 4 8 9 7 5 4
## 216 Kia Sorento 22 4 8 9 7 5 4
## 217 Kia Sorento 22 4 8 9 7 6 6
## 218 Dodge Journey 16 6 6 12 11 4 7
## 219 Kia Sorento 22 4 8 9 7 7 5
## 220 Kia Sorento 22 4 8 9 7 6 4
## 221 Kia Sorento 22 4 8 9 7 5 4
## 222 Kia Sorento 22 4 8 9 7 7 4
## 223 Kia Sorento 22 4 8 9 7 6 5
## 224 Kia Sorento 22 4 8 9 7 7 5
## 225 Kia Sorento 22 4 8 9 7 6 4
## 226 Kia Sorento 22 4 8 9 7 5 6
## 227 Kia Sorento 22 4 8 9 7 6 4
## 228 Kia Sorento 22 4 8 9 7 5 4
## 229 Dodge Journey 16 6 6 12 11 5 2
## 230 Kia Sorento 22 4 8 9 7 5 4
## 231 Ford Explorer 19 6 6 13 11 7 4
## 232 Ford Explorer 19 6 6 13 11 6 4
## 233 Ford Explorer 19 6 6 13 11 4 4
## 234 Ford Explorer 19 6 6 13 11 6 4
## 235 Ford Explorer 19 6 6 13 11 6 6
## 236 Ford Explorer 19 6 6 13 11 5 4
## 237 Ford Explorer 19 6 6 13 11 3 4
## 238 Ford Explorer 19 6 6 13 11 3 4
## 239 Ford Explorer 19 6 6 13 11 3 5
## 240 Dodge Journey 16 6 6 12 11 4 7
## 241 Ford Explorer 19 6 6 13 11 7 4
## 242 Ford Explorer 19 6 6 13 11 3 4
## 243 Ford Explorer 19 6 6 13 11 6 4
## 244 Ford Explorer 19 6 6 13 11 6 6
## 245 Ford Explorer 19 6 6 13 11 7 4
## 246 Ford Explorer 19 6 6 13 11 7 5
## 247 Ford Explorer 19 6 6 13 11 3 4
## 248 Ford Explorer 19 6 6 13 11 7 4
## 249 Ford Explorer 19 6 6 13 11 7 3
## 250 Ford Explorer 19 6 6 13 11 6 4
## 251 Dodge Journey 16 6 6 12 11 3 2
## 252 Chrysler Jeep 18 6 4 12 10 6 4
## 253 Chrysler Jeep 18 6 4 12 10 7 4
## 254 Chrysler Jeep 18 6 4 12 10 6 4
## 255 Chrysler Jeep 18 6 4 12 10 6 4
## 256 Chrysler Jeep 18 6 4 12 10 6 4
## 257 Chrysler Jeep 18 6 4 12 10 5 4
## 258 Chrysler Jeep 18 6 4 12 10 6 6
## 259 Chrysler Jeep 18 6 4 12 10 4 5
## 260 Chrysler Jeep 18 6 4 12 10 6 4
## 261 Chrysler Jeep 18 6 4 12 10 4 6
## 262 Dodge Journey 16 6 6 12 11 6 5
## 263 Chrysler Jeep 18 6 4 12 10 4 5
## 264 Chrysler Jeep 18 6 4 12 10 7 5
## 265 Chrysler Jeep 18 6 4 12 10 4 4
## 266 Chrysler Jeep 18 6 4 12 10 6 4
## 267 Chrysler Jeep 18 6 4 12 10 3 5
## 268 Chrysler Jeep 18 6 4 12 10 3 4
## 269 Chrysler Jeep 18 6 4 12 10 5 4
## 270 Ford Explorer 19 6 6 13 11 5 4
## 271 Ford Explorer 19 6 6 13 11 5 4
## 272 Ford Explorer 19 6 6 13 11 3 4
## 273 Ford Expedition 15 8 6 16 14 5 7
## 274 Dodge Journey 16 6 6 12 11 5 4
## 275 Ford Explorer 19 6 6 13 11 6 4
## 276 Ford Explorer 19 6 6 13 11 3 4
## 277 Ford Explorer 19 6 6 13 11 5 4
## 278 Ford Explorer 19 6 6 13 11 7 4
## 279 Ford Explorer 19 6 6 13 11 6 6
## 280 Ford Explorer 19 6 6 13 11 5 2
## 281 Ford Explorer 19 6 6 13 11 6 4
## 282 Ford Explorer 19 6 6 13 11 6 5
## 283 Ford Explorer 19 6 6 13 11 6 4
## 284 Ford Explorer 19 6 6 13 11 7 4
## 285 Dodge Journey 16 6 6 12 11 5 7
## 286 Ford Explorer 19 6 6 13 11 7 4
## 287 Chrysler Jeep 18 6 4 12 10 6 4
## 288 Chrysler Jeep 18 6 4 12 10 6 4
## 289 Chrysler Jeep 18 6 4 12 10 5 4
## 290 Chrysler Jeep 18 6 4 12 10 5 4
## 291 Chrysler Jeep 18 6 4 12 10 7 6
## 292 Chrysler Jeep 18 6 4 12 10 3 4
## 293 Chrysler Jeep 18 6 4 12 10 3 4
## 294 Chrysler Jeep 18 6 4 12 10 5 6
## 295 Chrysler Jeep 18 6 4 12 10 5 4
## 296 Dodge Journey 16 6 6 12 11 4 7
## 297 Chrysler Jeep 18 6 4 12 10 4 2
## 298 Chrysler Jeep 18 6 4 12 10 5 4
## 299 Chrysler Jeep 18 6 4 12 10 6 4
## 300 Chrysler Jeep 18 6 4 12 10 7 3
## 301 Chrysler Jeep 18 6 4 12 10 6 4
## 302 Chrysler Jeep 18 6 4 12 10 7 4
## 303 Ford Explorer 19 6 6 13 11 6 6
## 304 Ford Explorer 19 6 6 13 11 7 4
## 305 Ford Explorer 19 6 6 13 11 5 4
## 306 Ford Explorer 19 6 6 13 11 7 4
## 307 Dodge Journey 16 6 6 12 11 5 3
## 308 Ford Explorer 19 6 6 13 11 6 6
## 309 Ford Explorer 19 6 6 13 11 7 6
## 310 Ford Explorer 19 6 6 13 11 6 4
## 311 Ford Explorer 19 6 6 13 11 7 4
## 312 Kia Sorento 22 4 8 9 7 6 4
## 313 Kia Sorento 22 4 8 9 7 5 4
## 314 Kia Sorento 22 4 8 9 7 6 4
## 315 Kia Sorento 22 4 8 9 7 7 6
## 316 Kia Sorento 22 4 8 9 7 6 6
## 317 Kia Sorento 22 4 8 9 7 6 3
## 318 Dodge Journey 16 6 6 12 11 5 6
## 319 Kia Sorento 22 4 8 9 7 5 2
## 320 Kia Sorento 22 4 8 9 7 5 4
## 321 Kia Sorento 22 4 8 9 7 6 4
## 322 Kia Sorento 22 4 8 9 7 6 4
## 323 Kia Sorento 22 4 8 9 7 5 7
## 324 Kia Sorento 22 4 8 9 7 6 4
## 325 Kia Sorento 22 4 8 9 7 7 4
## 326 Kia Sorento 22 4 8 9 7 6 4
## 327 Kia Sorento 22 4 8 9 7 7 5
## 328 Honda CRV 26 4 8 8 7 7 6
## 329 Dodge Journey 16 6 6 12 11 6 5
## 330 Honda CRV 26 4 8 8 7 6 4
## 331 Honda CRV 26 4 8 8 7 6 4
## 332 Honda CRV 26 4 8 8 7 6 5
## 333 Honda CRV 26 4 8 8 7 6 6
## 334 Honda CRV 26 4 8 8 7 5 6
## 335 Honda CRV 26 4 8 8 7 6 4
## 336 Honda CRV 26 4 8 8 7 4 4
## 337 Honda CRV 26 4 8 8 7 5 4
## 338 Honda CRV 26 4 8 8 7 6 4
## 339 Honda CRV 26 4 8 8 7 6 4
## 340 Dodge Journey 16 6 6 12 11 4 6
## 341 Honda CRV 26 4 8 8 7 5 4
## 342 Honda CRV 26 4 8 8 7 7 4
## 343 Honda CRV 26 4 8 8 7 6 4
## 344 Honda CRV 26 4 8 8 7 7 4
## 345 Honda CRV 26 4 8 8 7 6 4
## 346 Honda CRV 26 4 8 8 7 6 4
## 347 Honda CRV 26 4 8 8 7 6 4
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## 349 Toyota Highlander 20 6 7 10 8 6 4
## 350 Toyota Highlander 20 6 7 10 8 6 4
## 351 Dodge Journey 16 6 6 12 11 4 2
## 352 Toyota Highlander 20 6 7 10 8 5 4
## 353 Toyota Highlander 20 6 7 10 8 6 4
## 354 Toyota Highlander 20 6 7 10 8 5 4
## 355 Toyota Highlander 20 6 7 10 8 5 4
## 356 Toyota Highlander 20 6 7 10 8 6 4
## 357 Toyota Highlander 20 6 7 10 8 6 4
## 358 Toyota Highlander 20 6 7 10 8 6 4
## 359 Toyota Highlander 20 6 7 10 8 5 4
## 360 Toyota Highlander 20 6 7 10 8 7 4
## 361 Toyota Highlander 20 6 7 10 8 7 4
## 362 Dodge Journey 16 6 6 12 11 3 6
## 363 Toyota Highlander 20 6 7 10 8 5 4
## 364 Toyota Highlander 20 6 7 10 8 6 4
## 365 Toyota Highlander 20 6 7 10 8 5 4
## 366 Toyota Highlander 20 6 7 10 8 6 4
## 367 Toyota Highlander 20 6 7 10 8 5 4
## 368 Toyota Highlander 20 6 7 10 8 6 4
## 369 Toyota Highlander 20 6 7 10 8 6 4
## 370 Toyota Highlander 20 6 7 10 8 6 4
## 371 Toyota Highlander 20 6 7 10 8 6 4
## 372 Toyota Highlander 20 6 7 10 8 6 4
## 373 Dodge Journey 16 6 6 12 11 4 6
## 374 Toyota Highlander 20 6 7 10 8 6 4
## 375 Chrysler Jeep 18 6 4 12 10 7 4
## 376 Chrysler Jeep 18 6 4 12 10 4 4
## 377 Chrysler Jeep 18 6 4 12 10 6 4
## 378 Chrysler Jeep 18 6 4 12 10 6 4
## 379 Chrysler Jeep 18 6 4 12 10 5 4
## 380 Chrysler Jeep 18 6 4 12 10 5 2
## 381 Chrysler Jeep 18 6 4 12 10 6 4
## 382 Ford Explorer 19 6 6 13 11 7 4
## 383 Ford Explorer 19 6 6 13 11 6 4
## 384 Ford Expedition 15 8 6 16 14 5 2
## 385 Dodge Journey 16 6 6 12 11 3 1
## 386 Ford Explorer 19 6 6 13 11 6 4
## 387 Ford Explorer 19 6 6 13 11 5 5
## 388 Ford Explorer 19 6 6 13 11 6 7
## 389 Ford Explorer 19 6 6 13 11 6 4
## 390 Ford Explorer 19 6 6 13 11 6 4
## 391 Ford Explorer 19 6 6 13 11 6 4
## 392 Ford Explorer 19 6 6 13 11 6 6
## 393 Ford Explorer 19 6 6 13 11 6 4
## 394 Ford Explorer 19 6 6 13 11 6 4
## 395 Ford Explorer 19 6 6 13 11 7 4
## 396 Dodge Journey 16 6 6 12 11 4 1
## 397 Ford Explorer 19 6 6 13 11 5 4
## 398 Ford Explorer 19 6 6 13 11 6 4
## 399 Ford Explorer 19 6 6 13 11 5 4
## 400 Ford Explorer 19 6 6 13 11 5 4
## 401 Ford Explorer 19 6 6 13 11 6 4
## 402 Ford Explorer 19 6 6 13 11 5 4
## 403 Ford Explorer 19 6 6 13 11 6 4
## 404 Ford Explorer 19 6 6 13 11 7 6
## 405 Ford Explorer 19 6 6 13 11 7 4
## 406 Ford Explorer 19 6 6 13 11 6 4
## 407 Ford Expedition 15 8 6 16 14 6 6
## 408 Ford Explorer 19 6 6 13 11 6 4
## 409 Ford Explorer 19 6 6 13 11 5 4
## 410 Ford Explorer 19 6 6 13 11 5 6
## 411 Ford Explorer 19 6 6 13 11 6 4
## 412 Ford Explorer 19 6 6 13 11 7 4
## 413 Ford Explorer 19 6 6 13 11 5 4
## 414 Ford Expedition 15 8 6 16 14 6 5
## 415 Ford Expedition 15 8 6 16 14 5 4
## 416 Chrysler Jeep 18 6 4 12 10 3 4
## 417 Chrysler Jeep 18 6 4 12 10 6 4
## 418 Ford Expedition 15 8 6 16 14 6 6
## 419 Chrysler Jeep 18 6 4 12 10 7 4
## 420 Chrysler Jeep 18 6 4 12 10 3 4
## 421 Chrysler Jeep 18 6 4 12 10 3 4
## 422 Chrysler Jeep 18 6 4 12 10 7 4
## 423 Chrysler Jeep 18 6 4 12 10 3 4
## 424 Chrysler Jeep 18 6 4 12 10 6 3
## 425 Chrysler Jeep 18 6 4 12 10 3 4
## 426 Chrysler Jeep 18 6 4 12 10 6 4
## 427 Chrysler Jeep 18 6 4 12 10 5 4
## 428 Chrysler Jeep 18 6 4 12 10 3 4
## 429 Ford Expedition 15 8 6 16 14 7 4
## 430 Chrysler Jeep 18 6 4 12 10 7 4
## 431 Chrysler Jeep 18 6 4 12 10 3 4
## 432 Chrysler Jeep 18 6 4 12 10 3 5
## 433 Chrysler Jeep 18 6 4 12 10 4 6
## 434 Chrysler Jeep 18 6 4 12 10 5 3
## 435 Chrysler Jeep 18 6 4 12 10 3 5
## 436 Chrysler Jeep 18 6 4 12 10 6 4
## 437 Honda CRV 26 4 8 8 7 5 5
## 438 Honda CRV 26 4 8 8 7 5 6
## 439 Honda CRV 26 4 8 8 7 5 6
## 440 Ford Expedition 15 8 6 16 14 5 6
## 441 Honda CRV 26 4 8 8 7 7 4
## 442 Honda CRV 26 4 8 8 7 6 4
## 443 Honda CRV 26 4 8 8 7 6 4
## 444 Chrysler Jeep 18 6 4 12 10 5 4
## 445 Chrysler Jeep 18 6 4 12 10 6 4
## 446 Chrysler Jeep 18 6 4 12 10 4 6
## 447 Chrysler Jeep 18 6 4 12 10 4 4
## 448 Chrysler Jeep 18 6 4 12 10 5 4
## 449 Chrysler Jeep 18 6 4 12 10 4 4
## 450 Chrysler Jeep 18 6 4 12 10 5 2
## 451 Ford Expedition 15 8 6 16 14 6 6
## 452 Chrysler Jeep 18 6 4 12 10 6 4
## 453 Chrysler Jeep 18 6 4 12 10 4 4
## 454 Chrysler Jeep 18 6 4 12 10 3 4
## 455 Chrysler Jeep 18 6 4 12 10 5 4
## 456 Toyota Highlander 20 6 7 10 8 4 4
## 457 Toyota Highlander 20 6 7 10 8 6 4
## 458 Toyota Highlander 20 6 7 10 8 6 4
## 459 Toyota Highlander 20 6 7 10 8 4 4
## 460 Toyota Highlander 20 6 7 10 8 5 4
## 461 Toyota Highlander 20 6 7 10 8 4 4
## 462 Ford Expedition 15 8 6 16 14 5 6
## 463 Toyota Highlander 20 6 7 10 8 6 4
## 464 Toyota Highlander 20 6 7 10 8 5 5
## 465 Toyota Highlander 20 6 7 10 8 3 5
## 466 Toyota Highlander 20 6 7 10 8 7 4
## 467 Toyota Highlander 20 6 7 10 8 7 3
## 468 Toyota Highlander 20 6 7 10 8 6 4
## 469 Toyota Highlander 20 6 7 10 8 6 4
## 470 Toyota Highlander 20 6 7 10 8 5 4
## 471 Toyota Highlander 20 6 7 10 8 5 4
## 472 Toyota Highlander 20 6 7 10 8 5 4
## 473 Ford Expedition 15 8 6 16 14 3 7
## 474 Toyota Highlander 20 6 7 10 8 4 4
## 475 Toyota Highlander 20 6 7 10 8 5 2
## 476 Toyota Highlander 20 6 7 10 8 5 4
## 477 Toyota Highlander 20 6 7 10 8 7 4
## 478 Toyota Highlander 20 6 7 10 8 6 5
## 479 Toyota Highlander 20 6 7 10 8 7 4
## 480 Toyota Highlander 20 6 7 10 8 6 4
## 481 Toyota Highlander 20 6 7 10 8 4 4
## 482 Toyota Highlander 20 6 7 10 8 6 4
## 483 Toyota Highlander 20 6 7 10 8 6 4
## 484 Ford Expedition 15 8 6 16 14 5 6
## 485 Toyota Highlander 20 6 7 10 8 6 6
## 486 Toyota Highlander 20 6 7 10 8 5 4
## 487 Toyota Highlander 20 6 7 10 8 5 6
## 488 Toyota Highlander 20 6 7 10 8 6 7
## 489 Honda CRV 26 4 8 8 7 5 6
## 490 Honda CRV 26 4 8 8 7 6 6
## 491 Honda CRV 26 4 8 8 7 5 5
## 492 Honda CRV 26 4 8 8 7 3 6
## 493 Honda CRV 26 4 8 8 7 4 7
## 494 Honda CRV 26 4 8 8 7 6 6
## 495 Ford Expedition 15 8 6 16 14 5 6
## 496 Ford Expedition 15 8 6 16 14 6 6
## 497 Honda CRV 26 4 8 8 7 5 4
## 498 Honda CRV 26 4 8 8 7 5 7
## 499 Honda CRV 26 4 8 8 7 5 5
## 500 Honda CRV 26 4 8 8 7 5 6
## 501 Honda CRV 26 4 8 8 7 5 6
## 502 Honda CRV 26 4 8 8 7 6 7
## 503 Honda CRV 26 4 8 8 7 7 7
## 504 Honda CRV 26 4 8 8 7 4 6
## 505 Honda CRV 26 4 8 8 7 6 6
## 506 Honda CRV 26 4 8 8 7 5 6
## 507 Ford Expedition 15 8 6 16 14 4 4
## 508 Honda CRV 26 4 8 8 7 6 7
## 509 Honda CRV 26 4 8 8 7 6 7
## 510 Honda Pilot 20 6 6 12 10 6 6
## 511 Honda Pilot 20 6 6 12 10 6 6
## 512 Honda Pilot 20 6 6 12 10 7 6
## 513 Honda Pilot 20 6 6 12 10 5 6
## 514 Honda Pilot 20 6 6 12 10 4 6
## 515 Honda Pilot 20 6 6 12 10 5 7
## 516 Honda Pilot 20 6 6 12 10 5 6
## 517 Honda Pilot 20 6 6 12 10 6 4
## 518 Ford Expedition 15 8 6 16 14 3 5
## 519 Honda Pilot 20 6 6 12 10 6 6
## 520 Chrysler Jeep 18 6 4 12 10 4 7
## 521 Chrysler Jeep 18 6 4 12 10 7 3
## 522 Chrysler Jeep 18 6 4 12 10 7 6
## 523 Chrysler Jeep 18 6 4 12 10 4 7
## 524 Chrysler Jeep 18 6 4 12 10 6 7
## 525 Chrysler Jeep 18 6 4 12 10 6 7
## 526 Chrysler Jeep 18 6 4 12 10 7 6
## 527 Chrysler Jeep 18 6 4 12 10 5 7
## 528 Chrysler Jeep 18 6 4 12 10 6 4
## 529 Ford Expedition 15 8 6 16 14 5 6
## 530 Chrysler Jeep 18 6 4 12 10 6 6
## 531 Chrysler Jeep 18 6 4 12 10 6 6
## 532 Chrysler Jeep 18 6 4 12 10 7 6
## 533 Chrysler Jeep 18 6 4 12 10 6 6
## 534 Chrysler Jeep 18 6 4 12 10 6 7
## 535 Chrysler Jeep 18 6 4 12 10 7 6
## 536 Chrysler Jeep 18 6 4 12 10 5 6
## 537 Chrysler Jeep 18 6 4 12 10 6 6
## 538 Chrysler Jeep 18 6 4 12 10 6 2
## 539 Chrysler Jeep 18 6 4 12 10 6 6
## 540 Ford Expedition 15 8 6 16 14 6 6
## 541 Chrysler Jeep 18 6 4 12 10 6 3
## 542 Chrysler Jeep 18 6 4 12 10 6 6
## 543 Dodge Journey 16 6 6 12 11 6 6
## 544 Dodge Journey 16 6 6 12 11 3 2
## 545 Dodge Journey 16 6 6 12 11 4 4
## 546 Dodge Journey 16 6 6 12 11 4 1
## 547 Dodge Journey 16 6 6 12 11 3 4
## 548 Dodge Journey 16 6 6 12 11 3 2
## 549 Dodge Journey 16 6 6 12 11 6 1
## 550 Dodge Journey 16 6 6 12 11 7 2
## 551 Ford Expedition 15 8 6 16 14 5 4
## 552 Dodge Journey 16 6 6 12 11 3 6
## 553 Dodge Journey 16 6 6 12 11 6 2
## 554 Dodge Journey 16 6 6 12 11 7 5
## 555 Dodge Journey 16 6 6 12 11 6 6
## 556 Dodge Journey 16 6 6 12 11 5 7
## 557 Dodge Journey 16 6 6 12 11 3 6
## 558 Dodge Journey 16 6 6 12 11 5 7
## 559 Dodge Journey 16 6 6 12 11 5 7
## 560 Dodge Journey 16 6 6 12 11 3 6
## 561 Dodge Journey 16 6 6 12 11 5 5
## 562 Ford Expedition 15 8 6 16 14 4 4
## 563 Dodge Journey 16 6 6 12 11 6 6
## 564 Chrysler Jeep 18 6 4 12 10 6 6
## 565 Chrysler Jeep 18 6 4 12 10 3 6
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## 567 Chrysler Jeep 18 6 4 12 10 4 6
## 568 Chrysler Jeep 18 6 4 12 10 6 7
## 569 Chrysler Jeep 18 6 4 12 10 6 6
## 570 Chrysler Jeep 18 6 4 12 10 6 4
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## 572 Chrysler Jeep 18 6 4 12 10 6 4
## 573 Chrysler Jeep 18 6 4 12 10 5 5
## 574 Chrysler Jeep 18 6 4 12 10 6 4
## 575 Chrysler Jeep 18 6 4 12 10 6 4
## 576 Chrysler Jeep 18 6 4 12 10 6 4
## 577 Chrysler Jeep 18 6 4 12 10 7 5
## 578 Chrysler Jeep 18 6 4 12 10 7 7
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## 580 Chrysler Jeep 18 6 4 12 10 6 6
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## 584 Chrysler Jeep 18 6 4 12 10 4 7
## 585 Chrysler Jeep 18 6 4 12 10 6 2
## 586 Chrysler Jeep 18 6 4 12 10 5 7
## 587 Dodge Journey 16 6 6 12 11 6 6
## 588 Dodge Journey 16 6 6 12 11 5 3
## 589 Dodge Journey 16 6 6 12 11 6 5
## 590 Chrysler Jeep 18 6 4 12 10 5 6
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## 592 Chrysler Jeep 18 6 4 12 10 7 4
## 593 Chrysler Jeep 18 6 4 12 10 7 7
## 594 Chrysler Jeep 18 6 4 12 10 5 7
## 595 Chrysler Jeep 18 6 4 12 10 5 4
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## 598 Chrysler Jeep 18 6 4 12 10 7 4
## 599 Chrysler Jeep 18 6 4 12 10 6 5
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## 601 Toyota Highlander 20 6 7 10 8 6 7
## 602 Toyota Highlander 20 6 7 10 8 5 7
## 603 Toyota Highlander 20 6 7 10 8 6 6
## 604 Toyota Highlander 20 6 7 10 8 5 5
## 605 Toyota Highlander 20 6 7 10 8 5 6
## 606 Ford Expedition 15 8 6 16 14 3 6
## 607 Chrysler Jeep 18 6 4 12 10 5 6
## 608 Toyota Highlander 20 6 7 10 8 4 6
## 609 Toyota Highlander 20 6 7 10 8 5 7
## 610 Toyota Highlander 20 6 7 10 8 3 4
## 611 Toyota Highlander 20 6 7 10 8 4 6
## 612 Toyota Highlander 20 6 7 10 8 4 6
## 613 Toyota Highlander 20 6 7 10 8 4 6
## 614 Toyota Highlander 20 6 7 10 8 5 6
## 615 Toyota Highlander 20 6 7 10 8 5 3
## 616 Toyota Highlander 20 6 7 10 8 6 6
## 617 Toyota Highlander 20 6 7 10 8 4 4
## 618 Chrysler Jeep 18 6 4 12 10 7 6
## 619 Honda Pilot 20 6 6 12 10 6 5
## 620 Honda Pilot 20 6 6 12 10 5 6
## 621 Honda Pilot 20 6 6 12 10 6 5
## 622 Honda Pilot 20 6 6 12 10 6 6
## 623 Honda Pilot 20 6 6 12 10 6 6
## 624 Honda Pilot 20 6 6 12 10 6 4
## 625 Honda Pilot 20 6 6 12 10 5 6
## 626 Honda Pilot 20 6 6 12 10 4 6
## 627 Honda Pilot 20 6 6 12 10 5 4
## 628 Honda Pilot 20 6 6 12 10 4 4
## 629 Chrysler Jeep 18 6 4 12 10 5 7
## 630 Honda Pilot 20 6 6 12 10 5 4
## 631 Honda Pilot 20 6 6 12 10 5 6
## 632 Honda Pilot 20 6 6 12 10 2 6
## 633 Honda Pilot 20 6 6 12 10 5 6
## 634 Honda Pilot 20 6 6 12 10 5 4
## 635 Honda Pilot 20 6 6 12 10 5 6
## 636 Honda Pilot 20 6 6 12 10 5 6
## 637 Honda Pilot 20 6 6 12 10 6 4
## 638 Honda Pilot 20 6 6 12 10 5 6
## 639 Honda Pilot 20 6 6 12 10 4 6
## 640 Chrysler Jeep 18 6 4 12 10 5 7
## 641 Honda Pilot 20 6 6 12 10 4 6
## 642 Honda Pilot 20 6 6 12 10 5 6
## 643 Honda Pilot 20 6 6 12 10 5 4
## 644 Honda Pilot 20 6 6 12 10 5 6
## 645 Toyota Highlander 20 6 7 10 8 6 5
## 646 Toyota Highlander 20 6 7 10 8 7 5
## 647 Toyota Highlander 20 6 7 10 8 4 7
## 648 Toyota Highlander 20 6 7 10 8 4 6
## 649 Toyota Highlander 20 6 7 10 8 5 6
## 650 Toyota Highlander 20 6 7 10 8 6 6
## 651 Chrysler Jeep 18 6 4 12 10 6 6
## 652 Toyota Highlander 20 6 7 10 8 5 5
## 653 Toyota Highlander 20 6 7 10 8 6 6
## 654 Toyota Highlander 20 6 7 10 8 5 4
## 655 Toyota Highlander 20 6 7 10 8 5 2
## 656 Toyota Highlander 20 6 7 10 8 6 5
## 657 Toyota Highlander 20 6 7 10 8 6 6
## 658 Toyota Highlander 20 6 7 10 8 5 1
## 659 Toyota Highlander 20 6 7 10 8 3 4
## 660 Toyota Highlander 20 6 7 10 8 6 6
## 661 Toyota Highlander 20 6 7 10 8 5 5
## 662 Chrysler Jeep 18 6 4 12 10 5 6
## 663 Toyota Highlander 20 6 7 10 8 5 6
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## 665 Fiat 500x 22 4 8 8 6 3 6
## 666 Fiat 500x 22 4 8 8 6 3 3
## 667 Fiat 500x 22 4 8 8 6 4 6
## 668 Fiat 500x 22 4 8 8 6 6 6
## 669 Fiat 500x 22 4 8 8 6 6 5
## 670 Fiat 500x 22 4 8 8 6 5 4
## 671 Fiat 500x 22 4 8 8 6 5 7
## 672 Fiat 500x 22 4 8 8 6 5 3
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## 674 Chevrolet Camaro 14 8 4 14 12 4 6
## 675 Chevrolet Camaro 14 8 4 14 12 6 7
## 676 Chevrolet Camaro 14 8 4 14 12 5 4
## 677 Chevrolet Camaro 14 8 4 14 12 3 4
## 678 Chevrolet Camaro 14 8 4 14 12 6 6
## 679 Chevrolet Camaro 14 8 4 14 12 3 5
## 680 Chevrolet Camaro 14 8 4 14 12 5 6
## 681 Chevrolet Camaro 14 8 4 14 12 6 6
## 682 Chevrolet Camaro 14 8 4 14 12 3 6
## 683 Chevrolet Camaro 14 8 4 14 12 5 6
## 684 Chrysler Jeep 18 6 4 12 10 6 7
## 685 Chevrolet Camaro 14 8 4 14 12 6 6
## 686 Chevrolet Camaro 14 8 4 14 12 5 6
## 687 Chevrolet Camaro 14 8 4 14 12 5 6
## 688 Chevrolet Camaro 14 8 4 14 12 4 2
## 689 Chevrolet Camaro 14 8 4 14 12 6 5
## 690 Chevrolet Camaro 14 8 4 14 12 5 6
## 691 Chevrolet Camaro 14 8 4 14 12 7 6
## 692 Chevrolet Camaro 14 8 4 14 12 7 5
## 693 Chevrolet Camaro 14 8 4 14 12 6 7
## 694 Chevrolet Camaro 14 8 4 14 12 6 6
## 695 Chrysler Jeep 18 6 4 12 10 5 6
## 696 Chevrolet Camaro 14 8 4 14 12 4 2
## 697 Chevrolet Camaro 14 8 4 14 12 2 6
## 698 Chevrolet Camaro 14 8 4 14 12 5 5
## 699 Chevrolet Camaro 14 8 4 14 12 2 4
## 700 Chevrolet Camaro 14 8 4 14 12 2 5
## 701 Chevrolet Camaro 14 8 4 14 12 5 2
## 702 Chevrolet Camaro 14 8 4 14 12 2 6
## 703 Chevrolet Camaro 14 8 4 14 12 5 4
## 704 Chevrolet Camaro 14 8 4 14 12 5 4
## 705 Chevrolet Camaro 14 8 4 14 12 2 2
## 706 Chrysler Jeep 18 6 4 12 10 3 5
## 707 Chevrolet Camaro 14 8 4 14 12 6 2
## 708 Chevrolet Camaro 14 8 4 14 12 6 2
## 709 Chevrolet Camaro 14 8 4 14 12 6 3
## 710 Chevrolet Camaro 14 8 4 14 12 6 5
## 711 Chevrolet Camaro 14 8 4 14 12 3 6
## 712 Chevrolet Camaro 14 8 4 14 12 2 6
## 713 Chevrolet Camaro 14 8 4 14 12 5 2
## 714 Chevrolet Camaro 14 8 4 14 12 7 6
## 715 Chevrolet Camaro 14 8 4 14 12 6 6
## 716 Chevrolet Camaro 14 8 4 14 12 7 5
## 717 Ford Expedition 15 8 6 16 14 3 1
## 718 Chrysler Jeep 18 6 4 12 10 6 6
## 719 Chevrolet Camaro 14 8 4 14 12 2 6
## 720 Chevrolet Camaro 14 8 4 14 12 4 6
## 721 Chevrolet Camaro 14 8 4 14 12 2 6
## 722 Chevrolet Camaro 14 8 4 14 12 7 6
## 723 Chevrolet Camaro 14 8 4 14 12 2 3
## 724 Chevrolet Camaro 14 8 4 14 12 2 6
## 725 Chevrolet Camaro 14 8 4 14 12 7 4
## 726 Chevrolet Camaro 14 8 4 14 12 5 6
## 727 Chevrolet Camaro 14 8 4 14 12 2 5
## 728 Chevrolet Camaro 14 8 4 14 12 5 4
## 729 Chrysler Jeep 18 6 4 12 10 3 6
## 730 Chevrolet Camaro 14 8 4 14 12 2 5
## 731 Chevrolet Camaro 14 8 4 14 12 6 4
## 732 Chevrolet Camaro 14 8 4 14 12 6 6
## 733 Chevrolet Camaro 14 8 4 14 12 5 7
## 734 Chevrolet Camaro 14 8 4 14 12 6 7
## 735 Chevrolet Camaro 14 8 4 14 12 6 7
## 736 Chevrolet Camaro 14 8 4 14 12 7 7
## 737 Chevrolet Camaro 14 8 4 14 12 5 7
## 738 Chevrolet Camaro 14 8 4 14 12 6 6
## 739 Chevrolet Camaro 14 8 4 14 12 6 6
## 740 Chrysler Jeep 18 6 4 12 10 3 6
## 741 Chevrolet Camaro 14 8 4 14 12 6 6
## 742 Chevrolet Camaro 14 8 4 14 12 5 7
## 743 Chevrolet Camaro 14 8 4 14 12 6 6
## 744 Chevrolet Camaro 14 8 4 14 12 7 6
## 745 Toyota Highlander 20 6 7 10 8 4 6
## 746 Toyota Highlander 20 6 7 10 8 5 7
## 747 Toyota Highlander 20 6 7 10 8 5 7
## 748 Toyota Highlander 20 6 7 10 8 6 7
## 749 Toyota Highlander 20 6 7 10 8 6 7
## 750 Toyota Highlander 20 6 7 10 8 5 5
## 751 Chrysler Jeep 18 6 4 12 10 5 6
## 752 Toyota Highlander 20 6 7 10 8 5 6
## 753 Toyota Highlander 20 6 7 10 8 6 7
## 754 Toyota Highlander 20 6 7 10 8 6 4
## 755 Toyota Highlander 20 6 7 10 8 6 7
## 756 Toyota Highlander 20 6 7 10 8 6 6
## 757 Toyota Highlander 20 6 7 10 8 5 6
## 758 Toyota Highlander 20 6 7 10 8 4 6
## 759 Toyota Highlander 20 6 7 10 8 5 7
## 760 Toyota Highlander 20 6 7 10 8 4 7
## 761 Toyota Highlander 20 6 7 10 8 3 6
## 762 Honda CRV 26 4 8 8 7 6 4
## 763 Toyota Highlander 20 6 7 10 8 4 6
## 764 Toyota Highlander 20 6 7 10 8 4 6
## 765 Toyota Highlander 20 6 7 10 8 4 5
## 766 Toyota Highlander 20 6 7 10 8 4 7
## 767 Toyota Highlander 20 6 7 10 8 6 6
## 768 Toyota Highlander 20 6 7 10 8 5 5
## 769 Toyota Highlander 20 6 7 10 8 5 6
## 770 Toyota Highlander 20 6 7 10 8 5 5
## 771 Toyota Highlander 20 6 7 10 8 6 7
## 772 Toyota Highlander 20 6 7 10 8 4 7
## 773 Honda CRV 26 4 8 8 7 7 2
## 774 Toyota Highlander 20 6 7 10 8 6 7
## 775 Toyota Highlander 20 6 7 10 8 4 4
## 776 Toyota Highlander 20 6 7 10 8 5 6
## 777 Toyota Highlander 20 6 7 10 8 5 7
## 778 Toyota Highlander 20 6 7 10 8 5 6
## 779 Toyota Highlander 20 6 7 10 8 3 3
## 780 Toyota Highlander 20 6 7 10 8 6 6
## 781 Toyota Highlander 20 6 7 10 8 5 6
## 782 Toyota Highlander 20 6 7 10 8 6 2
## 783 Toyota Highlander 20 6 7 10 8 5 6
## 784 Honda CRV 26 4 8 8 7 6 4
## 785 Toyota Highlander 20 6 7 10 8 5 7
## 786 Toyota Highlander 20 6 7 10 8 6 6
## 787 Toyota Highlander 20 6 7 10 8 5 6
## 788 Honda Pilot 20 6 6 12 10 5 7
## 789 Honda Pilot 20 6 6 12 10 6 5
## 790 Honda Pilot 20 6 6 12 10 6 6
## 791 Honda Pilot 20 6 6 12 10 5 4
## 792 Honda Pilot 20 6 6 12 10 6 6
## 793 Honda Pilot 20 6 6 12 10 4 4
## 794 Honda Pilot 20 6 6 12 10 5 6
## 795 Honda CRV 26 4 8 8 7 6 6
## 796 Honda Pilot 20 6 6 12 10 6 6
## 797 Honda Pilot 20 6 6 12 10 6 6
## 798 Honda Pilot 20 6 6 12 10 7 5
## 799 Honda Pilot 20 6 6 12 10 5 7
## 800 Honda Pilot 20 6 6 12 10 5 7
## 801 Honda Pilot 20 6 6 12 10 6 5
## 802 Honda Pilot 20 6 6 12 10 6 4
## 803 Honda Pilot 20 6 6 12 10 6 6
## 804 Honda Pilot 20 6 6 12 10 5 6
## 805 Honda Pilot 20 6 6 12 10 6 4
## 806 Honda CRV 26 4 8 8 7 6 6
## 807 Honda Pilot 20 6 6 12 10 5 6
## 808 Buick Encore 17 4 7 8 7 5 6
## 809 Buick Encore 17 4 7 8 7 4 6
## 810 Buick Encore 17 4 7 8 7 4 6
## 811 Buick Encore 17 4 7 8 7 6 6
## 812 Buick Encore 17 4 7 8 7 7 1
## 813 Buick Encore 17 4 7 8 7 7 6
## 814 Buick Encore 17 4 7 8 7 4 6
## 815 Buick Encore 17 4 7 8 7 5 6
## 816 Buick Encore 17 4 7 8 7 3 5
## 817 Honda CRV 26 4 8 8 7 6 5
## 818 Buick Encore 17 4 7 8 7 6 4
## 819 Buick Encore 17 4 7 8 7 2 4
## 820 Buick Encore 17 4 7 8 7 2 7
## 821 Buick Encore 17 4 7 8 7 6 5
## 822 Buick Encore 17 4 7 8 7 6 7
## 823 Buick Encore 17 4 7 8 7 7 6
## 824 Buick Encore 17 4 7 8 7 6 6
## 825 Buick Encore 17 4 7 8 7 3 6
## 826 Buick Encore 17 4 7 8 7 5 6
## 827 Buick Encore 17 4 7 8 7 6 6
## 828 Ford Expedition 15 8 6 16 14 6 6
## 829 Honda CRV 26 4 8 8 7 7 6
## 830 Buick Encore 17 4 7 8 7 7 6
## 831 Buick Encore 17 4 7 8 7 6 6
## 832 Buick Encore 17 4 7 8 7 6 6
## 833 Buick Encore 17 4 7 8 7 5 2
## 834 Buick Encore 17 4 7 8 7 5 3
## 835 Buick Encore 17 4 7 8 7 6 6
## 836 Buick Encore 17 4 7 8 7 6 4
## 837 Buick Encore 17 4 7 8 7 5 6
## 838 Buick Encore 17 4 7 8 7 5 6
## 839 Buick Encore 17 4 7 8 7 6 5
## 840 Honda CRV 26 4 8 8 7 4 6
## 841 Buick Encore 17 4 7 8 7 7 6
## 842 Buick Encore 17 4 7 8 7 5 6
## 843 Lincoln Navigator 15 8 5 16 13 6 5
## 844 Lincoln Navigator 15 8 5 16 13 5 2
## 845 Lincoln Navigator 15 8 5 16 13 7 2
## 846 Lincoln Navigator 15 8 5 16 13 5 7
## 847 Lincoln Navigator 15 8 5 16 13 6 6
## 848 Lincoln Navigator 15 8 5 16 13 4 6
## 849 Lincoln Navigator 15 8 5 16 13 4 5
## 850 Lincoln Navigator 15 8 5 16 13 5 6
## 851 Honda CRV 26 4 8 8 7 6 6
## 852 Lincoln Navigator 15 8 5 16 13 5 6
## 853 Lincoln Navigator 15 8 5 16 13 6 7
## 854 Lincoln Navigator 15 8 5 16 13 7 6
## 855 Lincoln Navigator 15 8 5 16 13 7 6
## 856 Lincoln Navigator 15 8 5 16 13 6 6
## 857 Lincoln Navigator 15 8 5 16 13 7 6
## 858 Lincoln Navigator 15 8 5 16 13 5 6
## 859 Lincoln Navigator 15 8 5 16 13 6 6
## 860 Lincoln Navigator 15 8 5 16 13 7 6
## 861 Lincoln Navigator 15 8 5 16 13 7 5
## 862 Honda CRV 26 4 8 8 7 6 6
## 863 Lincoln Navigator 15 8 5 16 13 6 6
## 864 Lincoln Navigator 15 8 5 16 13 7 6
## 865 Lincoln Navigator 15 8 5 16 13 5 7
## 866 Lincoln Navigator 15 8 5 16 13 3 4
## 867 Lincoln Navigator 15 8 5 16 13 6 7
## 868 Lincoln Navigator 15 8 5 16 13 7 6
## 869 Ford Expedition 15 8 6 16 14 7 7
## 870 Ford Expedition 15 8 6 16 14 4 6
## 871 Ford Expedition 15 8 6 16 14 5 4
## 872 Ford Expedition 15 8 6 16 14 6 7
## 873 Honda CRV 26 4 8 8 7 4 6
## 874 Ford Expedition 15 8 6 16 14 7 7
## 875 Ford Expedition 15 8 6 16 14 2 7
## 876 Ford Expedition 15 8 6 16 14 4 7
## 877 Ford Expedition 15 8 6 16 14 3 7
## 878 Ford Expedition 15 8 6 16 14 3 7
## 879 Ford Expedition 15 8 6 16 14 7 6
## 880 Ford Expedition 15 8 6 16 14 3 4
## 881 Ford Expedition 15 8 6 16 14 3 5
## 882 Ford Expedition 15 8 6 16 14 2 7
## 883 Ford Expedition 15 8 6 16 14 5 6
## 884 Honda CRV 26 4 8 8 7 6 6
## 885 Ford Expedition 15 8 6 16 14 2 7
## 886 Ford Expedition 15 8 6 16 14 6 7
## 887 Ford Expedition 15 8 6 16 14 2 7
## 888 Ford Expedition 15 8 6 16 14 6 6
## 889 Toyota Corolla 26 4 8 7 6 7 6
## 890 Toyota Corolla 26 4 8 7 6 5 6
## 891 Toyota Corolla 26 4 8 7 6 6 7
## 892 Toyota Corolla 26 4 8 7 6 7 4
## 893 Toyota Corolla 26 4 8 7 6 7 7
## 894 Toyota Corolla 26 4 8 7 6 6 4
## 895 Honda CRV 26 4 8 8 7 3 7
## 896 Toyota Corolla 26 4 8 7 6 5 7
## 897 Toyota Corolla 26 4 8 7 6 5 7
## 898 Toyota Corolla 26 4 8 7 6 6 6
## 899 Toyota Corolla 26 4 8 7 6 6 7
## 900 Toyota Corolla 26 4 8 7 6 5 6
## 901 Toyota Corolla 26 4 8 7 6 6 7
## 902 Toyota Corolla 26 4 8 7 6 7 4
## 903 Toyota Corolla 26 4 8 7 6 6 6
## 904 Toyota Corolla 26 4 8 7 6 6 6
## 905 Toyota Corolla 26 4 8 7 6 5 5
## 906 Honda CRV 26 4 8 8 7 6 4
## 907 Toyota Corolla 26 4 8 7 6 7 6
## 908 Toyota Corolla 26 4 8 7 6 7 6
## 909 Toyota Corolla 26 4 8 7 6 7 4
## 910 Toyota Corolla 26 4 8 7 6 7 6
## 911 Toyota Corolla 26 4 8 7 6 7 7
## 912 Toyota Corolla 26 4 8 7 6 5 6
## 913 Toyota Corolla 26 4 8 7 6 6 5
## 914 Toyota Corolla 26 4 8 7 6 6 6
## 915 Toyota Corolla 26 4 8 7 6 6 4
## 916 Toyota Corolla 26 4 8 7 6 6 6
## 917 Honda CRV 26 4 8 8 7 4 7
## 918 Toyota Corolla 26 4 8 7 6 6 7
## 919 Toyota Corolla 26 4 8 7 6 7 6
## 920 Toyota Corolla 26 4 8 7 6 6 6
## 921 Toyota Corolla 26 4 8 7 6 6 6
## 922 Toyota Corolla 26 4 8 7 6 5 4
## 923 Toyota Corolla 26 4 8 7 6 6 4
## 924 Toyota Corolla 26 4 8 7 6 7 6
## 925 Toyota Corolla 26 4 8 7 6 7 5
## 926 Toyota Corolla 26 4 8 7 6 7 4
## 927 Toyota Corolla 26 4 8 7 6 7 6
## 928 Honda CRV 26 4 8 8 7 4 7
## 929 Toyota Corolla 26 4 8 7 6 6 6
## 930 Toyota Corolla 26 4 8 7 6 7 7
## 931 Toyota Corolla 26 4 8 7 6 6 6
## 932 Toyota Corolla 26 4 8 7 6 5 6
## 933 Toyota Corolla 26 4 8 7 6 7 6
## 934 Honda Pilot 20 6 6 12 10 7 6
## 935 Honda Pilot 20 6 6 12 10 5 4
## 936 Honda Pilot 20 6 6 12 10 6 7
## 937 Honda Pilot 20 6 6 12 10 5 4
## 938 Honda Pilot 20 6 6 12 10 5 6
## 939 Ford Expedition 15 8 6 16 14 3 2
## 940 Honda CRV 26 4 8 8 7 5 6
## 941 Honda Pilot 20 6 6 12 10 5 6
## 942 Honda Pilot 20 6 6 12 10 5 5
## 943 Honda Pilot 20 6 6 12 10 6 4
## 944 Honda Pilot 20 6 6 12 10 6 7
## 945 Honda Pilot 20 6 6 12 10 5 6
## 946 Honda Pilot 20 6 6 12 10 6 7
## 947 Honda Pilot 20 6 6 12 10 5 5
## 948 Honda Pilot 20 6 6 12 10 4 6
## 949 Honda Pilot 20 6 6 12 10 5 6
## 950 Honda Pilot 20 6 6 12 10 6 6
## 951 Honda CRV 26 4 8 8 7 5 7
## 952 Honda Pilot 20 6 6 12 10 5 7
## 953 Ford Expedition 15 8 6 16 14 4 4
## 954 Ford Expedition 15 8 6 16 14 5 6
## 955 Ford Expedition 15 8 6 16 14 6 6
## 956 Ford Expedition 15 8 6 16 14 5 7
## 957 Ford Expedition 15 8 6 16 14 2 4
## 958 Ford Expedition 15 8 6 16 14 5 6
## 959 Ford Expedition 15 8 6 16 14 2 2
## 960 Ford Expedition 15 8 6 16 14 6 7
## 961 Ford Expedition 15 8 6 16 14 2 4
## 962 Honda CRV 26 4 8 8 7 4 6
## 963 Ford Expedition 15 8 6 16 14 6 4
## 964 Ford Expedition 15 8 6 16 14 2 6
## 965 Ford Expedition 15 8 6 16 14 2 6
## 966 Ford Expedition 15 8 6 16 14 5 6
## 967 Ford Expedition 15 8 6 16 14 6 6
## 968 Ford Expedition 15 8 6 16 14 2 7
## 969 Ford Expedition 15 8 6 16 14 6 5
## 970 Ford Expedition 15 8 6 16 14 2 6
## 971 Ford Expedition 15 8 6 16 14 2 4
## 972 Ford Expedition 15 8 6 16 14 5 5
## 973 Honda CRV 26 4 8 8 7 5 6
## 974 Ford Expedition 15 8 6 16 14 2 4
## 975 Ford Expedition 15 8 6 16 14 6 4
## 976 Ford Expedition 15 8 6 16 14 2 2
## 977 Ford Expedition 15 8 6 16 14 2 4
## 978 Ford Expedition 15 8 6 16 14 4 7
## 979 Ford Expedition 15 8 6 16 14 4 5
## 980 Ford Expedition 15 8 6 16 14 3 2
## 981 Ford Expedition 15 8 6 16 14 6 7
## 982 Ford Expedition 15 8 6 16 14 5 2
## 983 Ford Expedition 15 8 6 16 14 5 7
## 984 Honda CRV 26 4 8 8 7 7 6
## 985 Ford Expedition 15 8 6 16 14 3 3
## 986 Ford Expedition 15 8 6 16 14 6 5
## 987 Ford Expedition 15 8 6 16 14 5 7
## 988 Ford Expedition 15 8 6 16 14 2 4
## 989 Ford Expedition 15 8 6 16 14 6 5
## 990 Ford Expedition 15 8 6 16 14 4 6
## 991 Ford Expedition 15 8 6 16 14 2 4
## 992 Ford Expedition 15 8 6 16 14 6 5
## 993 Ford Expedition 15 8 6 16 14 6 5
## 994 Ford Expedition 15 8 6 16 14 6 7
## 995 Honda CRV 26 4 8 8 7 5 6
## 996 Ford Expedition 15 8 6 16 14 5 6
## 997 Toyota Corolla 26 4 8 7 6 5 7
## 998 Toyota Corolla 26 4 8 7 6 6 5
## 999 Toyota Corolla 26 4 8 7 6 6 6
## 1000 Toyota Corolla 26 4 8 7 6 6 7
## 1001 Toyota Corolla 26 4 8 7 6 5 4
## 1002 Toyota Corolla 26 4 8 7 6 5 6
## 1003 Toyota Corolla 26 4 8 7 6 6 7
## 1004 Toyota Corolla 26 4 8 7 6 6 6
## 1005 Toyota Corolla 26 4 8 7 6 6 4
## 1006 Toyota Rav4 24 4 8 10 8 6 7
## 1007 Toyota Corolla 26 4 8 7 6 6 6
## 1008 Toyota Corolla 26 4 8 7 6 5 2
## 1009 Toyota Corolla 26 4 8 7 6 6 4
## 1010 Ford Expedition 15 8 6 16 14 2 3
## 1011 Ford Expedition 15 8 6 16 14 6 4
## 1012 Ford Expedition 15 8 6 16 14 2 6
## 1013 Ford Expedition 15 8 6 16 14 6 4
## 1014 Ford Expedition 15 8 6 16 14 2 6
## 1015 Ford Expedition 15 8 6 16 14 5 6
## 1016 Lincoln Navigator 15 8 5 16 13 7 5
## 1017 Toyota Rav4 24 4 8 10 8 6 6
## 1018 Lincoln Navigator 15 8 5 16 13 5 2
## 1019 Lincoln Navigator 15 8 5 16 13 6 6
## 1020 Lincoln Navigator 15 8 5 16 13 6 7
## 1021 Lincoln Navigator 15 8 5 16 13 6 4
## 1022 Lincoln Navigator 15 8 5 16 13 6 7
## 1023 Lincoln Navigator 15 8 5 16 13 7 7
## 1024 Lincoln Navigator 15 8 5 16 13 2 4
## 1025 Lincoln Navigator 15 8 5 16 13 6 6
## 1026 Lincoln Navigator 15 8 5 16 13 7 5
## 1027 Lincoln Navigator 15 8 5 16 13 3 4
## 1028 Toyota Rav4 24 4 8 10 8 6 6
## 1029 Lincoln Navigator 15 8 5 16 13 6 7
## 1030 Lincoln Navigator 15 8 5 16 13 6 6
## 1031 Lincoln Navigator 15 8 5 16 13 6 2
## 1032 Lincoln Navigator 15 8 5 16 13 6 5
## 1033 Honda Pilot 20 6 6 12 10 7 6
## 1034 Honda Pilot 20 6 6 12 10 6 4
## 1035 Honda Pilot 20 6 6 12 10 6 4
## 1036 Honda Pilot 20 6 6 12 10 5 6
## 1037 Honda Pilot 20 6 6 12 10 6 6
## 1038 Honda Pilot 20 6 6 12 10 6 4
## 1039 Toyota Rav4 24 4 8 10 8 4 7
## 1040 Honda Pilot 20 6 6 12 10 5 6
## 1041 Toyota Corolla 26 4 8 7 6 6 2
## 1042 Toyota Corolla 26 4 8 7 6 5 2
## 1043 Toyota Corolla 26 4 8 7 6 5 3
## 1044 Toyota Corolla 26 4 8 7 6 6 4
## 1045 Toyota Corolla 26 4 8 7 6 6 6
## 1046 Toyota Corolla 26 4 8 7 6 6 6
## 1047 Toyota Corolla 26 4 8 7 6 5 2
## 1048 Toyota Corolla 26 4 8 7 6 6 5
## 1049 Toyota Corolla 26 4 8 7 6 4 4
## Enj_Mean Perform_Mean WOM_Mean Futu_Pur_Mean Valu_Percp_Mean
## 1 6 5 3 3 4
## 2 4 3 6 6 6
## 3 5 6 4 6 6
## 4 6 6 6 6 5
## 5 6 6 4 5 6
## 6 4 6 4 6 4
## 7 2 2 6 6 4
## 8 6 5 6 6 6
## 9 2 2 7 7 5
## 10 6 5 3 6 6
## 11 3 4 7 6 4
## 12 4 4 5 6 6
## 13 7 7 7 5 4
## 14 6 5 6 4 2
## 15 6 5 5 6 6
## 16 4 4 6 6 6
## 17 6 4 5 4 4
## 18 3 3 6 6 6
## 19 4 4 5 5 5
## 20 5 5 7 5 4
## 21 7 6 7 6 4
## 22 6 5 7 5 4
## 23 3 4 6 6 6
## 24 6 4 4 6 5
## 25 6 4 7 6 6
## 26 6 5 7 7 5
## 27 4 5 6 6 6
## 28 5 6 5 6 6
## 29 6 5 6 5 5
## 30 4 5 6 7 4
## 31 6 6 7 4 6
## 32 7 6 7 6 4
## 33 6 7 7 2 5
## 34 6 7 6 6 5
## 35 7 7 7 6 6
## 36 6 5 6 6 6
## 37 7 7 7 6 6
## 38 6 4 6 6 5
## 39 6 6 7 5 5
## 40 6 6 7 6 5
## 41 7 6 6 4 4
## 42 7 7 7 4 5
## 43 6 6 7 6 6
## 44 6 6 5 6 5
## 45 5 5 5 6 4
## 46 6 5 5 6 6
## 47 7 6 4 4 3
## 48 6 5 7 7 6
## 49 4 6 4 6 5
## 50 2 2 6 6 4
## 51 6 5 6 7 5
## 52 2 2 7 6 6
## 53 6 5 3 6 6
## 54 3 4 7 5 4
## 55 2 2 4 7 6
## 56 4 4 4 6 6
## 57 4 5 4 4 6
## 58 6 4 6 6 6
## 59 6 6 7 6 6
## 60 7 5 5 6 4
## 61 6 6 4 6 5
## 62 6 5 5 5 5
## 63 3 2 6 2 6
## 64 7 5 6 4 5
## 65 7 5 5 6 6
## 66 6 6 7 6 4
## 67 5 6 4 6 6
## 68 5 5 5 6 6
## 69 5 5 6 6 6
## 70 6 4 6 6 4
## 71 6 5 6 6 6
## 72 6 6 6 6 6
## 73 5 4 4 4 4
## 74 2 4 5 2 6
## 75 6 4 6 7 5
## 76 6 4 7 2 3
## 77 4 4 6 7 6
## 78 7 6 4 6 5
## 79 7 6 6 5 4
## 80 4 5 6 4 4
## 81 6 4 7 6 6
## 82 6 4 6 4 4
## 83 4 5 6 4 6
## 84 7 5 6 7 6
## 85 6 4 7 7 6
## 86 4 4 5 6 6
## 87 6 4 7 6 6
## 88 7 6 3 6 6
## 89 5 4 6 6 6
## 90 4 3 6 6 2
## 91 6 5 5 5 6
## 92 3 3 6 6 5
## 93 6 6 3 6 6
## 94 6 5 7 6 4
## 95 3 3 6 6 6
## 96 6 5 6 7 6
## 97 6 6 2 6 6
## 98 6 5 6 4 5
## 99 6 5 3 6 6
## 100 2 1 2 2 2
## 101 4 2 4 7 6
## 102 6 4 7 6 6
## 103 6 5 5 6 6
## 104 4 5 6 6 6
## 105 6 4 5 6 6
## 106 6 3 6 4 4
## 107 1 2 2 4 2
## 108 3 3 3 3 3
## 109 4 3 4 2 4
## 110 4 5 6 6 4
## 111 4 3 7 7 3
## 112 6 5 6 6 6
## 113 5 3 7 5 5
## 114 2 2 2 2 2
## 115 2 2 2 2 2
## 116 2 2 7 6 6
## 117 6 4 4 2 6
## 118 1 2 2 4 2
## 119 5 5 6 4 4
## 120 4 3 5 5 6
## 121 3 4 4 6 6
## 122 6 5 4 6 5
## 123 6 6 6 6 6
## 124 2 2 2 2 2
## 125 6 6 6 6 6
## 126 4 5 5 6 6
## 127 3 5 6 6 4
## 128 6 5 7 7 6
## 129 1 2 2 4 2
## 130 6 5 6 5 4
## 131 5 3 6 6 4
## 132 6 6 7 7 6
## 133 6 5 7 6 6
## 134 7 6 7 4 4
## 135 6 4 6 4 2
## 136 6 6 6 4 2
## 137 5 6 5 7 7
## 138 7 5 6 6 4
## 139 4 4 4 6 4
## 140 1 2 2 4 2
## 141 7 4 3 6 6
## 142 6 5 6 6 4
## 143 5 3 6 6 6
## 144 3 6 7 7 6
## 145 5 4 6 3 4
## 146 4 4 6 6 4
## 147 6 6 4 6 4
## 148 4 5 7 7 7
## 149 5 6 7 2 4
## 150 6 4 6 6 6
## 151 1 2 2 4 2
## 152 4 5 5 5 5
## 153 2 4 4 6 6
## 154 2 5 6 6 6
## 155 6 6 7 6 5
## 156 6 4 4 7 6
## 157 4 5 6 6 6
## 158 7 5 6 6 7
## 159 4 6 7 6 6
## 160 6 4 6 2 4
## 161 6 3 6 6 6
## 162 4 5 5 6 6
## 163 6 4 6 5 3
## 164 4 4 6 7 6
## 165 5 4 7 6 6
## 166 7 4 6 5 4
## 167 6 4 6 6 4
## 168 4 5 3 5 5
## 169 6 3 7 4 4
## 170 4 4 6 2 4
## 171 5 4 7 3 4
## 172 6 5 6 6 6
## 173 4 4 7 6 6
## 174 6 6 5 6 6
## 175 4 5 4 6 6
## 176 4 5 3 6 5
## 177 6 4 6 6 6
## 178 3 5 7 7 6
## 179 6 6 6 6 6
## 180 3 4 6 6 6
## 181 6 5 5 6 5
## 182 4 5 6 6 6
## 183 6 5 6 6 6
## 184 4 5 6 6 6
## 185 6 4 2 2 6
## 186 7 5 4 5 6
## 187 6 5 5 7 6
## 188 4 5 6 7 6
## 189 4 5 6 6 6
## 190 4 5 7 6 7
## 191 6 4 7 6 6
## 192 6 6 4 7 7
## 193 4 4 7 4 2
## 194 7 5 6 3 6
## 195 6 5 5 6 6
## 196 6 5 6 4 4
## 197 4 5 6 4 4
## 198 7 4 6 7 6
## 199 6 5 6 6 5
## 200 6 3 6 3 6
## 201 4 5 6 7 6
## 202 6 3 4 4 6
## 203 4 4 7 6 5
## 204 4 5 5 6 6
## 205 4 5 5 4 4
## 206 4 6 3 6 4
## 207 6 5 4 2 4
## 208 3 4 6 6 5
## 209 5 6 7 6 4
## 210 6 4 6 3 5
## 211 6 4 6 7 7
## 212 4 5 5 7 7
## 213 5 4 7 6 6
## 214 4 4 7 6 4
## 215 6 3 7 3 6
## 216 3 4 6 6 6
## 217 6 6 3 6 4
## 218 6 5 6 3 5
## 219 7 5 4 6 4
## 220 4 4 6 6 6
## 221 4 3 6 3 6
## 222 6 4 6 7 6
## 223 6 6 3 6 6
## 224 5 5 3 7 7
## 225 6 6 4 6 4
## 226 4 6 4 5 4
## 227 6 5 4 6 5
## 228 4 5 5 6 6
## 229 2 4 5 2 6
## 230 7 6 5 4 4
## 231 5 5 6 6 6
## 232 6 5 2 6 6
## 233 6 5 6 6 6
## 234 6 4 6 6 6
## 235 4 5 6 4 6
## 236 6 5 5 5 5
## 237 6 6 5 7 6
## 238 5 4 6 6 6
## 239 4 3 7 6 6
## 240 6 6 6 4 4
## 241 4 4 7 7 7
## 242 6 5 5 6 6
## 243 4 4 5 6 6
## 244 7 5 4 6 6
## 245 4 5 3 6 4
## 246 5 4 7 7 7
## 247 6 6 3 6 6
## 248 6 6 5 7 5
## 249 3 4 2 7 6
## 250 6 5 4 6 6
## 251 2 2 2 2 7
## 252 5 4 4 6 6
## 253 6 5 4 7 7
## 254 6 5 5 6 6
## 255 6 4 3 6 6
## 256 4 5 4 6 6
## 257 6 3 6 2 3
## 258 4 5 4 5 5
## 259 7 6 6 6 6
## 260 5 5 5 5 4
## 261 6 5 3 5 4
## 262 4 5 4 6 6
## 263 6 5 5 2 6
## 264 6 4 7 7 6
## 265 6 6 3 6 5
## 266 3 6 2 6 6
## 267 6 5 7 2 6
## 268 6 5 5 3 6
## 269 4 5 3 2 6
## 270 6 5 6 6 6
## 271 3 5 4 6 6
## 272 7 5 4 6 6
## 273 6 4 6 7 6
## 274 2 3 3 6 6
## 275 6 4 6 6 6
## 276 2 3 7 5 6
## 277 6 4 6 2 6
## 278 3 5 4 7 6
## 279 6 4 6 6 6
## 280 2 5 6 4 4
## 281 7 4 7 7 6
## 282 6 4 7 6 6
## 283 6 5 4 6 6
## 284 5 4 6 6 6
## 285 6 6 3 4 4
## 286 6 4 4 6 6
## 287 6 5 6 7 6
## 288 3 5 7 6 5
## 289 6 4 5 6 5
## 290 7 5 6 6 5
## 291 6 5 6 6 6
## 292 7 5 7 6 6
## 293 4 5 6 6 5
## 294 6 5 6 3 6
## 295 7 5 7 3 6
## 296 6 5 6 4 4
## 297 2 6 2 3 4
## 298 6 5 6 6 6
## 299 4 4 6 6 4
## 300 4 5 5 7 6
## 301 4 5 6 6 4
## 302 5 4 7 7 7
## 303 6 4 7 6 6
## 304 6 4 5 7 7
## 305 5 4 7 6 6
## 306 6 4 7 6 6
## 307 2 2 6 3 6
## 308 7 5 6 6 6
## 309 6 6 6 7 7
## 310 6 7 7 6 5
## 311 6 4 6 6 6
## 312 7 3 6 7 6
## 313 7 5 5 4 6
## 314 6 6 7 6 6
## 315 6 5 7 7 6
## 316 4 4 7 6 6
## 317 6 3 6 6 6
## 318 6 6 4 3 4
## 319 6 5 3 5 4
## 320 4 6 4 4 4
## 321 6 5 6 6 7
## 322 6 5 6 6 5
## 323 6 4 6 6 4
## 324 6 6 3 7 7
## 325 5 6 3 7 7
## 326 4 6 4 6 7
## 327 7 5 4 6 5
## 328 6 5 4 7 6
## 329 5 2 7 3 4
## 330 6 5 5 7 7
## 331 4 5 5 4 4
## 332 4 6 6 6 6
## 333 6 6 2 6 7
## 334 7 5 6 3 3
## 335 4 5 6 7 6
## 336 6 4 6 2 1
## 337 6 5 5 6 5
## 338 7 7 5 6 6
## 339 6 5 6 6 5
## 340 5 4 4 3 4
## 341 6 4 7 6 6
## 342 5 4 7 7 6
## 343 7 5 5 5 4
## 344 6 5 5 6 6
## 345 6 5 4 6 5
## 346 4 3 3 6 6
## 347 7 5 7 6 6
## 348 6 5 3 6 4
## 349 7 6 5 6 6
## 350 4 6 2 6 6
## 351 2 2 2 2 2
## 352 7 6 4 6 6
## 353 4 4 4 6 6
## 354 3 5 4 5 6
## 355 6 5 6 6 6
## 356 7 5 6 6 6
## 357 4 5 6 7 6
## 358 5 5 7 6 6
## 359 5 4 6 6 6
## 360 5 5 6 6 6
## 361 6 6 3 7 6
## 362 6 4 6 5 4
## 363 6 4 7 4 6
## 364 6 3 6 6 5
## 365 5 4 7 6 6
## 366 6 6 6 6 6
## 367 5 3 7 6 5
## 368 7 6 4 6 6
## 369 6 5 3 5 4
## 370 6 3 6 6 6
## 371 7 5 7 6 5
## 372 6 5 6 7 4
## 373 6 5 4 3 5
## 374 5 4 6 6 4
## 375 6 5 5 6 4
## 376 6 6 6 3 2
## 377 6 5 6 6 6
## 378 6 4 6 7 7
## 379 6 6 4 6 6
## 380 4 5 5 5 4
## 381 7 5 6 6 6
## 382 6 4 6 7 7
## 383 4 4 7 6 6
## 384 1 1 7 3 6
## 385 1 1 1 2 2
## 386 4 5 7 6 6
## 387 7 6 4 6 5
## 388 7 4 7 6 6
## 389 6 5 6 6 4
## 390 6 4 5 6 6
## 391 6 5 6 6 6
## 392 7 4 6 6 6
## 393 6 5 5 6 6
## 394 6 6 5 6 4
## 395 6 4 4 6 6
## 396 1 2 1 3 2
## 397 4 6 7 5 4
## 398 5 4 5 6 6
## 399 7 7 6 6 4
## 400 6 6 6 6 4
## 401 6 6 7 6 6
## 402 4 6 6 3 6
## 403 4 5 4 6 5
## 404 3 5 6 7 6
## 405 4 6 6 6 7
## 406 4 6 4 6 6
## 407 4 4 6 6 6
## 408 5 6 6 6 6
## 409 5 5 4 4 4
## 410 6 6 6 7 6
## 411 3 6 4 6 6
## 412 6 4 3 7 6
## 413 6 6 6 6 6
## 414 4 5 4 6 7
## 415 5 5 6 4 4
## 416 2 5 4 6 6
## 417 6 6 6 6 6
## 418 6 5 4 6 4
## 419 7 5 7 6 6
## 420 7 6 6 7 6
## 421 5 5 5 7 7
## 422 6 7 4 6 6
## 423 4 6 6 4 4
## 424 3 4 4 6 4
## 425 7 6 6 7 6
## 426 4 6 7 6 6
## 427 6 7 6 4 4
## 428 2 6 7 6 6
## 429 6 4 6 6 6
## 430 4 5 5 6 6
## 431 4 6 6 6 4
## 432 4 5 7 7 7
## 433 5 5 4 4 6
## 434 3 6 6 6 6
## 435 4 5 4 7 6
## 436 6 6 4 6 6
## 437 4 6 5 3 5
## 438 6 5 5 3 6
## 439 5 5 6 4 4
## 440 6 5 4 4 4
## 441 4 5 6 6 6
## 442 5 5 5 6 6
## 443 7 6 4 7 7
## 444 4 7 6 6 4
## 445 2 6 6 6 6
## 446 7 6 6 4 4
## 447 6 6 6 2 2
## 448 4 6 6 6 6
## 449 6 6 6 4 2
## 450 5 6 6 6 6
## 451 4 4 5 6 6
## 452 5 4 6 6 5
## 453 6 4 4 2 2
## 454 7 7 5 4 4
## 455 6 4 4 2 2
## 456 4 3 5 2 6
## 457 6 5 6 6 6
## 458 6 6 6 4 4
## 459 6 6 6 3 6
## 460 6 5 6 2 6
## 461 5 3 7 2 5
## 462 4 5 5 6 4
## 463 6 4 6 4 4
## 464 4 4 6 4 4
## 465 6 3 7 4 4
## 466 6 5 2 6 6
## 467 4 4 6 7 6
## 468 4 5 6 6 6
## 469 6 6 5 5 4
## 470 6 5 6 4 2
## 471 6 5 7 6 6
## 472 6 3 7 6 6
## 473 7 5 3 5 6
## 474 6 5 5 3 4
## 475 2 5 7 6 6
## 476 6 5 7 6 4
## 477 6 4 6 7 6
## 478 4 6 6 6 6
## 479 6 5 6 6 6
## 480 7 6 5 7 6
## 481 6 6 6 6 6
## 482 6 5 6 6 6
## 483 7 6 6 6 7
## 484 6 6 4 2 5
## 485 7 7 6 7 7
## 486 6 6 7 3 6
## 487 6 6 6 5 4
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## Pur_Proces_Mean
## 1 5
## 2 6
## 3 5
## 4 4
## 5 6
## 6 5
## 7 4
## 8 5
## 9 6
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## 424 1
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## 489 6
## 490 6
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## 494 6
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## 501 6
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## 504 3
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## 510 6
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## 512 6
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## 514 6
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## 516 6
## 517 5
## 518 6
## 519 6
## 520 6
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## 522 6
## 523 7
## 524 6
## 525 6
## 526 6
## 527 6
## 528 6
## 529 5
## 530 6
## 531 6
## 532 6
## 533 6
## 534 6
## 535 6
## 536 5
## 537 5
## 538 6
## 539 6
## 540 4
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## 1049 4#Separate car brands from the "Model" variable and insert into a new column in Car_Total
library(tidyr)
cars_separated<-Car_Total %>% separate(Model, into = c("Brand","Model"), sep=" ", extra="merge")
print(cars_separated)## Resp Att_1 Att_2 Enj_1 Enj_2 Perform_1 Perform_2 Perform_3 WOM_1 WOM_2
## 1 Res1 6 6 6 6 5 6 3 3 3
## 2 Res10 6 6 4 4 4 4 1 5 6
## 3 Res100 6 7 7 3 5 6 6 3 5
## 4 Res1000 6 6 7 6 6 6 6 6 6
## 5 Res1001 6 6 7 6 6 6 6 4 4
## 6 Res1002 3 1 4 3 5 6 6 2 6
## 7 Res1003 2 2 1 2 2 2 1 6 7
## 8 Res1004 7 7 7 6 5 6 5 6 6
## 9 Res1005 2 1 2 1 2 2 2 7 7
## 10 Res1006 6 6 6 5 5 5 5 3 3
## 11 Res1007 4 4 4 2 3 5 3 7 7
## 12 Res1008 5 5 5 3 3 5 5 5 5
## 13 Res1009 4 4 7 7 7 7 7 7 7
## 14 Res101 6 6 7 6 5 6 3 5 6
## 15 Res1010 7 7 7 4 7 4 4 5 5
## 16 Res1011 7 7 7 2 6 2 5 6 6
## 17 Res1012 6 6 6 6 5 3 4 5 5
## 18 Res1013 4 4 5 1 1 3 4 7 6
## 19 Res1014 5 5 5 4 3 5 5 5 5
## 20 Res1015 4 5 5 5 4 7 5 7 7
## 21 Res1016 6 6 7 7 6 7 6 7 7
## 22 Res1017 6 6 7 5 5 6 5 7 7
## 23 Res1018 4 3 4 2 3 5 4 7 6
## 24 Res1019 6 6 6 5 5 4 4 4 4
## 25 Res102 7 7 7 6 6 6 1 7 7
## 26 Res1020 6 7 6 6 6 5 5 7 7
## 27 Res1021 6 6 6 3 5 6 5 6 6
## 28 Res1022 6 6 6 4 4 7 7 5 5
## 29 Res1023 7 7 6 6 6 5 5 6 6
## 30 Res1024 6 5 4 5 4 6 5 6 7
## 31 Res1025 7 7 7 6 6 6 6 7 7
## 32 Res1026 6 7 7 7 7 6 6 7 7
## 33 Res1027 7 7 7 6 6 7 7 7 7
## 34 Res1028 4 7 7 6 7 6 7 7 6
## 35 Res1029 7 7 7 7 7 7 7 7 7
## 36 Res103 7 7 7 6 6 7 2 6 6
## 37 Res1030 7 7 7 7 7 7 7 7 7
## 38 Res1031 6 6 6 5 5 4 4 6 6
## 39 Res1032 7 6 6 5 6 6 6 7 7
## 40 Res1033 7 6 5 6 6 6 6 7 7
## 41 Res1034 7 7 7 7 7 6 5 7 6
## 42 Res1035 7 7 7 7 7 7 7 7 7
## 43 Res1036 6 5 6 5 5 6 6 7 7
## 44 Res1037 6 7 6 6 7 5 5 5 5
## 45 Res1038 6 5 5 5 5 5 5 5 5
## 46 Res1039 6 6 7 5 5 4 5 5 5
## 47 Res104 7 7 7 7 7 6 6 3 4
## 48 Res1040 5 6 5 6 6 4 4 7 7
## 49 Res1041 4 4 4 3 5 6 6 2 6
## 50 Res1042 5 5 1 2 2 2 1 6 7
## 51 Res1043 5 4 7 6 5 6 5 6 6
## 52 Res1044 4 4 2 1 2 2 2 7 7
## 53 Res1045 3 3 6 5 5 5 5 3 3
## 54 Res1046 3 4 4 2 3 5 3 7 7
## 55 Res1047 4 3 3 2 2 2 2 3 4
## 56 Res1048 3 4 4 3 4 4 4 4 5
## 57 Res1049 3 4 4 5 5 5 5 4 5
## 58 Res105 7 6 6 5 5 5 1 6 7
## 59 Res106 6 7 6 7 7 5 6 7 7
## 60 Res107 7 7 7 7 7 7 2 5 5
## 61 Res108 6 7 7 6 6 7 5 5 4
## 62 Res109 6 6 6 5 5 6 4 5 4
## 63 Res11 4 4 4 2 1 4 2 6 6
## 64 Res110 7 7 7 7 7 6 2 6 6
## 65 Res111 6 7 7 7 7 6 3 5 5
## 66 Res112 6 6 6 5 5 6 6 7 7
## 67 Res113 5 4 4 6 7 5 6 3 4
## 68 Res114 6 5 5 5 5 5 5 5 5
## 69 Res115 5 5 5 5 5 5 5 6 6
## 70 Res116 6 7 7 6 6 4 3 6 6
## 71 Res117 6 6 7 5 6 3 5 6 6
## 72 Res118 6 6 5 6 6 6 6 6 7
## 73 Res119 6 6 5 5 4 4 4 4 4
## 74 Res12 3 2 3 2 2 3 7 5 5
## 75 Res120 6 6 6 5 5 5 3 6 6
## 76 Res121 7 7 7 6 6 6 1 7 7
## 77 Res122 6 7 6 3 5 5 3 5 6
## 78 Res123 7 7 7 7 7 7 5 4 4
## 79 Res124 7 7 7 7 7 7 3 6 5
## 80 Res125 6 6 5 4 4 5 6 6 6
## 81 Res126 6 6 6 5 5 4 3 7 7
## 82 Res127 6 6 6 5 5 5 3 6 5
## 83 Res128 7 5 6 2 2 7 6 6 6
## 84 Res129 7 7 7 7 7 5 4 6 6
## 85 Res13 6 6 6 6 6 6 1 7 7
## 86 Res130 5 5 5 3 2 5 5 5 5
## 87 Res131 6 6 6 5 5 5 1 7 7
## 88 Res132 7 7 7 7 7 7 5 3 3
## 89 Res133 6 5 5 5 5 4 4 6 5
## 90 Res134 6 5 5 3 3 2 3 5 6
## 91 Res135 6 6 5 6 5 5 4 5 5
## 92 Res136 3 3 3 3 4 4 2 6 7
## 93 Res137 6 6 6 6 6 6 5 3 3
## 94 Res138 7 7 7 6 6 7 1 7 7
## 95 Res139 2 3 4 2 2 5 3 6 6
## 96 Res14 6 6 6 5 5 7 3 6 6
## 97 Res140 6 6 7 4 5 6 6 2 2
## 98 Res141 7 6 7 6 6 6 3 5 6
## 99 Res142 6 6 6 5 5 4 5 3 3
## 100 Res143 2 2 2 2 1 1 1 1 2
## 101 Res144 6 6 6 2 2 2 1 4 3
## 102 Res145 6 6 6 5 5 6 2 7 7
## 103 Res146 7 6 7 5 5 5 5 5 5
## 104 Res147 5 6 5 4 5 6 3 5 6
## 105 Res148 5 5 6 6 5 5 3 5 5
## 106 Res149 5 6 6 6 5 1 3 5 6
## 107 Res15 1 1 1 1 2 2 2 2 3
## 108 Res150 3 3 3 3 3 3 3 3 3
## 109 Res151 5 2 5 2 3 5 2 2 5
## 110 Res152 5 5 5 4 5 6 4 5 6
## 111 Res153 4 3 4 3 4 4 1 7 7
## 112 Res154 5 6 6 6 5 4 5 6 6
## 113 Res155 5 5 5 5 4 4 1 7 7
## 114 Res156 2 2 2 2 3 2 2 2 2
## 115 Res157 2 2 2 2 3 2 2 2 2
## 116 Res158 4 4 3 1 2 2 2 7 7
## 117 Res159 6 6 6 5 5 5 1 4 3
## 118 Res16 1 1 1 1 2 2 2 2 3
## 119 Res160 4 5 4 6 5 6 3 6 7
## 120 Res161 6 6 6 3 5 1 4 5 5
## 121 Res162 3 3 3 3 5 5 3 3 5
## 122 Res163 7 5 5 6 6 5 5 3 4
## 123 Res164 3 6 6 5 5 6 6 6 6
## 124 Res165 1 2 2 2 2 2 2 2 2
## 125 Res166 6 6 6 6 6 6 6 6 6
## 126 Res167 7 5 5 4 6 5 3 5 5
## 127 Res168 5 3 3 3 6 5 3 5 6
## 128 Res169 2 4 6 6 6 6 4 7 7
## 129 Res17 1 1 1 1 2 2 2 2 3
## 130 Res170 1 6 6 5 5 5 6 6 6
## 131 Res171 1 5 6 4 4 4 2 6 7
## 132 Res172 2 6 6 5 7 6 5 7 7
## 133 Res173 7 5 5 6 6 5 5 7 7
## 134 Res174 1 7 7 7 7 5 5 7 7
## 135 Res175 3 6 6 5 5 6 2 6 6
## 136 Res176 3 6 6 5 5 6 7 6 6
## 137 Res177 2 3 5 5 5 5 7 5 5
## 138 Res178 1 7 7 7 6 5 5 5 6
## 139 Res179 2 5 5 4 5 5 2 3 6
## 140 Res18 1 1 1 1 2 2 2 2 3
## 141 Res180 1 7 7 7 7 1 5 3 3
## 142 Res181 1 6 6 7 7 5 2 6 6
## 143 Res182 6 5 5 5 5 2 2 6 6
## 144 Res183 2 1 3 3 6 5 7 7 7
## 145 Res184 2 6 6 4 7 3 2 6 6
## 146 Res185 3 4 4 5 5 5 2 6 6
## 147 Res186 2 7 6 6 7 6 5 3 5
## 148 Res187 5 5 5 3 6 6 3 7 7
## 149 Res188 6 6 5 5 7 6 6 7 7
## 150 Res189 5 6 6 5 6 5 2 6 6
## 151 Res19 1 1 1 1 2 2 2 2 3
## 152 Res190 5 4 4 4 6 5 3 5 5
## 153 Res191 4 3 3 2 5 1 6 4 5
## 154 Res192 5 4 2 2 6 5 5 6 7
## 155 Res193 6 6 6 6 5 6 6 7 7
## 156 Res194 2 6 6 7 5 4 4 3 4
## 157 Res195 6 4 5 3 6 6 2 6 6
## 158 Res196 1 7 7 7 6 6 2 6 6
## 159 Res197 1 6 2 7 5 6 6 7 7
## 160 Res198 3 6 6 7 4 4 3 6 6
## 161 Res199 2 5 6 6 4 4 1 6 6
## 162 Res2 7 5 5 2 2 6 7 5 5
## 163 Res20 7 7 6 6 6 5 1 6 6
## 164 Res200 5 4 4 4 4 6 2 6 6
## 165 Res201 4 4 5 5 6 5 1 7 7
## 166 Res202 2 7 7 7 6 3 2 5 6
## 167 Res203 3 6 6 6 5 5 3 6 6
## 168 Res204 5 5 3 4 5 6 5 3 3
## 169 Res205 2 6 6 5 5 3 1 7 7
## 170 Res206 4 3 4 4 5 5 2 6 6
## 171 Res207 3 5 5 5 5 6 1 7 7
## 172 Res208 7 5 5 6 6 6 3 6 6
## 173 Res209 4 3 3 4 6 5 1 7 7
## 174 Res21 6 6 7 5 6 6 6 5 5
## 175 Res210 6 3 4 3 6 6 4 4 4
## 176 Res211 4 4 5 4 6 5 5 3 3
## 177 Res212 3 6 6 7 4 3 4 6 6
## 178 Res213 6 2 3 3 5 6 4 7 7
## 179 Res214 6 6 6 6 7 6 6 6 6
## 180 Res215 3 2 3 3 4 4 4 6 6
## 181 Res216 5 6 6 7 7 4 4 5 5
## 182 Res217 4 4 4 4 6 6 4 6 6
## 183 Res218 6 6 6 6 6 5 4 6 6
## 184 Res219 4 3 3 4 6 5 4 6 6
## 185 Res22 6 6 7 6 5 6 2 1 3
## 186 Res220 4 7 7 7 5 5 5 4 5
## 187 Res221 6 6 6 6 6 6 4 5 5
## 188 Res222 6 3 4 5 6 6 4 6 7
## 189 Res223 6 3 4 3 6 6 4 6 5
## 190 Res224 6 3 4 3 6 6 4 7 7
## 191 Res225 4 7 7 5 7 3 2 7 7
## 192 Res226 7 6 6 6 7 7 5 4 5
## 193 Res227 4 4 5 4 6 5 1 7 7
## 194 Res228 5 7 7 7 7 4 3 6 6
## 195 Res229 6 6 6 6 7 4 3 5 5
## 196 Res23 7 7 7 6 6 6 2 6 6
## 197 Res230 3 7 6 1 7 6 3 6 6
## 198 Res231 7 7 7 7 5 6 2 6 6
## 199 Res232 2 6 6 6 7 5 2 6 7
## 200 Res233 4 6 7 5 6 2 1 6 6
## 201 Res234 5 4 4 3 7 6 2 6 6
## 202 Res235 2 5 5 7 5 4 1 4 5
## 203 Res236 5 4 4 4 6 6 1 7 7
## 204 Res237 5 4 4 5 6 7 2 5 5
## 205 Res238 6 3 4 4 5 6 3 5 5
## 206 Res239 5 3 4 4 6 6 5 3 3
## 207 Res24 6 6 6 5 5 6 3 4 4
## 208 Res240 3 5 3 3 6 2 4 6 7
## 209 Res241 5 5 5 5 7 5 7 7 7
## 210 Res242 2 5 5 7 6 5 2 6 6
## 211 Res243 3 6 6 6 4 5 3 5 6
## 212 Res244 6 3 4 4 7 6 2 5 5
## 213 Res245 5 5 5 5 5 2 5 7 7
## 214 Res246 5 3 4 4 4 5 2 7 7
## 215 Res247 3 5 5 6 6 2 1 7 7
## 216 Res248 6 2 3 3 5 5 2 6 6
## 217 Res249 5 7 6 6 6 6 6 3 3
## 218 Res25 7 7 7 5 5 7 2 7 6
## 219 Res250 3 7 7 7 6 5 5 4 4
## 220 Res251 5 3 3 4 5 5 2 6 7
## 221 Res252 4 4 4 3 3 3 2 6 7
## 222 Res253 2 6 6 6 6 3 2 6 6
## 223 Res254 4 6 7 5 7 6 6 3 3
## 224 Res255 4 6 6 4 7 2 6 3 3
## 225 Res256 2 6 7 6 7 5 7 4 3
## 226 Res257 6 7 6 3 7 6 5 3 4
## 227 Res258 3 5 6 6 5 6 5 4 3
## 228 Res259 3 5 5 4 6 5 3 5 5
## 229 Res26 2 3 3 2 2 4 5 5 5
## 230 Res260 1 7 7 7 7 7 4 5 5
## 231 Res261 6 3 5 5 7 2 5 6 5
## 232 Res262 3 5 6 6 5 6 5 2 2
## 233 Res263 1 7 7 6 7 6 3 6 6
## 234 Res264 2 6 6 5 7 4 2 6 6
## 235 Res265 6 5 4 4 6 6 4 6 6
## 236 Res266 1 6 7 5 6 5 3 5 5
## 237 Res267 1 7 7 6 7 3 7 5 5
## 238 Res268 2 5 5 5 6 2 3 6 6
## 239 Res269 5 5 4 3 7 1 1 7 7
## 240 Res27 7 7 7 6 6 6 6 6 5
## 241 Res270 6 3 4 4 6 5 1 7 7
## 242 Res271 2 6 6 5 7 4 4 5 5
## 243 Res272 3 5 5 3 5 3 5 4 6
## 244 Res273 6 7 7 7 6 3 5 3 4
## 245 Res274 6 3 4 4 6 6 3 3 3
## 246 Res275 5 5 5 5 6 6 1 7 7
## 247 Res276 1 6 6 6 6 6 6 3 3
## 248 Res277 3 6 6 6 7 5 5 4 6
## 249 Res278 5 1 3 3 6 2 5 2 3
## 250 Res279 1 6 7 5 6 5 5 3 4
## 251 Res28 2 2 2 2 2 2 2 2 2
## 252 Res280 4 4 4 6 7 1 5 3 4
## 253 Res281 3 6 6 5 5 5 6 4 5
## 254 Res282 1 7 7 6 6 3 7 6 4
## 255 Res283 3 5 6 6 5 5 3 3 3
## 256 Res284 5 4 4 5 5 6 5 5 3
## 257 Res285 3 6 5 6 4 4 2 6 7
## 258 Res286 6 6 6 3 6 3 6 4 4
## 259 Res287 3 7 7 7 7 6 5 6 6
## 260 Res288 3 6 5 5 5 5 6 5 5
## 261 Res289 6 6 6 7 6 5 5 3 3
## 262 Res29 5 5 5 4 4 5 5 4 4
## 263 Res290 4 6 6 6 6 6 4 5 5
## 264 Res291 5 5 5 7 7 3 1 7 7
## 265 Res292 1 7 7 6 6 6 6 3 3
## 266 Res293 5 3 3 3 6 6 6 3 2
## 267 Res294 4 6 5 6 5 6 4 7 7
## 268 Res295 3 5 6 6 6 6 2 5 5
## 269 Res296 4 5 5 4 5 4 5 3 3
## 270 Res297 2 6 7 6 6 7 2 5 6
## 271 Res298 5 3 3 3 6 6 3 1 6
## 272 Res299 1 7 7 7 5 5 6 2 5
## 273 Res3 7 7 7 5 5 5 3 6 6
## 274 Res30 5 3 3 2 2 3 4 3 3
## 275 Res300 3 6 6 5 4 6 2 6 6
## 276 Res301 6 2 2 2 4 4 1 7 7
## 277 Res302 3 5 6 6 6 4 1 6 6
## 278 Res303 5 3 3 3 6 5 4 3 4
## 279 Res304 5 6 6 6 6 6 1 6 6
## 280 Res305 1 4 3 2 7 6 3 6 6
## 281 Res306 2 7 7 7 6 5 1 7 7
## 282 Res307 5 5 5 7 7 3 1 7 7
## 283 Res308 3 5 6 6 5 4 5 4 5
## 284 Res309 3 5 5 5 5 4 3 5 7
## 285 Res31 7 7 7 6 6 6 5 4 2
## 286 Res310 3 5 6 5 4 4 5 5 4
## 287 Res311 1 7 7 6 6 6 4 6 6
## 288 Res312 5 3 3 3 6 6 2 7 7
## 289 Res313 4 5 6 7 6 6 1 5 5
## 290 Res314 1 7 7 7 7 6 3 6 5
## 291 Res315 5 6 6 6 6 6 2 6 6
## 292 Res316 1 7 7 7 7 6 1 7 7
## 293 Res317 5 3 3 4 6 6 4 5 6
## 294 Res318 7 6 5 6 7 6 1 6 6
## 295 Res319 2 7 7 7 7 6 1 7 7
## 296 Res32 7 7 7 6 6 6 2 6 6
## 297 Res320 1 4 3 2 7 7 3 2 2
## 298 Res321 3 6 7 6 7 6 2 6 6
## 299 Res322 4 5 5 4 5 4 3 6 6
## 300 Res323 3 3 5 3 5 5 5 5 5
## 301 Res324 5 3 4 4 6 5 3 5 6
## 302 Res325 3 5 5 5 5 6 2 7 7
## 303 Res326 5 6 5 7 5 5 1 7 7
## 304 Res327 3 5 6 6 5 4 2 5 5
## 305 Res328 3 5 5 5 5 5 1 7 7
## 306 Res329 3 5 6 5 4 5 4 7 7
## 307 Res33 4 2 3 2 2 3 2 6 6
## 308 Res330 4 7 7 7 6 7 2 6 6
## 309 Res331 6 6 6 6 7 6 4 6 7
## 310 Res332 2 6 7 6 6 7 7 7 7
## 311 Res333 1 7 7 6 6 5 2 6 6
## 312 Res334 1 7 7 7 4 2 3 5 6
## 313 Res335 1 7 7 7 6 6 2 5 5
## 314 Res336 2 6 6 5 6 7 5 7 7
## 315 Res337 7 6 6 6 7 6 2 7 7
## 316 Res338 7 5 5 3 5 7 1 7 7
## 317 Res339 1 5 6 6 4 4 2 6 6
## 318 Res34 6 6 7 4 5 6 6 4 5
## 319 Res340 2 3 6 5 4 6 6 3 3
## 320 Res341 5 3 3 4 6 6 5 4 4
## 321 Res342 2 6 6 6 6 6 2 6 7
## 322 Res343 2 6 6 6 6 6 2 6 7
## 323 Res344 7 7 7 5 6 5 2 6 6
## 324 Res345 2 6 6 6 6 7 6 3 3
## 325 Res346 2 6 6 4 6 6 6 3 3
## 326 Res347 5 3 5 3 6 6 7 4 3
## 327 Res348 3 7 7 7 5 5 5 3 4
## 328 Res349 6 7 7 6 6 5 5 4 3
## 329 Res35 5 5 5 5 5 1 1 7 7
## 330 Res350 2 6 6 6 6 7 3 5 5
## 331 Res351 3 5 5 4 6 5 4 5 5
## 332 Res352 6 4 5 4 6 6 5 6 5
## 333 Res353 5 6 7 6 7 6 5 2 2
## 334 Res354 6 7 7 7 7 5 3 6 6
## 335 Res355 4 3 4 4 7 5 2 6 6
## 336 Res356 2 6 6 5 4 4 4 6 6
## 337 Res357 2 6 6 6 6 6 3 5 5
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## 802 2 1 Collision Male 19 3 NaN Middle Eastern
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## 805 1 3 Collision Female 21 3 NaN Middle Eastern
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## 812 2 2 Collision Female 23 3 NaN European
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## 814 1 2 Collision Male 23 3 NaN European
## 815 1 2 Collision Male 24 3 NaN European
## 816 1 1 Collision Male 24 2 NaN European
## 817 2 3 Liability Female 21 2 NaN Asian
## 818 1 1 Collision Male 24 1 NaN European
## 819 1 1 Collision Male 24 3 NaN European
## 820 2 1 Collision Female 25 1 NaN European
## 821 1 1 Collision Female 26 3 NaN European
## 822 1 1 Collision Male 26 1 NaN European
## 823 1 2 Collision Male 27 1 NaN American
## 824 2 1 Collision Male 27 3 NaN American
## 825 1 2 Comprehensive Female 27 1 NaN American
## 826 2 2 Comprehensive Male 29 3 NaN American
## 827 1 2 Comprehensive Male 32 3 NaN American
## 828 1 2 Collision Male 21 2 NaN European
## 829 1 3 Collision Female 21 2 NaN Asian
## 830 1 1 Comprehensive Female 32 1 NaN American
## 831 2 1 Comprehensive Female 32 3 NaN American
## 832 2 2 Comprehensive Female 32 1 NaN American
## 833 2 1 Comprehensive Male 34 1 NaN American
## 834 1 2 Comprehensive Female 34 1 NaN American
## 835 1 1 Comprehensive Male 34 1 NaN American
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## 837 1 2 Comprehensive Male 35 1 NaN American
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## 841 1 2 Comprehensive Male 36 1 NaN American
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## 844 1 3 Collision Male 36 1 NaN Middle Eastern
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## 846 1 3 Collision Female 38 3 NaN Middle Eastern
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## 848 2 3 Collision Male 42 1 NaN Middle Eastern
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## 851 2 3 Collision Female 21 3 NaN Asian
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## 856 2 3 Collision Male 50 1 NaN Middle Eastern
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## 860 1 3 Collision Female 53 1 NaN Middle Eastern
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## 862 2 2 Collision Male 22 2 NaN Asian
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## 869 1 2 Comprehensive Male 57 1 NaN Middle Eastern
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## 871 1 2 Comprehensive Male 60 1 NaN American
## 872 1 2 Comprehensive Female 60 1 NaN American
## 873 2 1 Collision Male 23 2 NaN American
## 874 1 2 Comprehensive Male 18 1 NaN American
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## 890 1 3 Comprehensive Female 23 2 NaN Asian
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## 895 2 1 Collision Male 23 1 NaN American
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## 897 1 2 Collision Male 24 2 NaN Asian
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## 899 2 2 Collision Male 26 3 NaN Asian
## 900 2 1 Collision Male 26 2 NaN Asian
## 901 1 1 Collision Female 27 2 NaN Asian
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## 903 2 3 Collision Female 27 2 NaN Asian
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## 907 1 3 Collision Female 32 2 NaN Asian
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## 909 1 1 Collision Female 32 2 NaN Asian
## 910 2 1 Collision Female 34 3 NaN Asian
## 911 1 1 Collision Female 34 2 NaN Asian
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## 913 1 3 Collision Female 34 3 NaN American
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## 915 1 3 Collision Female 35 3 NaN American
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## 917 1 2 Collision Female 24 1 NaN American
## 918 1 3 Collision Female 36 3 NaN American
## 919 2 1 Collision Female 36 2 NaN American
## 920 1 2 Collision Female 36 1 NaN American
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## 924 2 2 Liability Female 39 1 NaN American
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## 926 1 1 Liability Female 45 1 NaN American
## 927 1 1 Liability Male 45 1 NaN American
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## 929 1 1 Liability Female 46 1 NaN American
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## 937 1 3 Liability Female 53 2 NaN Middle Eastern
## 938 1 3 Liability Female 54 1 NaN Middle Eastern
## 939 2 2 Collision Male 21 2 NaN European
## 940 1 2 Collision Female 24 2 NaN American
## 941 1 3 Liability Female 55 3 NaN Middle Eastern
## 942 1 3 Liability Male 55 3 NaN Middle Eastern
## 943 2 1 Liability Male 55 3 NaN Middle Eastern
## 944 1 1 Liability Female 56 1 NaN Middle Eastern
## 945 2 1 Liability Male 57 1 NaN Middle Eastern
## 946 2 1 Liability Female 57 2 NaN Middle Eastern
## 947 1 1 Collision Male 57 1 NaN Middle Eastern
## 948 1 1 Collision Female 57 2 NaN Middle Eastern
## 949 1 1 Collision Male 60 1 NaN Middle Eastern
## 950 1 1 Collision Female 60 1 NaN Middle Eastern
## 951 1 2 Collision Female 24 1 NaN American
## 952 1 1 Collision Female 18 1 NaN Middle Eastern
## 953 1 1 Collision Male 18 1 NaN Middle Eastern
## 954 2 1 Collision Male 18 2 NaN Middle Eastern
## 955 2 3 Collision Male 19 1 NaN Middle Eastern
## 956 1 3 Collision Male 19 2 NaN Middle Eastern
## 957 2 3 Collision Female 19 1 NaN Middle Eastern
## 958 1 3 Collision Female 19 2 NaN Middle Eastern
## 959 2 2 Collision Male 19 2 NaN European
## 960 1 2 Collision Male 21 1 NaN European
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## 962 1 2 Collision Female 25 2 NaN American
## 963 1 2 Collision Male 21 1 NaN European
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## 965 1 2 Collision Female 21 2 NaN European
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## 967 2 2 Collision Male 23 1 NaN European
## 968 2 2 Collision Male 23 1 NaN European
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## 971 2 3 Comprehensive Male 24 3 NaN American
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## 974 1 1 Comprehensive Female 24 2 NaN American
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## 977 1 3 Comprehensive Male 26 3 NaN American
## 978 2 1 Comprehensive Female 26 2 NaN American
## 979 1 1 Comprehensive Male 27 2 NaN American
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## 981 2 1 Comprehensive Male 27 1 NaN American
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## 984 2 1 Collision Female 26 2 NaN American
## 985 2 1 Comprehensive Male 32 1 NaN American
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## 987 2 1 Comprehensive Male 32 2 NaN Asian
## 988 1 1 Comprehensive Male 34 2 NaN Asian
## 989 1 3 Comprehensive Male 34 1 NaN Asian
## 990 1 3 Comprehensive Female 34 3 NaN Asian
## 991 2 3 Comprehensive Male 34 1 NaN Asian
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## 996 2 3 Comprehensive Male 36 1 NaN Asian
## 997 1 3 Comprehensive Male 36 1 NaN Asian
## 998 1 3 Comprehensive Female 36 1 NaN Asian
## 999 2 3 Comprehensive Female 36 1 NaN Asian
## 1000 2 3 Comprehensive Male 37 1 NaN Asian
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## 1002 2 3 Collision Female 39 1 NaN Asian
## 1003 1 3 Collision Female 42 3 NaN Asian
## 1004 2 3 Collision Female 45 2 NaN Asian
## 1005 2 3 Collision Female 45 2 NaN Asian
## 1006 1 1 Collision Female 27 1 NaN American
## 1007 2 3 Collision Female 46 2 NaN Asian
## 1008 1 3 Collision Male 48 2 NaN Asian
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## 1010 2 3 Collision Male 49 1 NaN Middle Eastern
## 1011 2 3 Collision Male 50 2 NaN Middle Eastern
## 1012 1 3 Collision Male 52 2 NaN Middle Eastern
## 1013 2 3 Collision Male 53 2 NaN Middle Eastern
## 1014 2 3 Collision Male 53 2 NaN Middle Eastern
## 1015 2 3 Collision Male 53 2 NaN Middle Eastern
## 1016 1 3 Collision Female 54 2 NaN Middle Eastern
## 1017 2 1 Collision Male 27 3 NaN American
## 1018 2 3 Collision Male 55 2 NaN Middle Eastern
## 1019 1 3 Collision Male 55 1 NaN Middle Eastern
## 1020 2 3 Collision Female 55 1 NaN Middle Eastern
## 1021 2 3 Collision Male 56 1 NaN Middle Eastern
## 1022 2 3 Collision Male 57 2 NaN Middle Eastern
## 1023 2 3 Collision Male 57 1 NaN Middle Eastern
## 1024 2 3 Collision Female 57 2 NaN Middle Eastern
## 1025 2 3 Collision Male 57 1 NaN Middle Eastern
## 1026 2 3 Collision Female 60 3 NaN Middle Eastern
## 1027 2 3 Collision Female 60 3 NaN Middle Eastern
## 1028 1 1 Collision Female 29 1 NaN American
## 1029 2 3 Collision Female 18 2 NaN Middle Eastern
## 1030 2 3 Collision Male 18 2 NaN Middle Eastern
## 1031 2 3 Collision Female 18 1 NaN Middle Eastern
## 1032 2 3 Collision Female 19 1 NaN Middle Eastern
## 1033 1 3 Collision Male 19 2 NaN Middle Eastern
## 1034 1 3 Collision Female 19 1 NaN Middle Eastern
## 1035 2 3 Collision Female 19 1 NaN Middle Eastern
## 1036 2 3 Collision Male 19 1 NaN Middle Eastern
## 1037 2 1 Collision Male 21 2 NaN Middle Eastern
## 1038 2 1 Collision Female 21 2 NaN Middle Eastern
## 1039 2 1 Collision Female 32 1 NaN American
## 1040 2 3 Collision Female 21 2 NaN Asian
## 1041 2 3 Liability Male 21 1 NaN Asian
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## Brand Model MPG Cyl acc1 C_cost. H_Cost Post.Satis Att_Mean
## 1 Ford Expedition 15 8 6 16 14 4 6
## 2 Ford Expedition 15 8 6 16 14 5 6
## 3 Toyota Rav4 24 4 8 10 8 4 6
## 4 Toyota Corolla 26 4 8 7 6 6 6
## 5 Toyota Corolla 26 4 8 7 6 5 6
## 6 Toyota Corolla 26 4 8 7 6 6 2
## 7 Toyota Corolla 26 4 8 7 6 5 2
## 8 Toyota Corolla 26 4 8 7 6 6 7
## 9 Toyota Corolla 26 4 8 7 6 7 2
## 10 Toyota Corolla 26 4 8 7 6 6 6
## 11 Toyota Corolla 26 4 8 7 6 6 4
## 12 Honda Pilot 20 6 6 12 10 5 5
## 13 Honda Pilot 20 6 6 12 10 4 4
## 14 Toyota Rav4 24 4 8 10 8 5 6
## 15 Honda Pilot 20 6 6 12 10 4 7
## 16 Honda Pilot 20 6 6 12 10 6 7
## 17 Honda Pilot 20 6 6 12 10 4 6
## 18 Honda Pilot 20 6 6 12 10 5 4
## 19 Honda Pilot 20 6 6 12 10 5 5
## 20 Honda Pilot 20 6 6 12 10 5 4
## 21 Honda Pilot 20 6 6 12 10 4 6
## 22 Honda Pilot 20 6 6 12 10 6 6
## 23 Honda Pilot 20 6 6 12 10 6 4
## 24 Toyota Corolla 26 4 8 7 6 5 6
## 25 Toyota Rav4 24 4 8 10 8 7 7
## 26 Toyota Corolla 26 4 8 7 6 7 6
## 27 Toyota Corolla 26 4 8 7 6 6 6
## 28 Toyota Corolla 26 4 8 7 6 5 6
## 29 Toyota Corolla 26 4 8 7 6 6 7
## 30 Toyota Corolla 26 4 8 7 6 6 6
## 31 Toyota Corolla 26 4 8 7 6 5 7
## 32 Toyota Corolla 26 4 8 7 6 6 6
## 33 Toyota Corolla 26 4 8 7 6 5 7
## 34 Toyota Corolla 26 4 8 7 6 6 6
## 35 Toyota Corolla 26 4 8 7 6 6 7
## 36 Toyota Rav4 24 4 8 10 8 6 7
## 37 Toyota Corolla 26 4 8 7 6 7 7
## 38 Toyota Corolla 26 4 8 7 6 6 6
## 39 Toyota Corolla 26 4 8 7 6 6 6
## 40 Toyota Corolla 26 4 8 7 6 6 6
## 41 Toyota Corolla 26 4 8 7 6 6 7
## 42 Toyota Corolla 26 4 8 7 6 6 7
## 43 Toyota Corolla 26 4 8 7 6 6 6
## 44 Toyota Corolla 26 4 8 7 6 6 6
## 45 Toyota Corolla 26 4 8 7 6 6 6
## 46 Toyota Corolla 26 4 8 7 6 7 6
## 47 Toyota Rav4 24 4 8 10 8 6 7
## 48 Toyota Corolla 26 4 8 7 6 7 6
## 49 Fiat 500x 22 4 8 8 6 7 4
## 50 Fiat 500x 22 4 8 8 6 6 5
## 51 Fiat 500x 22 4 8 8 6 6 4
## 52 Fiat 500x 22 4 8 8 6 2 4
## 53 Fiat 500x 22 4 8 8 6 6 3
## 54 Fiat 500x 22 4 8 8 6 4 4
## 55 Fiat 500x 22 4 8 8 6 7 4
## 56 Fiat 500x 22 4 8 8 6 2 4
## 57 Fiat 500x 22 4 8 8 6 5 4
## 58 Toyota Rav4 24 4 8 10 8 4 6
## 59 Toyota Rav4 24 4 8 10 8 4 6
## 60 Toyota Rav4 24 4 8 10 8 6 7
## 61 Toyota Rav4 24 4 8 10 8 5 6
## 62 Toyota Rav4 24 4 8 10 8 3 6
## 63 Ford Expedition 15 8 6 16 14 5 4
## 64 Toyota Rav4 24 4 8 10 8 5 7
## 65 Toyota Rav4 24 4 8 10 8 5 6
## 66 Toyota Rav4 24 4 8 10 8 5 6
## 67 Toyota Rav4 24 4 8 10 8 6 4
## 68 Toyota Rav4 24 4 8 10 8 4 6
## 69 Toyota Rav4 24 4 8 10 8 6 5
## 70 Toyota Rav4 24 4 8 10 8 5 6
## 71 Toyota Rav4 24 4 8 10 8 6 6
## 72 Toyota Rav4 24 4 8 10 8 7 6
## 73 Toyota Rav4 24 4 8 10 8 5 6
## 74 Ford Expedition 15 8 6 16 14 5 2
## 75 Toyota Rav4 24 4 8 10 8 7 6
## 76 Honda CRV 26 4 8 8 7 5 7
## 77 Honda CRV 26 4 8 8 7 7 6
## 78 Honda CRV 26 4 8 8 7 6 7
## 79 Honda CRV 26 4 8 8 7 6 7
## 80 Honda CRV 26 4 8 8 7 5 6
## 81 Honda CRV 26 4 8 8 7 6 6
## 82 Honda CRV 26 4 8 8 7 5 6
## 83 Honda CRV 26 4 8 8 7 5 6
## 84 Honda CRV 26 4 8 8 7 5 7
## 85 Ford Expedition 15 8 6 16 14 4 6
## 86 Honda CRV 26 4 8 8 7 6 5
## 87 Ford Explorer 19 6 6 13 11 6 6
## 88 Ford Explorer 19 6 6 13 11 3 7
## 89 Ford Explorer 19 6 6 13 11 2 6
## 90 Ford Explorer 19 6 6 13 11 6 6
## 91 Chrysler Jeep 18 6 4 12 10 5 6
## 92 Chrysler Jeep 18 6 4 12 10 6 3
## 93 Chrysler Jeep 18 6 4 12 10 7 6
## 94 Chrysler Jeep 18 6 4 12 10 4 7
## 95 Chrysler Jeep 18 6 4 12 10 4 2
## 96 Ford Expedition 15 8 6 16 14 4 6
## 97 Chrysler Jeep 18 6 4 12 10 6 6
## 98 Chrysler Jeep 18 6 4 12 10 5 6
## 99 Chrysler Jeep 18 6 4 12 10 7 6
## 100 Chrysler Jeep 18 6 4 12 10 3 2
## 101 Chrysler Jeep 18 6 4 12 10 4 6
## 102 Chrysler Jeep 18 6 4 12 10 6 6
## 103 Chrysler Jeep 18 6 4 12 10 4 6
## 104 Chrysler Jeep 18 6 4 12 10 6 6
## 105 Chrysler Jeep 18 6 4 12 10 6 5
## 106 Chrysler Jeep 18 6 4 12 10 5 6
## 107 Ford Expedition 15 8 6 16 14 4 1
## 108 Chrysler Jeep 18 6 4 12 10 5 3
## 109 Chrysler Jeep 18 6 4 12 10 4 3
## 110 Chrysler Jeep 18 6 4 12 10 6 5
## 111 Chrysler Jeep 18 6 4 12 10 5 4
## 112 Chrysler Jeep 18 6 4 12 10 6 5
## 113 Chrysler Jeep 18 6 4 12 10 6 5
## 114 Chrysler Jeep 18 6 4 12 10 5 2
## 115 Chrysler Jeep 18 6 4 12 10 4 2
## 116 Chrysler Jeep 18 6 4 12 10 6 4
## 117 Chrysler Jeep 18 6 4 12 10 5 6
## 118 Ford Expedition 15 8 6 16 14 5 1
## 119 Chrysler Jeep 18 6 4 12 10 4 4
## 120 Chrysler Jeep 18 6 4 12 10 4 6
## 121 Chrysler Jeep 18 6 4 12 10 4 3
## 122 Chrysler Jeep 18 6 4 12 10 6 6
## 123 Chrysler Jeep 18 6 4 12 10 6 4
## 124 Chrysler Jeep 18 6 4 12 10 4 2
## 125 Chrysler Jeep 18 6 4 12 10 4 6
## 126 Toyota Highlander 20 6 7 10 8 6 6
## 127 Toyota Highlander 20 6 7 10 8 6 4
## 128 Toyota Highlander 20 6 7 10 8 6 3
## 129 Ford Expedition 15 8 6 16 14 5 1
## 130 Toyota Highlander 20 6 7 10 8 5 4
## 131 Toyota Highlander 20 6 7 10 8 6 3
## 132 Toyota Highlander 20 6 7 10 8 6 4
## 133 Toyota Highlander 20 6 7 10 8 7 6
## 134 Toyota Highlander 20 6 7 10 8 6 4
## 135 Toyota Highlander 20 6 7 10 8 5 4
## 136 Toyota Highlander 20 6 7 10 8 6 4
## 137 Toyota Highlander 20 6 7 10 8 7 2
## 138 Ford Explorer 19 6 6 13 11 6 4
## 139 Ford Explorer 19 6 6 13 11 3 4
## 140 Ford Expedition 15 8 6 16 14 5 1
## 141 Ford Explorer 19 6 6 13 11 6 4
## 142 Ford Explorer 19 6 6 13 11 6 4
## 143 Ford Explorer 19 6 6 13 11 6 6
## 144 Ford Explorer 19 6 6 13 11 4 2
## 145 Ford Explorer 19 6 6 13 11 4 4
## 146 Ford Explorer 19 6 6 13 11 4 4
## 147 Ford Explorer 19 6 6 13 11 6 4
## 148 Ford Explorer 19 6 6 13 11 6 5
## 149 Ford Explorer 19 6 6 13 11 4 6
## 150 Ford Explorer 19 6 6 13 11 4 6
## 151 Ford Expedition 15 8 6 16 14 4 1
## 152 Ford Explorer 19 6 6 13 11 6 4
## 153 Ford Explorer 19 6 6 13 11 4 4
## 154 Ford Explorer 19 6 6 13 11 6 4
## 155 Ford Explorer 19 6 6 13 11 4 6
## 156 Ford Explorer 19 6 6 13 11 7 4
## 157 Ford Explorer 19 6 6 13 11 4 5
## 158 Ford Explorer 19 6 6 13 11 7 4
## 159 Ford Explorer 19 6 6 13 11 6 4
## 160 Ford Explorer 19 6 6 13 11 4 4
## 161 Ford Explorer 19 6 6 13 11 5 4
## 162 Ford Expedition 15 8 6 16 14 3 6
## 163 Ford Expedition 15 8 6 16 14 6 7
## 164 Ford Explorer 19 6 6 13 11 7 4
## 165 Ford Explorer 19 6 6 13 11 6 4
## 166 Ford Explorer 19 6 6 13 11 6 4
## 167 Ford Explorer 19 6 6 13 11 5 4
## 168 Toyota Rav4 24 4 8 10 8 4 5
## 169 Toyota Rav4 24 4 8 10 8 4 4
## 170 Toyota Rav4 24 4 8 10 8 5 4
## 171 Toyota Rav4 24 4 8 10 8 5 4
## 172 Toyota Rav4 24 4 8 10 8 6 6
## 173 Toyota Rav4 24 4 8 10 8 5 4
## 174 Ford Expedition 15 8 6 16 14 6 6
## 175 Toyota Rav4 24 4 8 10 8 6 4
## 176 Toyota Rav4 24 4 8 10 8 4 4
## 177 Toyota Rav4 24 4 8 10 8 6 4
## 178 Toyota Rav4 24 4 8 10 8 7 4
## 179 Toyota Rav4 24 4 8 10 8 6 6
## 180 Toyota Rav4 24 4 8 10 8 6 2
## 181 Toyota Rav4 24 4 8 10 8 6 6
## 182 Toyota Rav4 24 4 8 10 8 6 4
## 183 Toyota Rav4 24 4 8 10 8 7 6
## 184 Toyota Rav4 24 4 8 10 8 6 4
## 185 Ford Expedition 15 8 6 16 14 5 6
## 186 Toyota Rav4 24 4 8 10 8 5 6
## 187 Toyota Rav4 24 4 8 10 8 6 6
## 188 Toyota Rav4 24 4 8 10 8 5 4
## 189 Toyota Rav4 24 4 8 10 8 5 4
## 190 Toyota Rav4 24 4 8 10 8 7 4
## 191 Toyota Rav4 24 4 8 10 8 5 6
## 192 Toyota Rav4 24 4 8 10 8 6 6
## 193 Toyota Rav4 24 4 8 10 8 4 4
## 194 Toyota Rav4 24 4 8 10 8 5 6
## 195 Toyota Rav4 24 4 8 10 8 5 6
## 196 Dodge Journey 16 6 6 12 11 5 7
## 197 Toyota Rav4 24 4 8 10 8 5 5
## 198 Toyota Rav4 24 4 8 10 8 6 7
## 199 Toyota Rav4 24 4 8 10 8 5 4
## 200 Toyota Rav4 24 4 8 10 8 5 5
## 201 Toyota Rav4 24 4 8 10 8 7 4
## 202 Toyota Rav4 24 4 8 10 8 6 4
## 203 Toyota Rav4 24 4 8 10 8 6 4
## 204 Toyota Rav4 24 4 8 10 8 6 4
## 205 Toyota Rav4 24 4 8 10 8 4 4
## 206 Toyota Rav4 24 4 8 10 8 6 4
## 207 Dodge Journey 16 6 6 12 11 4 6
## 208 Toyota Rav4 24 4 8 10 8 7 4
## 209 Toyota Rav4 20 6 8 10 8 5 5
## 210 Kia Sorento 22 4 8 9 7 5 4
## 211 Kia Sorento 22 4 8 9 7 7 4
## 212 Kia Sorento 22 4 8 9 7 6 4
## 213 Kia Sorento 22 4 8 9 7 5 5
## 214 Kia Sorento 22 4 8 9 7 6 4
## 215 Kia Sorento 22 4 8 9 7 5 4
## 216 Kia Sorento 22 4 8 9 7 5 4
## 217 Kia Sorento 22 4 8 9 7 6 6
## 218 Dodge Journey 16 6 6 12 11 4 7
## 219 Kia Sorento 22 4 8 9 7 7 5
## 220 Kia Sorento 22 4 8 9 7 6 4
## 221 Kia Sorento 22 4 8 9 7 5 4
## 222 Kia Sorento 22 4 8 9 7 7 4
## 223 Kia Sorento 22 4 8 9 7 6 5
## 224 Kia Sorento 22 4 8 9 7 7 5
## 225 Kia Sorento 22 4 8 9 7 6 4
## 226 Kia Sorento 22 4 8 9 7 5 6
## 227 Kia Sorento 22 4 8 9 7 6 4
## 228 Kia Sorento 22 4 8 9 7 5 4
## 229 Dodge Journey 16 6 6 12 11 5 2
## 230 Kia Sorento 22 4 8 9 7 5 4
## 231 Ford Explorer 19 6 6 13 11 7 4
## 232 Ford Explorer 19 6 6 13 11 6 4
## 233 Ford Explorer 19 6 6 13 11 4 4
## 234 Ford Explorer 19 6 6 13 11 6 4
## 235 Ford Explorer 19 6 6 13 11 6 6
## 236 Ford Explorer 19 6 6 13 11 5 4
## 237 Ford Explorer 19 6 6 13 11 3 4
## 238 Ford Explorer 19 6 6 13 11 3 4
## 239 Ford Explorer 19 6 6 13 11 3 5
## 240 Dodge Journey 16 6 6 12 11 4 7
## 241 Ford Explorer 19 6 6 13 11 7 4
## 242 Ford Explorer 19 6 6 13 11 3 4
## 243 Ford Explorer 19 6 6 13 11 6 4
## 244 Ford Explorer 19 6 6 13 11 6 6
## 245 Ford Explorer 19 6 6 13 11 7 4
## 246 Ford Explorer 19 6 6 13 11 7 5
## 247 Ford Explorer 19 6 6 13 11 3 4
## 248 Ford Explorer 19 6 6 13 11 7 4
## 249 Ford Explorer 19 6 6 13 11 7 3
## 250 Ford Explorer 19 6 6 13 11 6 4
## 251 Dodge Journey 16 6 6 12 11 3 2
## 252 Chrysler Jeep 18 6 4 12 10 6 4
## 253 Chrysler Jeep 18 6 4 12 10 7 4
## 254 Chrysler Jeep 18 6 4 12 10 6 4
## 255 Chrysler Jeep 18 6 4 12 10 6 4
## 256 Chrysler Jeep 18 6 4 12 10 6 4
## 257 Chrysler Jeep 18 6 4 12 10 5 4
## 258 Chrysler Jeep 18 6 4 12 10 6 6
## 259 Chrysler Jeep 18 6 4 12 10 4 5
## 260 Chrysler Jeep 18 6 4 12 10 6 4
## 261 Chrysler Jeep 18 6 4 12 10 4 6
## 262 Dodge Journey 16 6 6 12 11 6 5
## 263 Chrysler Jeep 18 6 4 12 10 4 5
## 264 Chrysler Jeep 18 6 4 12 10 7 5
## 265 Chrysler Jeep 18 6 4 12 10 4 4
## 266 Chrysler Jeep 18 6 4 12 10 6 4
## 267 Chrysler Jeep 18 6 4 12 10 3 5
## 268 Chrysler Jeep 18 6 4 12 10 3 4
## 269 Chrysler Jeep 18 6 4 12 10 5 4
## 270 Ford Explorer 19 6 6 13 11 5 4
## 271 Ford Explorer 19 6 6 13 11 5 4
## 272 Ford Explorer 19 6 6 13 11 3 4
## 273 Ford Expedition 15 8 6 16 14 5 7
## 274 Dodge Journey 16 6 6 12 11 5 4
## 275 Ford Explorer 19 6 6 13 11 6 4
## 276 Ford Explorer 19 6 6 13 11 3 4
## 277 Ford Explorer 19 6 6 13 11 5 4
## 278 Ford Explorer 19 6 6 13 11 7 4
## 279 Ford Explorer 19 6 6 13 11 6 6
## 280 Ford Explorer 19 6 6 13 11 5 2
## 281 Ford Explorer 19 6 6 13 11 6 4
## 282 Ford Explorer 19 6 6 13 11 6 5
## 283 Ford Explorer 19 6 6 13 11 6 4
## 284 Ford Explorer 19 6 6 13 11 7 4
## 285 Dodge Journey 16 6 6 12 11 5 7
## 286 Ford Explorer 19 6 6 13 11 7 4
## 287 Chrysler Jeep 18 6 4 12 10 6 4
## 288 Chrysler Jeep 18 6 4 12 10 6 4
## 289 Chrysler Jeep 18 6 4 12 10 5 4
## 290 Chrysler Jeep 18 6 4 12 10 5 4
## 291 Chrysler Jeep 18 6 4 12 10 7 6
## 292 Chrysler Jeep 18 6 4 12 10 3 4
## 293 Chrysler Jeep 18 6 4 12 10 3 4
## 294 Chrysler Jeep 18 6 4 12 10 5 6
## 295 Chrysler Jeep 18 6 4 12 10 5 4
## 296 Dodge Journey 16 6 6 12 11 4 7
## 297 Chrysler Jeep 18 6 4 12 10 4 2
## 298 Chrysler Jeep 18 6 4 12 10 5 4
## 299 Chrysler Jeep 18 6 4 12 10 6 4
## 300 Chrysler Jeep 18 6 4 12 10 7 3
## 301 Chrysler Jeep 18 6 4 12 10 6 4
## 302 Chrysler Jeep 18 6 4 12 10 7 4
## 303 Ford Explorer 19 6 6 13 11 6 6
## 304 Ford Explorer 19 6 6 13 11 7 4
## 305 Ford Explorer 19 6 6 13 11 5 4
## 306 Ford Explorer 19 6 6 13 11 7 4
## 307 Dodge Journey 16 6 6 12 11 5 3
## 308 Ford Explorer 19 6 6 13 11 6 6
## 309 Ford Explorer 19 6 6 13 11 7 6
## 310 Ford Explorer 19 6 6 13 11 6 4
## 311 Ford Explorer 19 6 6 13 11 7 4
## 312 Kia Sorento 22 4 8 9 7 6 4
## 313 Kia Sorento 22 4 8 9 7 5 4
## 314 Kia Sorento 22 4 8 9 7 6 4
## 315 Kia Sorento 22 4 8 9 7 7 6
## 316 Kia Sorento 22 4 8 9 7 6 6
## 317 Kia Sorento 22 4 8 9 7 6 3
## 318 Dodge Journey 16 6 6 12 11 5 6
## 319 Kia Sorento 22 4 8 9 7 5 2
## 320 Kia Sorento 22 4 8 9 7 5 4
## 321 Kia Sorento 22 4 8 9 7 6 4
## 322 Kia Sorento 22 4 8 9 7 6 4
## 323 Kia Sorento 22 4 8 9 7 5 7
## 324 Kia Sorento 22 4 8 9 7 6 4
## 325 Kia Sorento 22 4 8 9 7 7 4
## 326 Kia Sorento 22 4 8 9 7 6 4
## 327 Kia Sorento 22 4 8 9 7 7 5
## 328 Honda CRV 26 4 8 8 7 7 6
## 329 Dodge Journey 16 6 6 12 11 6 5
## 330 Honda CRV 26 4 8 8 7 6 4
## 331 Honda CRV 26 4 8 8 7 6 4
## 332 Honda CRV 26 4 8 8 7 6 5
## 333 Honda CRV 26 4 8 8 7 6 6
## 334 Honda CRV 26 4 8 8 7 5 6
## 335 Honda CRV 26 4 8 8 7 6 4
## 336 Honda CRV 26 4 8 8 7 4 4
## 337 Honda CRV 26 4 8 8 7 5 4
## 338 Honda CRV 26 4 8 8 7 6 4
## 339 Honda CRV 26 4 8 8 7 6 4
## 340 Dodge Journey 16 6 6 12 11 4 6
## 341 Honda CRV 26 4 8 8 7 5 4
## 342 Honda CRV 26 4 8 8 7 7 4
## 343 Honda CRV 26 4 8 8 7 6 4
## 344 Honda CRV 26 4 8 8 7 7 4
## 345 Honda CRV 26 4 8 8 7 6 4
## 346 Honda CRV 26 4 8 8 7 6 4
## 347 Honda CRV 26 4 8 8 7 6 4
## 348 Toyota Highlander 20 6 7 10 8 6 4
## 349 Toyota Highlander 20 6 7 10 8 6 4
## 350 Toyota Highlander 20 6 7 10 8 6 4
## 351 Dodge Journey 16 6 6 12 11 4 2
## 352 Toyota Highlander 20 6 7 10 8 5 4
## 353 Toyota Highlander 20 6 7 10 8 6 4
## 354 Toyota Highlander 20 6 7 10 8 5 4
## 355 Toyota Highlander 20 6 7 10 8 5 4
## 356 Toyota Highlander 20 6 7 10 8 6 4
## 357 Toyota Highlander 20 6 7 10 8 6 4
## 358 Toyota Highlander 20 6 7 10 8 6 4
## 359 Toyota Highlander 20 6 7 10 8 5 4
## 360 Toyota Highlander 20 6 7 10 8 7 4
## 361 Toyota Highlander 20 6 7 10 8 7 4
## 362 Dodge Journey 16 6 6 12 11 3 6
## 363 Toyota Highlander 20 6 7 10 8 5 4
## 364 Toyota Highlander 20 6 7 10 8 6 4
## 365 Toyota Highlander 20 6 7 10 8 5 4
## 366 Toyota Highlander 20 6 7 10 8 6 4
## 367 Toyota Highlander 20 6 7 10 8 5 4
## 368 Toyota Highlander 20 6 7 10 8 6 4
## 369 Toyota Highlander 20 6 7 10 8 6 4
## 370 Toyota Highlander 20 6 7 10 8 6 4
## 371 Toyota Highlander 20 6 7 10 8 6 4
## 372 Toyota Highlander 20 6 7 10 8 6 4
## 373 Dodge Journey 16 6 6 12 11 4 6
## 374 Toyota Highlander 20 6 7 10 8 6 4
## 375 Chrysler Jeep 18 6 4 12 10 7 4
## 376 Chrysler Jeep 18 6 4 12 10 4 4
## 377 Chrysler Jeep 18 6 4 12 10 6 4
## 378 Chrysler Jeep 18 6 4 12 10 6 4
## 379 Chrysler Jeep 18 6 4 12 10 5 4
## 380 Chrysler Jeep 18 6 4 12 10 5 2
## 381 Chrysler Jeep 18 6 4 12 10 6 4
## 382 Ford Explorer 19 6 6 13 11 7 4
## 383 Ford Explorer 19 6 6 13 11 6 4
## 384 Ford Expedition 15 8 6 16 14 5 2
## 385 Dodge Journey 16 6 6 12 11 3 1
## 386 Ford Explorer 19 6 6 13 11 6 4
## 387 Ford Explorer 19 6 6 13 11 5 5
## 388 Ford Explorer 19 6 6 13 11 6 7
## 389 Ford Explorer 19 6 6 13 11 6 4
## 390 Ford Explorer 19 6 6 13 11 6 4
## 391 Ford Explorer 19 6 6 13 11 6 4
## 392 Ford Explorer 19 6 6 13 11 6 6
## 393 Ford Explorer 19 6 6 13 11 6 4
## 394 Ford Explorer 19 6 6 13 11 6 4
## 395 Ford Explorer 19 6 6 13 11 7 4
## 396 Dodge Journey 16 6 6 12 11 4 1
## 397 Ford Explorer 19 6 6 13 11 5 4
## 398 Ford Explorer 19 6 6 13 11 6 4
## 399 Ford Explorer 19 6 6 13 11 5 4
## 400 Ford Explorer 19 6 6 13 11 5 4
## 401 Ford Explorer 19 6 6 13 11 6 4
## 402 Ford Explorer 19 6 6 13 11 5 4
## 403 Ford Explorer 19 6 6 13 11 6 4
## 404 Ford Explorer 19 6 6 13 11 7 6
## 405 Ford Explorer 19 6 6 13 11 7 4
## 406 Ford Explorer 19 6 6 13 11 6 4
## 407 Ford Expedition 15 8 6 16 14 6 6
## 408 Ford Explorer 19 6 6 13 11 6 4
## 409 Ford Explorer 19 6 6 13 11 5 4
## 410 Ford Explorer 19 6 6 13 11 5 6
## 411 Ford Explorer 19 6 6 13 11 6 4
## 412 Ford Explorer 19 6 6 13 11 7 4
## 413 Ford Explorer 19 6 6 13 11 5 4
## 414 Ford Expedition 15 8 6 16 14 6 5
## 415 Ford Expedition 15 8 6 16 14 5 4
## 416 Chrysler Jeep 18 6 4 12 10 3 4
## 417 Chrysler Jeep 18 6 4 12 10 6 4
## 418 Ford Expedition 15 8 6 16 14 6 6
## 419 Chrysler Jeep 18 6 4 12 10 7 4
## 420 Chrysler Jeep 18 6 4 12 10 3 4
## 421 Chrysler Jeep 18 6 4 12 10 3 4
## 422 Chrysler Jeep 18 6 4 12 10 7 4
## 423 Chrysler Jeep 18 6 4 12 10 3 4
## 424 Chrysler Jeep 18 6 4 12 10 6 3
## 425 Chrysler Jeep 18 6 4 12 10 3 4
## 426 Chrysler Jeep 18 6 4 12 10 6 4
## 427 Chrysler Jeep 18 6 4 12 10 5 4
## 428 Chrysler Jeep 18 6 4 12 10 3 4
## 429 Ford Expedition 15 8 6 16 14 7 4
## 430 Chrysler Jeep 18 6 4 12 10 7 4
## 431 Chrysler Jeep 18 6 4 12 10 3 4
## 432 Chrysler Jeep 18 6 4 12 10 3 5
## 433 Chrysler Jeep 18 6 4 12 10 4 6
## 434 Chrysler Jeep 18 6 4 12 10 5 3
## 435 Chrysler Jeep 18 6 4 12 10 3 5
## 436 Chrysler Jeep 18 6 4 12 10 6 4
## 437 Honda CRV 26 4 8 8 7 5 5
## 438 Honda CRV 26 4 8 8 7 5 6
## 439 Honda CRV 26 4 8 8 7 5 6
## 440 Ford Expedition 15 8 6 16 14 5 6
## 441 Honda CRV 26 4 8 8 7 7 4
## 442 Honda CRV 26 4 8 8 7 6 4
## 443 Honda CRV 26 4 8 8 7 6 4
## 444 Chrysler Jeep 18 6 4 12 10 5 4
## 445 Chrysler Jeep 18 6 4 12 10 6 4
## 446 Chrysler Jeep 18 6 4 12 10 4 6
## 447 Chrysler Jeep 18 6 4 12 10 4 4
## 448 Chrysler Jeep 18 6 4 12 10 5 4
## 449 Chrysler Jeep 18 6 4 12 10 4 4
## 450 Chrysler Jeep 18 6 4 12 10 5 2
## 451 Ford Expedition 15 8 6 16 14 6 6
## 452 Chrysler Jeep 18 6 4 12 10 6 4
## 453 Chrysler Jeep 18 6 4 12 10 4 4
## 454 Chrysler Jeep 18 6 4 12 10 3 4
## 455 Chrysler Jeep 18 6 4 12 10 5 4
## 456 Toyota Highlander 20 6 7 10 8 4 4
## 457 Toyota Highlander 20 6 7 10 8 6 4
## 458 Toyota Highlander 20 6 7 10 8 6 4
## 459 Toyota Highlander 20 6 7 10 8 4 4
## 460 Toyota Highlander 20 6 7 10 8 5 4
## 461 Toyota Highlander 20 6 7 10 8 4 4
## 462 Ford Expedition 15 8 6 16 14 5 6
## 463 Toyota Highlander 20 6 7 10 8 6 4
## 464 Toyota Highlander 20 6 7 10 8 5 5
## 465 Toyota Highlander 20 6 7 10 8 3 5
## 466 Toyota Highlander 20 6 7 10 8 7 4
## 467 Toyota Highlander 20 6 7 10 8 7 3
## 468 Toyota Highlander 20 6 7 10 8 6 4
## 469 Toyota Highlander 20 6 7 10 8 6 4
## 470 Toyota Highlander 20 6 7 10 8 5 4
## 471 Toyota Highlander 20 6 7 10 8 5 4
## 472 Toyota Highlander 20 6 7 10 8 5 4
## 473 Ford Expedition 15 8 6 16 14 3 7
## 474 Toyota Highlander 20 6 7 10 8 4 4
## 475 Toyota Highlander 20 6 7 10 8 5 2
## 476 Toyota Highlander 20 6 7 10 8 5 4
## 477 Toyota Highlander 20 6 7 10 8 7 4
## 478 Toyota Highlander 20 6 7 10 8 6 5
## 479 Toyota Highlander 20 6 7 10 8 7 4
## 480 Toyota Highlander 20 6 7 10 8 6 4
## 481 Toyota Highlander 20 6 7 10 8 4 4
## 482 Toyota Highlander 20 6 7 10 8 6 4
## 483 Toyota Highlander 20 6 7 10 8 6 4
## 484 Ford Expedition 15 8 6 16 14 5 6
## 485 Toyota Highlander 20 6 7 10 8 6 6
## 486 Toyota Highlander 20 6 7 10 8 5 4
## 487 Toyota Highlander 20 6 7 10 8 5 6
## 488 Toyota Highlander 20 6 7 10 8 6 7
## 489 Honda CRV 26 4 8 8 7 5 6
## 490 Honda CRV 26 4 8 8 7 6 6
## 491 Honda CRV 26 4 8 8 7 5 5
## 492 Honda CRV 26 4 8 8 7 3 6
## 493 Honda CRV 26 4 8 8 7 4 7
## 494 Honda CRV 26 4 8 8 7 6 6
## 495 Ford Expedition 15 8 6 16 14 5 6
## 496 Ford Expedition 15 8 6 16 14 6 6
## 497 Honda CRV 26 4 8 8 7 5 4
## 498 Honda CRV 26 4 8 8 7 5 7
## 499 Honda CRV 26 4 8 8 7 5 5
## 500 Honda CRV 26 4 8 8 7 5 6
## 501 Honda CRV 26 4 8 8 7 5 6
## 502 Honda CRV 26 4 8 8 7 6 7
## 503 Honda CRV 26 4 8 8 7 7 7
## 504 Honda CRV 26 4 8 8 7 4 6
## 505 Honda CRV 26 4 8 8 7 6 6
## 506 Honda CRV 26 4 8 8 7 5 6
## 507 Ford Expedition 15 8 6 16 14 4 4
## 508 Honda CRV 26 4 8 8 7 6 7
## 509 Honda CRV 26 4 8 8 7 6 7
## 510 Honda Pilot 20 6 6 12 10 6 6
## 511 Honda Pilot 20 6 6 12 10 6 6
## 512 Honda Pilot 20 6 6 12 10 7 6
## 513 Honda Pilot 20 6 6 12 10 5 6
## 514 Honda Pilot 20 6 6 12 10 4 6
## 515 Honda Pilot 20 6 6 12 10 5 7
## 516 Honda Pilot 20 6 6 12 10 5 6
## 517 Honda Pilot 20 6 6 12 10 6 4
## 518 Ford Expedition 15 8 6 16 14 3 5
## 519 Honda Pilot 20 6 6 12 10 6 6
## 520 Chrysler Jeep 18 6 4 12 10 4 7
## 521 Chrysler Jeep 18 6 4 12 10 7 3
## 522 Chrysler Jeep 18 6 4 12 10 7 6
## 523 Chrysler Jeep 18 6 4 12 10 4 7
## 524 Chrysler Jeep 18 6 4 12 10 6 7
## 525 Chrysler Jeep 18 6 4 12 10 6 7
## 526 Chrysler Jeep 18 6 4 12 10 7 6
## 527 Chrysler Jeep 18 6 4 12 10 5 7
## 528 Chrysler Jeep 18 6 4 12 10 6 4
## 529 Ford Expedition 15 8 6 16 14 5 6
## 530 Chrysler Jeep 18 6 4 12 10 6 6
## 531 Chrysler Jeep 18 6 4 12 10 6 6
## 532 Chrysler Jeep 18 6 4 12 10 7 6
## 533 Chrysler Jeep 18 6 4 12 10 6 6
## 534 Chrysler Jeep 18 6 4 12 10 6 7
## 535 Chrysler Jeep 18 6 4 12 10 7 6
## 536 Chrysler Jeep 18 6 4 12 10 5 6
## 537 Chrysler Jeep 18 6 4 12 10 6 6
## 538 Chrysler Jeep 18 6 4 12 10 6 2
## 539 Chrysler Jeep 18 6 4 12 10 6 6
## 540 Ford Expedition 15 8 6 16 14 6 6
## 541 Chrysler Jeep 18 6 4 12 10 6 3
## 542 Chrysler Jeep 18 6 4 12 10 6 6
## 543 Dodge Journey 16 6 6 12 11 6 6
## 544 Dodge Journey 16 6 6 12 11 3 2
## 545 Dodge Journey 16 6 6 12 11 4 4
## 546 Dodge Journey 16 6 6 12 11 4 1
## 547 Dodge Journey 16 6 6 12 11 3 4
## 548 Dodge Journey 16 6 6 12 11 3 2
## 549 Dodge Journey 16 6 6 12 11 6 1
## 550 Dodge Journey 16 6 6 12 11 7 2
## 551 Ford Expedition 15 8 6 16 14 5 4
## 552 Dodge Journey 16 6 6 12 11 3 6
## 553 Dodge Journey 16 6 6 12 11 6 2
## 554 Dodge Journey 16 6 6 12 11 7 5
## 555 Dodge Journey 16 6 6 12 11 6 6
## 556 Dodge Journey 16 6 6 12 11 5 7
## 557 Dodge Journey 16 6 6 12 11 3 6
## 558 Dodge Journey 16 6 6 12 11 5 7
## 559 Dodge Journey 16 6 6 12 11 5 7
## 560 Dodge Journey 16 6 6 12 11 3 6
## 561 Dodge Journey 16 6 6 12 11 5 5
## 562 Ford Expedition 15 8 6 16 14 4 4
## 563 Dodge Journey 16 6 6 12 11 6 6
## 564 Chrysler Jeep 18 6 4 12 10 6 6
## 565 Chrysler Jeep 18 6 4 12 10 3 6
## 566 Chrysler Jeep 18 6 4 12 10 6 5
## 567 Chrysler Jeep 18 6 4 12 10 4 6
## 568 Chrysler Jeep 18 6 4 12 10 6 7
## 569 Chrysler Jeep 18 6 4 12 10 6 6
## 570 Chrysler Jeep 18 6 4 12 10 6 4
## 571 Chrysler Jeep 18 6 4 12 10 6 4
## 572 Chrysler Jeep 18 6 4 12 10 6 4
## 573 Chrysler Jeep 18 6 4 12 10 5 5
## 574 Chrysler Jeep 18 6 4 12 10 6 4
## 575 Chrysler Jeep 18 6 4 12 10 6 4
## 576 Chrysler Jeep 18 6 4 12 10 6 4
## 577 Chrysler Jeep 18 6 4 12 10 7 5
## 578 Chrysler Jeep 18 6 4 12 10 7 7
## 579 Chrysler Jeep 18 6 4 12 10 6 5
## 580 Chrysler Jeep 18 6 4 12 10 6 6
## 581 Chrysler Jeep 18 6 4 12 10 6 6
## 582 Chrysler Jeep 18 6 4 12 10 6 6
## 583 Chrysler Jeep 18 6 4 12 10 6 6
## 584 Chrysler Jeep 18 6 4 12 10 4 7
## 585 Chrysler Jeep 18 6 4 12 10 6 2
## 586 Chrysler Jeep 18 6 4 12 10 5 7
## 587 Dodge Journey 16 6 6 12 11 6 6
## 588 Dodge Journey 16 6 6 12 11 5 3
## 589 Dodge Journey 16 6 6 12 11 6 5
## 590 Chrysler Jeep 18 6 4 12 10 5 6
## 591 Chrysler Jeep 18 6 4 12 10 6 7
## 592 Chrysler Jeep 18 6 4 12 10 7 4
## 593 Chrysler Jeep 18 6 4 12 10 7 7
## 594 Chrysler Jeep 18 6 4 12 10 5 7
## 595 Chrysler Jeep 18 6 4 12 10 5 4
## 596 Chrysler Jeep 18 6 4 12 10 6 6
## 597 Chrysler Jeep 18 6 4 12 10 7 6
## 598 Chrysler Jeep 18 6 4 12 10 7 4
## 599 Chrysler Jeep 18 6 4 12 10 6 5
## 600 Toyota Highlander 20 6 7 10 8 5 4
## 601 Toyota Highlander 20 6 7 10 8 6 7
## 602 Toyota Highlander 20 6 7 10 8 5 7
## 603 Toyota Highlander 20 6 7 10 8 6 6
## 604 Toyota Highlander 20 6 7 10 8 5 5
## 605 Toyota Highlander 20 6 7 10 8 5 6
## 606 Ford Expedition 15 8 6 16 14 3 6
## 607 Chrysler Jeep 18 6 4 12 10 5 6
## 608 Toyota Highlander 20 6 7 10 8 4 6
## 609 Toyota Highlander 20 6 7 10 8 5 7
## 610 Toyota Highlander 20 6 7 10 8 3 4
## 611 Toyota Highlander 20 6 7 10 8 4 6
## 612 Toyota Highlander 20 6 7 10 8 4 6
## 613 Toyota Highlander 20 6 7 10 8 4 6
## 614 Toyota Highlander 20 6 7 10 8 5 6
## 615 Toyota Highlander 20 6 7 10 8 5 3
## 616 Toyota Highlander 20 6 7 10 8 6 6
## 617 Toyota Highlander 20 6 7 10 8 4 4
## 618 Chrysler Jeep 18 6 4 12 10 7 6
## 619 Honda Pilot 20 6 6 12 10 6 5
## 620 Honda Pilot 20 6 6 12 10 5 6
## 621 Honda Pilot 20 6 6 12 10 6 5
## 622 Honda Pilot 20 6 6 12 10 6 6
## 623 Honda Pilot 20 6 6 12 10 6 6
## 624 Honda Pilot 20 6 6 12 10 6 4
## 625 Honda Pilot 20 6 6 12 10 5 6
## 626 Honda Pilot 20 6 6 12 10 4 6
## 627 Honda Pilot 20 6 6 12 10 5 4
## 628 Honda Pilot 20 6 6 12 10 4 4
## 629 Chrysler Jeep 18 6 4 12 10 5 7
## 630 Honda Pilot 20 6 6 12 10 5 4
## 631 Honda Pilot 20 6 6 12 10 5 6
## 632 Honda Pilot 20 6 6 12 10 2 6
## 633 Honda Pilot 20 6 6 12 10 5 6
## 634 Honda Pilot 20 6 6 12 10 5 4
## 635 Honda Pilot 20 6 6 12 10 5 6
## 636 Honda Pilot 20 6 6 12 10 5 6
## 637 Honda Pilot 20 6 6 12 10 6 4
## 638 Honda Pilot 20 6 6 12 10 5 6
## 639 Honda Pilot 20 6 6 12 10 4 6
## 640 Chrysler Jeep 18 6 4 12 10 5 7
## 641 Honda Pilot 20 6 6 12 10 4 6
## 642 Honda Pilot 20 6 6 12 10 5 6
## 643 Honda Pilot 20 6 6 12 10 5 4
## 644 Honda Pilot 20 6 6 12 10 5 6
## 645 Toyota Highlander 20 6 7 10 8 6 5
## 646 Toyota Highlander 20 6 7 10 8 7 5
## 647 Toyota Highlander 20 6 7 10 8 4 7
## 648 Toyota Highlander 20 6 7 10 8 4 6
## 649 Toyota Highlander 20 6 7 10 8 5 6
## 650 Toyota Highlander 20 6 7 10 8 6 6
## 651 Chrysler Jeep 18 6 4 12 10 6 6
## 652 Toyota Highlander 20 6 7 10 8 5 5
## 653 Toyota Highlander 20 6 7 10 8 6 6
## 654 Toyota Highlander 20 6 7 10 8 5 4
## 655 Toyota Highlander 20 6 7 10 8 5 2
## 656 Toyota Highlander 20 6 7 10 8 6 5
## 657 Toyota Highlander 20 6 7 10 8 6 6
## 658 Toyota Highlander 20 6 7 10 8 5 1
## 659 Toyota Highlander 20 6 7 10 8 3 4
## 660 Toyota Highlander 20 6 7 10 8 6 6
## 661 Toyota Highlander 20 6 7 10 8 5 5
## 662 Chrysler Jeep 18 6 4 12 10 5 6
## 663 Toyota Highlander 20 6 7 10 8 5 6
## 664 Fiat 500x 22 4 8 8 6 3 4
## 665 Fiat 500x 22 4 8 8 6 3 6
## 666 Fiat 500x 22 4 8 8 6 3 3
## 667 Fiat 500x 22 4 8 8 6 4 6
## 668 Fiat 500x 22 4 8 8 6 6 6
## 669 Fiat 500x 22 4 8 8 6 6 5
## 670 Fiat 500x 22 4 8 8 6 5 4
## 671 Fiat 500x 22 4 8 8 6 5 7
## 672 Fiat 500x 22 4 8 8 6 5 3
## 673 Chrysler Jeep 18 6 4 12 10 6 6
## 674 Chevrolet Camaro 14 8 4 14 12 4 6
## 675 Chevrolet Camaro 14 8 4 14 12 6 7
## 676 Chevrolet Camaro 14 8 4 14 12 5 4
## 677 Chevrolet Camaro 14 8 4 14 12 3 4
## 678 Chevrolet Camaro 14 8 4 14 12 6 6
## 679 Chevrolet Camaro 14 8 4 14 12 3 5
## 680 Chevrolet Camaro 14 8 4 14 12 5 6
## 681 Chevrolet Camaro 14 8 4 14 12 6 6
## 682 Chevrolet Camaro 14 8 4 14 12 3 6
## 683 Chevrolet Camaro 14 8 4 14 12 5 6
## 684 Chrysler Jeep 18 6 4 12 10 6 7
## 685 Chevrolet Camaro 14 8 4 14 12 6 6
## 686 Chevrolet Camaro 14 8 4 14 12 5 6
## 687 Chevrolet Camaro 14 8 4 14 12 5 6
## 688 Chevrolet Camaro 14 8 4 14 12 4 2
## 689 Chevrolet Camaro 14 8 4 14 12 6 5
## 690 Chevrolet Camaro 14 8 4 14 12 5 6
## 691 Chevrolet Camaro 14 8 4 14 12 7 6
## 692 Chevrolet Camaro 14 8 4 14 12 7 5
## 693 Chevrolet Camaro 14 8 4 14 12 6 7
## 694 Chevrolet Camaro 14 8 4 14 12 6 6
## 695 Chrysler Jeep 18 6 4 12 10 5 6
## 696 Chevrolet Camaro 14 8 4 14 12 4 2
## 697 Chevrolet Camaro 14 8 4 14 12 2 6
## 698 Chevrolet Camaro 14 8 4 14 12 5 5
## 699 Chevrolet Camaro 14 8 4 14 12 2 4
## 700 Chevrolet Camaro 14 8 4 14 12 2 5
## 701 Chevrolet Camaro 14 8 4 14 12 5 2
## 702 Chevrolet Camaro 14 8 4 14 12 2 6
## 703 Chevrolet Camaro 14 8 4 14 12 5 4
## 704 Chevrolet Camaro 14 8 4 14 12 5 4
## 705 Chevrolet Camaro 14 8 4 14 12 2 2
## 706 Chrysler Jeep 18 6 4 12 10 3 5
## 707 Chevrolet Camaro 14 8 4 14 12 6 2
## 708 Chevrolet Camaro 14 8 4 14 12 6 2
## 709 Chevrolet Camaro 14 8 4 14 12 6 3
## 710 Chevrolet Camaro 14 8 4 14 12 6 5
## 711 Chevrolet Camaro 14 8 4 14 12 3 6
## 712 Chevrolet Camaro 14 8 4 14 12 2 6
## 713 Chevrolet Camaro 14 8 4 14 12 5 2
## 714 Chevrolet Camaro 14 8 4 14 12 7 6
## 715 Chevrolet Camaro 14 8 4 14 12 6 6
## 716 Chevrolet Camaro 14 8 4 14 12 7 5
## 717 Ford Expedition 15 8 6 16 14 3 1
## 718 Chrysler Jeep 18 6 4 12 10 6 6
## 719 Chevrolet Camaro 14 8 4 14 12 2 6
## 720 Chevrolet Camaro 14 8 4 14 12 4 6
## 721 Chevrolet Camaro 14 8 4 14 12 2 6
## 722 Chevrolet Camaro 14 8 4 14 12 7 6
## 723 Chevrolet Camaro 14 8 4 14 12 2 3
## 724 Chevrolet Camaro 14 8 4 14 12 2 6
## 725 Chevrolet Camaro 14 8 4 14 12 7 4
## 726 Chevrolet Camaro 14 8 4 14 12 5 6
## 727 Chevrolet Camaro 14 8 4 14 12 2 5
## 728 Chevrolet Camaro 14 8 4 14 12 5 4
## 729 Chrysler Jeep 18 6 4 12 10 3 6
## 730 Chevrolet Camaro 14 8 4 14 12 2 5
## 731 Chevrolet Camaro 14 8 4 14 12 6 4
## 732 Chevrolet Camaro 14 8 4 14 12 6 6
## 733 Chevrolet Camaro 14 8 4 14 12 5 7
## 734 Chevrolet Camaro 14 8 4 14 12 6 7
## 735 Chevrolet Camaro 14 8 4 14 12 6 7
## 736 Chevrolet Camaro 14 8 4 14 12 7 7
## 737 Chevrolet Camaro 14 8 4 14 12 5 7
## 738 Chevrolet Camaro 14 8 4 14 12 6 6
## 739 Chevrolet Camaro 14 8 4 14 12 6 6
## 740 Chrysler Jeep 18 6 4 12 10 3 6
## 741 Chevrolet Camaro 14 8 4 14 12 6 6
## 742 Chevrolet Camaro 14 8 4 14 12 5 7
## 743 Chevrolet Camaro 14 8 4 14 12 6 6
## 744 Chevrolet Camaro 14 8 4 14 12 7 6
## 745 Toyota Highlander 20 6 7 10 8 4 6
## 746 Toyota Highlander 20 6 7 10 8 5 7
## 747 Toyota Highlander 20 6 7 10 8 5 7
## 748 Toyota Highlander 20 6 7 10 8 6 7
## 749 Toyota Highlander 20 6 7 10 8 6 7
## 750 Toyota Highlander 20 6 7 10 8 5 5
## 751 Chrysler Jeep 18 6 4 12 10 5 6
## 752 Toyota Highlander 20 6 7 10 8 5 6
## 753 Toyota Highlander 20 6 7 10 8 6 7
## 754 Toyota Highlander 20 6 7 10 8 6 4
## 755 Toyota Highlander 20 6 7 10 8 6 7
## 756 Toyota Highlander 20 6 7 10 8 6 6
## 757 Toyota Highlander 20 6 7 10 8 5 6
## 758 Toyota Highlander 20 6 7 10 8 4 6
## 759 Toyota Highlander 20 6 7 10 8 5 7
## 760 Toyota Highlander 20 6 7 10 8 4 7
## 761 Toyota Highlander 20 6 7 10 8 3 6
## 762 Honda CRV 26 4 8 8 7 6 4
## 763 Toyota Highlander 20 6 7 10 8 4 6
## 764 Toyota Highlander 20 6 7 10 8 4 6
## 765 Toyota Highlander 20 6 7 10 8 4 5
## 766 Toyota Highlander 20 6 7 10 8 4 7
## 767 Toyota Highlander 20 6 7 10 8 6 6
## 768 Toyota Highlander 20 6 7 10 8 5 5
## 769 Toyota Highlander 20 6 7 10 8 5 6
## 770 Toyota Highlander 20 6 7 10 8 5 5
## 771 Toyota Highlander 20 6 7 10 8 6 7
## 772 Toyota Highlander 20 6 7 10 8 4 7
## 773 Honda CRV 26 4 8 8 7 7 2
## 774 Toyota Highlander 20 6 7 10 8 6 7
## 775 Toyota Highlander 20 6 7 10 8 4 4
## 776 Toyota Highlander 20 6 7 10 8 5 6
## 777 Toyota Highlander 20 6 7 10 8 5 7
## 778 Toyota Highlander 20 6 7 10 8 5 6
## 779 Toyota Highlander 20 6 7 10 8 3 3
## 780 Toyota Highlander 20 6 7 10 8 6 6
## 781 Toyota Highlander 20 6 7 10 8 5 6
## 782 Toyota Highlander 20 6 7 10 8 6 2
## 783 Toyota Highlander 20 6 7 10 8 5 6
## 784 Honda CRV 26 4 8 8 7 6 4
## 785 Toyota Highlander 20 6 7 10 8 5 7
## 786 Toyota Highlander 20 6 7 10 8 6 6
## 787 Toyota Highlander 20 6 7 10 8 5 6
## 788 Honda Pilot 20 6 6 12 10 5 7
## 789 Honda Pilot 20 6 6 12 10 6 5
## 790 Honda Pilot 20 6 6 12 10 6 6
## 791 Honda Pilot 20 6 6 12 10 5 4
## 792 Honda Pilot 20 6 6 12 10 6 6
## 793 Honda Pilot 20 6 6 12 10 4 4
## 794 Honda Pilot 20 6 6 12 10 5 6
## 795 Honda CRV 26 4 8 8 7 6 6
## 796 Honda Pilot 20 6 6 12 10 6 6
## 797 Honda Pilot 20 6 6 12 10 6 6
## 798 Honda Pilot 20 6 6 12 10 7 5
## 799 Honda Pilot 20 6 6 12 10 5 7
## 800 Honda Pilot 20 6 6 12 10 5 7
## 801 Honda Pilot 20 6 6 12 10 6 5
## 802 Honda Pilot 20 6 6 12 10 6 4
## 803 Honda Pilot 20 6 6 12 10 6 6
## 804 Honda Pilot 20 6 6 12 10 5 6
## 805 Honda Pilot 20 6 6 12 10 6 4
## 806 Honda CRV 26 4 8 8 7 6 6
## 807 Honda Pilot 20 6 6 12 10 5 6
## 808 Buick Encore 17 4 7 8 7 5 6
## 809 Buick Encore 17 4 7 8 7 4 6
## 810 Buick Encore 17 4 7 8 7 4 6
## 811 Buick Encore 17 4 7 8 7 6 6
## 812 Buick Encore 17 4 7 8 7 7 1
## 813 Buick Encore 17 4 7 8 7 7 6
## 814 Buick Encore 17 4 7 8 7 4 6
## 815 Buick Encore 17 4 7 8 7 5 6
## 816 Buick Encore 17 4 7 8 7 3 5
## 817 Honda CRV 26 4 8 8 7 6 5
## 818 Buick Encore 17 4 7 8 7 6 4
## 819 Buick Encore 17 4 7 8 7 2 4
## 820 Buick Encore 17 4 7 8 7 2 7
## 821 Buick Encore 17 4 7 8 7 6 5
## 822 Buick Encore 17 4 7 8 7 6 7
## 823 Buick Encore 17 4 7 8 7 7 6
## 824 Buick Encore 17 4 7 8 7 6 6
## 825 Buick Encore 17 4 7 8 7 3 6
## 826 Buick Encore 17 4 7 8 7 5 6
## 827 Buick Encore 17 4 7 8 7 6 6
## 828 Ford Expedition 15 8 6 16 14 6 6
## 829 Honda CRV 26 4 8 8 7 7 6
## 830 Buick Encore 17 4 7 8 7 7 6
## 831 Buick Encore 17 4 7 8 7 6 6
## 832 Buick Encore 17 4 7 8 7 6 6
## 833 Buick Encore 17 4 7 8 7 5 2
## 834 Buick Encore 17 4 7 8 7 5 3
## 835 Buick Encore 17 4 7 8 7 6 6
## 836 Buick Encore 17 4 7 8 7 6 4
## 837 Buick Encore 17 4 7 8 7 5 6
## 838 Buick Encore 17 4 7 8 7 5 6
## 839 Buick Encore 17 4 7 8 7 6 5
## 840 Honda CRV 26 4 8 8 7 4 6
## 841 Buick Encore 17 4 7 8 7 7 6
## 842 Buick Encore 17 4 7 8 7 5 6
## 843 Lincoln Navigator 15 8 5 16 13 6 5
## 844 Lincoln Navigator 15 8 5 16 13 5 2
## 845 Lincoln Navigator 15 8 5 16 13 7 2
## 846 Lincoln Navigator 15 8 5 16 13 5 7
## 847 Lincoln Navigator 15 8 5 16 13 6 6
## 848 Lincoln Navigator 15 8 5 16 13 4 6
## 849 Lincoln Navigator 15 8 5 16 13 4 5
## 850 Lincoln Navigator 15 8 5 16 13 5 6
## 851 Honda CRV 26 4 8 8 7 6 6
## 852 Lincoln Navigator 15 8 5 16 13 5 6
## 853 Lincoln Navigator 15 8 5 16 13 6 7
## 854 Lincoln Navigator 15 8 5 16 13 7 6
## 855 Lincoln Navigator 15 8 5 16 13 7 6
## 856 Lincoln Navigator 15 8 5 16 13 6 6
## 857 Lincoln Navigator 15 8 5 16 13 7 6
## 858 Lincoln Navigator 15 8 5 16 13 5 6
## 859 Lincoln Navigator 15 8 5 16 13 6 6
## 860 Lincoln Navigator 15 8 5 16 13 7 6
## 861 Lincoln Navigator 15 8 5 16 13 7 5
## 862 Honda CRV 26 4 8 8 7 6 6
## 863 Lincoln Navigator 15 8 5 16 13 6 6
## 864 Lincoln Navigator 15 8 5 16 13 7 6
## 865 Lincoln Navigator 15 8 5 16 13 5 7
## 866 Lincoln Navigator 15 8 5 16 13 3 4
## 867 Lincoln Navigator 15 8 5 16 13 6 7
## 868 Lincoln Navigator 15 8 5 16 13 7 6
## 869 Ford Expedition 15 8 6 16 14 7 7
## 870 Ford Expedition 15 8 6 16 14 4 6
## 871 Ford Expedition 15 8 6 16 14 5 4
## 872 Ford Expedition 15 8 6 16 14 6 7
## 873 Honda CRV 26 4 8 8 7 4 6
## 874 Ford Expedition 15 8 6 16 14 7 7
## 875 Ford Expedition 15 8 6 16 14 2 7
## 876 Ford Expedition 15 8 6 16 14 4 7
## 877 Ford Expedition 15 8 6 16 14 3 7
## 878 Ford Expedition 15 8 6 16 14 3 7
## 879 Ford Expedition 15 8 6 16 14 7 6
## 880 Ford Expedition 15 8 6 16 14 3 4
## 881 Ford Expedition 15 8 6 16 14 3 5
## 882 Ford Expedition 15 8 6 16 14 2 7
## 883 Ford Expedition 15 8 6 16 14 5 6
## 884 Honda CRV 26 4 8 8 7 6 6
## 885 Ford Expedition 15 8 6 16 14 2 7
## 886 Ford Expedition 15 8 6 16 14 6 7
## 887 Ford Expedition 15 8 6 16 14 2 7
## 888 Ford Expedition 15 8 6 16 14 6 6
## 889 Toyota Corolla 26 4 8 7 6 7 6
## 890 Toyota Corolla 26 4 8 7 6 5 6
## 891 Toyota Corolla 26 4 8 7 6 6 7
## 892 Toyota Corolla 26 4 8 7 6 7 4
## 893 Toyota Corolla 26 4 8 7 6 7 7
## 894 Toyota Corolla 26 4 8 7 6 6 4
## 895 Honda CRV 26 4 8 8 7 3 7
## 896 Toyota Corolla 26 4 8 7 6 5 7
## 897 Toyota Corolla 26 4 8 7 6 5 7
## 898 Toyota Corolla 26 4 8 7 6 6 6
## 899 Toyota Corolla 26 4 8 7 6 6 7
## 900 Toyota Corolla 26 4 8 7 6 5 6
## 901 Toyota Corolla 26 4 8 7 6 6 7
## 902 Toyota Corolla 26 4 8 7 6 7 4
## 903 Toyota Corolla 26 4 8 7 6 6 6
## 904 Toyota Corolla 26 4 8 7 6 6 6
## 905 Toyota Corolla 26 4 8 7 6 5 5
## 906 Honda CRV 26 4 8 8 7 6 4
## 907 Toyota Corolla 26 4 8 7 6 7 6
## 908 Toyota Corolla 26 4 8 7 6 7 6
## 909 Toyota Corolla 26 4 8 7 6 7 4
## 910 Toyota Corolla 26 4 8 7 6 7 6
## 911 Toyota Corolla 26 4 8 7 6 7 7
## 912 Toyota Corolla 26 4 8 7 6 5 6
## 913 Toyota Corolla 26 4 8 7 6 6 5
## 914 Toyota Corolla 26 4 8 7 6 6 6
## 915 Toyota Corolla 26 4 8 7 6 6 4
## 916 Toyota Corolla 26 4 8 7 6 6 6
## 917 Honda CRV 26 4 8 8 7 4 7
## 918 Toyota Corolla 26 4 8 7 6 6 7
## 919 Toyota Corolla 26 4 8 7 6 7 6
## 920 Toyota Corolla 26 4 8 7 6 6 6
## 921 Toyota Corolla 26 4 8 7 6 6 6
## 922 Toyota Corolla 26 4 8 7 6 5 4
## 923 Toyota Corolla 26 4 8 7 6 6 4
## 924 Toyota Corolla 26 4 8 7 6 7 6
## 925 Toyota Corolla 26 4 8 7 6 7 5
## 926 Toyota Corolla 26 4 8 7 6 7 4
## 927 Toyota Corolla 26 4 8 7 6 7 6
## 928 Honda CRV 26 4 8 8 7 4 7
## 929 Toyota Corolla 26 4 8 7 6 6 6
## 930 Toyota Corolla 26 4 8 7 6 7 7
## 931 Toyota Corolla 26 4 8 7 6 6 6
## 932 Toyota Corolla 26 4 8 7 6 5 6
## 933 Toyota Corolla 26 4 8 7 6 7 6
## 934 Honda Pilot 20 6 6 12 10 7 6
## 935 Honda Pilot 20 6 6 12 10 5 4
## 936 Honda Pilot 20 6 6 12 10 6 7
## 937 Honda Pilot 20 6 6 12 10 5 4
## 938 Honda Pilot 20 6 6 12 10 5 6
## 939 Ford Expedition 15 8 6 16 14 3 2
## 940 Honda CRV 26 4 8 8 7 5 6
## 941 Honda Pilot 20 6 6 12 10 5 6
## 942 Honda Pilot 20 6 6 12 10 5 5
## 943 Honda Pilot 20 6 6 12 10 6 4
## 944 Honda Pilot 20 6 6 12 10 6 7
## 945 Honda Pilot 20 6 6 12 10 5 6
## 946 Honda Pilot 20 6 6 12 10 6 7
## 947 Honda Pilot 20 6 6 12 10 5 5
## 948 Honda Pilot 20 6 6 12 10 4 6
## 949 Honda Pilot 20 6 6 12 10 5 6
## 950 Honda Pilot 20 6 6 12 10 6 6
## 951 Honda CRV 26 4 8 8 7 5 7
## 952 Honda Pilot 20 6 6 12 10 5 7
## 953 Ford Expedition 15 8 6 16 14 4 4
## 954 Ford Expedition 15 8 6 16 14 5 6
## 955 Ford Expedition 15 8 6 16 14 6 6
## 956 Ford Expedition 15 8 6 16 14 5 7
## 957 Ford Expedition 15 8 6 16 14 2 4
## 958 Ford Expedition 15 8 6 16 14 5 6
## 959 Ford Expedition 15 8 6 16 14 2 2
## 960 Ford Expedition 15 8 6 16 14 6 7
## 961 Ford Expedition 15 8 6 16 14 2 4
## 962 Honda CRV 26 4 8 8 7 4 6
## 963 Ford Expedition 15 8 6 16 14 6 4
## 964 Ford Expedition 15 8 6 16 14 2 6
## 965 Ford Expedition 15 8 6 16 14 2 6
## 966 Ford Expedition 15 8 6 16 14 5 6
## 967 Ford Expedition 15 8 6 16 14 6 6
## 968 Ford Expedition 15 8 6 16 14 2 7
## 969 Ford Expedition 15 8 6 16 14 6 5
## 970 Ford Expedition 15 8 6 16 14 2 6
## 971 Ford Expedition 15 8 6 16 14 2 4
## 972 Ford Expedition 15 8 6 16 14 5 5
## 973 Honda CRV 26 4 8 8 7 5 6
## 974 Ford Expedition 15 8 6 16 14 2 4
## 975 Ford Expedition 15 8 6 16 14 6 4
## 976 Ford Expedition 15 8 6 16 14 2 2
## 977 Ford Expedition 15 8 6 16 14 2 4
## 978 Ford Expedition 15 8 6 16 14 4 7
## 979 Ford Expedition 15 8 6 16 14 4 5
## 980 Ford Expedition 15 8 6 16 14 3 2
## 981 Ford Expedition 15 8 6 16 14 6 7
## 982 Ford Expedition 15 8 6 16 14 5 2
## 983 Ford Expedition 15 8 6 16 14 5 7
## 984 Honda CRV 26 4 8 8 7 7 6
## 985 Ford Expedition 15 8 6 16 14 3 3
## 986 Ford Expedition 15 8 6 16 14 6 5
## 987 Ford Expedition 15 8 6 16 14 5 7
## 988 Ford Expedition 15 8 6 16 14 2 4
## 989 Ford Expedition 15 8 6 16 14 6 5
## 990 Ford Expedition 15 8 6 16 14 4 6
## 991 Ford Expedition 15 8 6 16 14 2 4
## 992 Ford Expedition 15 8 6 16 14 6 5
## 993 Ford Expedition 15 8 6 16 14 6 5
## 994 Ford Expedition 15 8 6 16 14 6 7
## 995 Honda CRV 26 4 8 8 7 5 6
## 996 Ford Expedition 15 8 6 16 14 5 6
## 997 Toyota Corolla 26 4 8 7 6 5 7
## 998 Toyota Corolla 26 4 8 7 6 6 5
## 999 Toyota Corolla 26 4 8 7 6 6 6
## 1000 Toyota Corolla 26 4 8 7 6 6 7
## 1001 Toyota Corolla 26 4 8 7 6 5 4
## 1002 Toyota Corolla 26 4 8 7 6 5 6
## 1003 Toyota Corolla 26 4 8 7 6 6 7
## 1004 Toyota Corolla 26 4 8 7 6 6 6
## 1005 Toyota Corolla 26 4 8 7 6 6 4
## 1006 Toyota Rav4 24 4 8 10 8 6 7
## 1007 Toyota Corolla 26 4 8 7 6 6 6
## 1008 Toyota Corolla 26 4 8 7 6 5 2
## 1009 Toyota Corolla 26 4 8 7 6 6 4
## 1010 Ford Expedition 15 8 6 16 14 2 3
## 1011 Ford Expedition 15 8 6 16 14 6 4
## 1012 Ford Expedition 15 8 6 16 14 2 6
## 1013 Ford Expedition 15 8 6 16 14 6 4
## 1014 Ford Expedition 15 8 6 16 14 2 6
## 1015 Ford Expedition 15 8 6 16 14 5 6
## 1016 Lincoln Navigator 15 8 5 16 13 7 5
## 1017 Toyota Rav4 24 4 8 10 8 6 6
## 1018 Lincoln Navigator 15 8 5 16 13 5 2
## 1019 Lincoln Navigator 15 8 5 16 13 6 6
## 1020 Lincoln Navigator 15 8 5 16 13 6 7
## 1021 Lincoln Navigator 15 8 5 16 13 6 4
## 1022 Lincoln Navigator 15 8 5 16 13 6 7
## 1023 Lincoln Navigator 15 8 5 16 13 7 7
## 1024 Lincoln Navigator 15 8 5 16 13 2 4
## 1025 Lincoln Navigator 15 8 5 16 13 6 6
## 1026 Lincoln Navigator 15 8 5 16 13 7 5
## 1027 Lincoln Navigator 15 8 5 16 13 3 4
## 1028 Toyota Rav4 24 4 8 10 8 6 6
## 1029 Lincoln Navigator 15 8 5 16 13 6 7
## 1030 Lincoln Navigator 15 8 5 16 13 6 6
## 1031 Lincoln Navigator 15 8 5 16 13 6 2
## 1032 Lincoln Navigator 15 8 5 16 13 6 5
## 1033 Honda Pilot 20 6 6 12 10 7 6
## 1034 Honda Pilot 20 6 6 12 10 6 4
## 1035 Honda Pilot 20 6 6 12 10 6 4
## 1036 Honda Pilot 20 6 6 12 10 5 6
## 1037 Honda Pilot 20 6 6 12 10 6 6
## 1038 Honda Pilot 20 6 6 12 10 6 4
## 1039 Toyota Rav4 24 4 8 10 8 4 7
## 1040 Honda Pilot 20 6 6 12 10 5 6
## 1041 Toyota Corolla 26 4 8 7 6 6 2
## 1042 Toyota Corolla 26 4 8 7 6 5 2
## 1043 Toyota Corolla 26 4 8 7 6 5 3
## 1044 Toyota Corolla 26 4 8 7 6 6 4
## 1045 Toyota Corolla 26 4 8 7 6 6 6
## 1046 Toyota Corolla 26 4 8 7 6 6 6
## 1047 Toyota Corolla 26 4 8 7 6 5 2
## 1048 Toyota Corolla 26 4 8 7 6 6 5
## 1049 Toyota Corolla 26 4 8 7 6 4 4
## Enj_Mean Perform_Mean WOM_Mean Futu_Pur_Mean Valu_Percp_Mean
## 1 6 5 3 3 4
## 2 4 3 6 6 6
## 3 5 6 4 6 6
## 4 6 6 6 6 5
## 5 6 6 4 5 6
## 6 4 6 4 6 4
## 7 2 2 6 6 4
## 8 6 5 6 6 6
## 9 2 2 7 7 5
## 10 6 5 3 6 6
## 11 3 4 7 6 4
## 12 4 4 5 6 6
## 13 7 7 7 5 4
## 14 6 5 6 4 2
## 15 6 5 5 6 6
## 16 4 4 6 6 6
## 17 6 4 5 4 4
## 18 3 3 6 6 6
## 19 4 4 5 5 5
## 20 5 5 7 5 4
## 21 7 6 7 6 4
## 22 6 5 7 5 4
## 23 3 4 6 6 6
## 24 6 4 4 6 5
## 25 6 4 7 6 6
## 26 6 5 7 7 5
## 27 4 5 6 6 6
## 28 5 6 5 6 6
## 29 6 5 6 5 5
## 30 4 5 6 7 4
## 31 6 6 7 4 6
## 32 7 6 7 6 4
## 33 6 7 7 2 5
## 34 6 7 6 6 5
## 35 7 7 7 6 6
## 36 6 5 6 6 6
## 37 7 7 7 6 6
## 38 6 4 6 6 5
## 39 6 6 7 5 5
## 40 6 6 7 6 5
## 41 7 6 6 4 4
## 42 7 7 7 4 5
## 43 6 6 7 6 6
## 44 6 6 5 6 5
## 45 5 5 5 6 4
## 46 6 5 5 6 6
## 47 7 6 4 4 3
## 48 6 5 7 7 6
## 49 4 6 4 6 5
## 50 2 2 6 6 4
## 51 6 5 6 7 5
## 52 2 2 7 6 6
## 53 6 5 3 6 6
## 54 3 4 7 5 4
## 55 2 2 4 7 6
## 56 4 4 4 6 6
## 57 4 5 4 4 6
## 58 6 4 6 6 6
## 59 6 6 7 6 6
## 60 7 5 5 6 4
## 61 6 6 4 6 5
## 62 6 5 5 5 5
## 63 3 2 6 2 6
## 64 7 5 6 4 5
## 65 7 5 5 6 6
## 66 6 6 7 6 4
## 67 5 6 4 6 6
## 68 5 5 5 6 6
## 69 5 5 6 6 6
## 70 6 4 6 6 4
## 71 6 5 6 6 6
## 72 6 6 6 6 6
## 73 5 4 4 4 4
## 74 2 4 5 2 6
## 75 6 4 6 7 5
## 76 6 4 7 2 3
## 77 4 4 6 7 6
## 78 7 6 4 6 5
## 79 7 6 6 5 4
## 80 4 5 6 4 4
## 81 6 4 7 6 6
## 82 6 4 6 4 4
## 83 4 5 6 4 6
## 84 7 5 6 7 6
## 85 6 4 7 7 6
## 86 4 4 5 6 6
## 87 6 4 7 6 6
## 88 7 6 3 6 6
## 89 5 4 6 6 6
## 90 4 3 6 6 2
## 91 6 5 5 5 6
## 92 3 3 6 6 5
## 93 6 6 3 6 6
## 94 6 5 7 6 4
## 95 3 3 6 6 6
## 96 6 5 6 7 6
## 97 6 6 2 6 6
## 98 6 5 6 4 5
## 99 6 5 3 6 6
## 100 2 1 2 2 2
## 101 4 2 4 7 6
## 102 6 4 7 6 6
## 103 6 5 5 6 6
## 104 4 5 6 6 6
## 105 6 4 5 6 6
## 106 6 3 6 4 4
## 107 1 2 2 4 2
## 108 3 3 3 3 3
## 109 4 3 4 2 4
## 110 4 5 6 6 4
## 111 4 3 7 7 3
## 112 6 5 6 6 6
## 113 5 3 7 5 5
## 114 2 2 2 2 2
## 115 2 2 2 2 2
## 116 2 2 7 6 6
## 117 6 4 4 2 6
## 118 1 2 2 4 2
## 119 5 5 6 4 4
## 120 4 3 5 5 6
## 121 3 4 4 6 6
## 122 6 5 4 6 5
## 123 6 6 6 6 6
## 124 2 2 2 2 2
## 125 6 6 6 6 6
## 126 4 5 5 6 6
## 127 3 5 6 6 4
## 128 6 5 7 7 6
## 129 1 2 2 4 2
## 130 6 5 6 5 4
## 131 5 3 6 6 4
## 132 6 6 7 7 6
## 133 6 5 7 6 6
## 134 7 6 7 4 4
## 135 6 4 6 4 2
## 136 6 6 6 4 2
## 137 5 6 5 7 7
## 138 7 5 6 6 4
## 139 4 4 4 6 4
## 140 1 2 2 4 2
## 141 7 4 3 6 6
## 142 6 5 6 6 4
## 143 5 3 6 6 6
## 144 3 6 7 7 6
## 145 5 4 6 3 4
## 146 4 4 6 6 4
## 147 6 6 4 6 4
## 148 4 5 7 7 7
## 149 5 6 7 2 4
## 150 6 4 6 6 6
## 151 1 2 2 4 2
## 152 4 5 5 5 5
## 153 2 4 4 6 6
## 154 2 5 6 6 6
## 155 6 6 7 6 5
## 156 6 4 4 7 6
## 157 4 5 6 6 6
## 158 7 5 6 6 7
## 159 4 6 7 6 6
## 160 6 4 6 2 4
## 161 6 3 6 6 6
## 162 4 5 5 6 6
## 163 6 4 6 5 3
## 164 4 4 6 7 6
## 165 5 4 7 6 6
## 166 7 4 6 5 4
## 167 6 4 6 6 4
## 168 4 5 3 5 5
## 169 6 3 7 4 4
## 170 4 4 6 2 4
## 171 5 4 7 3 4
## 172 6 5 6 6 6
## 173 4 4 7 6 6
## 174 6 6 5 6 6
## 175 4 5 4 6 6
## 176 4 5 3 6 5
## 177 6 4 6 6 6
## 178 3 5 7 7 6
## 179 6 6 6 6 6
## 180 3 4 6 6 6
## 181 6 5 5 6 5
## 182 4 5 6 6 6
## 183 6 5 6 6 6
## 184 4 5 6 6 6
## 185 6 4 2 2 6
## 186 7 5 4 5 6
## 187 6 5 5 7 6
## 188 4 5 6 7 6
## 189 4 5 6 6 6
## 190 4 5 7 6 7
## 191 6 4 7 6 6
## 192 6 6 4 7 7
## 193 4 4 7 4 2
## 194 7 5 6 3 6
## 195 6 5 5 6 6
## 196 6 5 6 4 4
## 197 4 5 6 4 4
## 198 7 4 6 7 6
## 199 6 5 6 6 5
## 200 6 3 6 3 6
## 201 4 5 6 7 6
## 202 6 3 4 4 6
## 203 4 4 7 6 5
## 204 4 5 5 6 6
## 205 4 5 5 4 4
## 206 4 6 3 6 4
## 207 6 5 4 2 4
## 208 3 4 6 6 5
## 209 5 6 7 6 4
## 210 6 4 6 3 5
## 211 6 4 6 7 7
## 212 4 5 5 7 7
## 213 5 4 7 6 6
## 214 4 4 7 6 4
## 215 6 3 7 3 6
## 216 3 4 6 6 6
## 217 6 6 3 6 4
## 218 6 5 6 3 5
## 219 7 5 4 6 4
## 220 4 4 6 6 6
## 221 4 3 6 3 6
## 222 6 4 6 7 6
## 223 6 6 3 6 6
## 224 5 5 3 7 7
## 225 6 6 4 6 4
## 226 4 6 4 5 4
## 227 6 5 4 6 5
## 228 4 5 5 6 6
## 229 2 4 5 2 6
## 230 7 6 5 4 4
## 231 5 5 6 6 6
## 232 6 5 2 6 6
## 233 6 5 6 6 6
## 234 6 4 6 6 6
## 235 4 5 6 4 6
## 236 6 5 5 5 5
## 237 6 6 5 7 6
## 238 5 4 6 6 6
## 239 4 3 7 6 6
## 240 6 6 6 4 4
## 241 4 4 7 7 7
## 242 6 5 5 6 6
## 243 4 4 5 6 6
## 244 7 5 4 6 6
## 245 4 5 3 6 4
## 246 5 4 7 7 7
## 247 6 6 3 6 6
## 248 6 6 5 7 5
## 249 3 4 2 7 6
## 250 6 5 4 6 6
## 251 2 2 2 2 7
## 252 5 4 4 6 6
## 253 6 5 4 7 7
## 254 6 5 5 6 6
## 255 6 4 3 6 6
## 256 4 5 4 6 6
## 257 6 3 6 2 3
## 258 4 5 4 5 5
## 259 7 6 6 6 6
## 260 5 5 5 5 4
## 261 6 5 3 5 4
## 262 4 5 4 6 6
## 263 6 5 5 2 6
## 264 6 4 7 7 6
## 265 6 6 3 6 5
## 266 3 6 2 6 6
## 267 6 5 7 2 6
## 268 6 5 5 3 6
## 269 4 5 3 2 6
## 270 6 5 6 6 6
## 271 3 5 4 6 6
## 272 7 5 4 6 6
## 273 6 4 6 7 6
## 274 2 3 3 6 6
## 275 6 4 6 6 6
## 276 2 3 7 5 6
## 277 6 4 6 2 6
## 278 3 5 4 7 6
## 279 6 4 6 6 6
## 280 2 5 6 4 4
## 281 7 4 7 7 6
## 282 6 4 7 6 6
## 283 6 5 4 6 6
## 284 5 4 6 6 6
## 285 6 6 3 4 4
## 286 6 4 4 6 6
## 287 6 5 6 7 6
## 288 3 5 7 6 5
## 289 6 4 5 6 5
## 290 7 5 6 6 5
## 291 6 5 6 6 6
## 292 7 5 7 6 6
## 293 4 5 6 6 5
## 294 6 5 6 3 6
## 295 7 5 7 3 6
## 296 6 5 6 4 4
## 297 2 6 2 3 4
## 298 6 5 6 6 6
## 299 4 4 6 6 4
## 300 4 5 5 7 6
## 301 4 5 6 6 4
## 302 5 4 7 7 7
## 303 6 4 7 6 6
## 304 6 4 5 7 7
## 305 5 4 7 6 6
## 306 6 4 7 6 6
## 307 2 2 6 3 6
## 308 7 5 6 6 6
## 309 6 6 6 7 7
## 310 6 7 7 6 5
## 311 6 4 6 6 6
## 312 7 3 6 7 6
## 313 7 5 5 4 6
## 314 6 6 7 6 6
## 315 6 5 7 7 6
## 316 4 4 7 6 6
## 317 6 3 6 6 6
## 318 6 6 4 3 4
## 319 6 5 3 5 4
## 320 4 6 4 4 4
## 321 6 5 6 6 7
## 322 6 5 6 6 5
## 323 6 4 6 6 4
## 324 6 6 3 7 7
## 325 5 6 3 7 7
## 326 4 6 4 6 7
## 327 7 5 4 6 5
## 328 6 5 4 7 6
## 329 5 2 7 3 4
## 330 6 5 5 7 7
## 331 4 5 5 4 4
## 332 4 6 6 6 6
## 333 6 6 2 6 7
## 334 7 5 6 3 3
## 335 4 5 6 7 6
## 336 6 4 6 2 1
## 337 6 5 5 6 5
## 338 7 7 5 6 6
## 339 6 5 6 6 5
## 340 5 4 4 3 4
## 341 6 4 7 6 6
## 342 5 4 7 7 6
## 343 7 5 5 5 4
## 344 6 5 5 6 6
## 345 6 5 4 6 5
## 346 4 3 3 6 6
## 347 7 5 7 6 6
## 348 6 5 3 6 4
## 349 7 6 5 6 6
## 350 4 6 2 6 6
## 351 2 2 2 2 2
## 352 7 6 4 6 6
## 353 4 4 4 6 6
## 354 3 5 4 5 6
## 355 6 5 6 6 6
## 356 7 5 6 6 6
## 357 4 5 6 7 6
## 358 5 5 7 6 6
## 359 5 4 6 6 6
## 360 5 5 6 6 6
## 361 6 6 3 7 6
## 362 6 4 6 5 4
## 363 6 4 7 4 6
## 364 6 3 6 6 5
## 365 5 4 7 6 6
## 366 6 6 6 6 6
## 367 5 3 7 6 5
## 368 7 6 4 6 6
## 369 6 5 3 5 4
## 370 6 3 6 6 6
## 371 7 5 7 6 5
## 372 6 5 6 7 4
## 373 6 5 4 3 5
## 374 5 4 6 6 4
## 375 6 5 5 6 4
## 376 6 6 6 3 2
## 377 6 5 6 6 6
## 378 6 4 6 7 7
## 379 6 6 4 6 6
## 380 4 5 5 5 4
## 381 7 5 6 6 6
## 382 6 4 6 7 7
## 383 4 4 7 6 6
## 384 1 1 7 3 6
## 385 1 1 1 2 2
## 386 4 5 7 6 6
## 387 7 6 4 6 5
## 388 7 4 7 6 6
## 389 6 5 6 6 4
## 390 6 4 5 6 6
## 391 6 5 6 6 6
## 392 7 4 6 6 6
## 393 6 5 5 6 6
## 394 6 6 5 6 4
## 395 6 4 4 6 6
## 396 1 2 1 3 2
## 397 4 6 7 5 4
## 398 5 4 5 6 6
## 399 7 7 6 6 4
## 400 6 6 6 6 4
## 401 6 6 7 6 6
## 402 4 6 6 3 6
## 403 4 5 4 6 5
## 404 3 5 6 7 6
## 405 4 6 6 6 7
## 406 4 6 4 6 6
## 407 4 4 6 6 6
## 408 5 6 6 6 6
## 409 5 5 4 4 4
## 410 6 6 6 7 6
## 411 3 6 4 6 6
## 412 6 4 3 7 6
## 413 6 6 6 6 6
## 414 4 5 4 6 7
## 415 5 5 6 4 4
## 416 2 5 4 6 6
## 417 6 6 6 6 6
## 418 6 5 4 6 4
## 419 7 5 7 6 6
## 420 7 6 6 7 6
## 421 5 5 5 7 7
## 422 6 7 4 6 6
## 423 4 6 6 4 4
## 424 3 4 4 6 4
## 425 7 6 6 7 6
## 426 4 6 7 6 6
## 427 6 7 6 4 4
## 428 2 6 7 6 6
## 429 6 4 6 6 6
## 430 4 5 5 6 6
## 431 4 6 6 6 4
## 432 4 5 7 7 7
## 433 5 5 4 4 6
## 434 3 6 6 6 6
## 435 4 5 4 7 6
## 436 6 6 4 6 6
## 437 4 6 5 3 5
## 438 6 5 5 3 6
## 439 5 5 6 4 4
## 440 6 5 4 4 4
## 441 4 5 6 6 6
## 442 5 5 5 6 6
## 443 7 6 4 7 7
## 444 4 7 6 6 4
## 445 2 6 6 6 6
## 446 7 6 6 4 4
## 447 6 6 6 2 2
## 448 4 6 6 6 6
## 449 6 6 6 4 2
## 450 5 6 6 6 6
## 451 4 4 5 6 6
## 452 5 4 6 6 5
## 453 6 4 4 2 2
## 454 7 7 5 4 4
## 455 6 4 4 2 2
## 456 4 3 5 2 6
## 457 6 5 6 6 6
## 458 6 6 6 4 4
## 459 6 6 6 3 6
## 460 6 5 6 2 6
## 461 5 3 7 2 5
## 462 4 5 5 6 4
## 463 6 4 6 4 4
## 464 4 4 6 4 4
## 465 6 3 7 4 4
## 466 6 5 2 6 6
## 467 4 4 6 7 6
## 468 4 5 6 6 6
## 469 6 6 5 5 4
## 470 6 5 6 4 2
## 471 6 5 7 6 6
## 472 6 3 7 6 6
## 473 7 5 3 5 6
## 474 6 5 5 3 4
## 475 2 5 7 6 6
## 476 6 5 7 6 4
## 477 6 4 6 7 6
## 478 4 6 6 6 6
## 479 6 5 6 6 6
## 480 7 6 5 7 6
## 481 6 6 6 6 6
## 482 6 5 6 6 6
## 483 7 6 6 6 7
## 484 6 6 4 2 5
## 485 7 7 6 7 7
## 486 6 6 7 3 6
## 487 6 6 6 5 4
## 488 7 7 7 6 5
## 489 6 5 4 6 6
## 490 6 6 4 7 6
## 491 3 3 5 4 5
## 492 6 5 6 4 5
## 493 7 6 6 2 7
## 494 5 5 3 6 6
## 495 6 3 7 6 6
## 496 6 4 4 6 4
## 497 4 4 5 6 6
## 498 6 7 7 7 6
## 499 4 5 5 4 4
## 500 6 5 6 4 5
## 501 6 5 5 6 6
## 502 6 4 5 5 6
## 503 7 5 4 6 7
## 504 5 6 6 4 3
## 505 6 4 5 4 6
## 506 5 5 5 4 4
## 507 2 3 3 4 2
## 508 7 6 5 6 6
## 509 6 4 6 6 6
## 510 4 5 6 6 6
## 511 6 3 2 6 6
## 512 7 6 7 6 6
## 513 6 6 6 4 4
## 514 5 4 5 6 6
## 515 7 7 7 6 6
## 516 1 3 1 4 6
## 517 4 4 4 6 5
## 518 4 5 2 7 6
## 519 3 2 2 7 6
## 520 7 7 7 5 4
## 521 2 2 5 7 7
## 522 3 2 2 6 6
## 523 7 7 7 7 6
## 524 4 4 6 5 6
## 525 6 6 6 6 6
## 526 6 5 6 7 6
## 527 7 6 6 5 6
## 528 4 2 4 6 6
## 529 6 5 6 3 4
## 530 4 4 4 6 6
## 531 4 4 6 5 6
## 532 6 6 4 6 7
## 533 6 6 4 6 6
## 534 7 7 7 4 6
## 535 6 6 7 6 5
## 536 4 6 6 5 6
## 537 4 6 5 5 5
## 538 2 2 2 6 6
## 539 6 6 6 6 6
## 540 4 4 2 5 4
## 541 2 2 5 6 7
## 542 6 5 5 6 5
## 543 6 4 4 6 6
## 544 1 1 5 3 6
## 545 4 2 5 7 6
## 546 2 2 3 6 6
## 547 4 4 4 5 4
## 548 2 4 4 4 6
## 549 2 3 2 6 6
## 550 2 1 1 6 6
## 551 2 3 3 2 2
## 552 3 4 6 6 6
## 553 2 3 4 6 6
## 554 5 4 4 6 5
## 555 5 4 6 5 5
## 556 6 4 5 5 5
## 557 6 4 5 7 6
## 558 6 7 6 6 6
## 559 7 5 7 5 6
## 560 6 3 4 4 4
## 561 5 3 4 3 6
## 562 2 3 3 2 2
## 563 4 5 6 5 5
## 564 6 4 6 6 5
## 565 5 5 6 7 6
## 566 5 4 6 6 6
## 567 3 4 6 4 6
## 568 7 7 7 6 6
## 569 4 4 6 6 6
## 570 4 2 2 4 4
## 571 4 4 4 6 5
## 572 4 4 4 3 6
## 573 3 4 6 6 6
## 574 3 3 5 6 6
## 575 4 5 5 6 6
## 576 4 4 4 7 7
## 577 5 5 6 6 6
## 578 6 6 7 7 7
## 579 5 5 6 6 6
## 580 5 6 7 4 7
## 581 6 5 6 6 6
## 582 6 5 7 6 6
## 583 5 5 4 7 7
## 584 7 4 3 2 6
## 585 2 2 6 6 7
## 586 7 6 7 5 4
## 587 6 5 6 6 6
## 588 4 4 6 6 6
## 589 2 3 6 6 6
## 590 4 5 4 5 5
## 591 6 6 7 6 6
## 592 4 4 4 6 6
## 593 6 5 7 7 6
## 594 6 6 6 4 4
## 595 4 3 7 4 4
## 596 6 6 6 4 7
## 597 4 5 6 7 7
## 598 6 5 6 7 6
## 599 4 4 6 4 7
## 600 4 3 4 6 6
## 601 6 6 6 6 6
## 602 4 4 6 5 4
## 603 4 5 6 4 7
## 604 4 3 4 4 7
## 605 6 7 6 3 6
## 606 6 6 5 7 7
## 607 6 6 6 6 6
## 608 4 5 7 3 4
## 609 7 7 7 4 4
## 610 4 3 5 3 4
## 611 4 4 7 4 4
## 612 5 5 6 4 2
## 613 5 5 6 4 4
## 614 6 5 7 5 6
## 615 4 4 4 3 4
## 616 4 1 5 5 4
## 617 3 5 5 4 5
## 618 6 5 4 7 6
## 619 4 2 4 6 6
## 620 4 5 6 6 6
## 621 6 5 6 3 7
## 622 6 7 6 5 4
## 623 6 4 6 6 6
## 624 4 4 4 6 6
## 625 6 6 5 5 5
## 626 6 5 5 4 4
## 627 5 6 7 3 3
## 628 2 4 7 4 4
## 629 6 6 4 6 4
## 630 3 4 4 6 6
## 631 5 6 6 6 4
## 632 6 4 6 1 2
## 633 4 4 6 6 6
## 634 7 7 7 4 6
## 635 6 5 6 4 4
## 636 4 5 6 6 6
## 637 4 4 4 6 6
## 638 6 5 6 4 4
## 639 6 6 6 6 6
## 640 7 6 4 6 4
## 641 6 5 6 6 6
## 642 4 4 5 6 6
## 643 5 4 4 6 6
## 644 6 5 7 4 4
## 645 4 3 3 6 6
## 646 6 5 6 7 7
## 647 6 5 6 4 4
## 648 6 3 6 5 5
## 649 6 6 6 5 5
## 650 6 6 7 6 6
## 651 4 3 7 6 6
## 652 4 4 6 4 2
## 653 4 4 4 5 6
## 654 4 5 6 6 6
## 655 2 2 6 4 5
## 656 5 5 4 6 6
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## 1049 4Car_Total<-cars_separated
View(Car_Total)
#Create categorical groups for the "Age" Variable
Car_Total$AgeGrp <- cut(Car_Total$Age, breaks = c(0, 30, 50, Inf),
labels=c("Young Adults", "Adults", "Mature Adults"), right=FALSE)
names(Car_Total)## [1] "Resp" "Att_1" "Att_2" "Enj_1"
## [5] "Enj_2" "Perform_1" "Perform_2" "Perform_3"
## [9] "WOM_1" "WOM_2" "Futu_Pur_1" "Futu_Pur_2"
## [13] "Valu_Percp_1" "Valu_Percp_2" "Pur_Proces_1" "Pur_Proces_2"
## [17] "Residence" "Pay_Meth" "Insur_Type" "Gender"
## [21] "Age" "Education" "X" "Region"
## [25] "Brand" "Model" "MPG" "Cyl"
## [29] "acc1" "C_cost." "H_Cost" "Post.Satis"
## [33] "Att_Mean" "Enj_Mean" "Perform_Mean" "WOM_Mean"
## [37] "Futu_Pur_Mean" "Valu_Percp_Mean" "Pur_Proces_Mean" "AgeGrp"head(Car_Total, n=5)## Resp Att_1 Att_2 Enj_1 Enj_2 Perform_1 Perform_2 Perform_3 WOM_1 WOM_2
## 1 Res1 6 6 6 6 5 6 3 3 3
## 2 Res10 6 6 4 4 4 4 1 5 6
## 3 Res100 6 7 7 3 5 6 6 3 5
## 4 Res1000 6 6 7 6 6 6 6 6 6
## 5 Res1001 6 6 7 6 6 6 6 4 4
## Futu_Pur_1 Futu_Pur_2 Valu_Percp_1 Valu_Percp_2 Pur_Proces_1 Pur_Proces_2
## 1 3 3 5 2 6 4
## 2 6 6 6 6 6 6
## 3 6 6 7 6 5 5
## 4 6 6 4 6 6 3
## 5 4 6 5 6 6 7
## Residence Pay_Meth Insur_Type Gender Age Education X Region Brand
## 1 2 2 Collision Male 18 2 NaN European Ford
## 2 1 2 Collision Male 21 2 NaN European Ford
## 3 2 1 Collision Female 32 1 NaN American Toyota
## 4 2 3 Liability Female 24 2 NaN Asian Toyota
## 5 1 3 Liability Female 24 2 NaN Asian Toyota
## Model MPG Cyl acc1 C_cost. H_Cost Post.Satis Att_Mean Enj_Mean
## 1 Expedition 15 8 6 16 14 4 6 6
## 2 Expedition 15 8 6 16 14 5 6 4
## 3 Rav4 24 4 8 10 8 4 6 5
## 4 Corolla 26 4 8 7 6 6 6 6
## 5 Corolla 26 4 8 7 6 5 6 6
## Perform_Mean WOM_Mean Futu_Pur_Mean Valu_Percp_Mean Pur_Proces_Mean
## 1 5 3 3 4 5
## 2 3 6 6 6 6
## 3 6 4 6 6 5
## 4 6 6 6 5 4
## 5 6 4 5 6 6
## AgeGrp
## 1 Young Adults
## 2 Young Adults
## 3 Adults
## 4 Young Adults
## 5 Young AdultsExamine and chart demographic and geographic segmentation (using region, gender, and age)
#Define Brand and Region as categorical variables, then Graph and count number of cars by brands across region
Car_Total$Brand<-as.factor(Car_Total$Brand)
Car_Total$Region<-as.factor(Car_Total$Region)
library(ggplot2)
ggplot(Car_Total, aes(x=Region, fill=Brand))+
theme_bw()+
geom_bar()+
labs(y="Number of cars",
title="Number of Cars by Brands across Region")
#Count the total number of cars by brand
count(Car_Total, Car_Total$Brand, name="Freq")## Car_Total$Brand Freq
## 1 Buick 31
## 2 Chevrolet 64
## 3 Chrysler 169
## 4 Dodge 41
## 5 Fiat 18
## 6 Ford 202
## 7 Honda 159
## 8 Kia 34
## 9 Lincoln 39
## 10 Toyota 292#Create a crosstabulation for Brand by Region
xtabs(~Brand + Region, Car_Total)## Region
## Brand American Asian European Middle Eastern
## Buick 17 0 10 4
## Chevrolet 22 0 21 21
## Chrysler 54 24 13 78
## Dodge 22 0 0 19
## Fiat 9 0 9 0
## Ford 81 24 29 68
## Honda 38 58 29 34
## Kia 15 0 19 0
## Lincoln 0 0 0 39
## Toyota 102 102 80 8#Create a crosstabulation and graph for Brand by Age group
Car_Total$AgeGrp<-as.factor(Car_Total$AgeGrp)
xtabs(~Brand + AgeGrp, Car_Total)## AgeGrp
## Brand Young Adults Adults Mature Adults
## Buick 18 13 0
## Chevrolet 24 24 16
## Chrysler 92 59 18
## Dodge 10 15 16
## Fiat 17 1 0
## Ford 84 60 58
## Honda 90 23 46
## Kia 0 19 15
## Lincoln 4 12 23
## Toyota 104 149 39ggplot(Car_Total, aes(x=Brand, fill=AgeGrp))+
theme_bw()+
geom_bar()+
labs(y="Number of Cars", title="Number of Cars by Brand across Age Groups")
#Create a crosstabulation and graph for Brand by Age Group
xtabs(~Brand + Gender, Car_Total)## Gender
## Brand Female Male
## Buick 0 10 21
## Chevrolet 0 25 39
## Chrysler 0 65 104
## Dodge 0 8 33
## Fiat 0 7 11
## Ford 0 74 128
## Honda 0 121 38
## Kia 0 22 12
## Lincoln 0 17 22
## Toyota 3 213 76ggplot(Car_Total, aes(x=Brand, fill=Gender))+
theme_bw()+
geom_bar()+
labs(y="Number of Cars", title="Number of Cars by Brand Across Genders")
#Count car sales by age group and gender (demographics) and brand
brand_demogr<-table(Car_Total$AgeGrp, Car_Total$Gender, Car_Total$Brand)
print(brand_demogr)## , , = Buick
##
##
## Female Male
## Young Adults 0 5 13
## Adults 0 5 8
## Mature Adults 0 0 0
##
## , , = Chevrolet
##
##
## Female Male
## Young Adults 0 9 15
## Adults 0 8 16
## Mature Adults 0 8 8
##
## , , = Chrysler
##
##
## Female Male
## Young Adults 0 37 55
## Adults 0 21 38
## Mature Adults 0 7 11
##
## , , = Dodge
##
##
## Female Male
## Young Adults 0 3 7
## Adults 0 2 13
## Mature Adults 0 3 13
##
## , , = Fiat
##
##
## Female Male
## Young Adults 0 7 10
## Adults 0 0 1
## Mature Adults 0 0 0
##
## , , = Ford
##
##
## Female Male
## Young Adults 0 32 52
## Adults 0 24 36
## Mature Adults 0 18 40
##
## , , = Honda
##
##
## Female Male
## Young Adults 0 66 24
## Adults 0 19 4
## Mature Adults 0 36 10
##
## , , = Kia
##
##
## Female Male
## Young Adults 0 0 0
## Adults 0 14 5
## Mature Adults 0 8 7
##
## , , = Lincoln
##
##
## Female Male
## Young Adults 0 3 1
## Adults 0 3 9
## Mature Adults 0 11 12
##
## , , = Toyota
##
##
## Female Male
## Young Adults 3 72 29
## Adults 0 112 37
## Mature Adults 0 29 10Examine consumer attitudes
#Attitude toward car brand by region
brand_att<-aggregate(Att_Mean~Brand+Region, Car_Total, mean)
print(brand_att)## Brand Region Att_Mean
## 1 Buick American 5.411765
## 2 Chevrolet American 5.045455
## 3 Chrysler American 4.962963
## 4 Dodge American 4.727273
## 5 Fiat American 4.888889
## 6 Ford American 4.827160
## 7 Honda American 5.710526
## 8 Kia American 4.333333
## 9 Toyota American 5.372549
## 10 Chrysler Asian 5.500000
## 11 Ford Asian 4.833333
## 12 Honda Asian 5.362069
## 13 Toyota Asian 4.970588
## 14 Buick European 5.100000
## 15 Chevrolet European 4.809524
## 16 Chrysler European 5.153846
## 17 Fiat European 4.000000
## 18 Ford European 5.034483
## 19 Honda European 5.344828
## 20 Kia European 4.421053
## 21 Toyota European 5.187500
## 22 Buick Middle Eastern 6.000000
## 23 Chevrolet Middle Eastern 5.761905
## 24 Chrysler Middle Eastern 4.500000
## 25 Dodge Middle Eastern 4.473684
## 26 Ford Middle Eastern 4.529412
## 27 Honda Middle Eastern 5.588235
## 28 Lincoln Middle Eastern 5.435897
## 29 Toyota Middle Eastern 5.375000#Filter Attitudes by specific brand (Chevrolet)
Chevrolet_brand_att<-brand_att %>%
filter (Brand == "Chevrolet")
print(Chevrolet_brand_att)## Brand Region Att_Mean
## 1 Chevrolet American 5.045455
## 2 Chevrolet European 4.809524
## 3 Chevrolet Middle Eastern 5.761905#Graph Attitudes for Chevrolet
ggplot(Chevrolet_brand_att, aes(x=Region, y=Att_Mean, group=Brand))+
geom_line(aes(color=Brand))+
geom_point(aes(color=Brand))+
scale_y_continuous (limits=c(4,6))+
labs(y="Att_Mean", title="Attitude Mean for Chevrolet by Region")
Examine the purchase process
#Purchase Process for car brand by region
brand_process<-aggregate(Pur_Proces_Mean~Brand+Region, Car_Total, mean)
print(brand_process)## Brand Region Pur_Proces_Mean
## 1 Buick American 5.764706
## 2 Chevrolet American 4.954545
## 3 Chrysler American 5.370370
## 4 Dodge American 4.590909
## 5 Fiat American 4.555556
## 6 Ford American 4.876543
## 7 Honda American 4.710526
## 8 Kia American 5.200000
## 9 Toyota American 4.813725
## 10 Chrysler Asian 4.875000
## 11 Ford Asian 4.958333
## 12 Honda Asian 5.206897
## 13 Toyota Asian 5.049020
## 14 Buick European 5.600000
## 15 Chevrolet European 4.857143
## 16 Chrysler European 4.846154
## 17 Fiat European 4.888889
## 18 Ford European 5.586207
## 19 Honda European 4.965517
## 20 Kia European 4.052632
## 21 Toyota European 4.675000
## 22 Buick Middle Eastern 4.750000
## 23 Chevrolet Middle Eastern 5.238095
## 24 Chrysler Middle Eastern 5.282051
## 25 Dodge Middle Eastern 5.421053
## 26 Ford Middle Eastern 5.602941
## 27 Honda Middle Eastern 5.617647
## 28 Lincoln Middle Eastern 5.358974
## 29 Toyota Middle Eastern 5.500000#Filter process by specific brand (Chevrolet)
Chevrolet_process<-brand_process %>%
filter (Brand == "Chevrolet")
print(Chevrolet_process)## Brand Region Pur_Proces_Mean
## 1 Chevrolet American 4.954545
## 2 Chevrolet European 4.857143
## 3 Chevrolet Middle Eastern 5.238095#Graph process for Chevrolet
ggplot(Chevrolet_process, aes(x=Region, y=Pur_Proces_Mean, group=Brand))+
geom_line(aes(color=Brand))+
geom_point(aes(color=Brand))+
scale_y_continuous (limits=c(4,6))+
labs(y="Pur_Proces_Mean", title="Purchase Process Mean for Chevrolet by Region")
Examine post-purchase satisfaction
#Post-Purchase Satisfaction for car brand by region
brand_postsat<-aggregate(Post.Satis~Brand+Region, Car_Total, mean)
print(brand_postsat)## Brand Region Post.Satis
## 1 Buick American 5.647059
## 2 Chevrolet American 4.681818
## 3 Chrysler American 5.388889
## 4 Dodge American 4.545455
## 5 Fiat American 4.444444
## 6 Ford American 4.691358
## 7 Honda American 5.184211
## 8 Kia American 5.933333
## 9 Toyota American 5.568627
## 10 Chrysler Asian 4.916667
## 11 Ford Asian 4.875000
## 12 Honda Asian 5.293103
## 13 Toyota Asian 5.568627
## 14 Buick European 4.800000
## 15 Chevrolet European 4.571429
## 16 Chrysler European 5.307692
## 17 Fiat European 5.000000
## 18 Ford European 4.310345
## 19 Honda European 5.655172
## 20 Kia European 5.789474
## 21 Toyota European 5.487500
## 22 Buick Middle Eastern 4.750000
## 23 Chevrolet Middle Eastern 5.190476
## 24 Chrysler Middle Eastern 5.320513
## 25 Dodge Middle Eastern 4.736842
## 26 Ford Middle Eastern 5.558824
## 27 Honda Middle Eastern 5.588235
## 28 Lincoln Middle Eastern 5.743590
## 29 Toyota Middle Eastern 5.500000#Filter post-purchase satisfaction by specific brand (Chevrolet)
Chevrolet_postsat<-brand_postsat %>%
filter (Brand == "Chevrolet")
print(Chevrolet_postsat)## Brand Region Post.Satis
## 1 Chevrolet American 4.681818
## 2 Chevrolet European 4.571429
## 3 Chevrolet Middle Eastern 5.190476#Graph post-purchase satisfaction for Chevrolet
ggplot(Chevrolet_postsat, aes(x=Region, y=Post.Satis, group=Brand))+
geom_line(aes(color=Brand))+
geom_point(aes(color=Brand))+
scale_y_continuous (limits=c(4,6))+
labs(y="Post.Satis", title="Post-Purchase Satisfaction for Chevrolet by Region")
Compare Chevrolet results against other brands
#Compare across brands
#Compare Mean Attitudes
ggplot(brand_att, aes(x=Region, y=Att_Mean, group=Brand))+
geom_line(aes(color=Brand))+
geom_point(aes(color=Brand))+
scale_y_continuous (limits=c(4,6))+
labs(y="Att_Mean", title="Attitude Mean for Brands by Region")
#Compare Mean Purchase Processes
ggplot(brand_process, aes(x=Region, y=Pur_Proces_Mean, group=Brand))+
geom_line(aes(color=Brand))+
geom_point(aes(color=Brand))+
scale_y_continuous (limits=c(4,6))+
labs(y="Pur_Proces_Mean", title="Purchase Process Mean for Brands by Region")
#Compare Post-Purchase Satisfactions
ggplot(brand_postsat, aes(x=Region, y=Post.Satis, group=Brand))+
geom_line(aes(color=Brand))+
geom_point(aes(color=Brand))+
scale_y_continuous (limits=c(4,6))+
labs(y="Att_Mean", title="Post-Purchase Satisfaction Mean for Brands by Region")