Project 1
Elina
2025-01-29
Introduction
As a member of Chrysler Corporation Marketing Intelligence Team, I will analyze current consumers’ car purchasing trends across different regions. I will leverage key data analytics and visualizations gathered from surveys to inform the strategic planning process at the company.
Set Up Working Directory and Load Library
setwd("/Users/elinareilhac-laborde/Library/CloudStorage/OneDrive-BrockUniversity/10. Winter 2025/MKTG 3P98")Library
library(readxl)
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, unionlibrary(ggplot2)
library(tidyr)Cleaning the Data and Restructuring the Data
Load Data Files
Load data files and merge both Car Surveys to get one data set (renaming Resp in the process to effectively merge both surveys).
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)
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)
names(Car2)[1]<-c("Resp")
head(Car2, n = 1)## Resp Region Model MPG Cyl acc1 C_cost. H_Cost Post.Satis
## 1 Res1 European Ford Expedition 15 8 5.5 16 14 4Car_Total<-merge(Car1, Car2, by = "Resp")
View(Car_Total)
write.csv(Car_Total, "Car_Total", row.names = FALSE) #avoid row numbers
View(Car_Total)Replacing NA Values
Replacing NA Values to improve data analysis by providing a more accurate representation of the data.
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
## mean(Car_Total$Att_1)## [1] NAmeanATT1<-mean(Car_Total$Att_1, na.rm = TRUE)
Car_Total[is.na(Car_Total$Att_1),"Att_1"] <-meanATT1
Car_Total[is.na(Car_Total)] <-mean(Car_Total, na.rm=TRUE)## Warning in mean.default(Car_Total, na.rm = TRUE): argument is not numeric or
## logical: returning NAsummary(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 :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
## 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 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
## Car_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
## Organize Data
Created a new column to calculate the mean of Att_1 and Att_2, changed the numeric variables to to have no decimal places.
Car_Total$Att_Mean = (Car_Total$Att_1 + Car_Total$Att_2)/2
View(Car_Total)
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
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## 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
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## 3 6 6 7 6 5 5
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## 740 2 2 Liability Female 18 1 NaN Asian
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## 743 1 1 Collision Female 25 3 NaN Middle Eastern
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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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## 949 1 1 Collision Male 60 1 NaN Middle Eastern
## 950 1 1 Collision Female 60 1 NaN Middle Eastern
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## 954 2 1 Collision Male 18 2 NaN Middle Eastern
## 955 2 3 Collision Male 19 1 NaN Middle Eastern
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## 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
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## 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
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## 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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## 1049 2 3 Liability Female 24 1 NaN Asian
## 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
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## 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
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## 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
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## 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
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## 163 Ford Expedition 15 8 6 16 14 6 7
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## 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
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## 178 Toyota Rav4 24 4 8 10 8 7 4
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## 180 Toyota Rav4 24 4 8 10 8 6 2
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## 182 Toyota Rav4 24 4 8 10 8 6 4
## 183 Toyota Rav4 24 4 8 10 8 7 6
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## 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
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## 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
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## 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
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## 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
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## 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
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## 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
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## 422 Chrysler Jeep 18 6 4 12 10 7 4
## 423 Chrysler Jeep 18 6 4 12 10 3 4
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## 427 Chrysler Jeep 18 6 4 12 10 5 4
## 428 Chrysler Jeep 18 6 4 12 10 3 4
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## 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
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## 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
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## 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
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## 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
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## 532 Chrysler Jeep 18 6 4 12 10 7 6
## 533 Chrysler Jeep 18 6 4 12 10 6 6
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## 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
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## 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
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## 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
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## 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
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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
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## 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
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## 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
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## 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
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## 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 4View(Car_Total)Find the Distribution of Cars Across the Regions (Frequency Count)
ggplot(Car_Total,aes(x=Region, fill=Region))+
theme_bw()+
geom_bar()+
geom_text(stat="count", aes(label=..count..), vjust=0)+
labs(y="Number of Cars",x="Region", title="Number of Cars by Region")## Warning: The dot-dot notation (`..count..`) was deprecated in ggplot2 3.4.0.
## ℹ Please use `after_stat(count)` instead.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
car_region_percentage <- prop.table(table(Car_Total$Region))
print(car_region_percentage)##
## American Asian European Middle Eastern
## 0.3431840 0.1982841 0.2001907 0.2583413Define Model and Region as Categorical Variables
Car_Total$Model<-as.factor(Car_Total$Model)
Car_Total$Region<-as.factor(Car_Total$Region)
ggplot(Car_Total, aes(x=Region,fill=Model))+
theme_bw()+
geom_bar()+
labs(y="Number of Cars", title = "Number of Cars by Model and Region")
ggplot(Car_Total, aes(x=Region,fill=Model))+
theme_bw()+
geom_bar(position="dodge")+
labs(y="Number of Cars", title = "Number of Cars by Model and Region")
Number of Cars by Brands Across Region
I split the “Model” column into “Brand” and “Model”, to get a better more accurate understanding of what models under a big brand are doing.
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
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## 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
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## 3 6 6 7 6 5 5
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## 742 1 2 Collision Male 24 3 NaN Middle Eastern
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## 745 1 2 Collision Male 26 3 NaN European
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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
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## 188 Toyota Rav4 24 4 8 10 8 5 4
## 189 Toyota Rav4 24 4 8 10 8 5 4
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## 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
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## 195 Toyota Rav4 24 4 8 10 8 5 6
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## 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
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## 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
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## 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
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## 238 Ford Explorer 19 6 6 13 11 3 4
## 239 Ford Explorer 19 6 6 13 11 3 5
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## 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
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## 271 Ford Explorer 19 6 6 13 11 5 4
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## 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
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## 296 Dodge Journey 16 6 6 12 11 4 7
## 297 Chrysler Jeep 18 6 4 12 10 4 2
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## 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
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## 329 Dodge Journey 16 6 6 12 11 6 5
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## 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
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## 349 Toyota Highlander 20 6 7 10 8 6 4
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## 351 Dodge Journey 16 6 6 12 11 4 2
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## 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
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## 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
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## 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
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## 415 Ford Expedition 15 8 6 16 14 5 4
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## 423 Chrysler Jeep 18 6 4 12 10 3 4
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## 427 Chrysler Jeep 18 6 4 12 10 5 4
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## 431 Chrysler Jeep 18 6 4 12 10 3 4
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## 433 Chrysler Jeep 18 6 4 12 10 4 6
## 434 Chrysler Jeep 18 6 4 12 10 5 3
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## 459 Toyota Highlander 20 6 7 10 8 4 4
## 460 Toyota Highlander 20 6 7 10 8 5 4
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## 462 Ford Expedition 15 8 6 16 14 5 6
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## 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
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## 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
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## 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
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## 508 Honda CRV 26 4 8 8 7 6 7
## 509 Honda CRV 26 4 8 8 7 6 7
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## 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
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## 532 Chrysler Jeep 18 6 4 12 10 7 6
## 533 Chrysler Jeep 18 6 4 12 10 6 6
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## 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
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## 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
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## 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
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## 588 Dodge Journey 16 6 6 12 11 5 3
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## 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
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## 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
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## 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
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## 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
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## 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
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## 693 Chevrolet Camaro 14 8 4 14 12 6 7
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## 695 Chrysler Jeep 18 6 4 12 10 5 6
## 696 Chevrolet Camaro 14 8 4 14 12 4 2
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## 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 4Car_Total<-cars_separated
View(Car_Total)
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")
Data Visualization Graph - Attitude Toward Car Brands Across Regions
Looked at the total number of cars by brand and created a crosstabulation table by brand. Looked at the total number of cars by brand across region and the attitude toward car brands by region.
count(Car_Total, Car_Total$Make, 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 292xtabs(~Region + Brand, Car_Total)## Brand
## Region Buick Chevrolet Chrysler Dodge Fiat Ford Honda Kia Lincoln
## American 17 22 54 22 9 81 38 15 0
## Asian 0 0 24 0 0 24 58 0 0
## European 10 21 13 0 9 29 29 19 0
## Middle Eastern 4 21 78 19 0 68 34 0 39
## Brand
## Region Toyota
## American 102
## Asian 102
## European 80
## Middle Eastern 8brand_region_counts<-table(Car_Total$Brand, Car_Total$Region)
print(brand_region_counts)##
## 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 8brand_region_table<-aggregate(Att_1~Brand+Region, Car_Total, mean)
print(brand_region_table)## Brand Region Att_1
## 1 Buick American 5.529412
## 2 Chevrolet American 5.227273
## 3 Chrysler American 5.018519
## 4 Dodge American 4.818182
## 5 Fiat American 4.666667
## 6 Ford American 4.567901
## 7 Honda American 5.657895
## 8 Kia American 3.266667
## 9 Toyota American 5.254902
## 10 Chrysler Asian 5.291667
## 11 Ford Asian 4.166667
## 12 Honda Asian 5.568966
## 13 Toyota Asian 4.882353
## 14 Buick European 5.000000
## 15 Chevrolet European 5.000000
## 16 Chrysler European 5.230769
## 17 Fiat European 3.777778
## 18 Ford European 5.241379
## 19 Honda European 4.758621
## 20 Kia European 3.789474
## 21 Toyota European 4.800000
## 22 Buick Middle Eastern 6.000000
## 23 Chevrolet Middle Eastern 5.904762
## 24 Chrysler Middle Eastern 4.038462
## 25 Dodge Middle Eastern 4.473684
## 26 Ford Middle Eastern 4.014706
## 27 Honda Middle Eastern 5.500000
## 28 Lincoln Middle Eastern 5.692308
## 29 Toyota Middle Eastern 5.375000ggplot(brand_region_table, aes(x=Region, y=Att_1, group=Brand))+
geom_line(aes(color=Brand))+
geom_point(aes(Color=Brand))+
labs(y="Att_1 Mean", title="Attitude Mean by Brand and Region")## Warning in geom_point(aes(Color = Brand)): Ignoring unknown aesthetics: Color
Overall Assessment of Chrysler and Analysis of Consumers’ Purchasing Patterns Across Different Regions
Attitude Across Regions Toward Chryslers
Filtered the brand_region_table for the brand “Chrysler” and create a data visualization graph of the results.
Chrysler_Att1_Mean<-brand_region_table %>%
filter(Brand=="Chrysler")
print(Chrysler_Att1_Mean)## Brand Region Att_1
## 1 Chrysler American 5.018519
## 2 Chrysler Asian 5.291667
## 3 Chrysler European 5.230769
## 4 Chrysler Middle Eastern 4.038462ggplot(Chrysler_Att1_Mean, aes(x=Region, y=Att_1, group=Brand))+
geom_line(aes(color=Brand))+
geom_point(aes(color=Brand))+
scale_y_continuous(limits=c(3,6))+
labs(y="Att_1 Mean", title="Attitude Mean for Chrysler by Region")
Compare Attitudes Between Chrysler and Ford
Filtered for brands “Chrysler” and “Ford” and made a data visualization graph about the attitude toward Chrysler vs Ford across regions.
Multiple_Att1_Mean<-brand_region_table %>%
filter(Brand=="Chrysler"|Brand=="Ford")
print(Multiple_Att1_Mean)## Brand Region Att_1
## 1 Chrysler American 5.018519
## 2 Ford American 4.567901
## 3 Chrysler Asian 5.291667
## 4 Ford Asian 4.166667
## 5 Chrysler European 5.230769
## 6 Ford European 5.241379
## 7 Chrysler Middle Eastern 4.038462
## 8 Ford Middle Eastern 4.014706ggplot(Multiple_Att1_Mean, aes(x=Region, y=Att_1, group=Brand))+
geom_line(aes(color=Brand))+
geom_point(aes(color=Brand))+
scale_y_continuous(limits=c(3,6))+
labs(y="Att_1 Mean", title="Attitude Mean for Chrysler and Ford by Region")
Look Into the Number of Chrysler Cars by Age Group for Each Region
Identified the different demographic groups by age variable (converted the ages into 3 different groups). Analyzed the age groups for Chrysler consumers across regions.
Car_Total$AgeGrp<-cut(Car_Total$Age, breaks = c(0,30,50,Inf),
lables=c("Young Adults", "Adults", "Mature Adults"),
right=FALSE)
names(Car_Total)## [1] "Resp" "Att_1" "Att_2" "Enj_1" "Enj_2"
## [6] "Perform_1" "Perform_2" "Perform_3" "WOM_1" "WOM_2"
## [11] "Futu_Pur_1" "Futu_Pur_2" "Valu_Percp_1" "Valu_Percp_2" "Pur_Proces_1"
## [16] "Pur_Proces_2" "Residence" "Pay_Meth" "Insur_Type" "Gender"
## [21] "Age" "Education" "X" "Region" "Brand"
## [26] "Model" "MPG" "Cyl" "acc1" "C_cost."
## [31] "H_Cost" "Post.Satis" "Att_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 AgeGrp
## 1 Expedition 15 8 6 16 14 4 6 [0,30)
## 2 Expedition 15 8 6 16 14 5 6 [0,30)
## 3 Rav4 24 4 8 10 8 4 6 [30,50)
## 4 Corolla 26 4 8 7 6 6 6 [0,30)
## 5 Corolla 26 4 8 7 6 5 6 [0,30)filtered_data_Chrysler<-Car_Total %>%
filter(Brand=="Chrysler")
ggplot(filtered_data_Chrysler, aes(x=Region, fill=AgeGrp))+
theme_bw()+
geom_bar()+
labs(y="Number of Cars",title="Number of Chrysler Cars by Age Group and Region")
Get Chrysler Profile Overview
Car_Total$Enj_mean = (Car_Total$Enj_1 + Car_Total$Enj_2)/2
Car_Total$Perform_mean = (Car_Total$Perform_1 + Car_Total$Perform_2 + Car_Total$Perform_3)/3
Car_Total$WOM_mean = (Car_Total$WOM_1 + Car_Total$WOM_2)/2
Car_Total$Futu_Pur_mean = (Car_Total$Futu_Pur_1 + Car_Total$Futu_Pur_2)/2
Car_Total$Valu_Percp = (Car_Total$Valu_Percp_1 + Car_Total$Valu_Percp_2)/2
Car_Total$Pur_Proces_mean = (Car_Total$Pur_Proces_1 + Car_Total$Pur_Proces_2)/2
summary(filtered_data_Chrysler)## Resp Att_1 Att_2 Enj_1
## Length:169 Min. :1.000 Min. :1.00 Min. :1.00
## Class :character 1st Qu.:3.000 1st Qu.:4.00 1st Qu.:4.00
## Mode :character Median :5.000 Median :6.00 Median :6.00
## Mean :4.621 Mean :5.16 Mean :5.32
## 3rd Qu.:6.000 3rd Qu.:6.00 3rd Qu.:7.00
## Max. :7.000 Max. :7.00 Max. :7.00
##
## Enj_2 Perform_1 Perform_2 Perform_3 WOM_1
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.00 Min. :1.000
## 1st Qu.:3.000 1st Qu.:5.000 1st Qu.:4.000 1st Qu.:3.00 1st Qu.:4.000
## Median :5.000 Median :5.000 Median :5.000 Median :5.00 Median :6.000
## Mean :4.627 Mean :5.065 Mean :4.964 Mean :4.29 Mean :5.266
## 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:6.00 3rd Qu.:7.000
## Max. :7.000 Max. :7.000 Max. :7.000 Max. :7.00 Max. :7.000
##
## WOM_2 Futu_Pur_1 Futu_Pur_2 Valu_Percp_1
## Min. :1.000 Min. :1.000 Min. :1.000 Min. :1.000
## 1st Qu.:5.000 1st Qu.:5.000 1st Qu.:5.000 1st Qu.:5.000
## Median :6.000 Median :6.000 Median :6.000 Median :6.000
## Mean :5.349 Mean :5.355 Mean :5.414 Mean :5.432
## 3rd Qu.:7.000 3rd Qu.:6.000 3rd Qu.:6.000 3rd Qu.:6.000
## Max. :7.000 Max. :7.000 Max. :7.000 Max. :7.000
##
## 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.:5.000 1st Qu.:1.000
## Median :6.000 Median :6.000 Median :6.000 Median :2.000
## Mean :5.308 Mean :5.355 Mean :5.154 Mean :1.716
## 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:169 Length:169 Min. :18.00
## 1st Qu.:2.000 Class :character Class :character 1st Qu.:21.00
## Median :3.000 Mode :character Mode :character Median :27.00
## Mean :2.373 Mean :30.54
## 3rd Qu.:3.000 3rd Qu.:36.00
## Max. :3.000 Max. :60.00
##
## Education X Region Brand
## Min. :1 Min. : NA American :54 Length:169
## 1st Qu.:2 1st Qu.: NA Asian :24 Class :character
## Median :2 Median : NA European :13 Mode :character
## Mean :2 Mean :NaN Middle Eastern:78
## 3rd Qu.:2 3rd Qu.: NA
## Max. :3 Max. : NA
## NA's :169
## Model MPG Cyl acc1 C_cost.
## Length:169 Min. :18 Min. :6 Min. :4 Min. :12
## Class :character 1st Qu.:18 1st Qu.:6 1st Qu.:4 1st Qu.:12
## Mode :character Median :18 Median :6 Median :4 Median :12
## Mean :18 Mean :6 Mean :4 Mean :12
## 3rd Qu.:18 3rd Qu.:6 3rd Qu.:4 3rd Qu.:12
## Max. :18 Max. :6 Max. :4 Max. :12
##
## H_Cost Post.Satis Att_Mean AgeGrp
## Min. :10 Min. :3.000 Min. :2.00 [0,30) :92
## 1st Qu.:10 1st Qu.:4.000 1st Qu.:4.00 [30,50) :59
## Median :10 Median :6.000 Median :5.00 [50,Inf):18
## Mean :10 Mean :5.284 Mean :4.84
## 3rd Qu.:10 3rd Qu.:6.000 3rd Qu.:6.00
## Max. :10 Max. :7.000 Max. :7.00
## Post-Purchase Satisfaction of Chrysler Vehicles by Region
ggplot(filtered_data_Chrysler, aes(x = Region, y = Post.Satis, fill = Region)) +
geom_boxplot() +
theme_bw()+
scale_y_continuous(limits=c(3,7))+
labs(title="Post-Purchase Satisfaction Boxplot for Chrysler Consumers", x="Region", y="Post-Purchase Satisfaction")
Value Perception by Age Group for Chryslers
ggplot(filtered_data_Chrysler, aes(x=Valu_Percp_1, fill=AgeGrp))+
theme_bw()+
geom_bar(position="dodge")+
labs(x="Value Perception", y="Number of Consumers",title="Chrysler Value Perception by Age Group")
Gender and Age for Chrysler Consumers
ggplot(filtered_data_Chrysler, aes(x=Gender, fill=AgeGrp))+
theme_bw()+
geom_bar(position="dodge")+
labs(y="Age Group",title="Gender and Age Distribution for Chrysler Consumers")
Post-Purchase Satisfaction by Region
Graph 1 includes all Brands, Graph 2 includes solely Chrysler consumers, and Graph 3 is Ford Consumers.
ggplot(Car_Total, aes(x=Region,fill=Post.Satis, group=Post.Satis))+
theme_bw()+
geom_bar(position="dodge")+
labs(y="Post Purchase Satisfaction", title = "Post Purchase Satisfaction by Region")
ggplot(filtered_data_Chrysler, aes(x=Region,fill=Post.Satis, group=Post.Satis))+
theme_bw()+
geom_bar(position="dodge")+
labs(y="Chrysler Post Purchase Satisfaction", title = "Chrysler Post Purchase Satisfaction by Region")
filtered_data_Ford<-Car_Total %>%
filter(Brand=="Ford")
ggplot(filtered_data_Ford, aes(x=Region,fill=Post.Satis, group=Post.Satis))+
theme_bw()+
geom_bar(position="dodge")+
labs(y="Ford Post Purchase Satisfaction", title = "Ford Post Purchase Satisfaction by Region")
Future Purchase Intention by Brand and Region
brand_region_futu_pur<-aggregate(Futu_Pur_mean~Brand+Region, Car_Total, mean)
print(brand_region_futu_pur)## Brand Region Futu_Pur_mean
## 1 Buick American 5.500000
## 2 Chevrolet American 5.022727
## 3 Chrysler American 5.472222
## 4 Dodge American 3.727273
## 5 Fiat American 4.833333
## 6 Ford American 5.407407
## 7 Honda American 5.328947
## 8 Kia American 5.966667
## 9 Toyota American 5.308824
## 10 Chrysler Asian 5.250000
## 11 Ford Asian 5.208333
## 12 Honda Asian 5.206897
## 13 Toyota Asian 5.382353
## 14 Buick European 4.650000
## 15 Chevrolet European 4.452381
## 16 Chrysler European 5.538462
## 17 Fiat European 5.888889
## 18 Ford European 5.568966
## 19 Honda European 5.620690
## 20 Kia European 5.500000
## 21 Toyota European 5.275000
## 22 Buick Middle Eastern 4.125000
## 23 Chevrolet Middle Eastern 5.690476
## 24 Chrysler Middle Eastern 5.339744
## 25 Dodge Middle Eastern 5.342105
## 26 Ford Middle Eastern 5.727941
## 27 Honda Middle Eastern 5.470588
## 28 Lincoln Middle Eastern 5.679487
## 29 Toyota Middle Eastern 5.125000ggplot(brand_region_futu_pur, aes(x=Region, y=Futu_Pur_mean, group=Brand))+
geom_line(aes(color=Brand))+
geom_point(aes(Color=Brand))+
labs(y="Future Purchase Intention", title="Future Purchase Intention by Brand and Region")## Warning in geom_point(aes(Color = Brand)): Ignoring unknown aesthetics: Color
Education Levels in Different Regions for Chrysler Consumers
ggplot(filtered_data_Chrysler, aes(x=Region, fill=Education, group=Education))+
theme_bw()+
geom_bar(position="dodge")+
labs(y="Consumers", title = "Education Levels in Different Regions for Chrysler Consumers")