Anthony D’Amato
RPI
10/20/2014
1. Setting
EPA Fuel Economy Data
Here I look at fuel economy data acquired by the US EPA from 1985-2015. The purpose of this statistical analysis is to observe the effects of three different factors (fuel type, the drive of the car, and transmission type) on a single response variable (highway gas mileage) while blocking for two different nuisance factors (year and make of car model).
install.packages("fueleconomy", repos='http://cran.us.r-project.org')## Installing package into 'C:/Users/Anthony/Documents/R/win-library/3.1'
## (as 'lib' is unspecified)## package 'fueleconomy' successfully unpacked and MD5 sums checked
##
## The downloaded binary packages are in
## C:\Users\Anthony\AppData\Local\Temp\RtmpyIUic6\downloaded_packageslibrary("fueleconomy", lib.loc="~/R/win-library/3.1")
data<-vehiclesBelow is the first 6 lines of data from the data set as a representative sample, along with a summary of the different factors in the data set.
head(data)## id make model year class
## 1 27550 AM General DJ Po Vehicle 2WD 1984 Special Purpose Vehicle 2WD
## 2 28426 AM General DJ Po Vehicle 2WD 1984 Special Purpose Vehicle 2WD
## 3 27549 AM General FJ8c Post Office 1984 Special Purpose Vehicle 2WD
## 4 28425 AM General FJ8c Post Office 1984 Special Purpose Vehicle 2WD
## 5 1032 AM General Post Office DJ5 2WD 1985 Special Purpose Vehicle 2WD
## 6 1033 AM General Post Office DJ8 2WD 1985 Special Purpose Vehicle 2WD
## trans drive cyl displ fuel hwy cty
## 1 Automatic 3-spd 2-Wheel Drive 4 2.5 Regular 17 18
## 2 Automatic 3-spd 2-Wheel Drive 4 2.5 Regular 17 18
## 3 Automatic 3-spd 2-Wheel Drive 6 4.2 Regular 13 13
## 4 Automatic 3-spd 2-Wheel Drive 6 4.2 Regular 13 13
## 5 Automatic 3-spd Rear-Wheel Drive 4 2.5 Regular 17 16
## 6 Automatic 3-spd Rear-Wheel Drive 6 4.2 Regular 13 13summary(data)## id make model year
## Min. : 1 Length:33442 Length:33442 Min. :1984
## 1st Qu.: 8361 Class :character Class :character 1st Qu.:1991
## Median :16724 Mode :character Mode :character Median :1999
## Mean :17038 Mean :1999
## 3rd Qu.:25265 3rd Qu.:2008
## Max. :34932 Max. :2015
##
## class trans drive cyl
## Length:33442 Length:33442 Length:33442 Min. : 2.00
## Class :character Class :character Class :character 1st Qu.: 4.00
## Mode :character Mode :character Mode :character Median : 6.00
## Mean : 5.77
## 3rd Qu.: 6.00
## Max. :16.00
## NA's :58
## displ fuel hwy cty
## Min. :0.00 Length:33442 Min. : 9.0 Min. : 6.0
## 1st Qu.:2.30 Class :character 1st Qu.: 19.0 1st Qu.: 15.0
## Median :3.00 Mode :character Median : 23.0 Median : 17.0
## Mean :3.35 Mean : 23.6 Mean : 17.5
## 3rd Qu.:4.30 3rd Qu.: 27.0 3rd Qu.: 20.0
## Max. :8.40 Max. :109.0 Max. :138.0
## NA's :57Factors and Levels
As previously discussed, this data analysis will focus on the effect of three different factors and all of their respective levels. Two factors will be blocked for, and all of this will be done to monitor the changes in the single response variable of highway gas mileage.
The three factors whose effects on the response variable I will be examining are the fuel type, the drive of the car (2WD, 4WD, RWD, etc.), and the transmission type of the vehicles.
The two factors that I will be blocking for in this analysis are the year in which the car was made, and the make of the car.
The response variable in this statistical analysis will be the highway gas mileage for each car that was observed.
Continuous variables
The only continuous variable that we will be considering in this experimental analysis is the response variable of highway gas mileage.
The Data: How is it organized and what does it look like?
This data set contains the variables ‘make’, ‘model’, ‘year’, ‘trans’, ‘class’, ‘cyl’, ‘displ’, ‘hwy’, and ‘cty’. The variable ‘make’ corresponds to the vehicle manufacturer i.e. Toyota, Honda, etc. ‘Model’ refers to the car model from the specific manufacturer. ‘Year’ is the model year of the vehicle of interest. ‘Trans’ is used to define whether the vehicle has a manual or an automatic transmission and different subclasses of each. ‘Class’ is a descriptive catergory used to assign different car models into different experimental blocks such as midsize car, compact car, sports utility vehicle, etc. ‘Cyl’ is the variable used to describe how many cylinders each car’s engine has. ‘Displ’ is the car’s engine displacement. And ‘hwy’ and ‘cty’ are the variables that display the vehicle’s highway and city gas mileage respectively.
Randomization
This data was obtained as a result of survey type testing done at the EPA’s National Vehicle and Fuel Emissions Laboratory in Ann Arbor, Michigan*. This is all of the background information that is available regarding the data collection.
2. (Experimental) Design
How will the experiment be organized and conducted to test the hypothesis?
In this experiment I will begin by analyzing all levels of the three factors of interest while blocking separately for the two nuisance factors. I.E. I will monitor the effects of fuel type, car drive, and and transmission type on the response variable of highway gas mileage while first blocking for the year in which the car was made and then blocking for the make of the car. I will analyze the effects of these factors through the use of ANOVA and Tukey’s HSD test.
After this data analysis is complete I will look further into the adequacy of the models which were used to compare means. I will do this by creating QQ plots, interaction plots, and fit vs. residual plots.
What is the rationale for this design?
I have chosen to do use this experimental design to demonstrate proper usage of blocking variables to minimize variation caused by nuisance factors.
Randomize: What is the Randomization Scheme?
It is not clear if the data was originally collected in a random matter.
Replicate: Are there replicates and/or repeated measures?
There were no replicates or repeated measures in the original data collection for this data set.
Block: Did you use blocking in the design?
Yes, as previously described I will be blocking for the two nuisance variables, year and make of the vehicles.
3. Statistical Analysis
(Exploratory Data Analysis) Graphics and descriptive summary
Here I define the 3 factors of interest as well as the 2 blocking factors as factors to be analyzed in the statistical analysis.
# To define the'transmission' of a car as a factor
trans=as.factor(data$trans)
# To define the 'drive' of a car as a factor
drive=as.factor(data$drive)
# To define the 'year' of a car as a factor
year=as.factor(data$year)
# To define the 'fuel type' of a car as a factor
fuel=as.factor(data$fuel)
# To define the 'make' of a car as a factor
make=as.factor(data$make)Below are boxplots of the highway gas mileages of all levels of the three factors of interest.
boxplot(hwy~fuel,data=data,ylab="Highway Gas Mileage (MPG)",xlab="Fuel Type",names=c("CNG","Diesel","Electric","Gas/E85","Gas/Nat. Gas","Gas/Prop.","Midgrade","Premium","Premium+Elec.","Prem./Elec.","Prem./E85","Regular","Reg.+Elec."))
boxplot(hwy~drive,data=data,ylab="High Gas Mileage (MPG)",xlab="Car Drive",names=c("2WD","4WD","4WD/AWD","AWD","FWD","Part 4WD","RWD"))
boxplot(hwy~trans,data=data,ylab="High Gas Mileage (MPG)",xlab="Transmission")
Looking at the first box plot it appears that there are differnces in the highway gas mileage with regards to the various levels of fuel types. Also, the second box plot shows that there is some variation in the highway gas mileage of cars caused by differences in the drive of the car, but these differences may not be as drastic as they are in the other factors. Lastly, the third box plot shows that there is significant variation in the highway gas mileage of cars caused by differences in the transmission type of the vehicle.
Testing
ANOVA
Below I perform analyses of variance (ANOVA) to determine if there are significant statistical differences among the mean highway gas mileages of vehicles.
The first set of ANOVAs below is performed to look at the effect of the fuel type on highway gas mileage while first blocking for the year that the car was made, and then blocking for the make of the car.
# Assign models for the data of interest
model_fuelyear<-aov(hwy~fuel+year,data=data)
model_fuelmake<-aov(hwy~fuel+make,data=data)
# Perform ANOVA on the two models
anova(model_fuelyear)## Analysis of Variance Table
##
## Response: hwy
## Df Sum Sq Mean Sq F value Pr(>F)
## fuel 12 187705 15642 507 <2e-16 ***
## year 1 71741 71741 2327 <2e-16 ***
## Residuals 33428 1030764 31
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1anova(model_fuelmake)## Analysis of Variance Table
##
## Response: hwy
## Df Sum Sq Mean Sq F value Pr(>F)
## fuel 12 187705 15642 687 <2e-16 ***
## make 127 344684 2714 119 <2e-16 ***
## Residuals 33302 757822 23
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1The first two ANOVAs both return F values of 2e-16 indicating that the variation among these groups is likely caused by something other than randomization. Thus we reject the null hypothesis that the fuel type has no effect on the highway gas mileage of cars.
The second set of ANOVAs below is performed to look at the effect of the drive of the car on highway gas mileage while first blocking for the year that the car was made, and then blocking for the make of the car.
# Assign models for the data of interest
model_driveyear<-aov(hwy~drive+year,data=data)
model_drivemake<-aov(hwy~drive+make,data=data)
# Perform ANOVA on the two models
anova(model_driveyear)## Analysis of Variance Table
##
## Response: hwy
## Df Sum Sq Mean Sq F value Pr(>F)
## drive 6 471740 78623 3407 <2e-16 ***
## year 1 46936 46936 2034 <2e-16 ***
## Residuals 33434 771535 23
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1anova(model_drivemake)## Analysis of Variance Table
##
## Response: hwy
## Df Sum Sq Mean Sq F value Pr(>F)
## drive 6 471740 78623 4275.6 <2e-16 ***
## make 127 205978 1622 88.2 <2e-16 ***
## Residuals 33308 612492 18
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1These two ANOVAs also both return F values of 2e-16 indicating that the variation among these groups is likely caused by something other than randomization. Thus we reject the null hypothesis that the drive of the car has no effect on the highway gas mileage of cars.
The third set of ANOVAs below is performed to look at the effect of the transmission type on highway gas mileage while first blocking for the year that the car was made, and then blocking for the make of the car.
# Assign models for the data of interest
model_transyear<-aov(hwy~trans+year,data=data)
model_transmake<-aov(hwy~trans+make,data=data)
# Perform ANOVA on the two models
anova(model_transyear)## Analysis of Variance Table
##
## Response: hwy
## Df Sum Sq Mean Sq F value Pr(>F)
## trans 47 313943 6680 233 <2e-16 ***
## year 1 18683 18683 652 <2e-16 ***
## Residuals 33393 957584 29
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1anova(model_transmake)## Analysis of Variance Table
##
## Response: hwy
## Df Sum Sq Mean Sq F value Pr(>F)
## trans 47 313943 6680 324 <2e-16 ***
## make 126 290999 2310 112 <2e-16 ***
## Residuals 33268 685269 21
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1These two ANOVAs also both return F values of 2e-16 indicating that the variation among these groups is likely caused by something other than randomization. Thus we reject the null hypothesis that the type of transmission of the car has no effect on the highway gas mileage of cars.
All ANOVAs return the same value for the F-statistic (2e-16) which may be a result of the extremely large sample size. Also, because each factor has so many different levels it seems very reasonable that there are statistically significant differences in the highway gas mileages among the groups.
Tukey’s Honest Significant Differences
To expand on the results of the ANOVA tests I perform Tukey’s Honest Significant Differences Test (HSD) to determine which levels of each factor result in changes in the highway gas mileage that are statistically different from eachother.
TukeyHSD(model_fuelyear,which=c("fuel","hwy"),conf.level=0.95)## Warning: non-factors ignored: year
## Warning: NaNs produced## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = hwy ~ fuel + year, data = data)
##
## $fuel
## diff lwr
## Diesel-CNG 4.84053 2.3462
## Electricity-CNG 56.80972 53.3475
## Gasoline or E85-CNG -0.72306 -3.2048
## Gasoline or natural gas-CNG -3.84483 -8.8081
## Gasoline or propane-CNG -5.34483 -12.2827
## Midgrade-CNG 0.34122 -3.3607
## Premium-CNG 1.56309 -0.8605
## Premium and Electricity-CNG 7.15517 -11.3982
## Premium Gas or Electricity-CNG 12.44089 5.0804
## Premium or E85-CNG 2.21199 -0.8992
## Regular-CNG 1.61892 -0.7996
## Regular Gas and Electricity-CNG 22.78017 15.8423
## Electricity-Diesel 51.96919 49.4119
## Gasoline or E85-Diesel -5.56359 -6.4072
## Gasoline or natural gas-Diesel -8.68535 -13.0656
## Gasoline or propane-Diesel -10.18535 -16.7188
## Midgrade-Diesel -4.49931 -7.3728
## Premium-Diesel -3.27744 -3.9305
## Premium and Electricity-Diesel 2.31465 -16.0914
## Premium Gas or Electricity-Diesel 7.60036 0.6197
## Premium or E85-Diesel -2.62854 -4.6859
## Regular-Diesel -3.22160 -3.8557
## Regular Gas and Electricity-Diesel 17.93965 11.4062
## Gasoline or E85-Electricity -57.53278 -60.0778
## Gasoline or natural gas-Electricity -60.65455 -65.6498
## Gasoline or propane-Electricity -62.15455 -69.1153
## Midgrade-Electricity -56.46850 -60.2131
## Premium-Electricity -55.24663 -57.7350
## Premium and Electricity-Electricity -49.65455 -68.2165
## Premium Gas or Electricity-Electricity -44.36883 -51.7509
## Premium or E85-Electricity -54.59773 -57.7597
## Regular-Electricity -55.19079 -57.6743
## Regular Gas and Electricity-Electricity -34.02955 -40.9903
## Gasoline or natural gas-Gasoline or E85 -3.12176 -7.4949
## Gasoline or propane-Gasoline or E85 -4.62176 -11.1505
## Midgrade-Gasoline or E85 1.06428 -1.7982
## Premium-Gasoline or E85 2.28615 1.6831
## Premium and Electricity-Gasoline or E85 7.87824 -10.5261
## Premium Gas or Electricity-Gasoline or E85 13.16395 6.1878
## Premium or E85-Gasoline or E85 2.93505 0.8930
## Regular-Gasoline or E85 2.34199 1.7594
## Regular Gas and Electricity-Gasoline or E85 23.50324 16.9745
## Gasoline or propane-Gasoline or natural gas -1.50000 -9.3166
## Midgrade-Gasoline or natural gas 4.18605 -0.9782
## Premium-Gasoline or natural gas 5.40791 1.0675
## Premium and Electricity-Gasoline or natural gas 11.00000 -7.8996
## Premium Gas or Electricity-Gasoline or natural gas 16.28571 8.0917
## Premium or E85-Gasoline or natural gas 6.05682 1.2981
## Regular-Gasoline or natural gas 5.46375 1.1262
## Regular Gas and Electricity-Gasoline or natural gas 26.62500 18.8084
## Midgrade-Gasoline or propane 5.68605 -1.3970
## Premium-Gasoline or propane 6.90791 0.4011
## Premium and Electricity-Gasoline or propane 12.50000 -7.0114
## Premium Gas or Electricity-Gasoline or propane 17.78571 8.2651
## Premium or E85-Gasoline or propane 7.55682 0.7638
## Regular-Gasoline or propane 6.96375 0.4588
## Regular Gas and Electricity-Gasoline or propane 28.12500 18.9272
## Premium-Midgrade 1.22187 -1.5904
## Premium and Electricity-Midgrade 6.81395 -11.7942
## Premium Gas or Electricity-Midgrade 12.09967 4.6022
## Premium or E85-Midgrade 1.87077 -1.5520
## Regular-Midgrade 1.27771 -1.5302
## Regular Gas and Electricity-Midgrade 22.43895 15.3559
## Premium and Electricity-Premium 5.59209 -12.8045
## Premium Gas or Electricity-Premium 10.87780 3.9221
## Premium or E85-Premium 0.64890 -1.3221
## Regular-Premium 0.05584 -0.1770
## Regular Gas and Electricity-Premium 21.21709 14.7103
## Premium Gas or Electricity-Premium and Electricity 5.28571 -14.3799
## Premium or E85-Premium and Electricity -4.94318 -23.4429
## Regular-Premium and Electricity -5.53625 -23.9322
## Regular Gas and Electricity-Premium and Electricity 15.62500 -3.8864
## Premium or E85-Premium Gas or Electricity -10.22890 -17.4530
## Regular-Premium Gas or Electricity -10.82196 -17.7759
## Regular Gas and Electricity-Premium Gas or Electricity 10.33929 0.8187
## Regular-Premium or E85 -0.59307 -2.5578
## Regular Gas and Electricity-Premium or E85 20.56818 13.7752
## Regular Gas and Electricity-Regular 21.16125 14.6563
## upr p adj
## Diesel-CNG 7.3348 0.0000
## Electricity-CNG 60.2719 0.0000
## Gasoline or E85-CNG 1.7586 0.9991
## Gasoline or natural gas-CNG 1.1184 0.3310
## Gasoline or propane-CNG 1.5930 0.3400
## Midgrade-CNG 4.0431 1.0000
## Premium-CNG 3.9867 0.6378
## Premium and Electricity-CNG 25.7086 0.9881
## Premium Gas or Electricity-CNG 19.8014 0.0000
## Premium or E85-CNG 5.3232 0.4762
## Regular-CNG 4.0375 0.5782
## Regular Gas and Electricity-CNG 29.7180 0.0000
## Electricity-Diesel 54.5265 0.0000
## Gasoline or E85-Diesel -4.7200 0.0000
## Gasoline or natural gas-Diesel -4.3051 0.0000
## Gasoline or propane-Diesel -3.6519 0.0000
## Midgrade-Diesel -1.6258 0.0000
## Premium-Diesel -2.6244 0.0000
## Premium and Electricity-Diesel 20.7207 1.0000
## Premium Gas or Electricity-Diesel 14.5810 0.0188
## Premium or E85-Diesel -0.5712 0.0016
## Regular-Diesel -2.5875 0.0000
## Regular Gas and Electricity-Diesel 24.4731 0.0000
## Gasoline or E85-Electricity -54.9878 0.0000
## Gasoline or natural gas-Electricity -55.6593 0.0000
## Gasoline or propane-Electricity -55.1938 0.0000
## Midgrade-Electricity -52.7239 0.0000
## Premium-Electricity -52.7583 0.0000
## Premium and Electricity-Electricity -31.0926 0.0000
## Premium Gas or Electricity-Electricity -36.9868 0.0000
## Premium or E85-Electricity -51.4358 0.0000
## Regular-Electricity -52.7073 0.0000
## Regular Gas and Electricity-Electricity -27.0688 0.0000
## Gasoline or natural gas-Gasoline or E85 1.2514 0.4692
## Gasoline or propane-Gasoline or E85 1.9069 0.4836
## Midgrade-Gasoline or E85 3.9268 0.9914
## Premium-Gasoline or E85 2.8892 0.0000
## Premium and Electricity-Gasoline or E85 26.2826 0.9718
## Premium Gas or Electricity-Gasoline or E85 20.1401 0.0000
## Premium or E85-Gasoline or E85 4.9771 0.0001
## Regular-Gasoline or E85 2.9246 0.0000
## Regular Gas and Electricity-Gasoline or E85 30.0319 0.0000
## Gasoline or propane-Gasoline or natural gas 6.3166 1.0000
## Midgrade-Gasoline or natural gas 9.3503 0.2604
## Premium-Gasoline or natural gas 9.7483 0.0025
## Premium and Electricity-Gasoline or natural gas 29.8996 0.7790
## Premium Gas or Electricity-Gasoline or natural gas 24.4797 0.0000
## Premium or E85-Gasoline or natural gas 10.8155 0.0017
## Regular-Gasoline or natural gas 9.8013 0.0021
## Regular Gas and Electricity-Gasoline or natural gas 34.4416 0.0000
## Midgrade-Gasoline or propane 12.7691 0.2749
## Premium-Gasoline or propane 13.4147 0.0257
## Premium and Electricity-Gasoline or propane 32.0114 0.6482
## Premium Gas or Electricity-Gasoline or propane 27.3063 0.0000
## Premium or E85-Gasoline or propane 14.3498 0.0142
## Regular-Gasoline or propane 13.4687 0.0233
## Regular Gas and Electricity-Gasoline or propane 37.3228 0.0000
## Premium-Midgrade 4.0341 0.9683
## Premium and Electricity-Midgrade 25.4221 0.9925
## Premium Gas or Electricity-Midgrade 19.5971 0.0000
## Premium or E85-Midgrade 5.2935 0.8449
## Regular-Midgrade 4.0857 0.9549
## Regular Gas and Electricity-Midgrade 29.5220 0.0000
## Premium and Electricity-Premium 23.9887 0.9987
## Premium Gas or Electricity-Premium 17.8335 0.0000
## Premium or E85-Premium 2.6199 0.9972
## Regular-Premium 0.2887 0.9999
## Regular Gas and Electricity-Premium 27.7239 0.0000
## Premium Gas or Electricity-Premium and Electricity 24.9513 0.9996
## Premium or E85-Premium and Electricity 13.5565 0.9996
## Regular-Premium and Electricity 12.8597 0.9988
## Regular Gas and Electricity-Premium and Electricity 35.1364 0.2786
## Premium or E85-Premium Gas or Electricity -3.0048 0.0002
## Regular-Premium Gas or Electricity -3.8680 0.0000
## Regular Gas and Electricity-Premium Gas or Electricity 19.8599 0.0195
## Regular-Premium or E85 1.3717 0.9988
## Regular Gas and Electricity-Premium or E85 27.3612 0.0000
## Regular Gas and Electricity-Regular 27.6662 0.0000
##
## $<NA>
## diff lwr upr p adjTukeyHSD(model_driveyear,which=c("drive","hwy"),conf.level=0.95)## Warning: non-factors ignored: year
## Warning: NaNs produced## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = hwy ~ drive + year, data = data)
##
## $drive
## diff lwr
## 4-Wheel Drive-2-Wheel Drive 1.9250 1.0988
## 4-Wheel or All-Wheel Drive-2-Wheel Drive -0.5990 -1.2515
## All-Wheel Drive-2-Wheel Drive 4.5384 3.7941
## Front-Wheel Drive-2-Wheel Drive 8.1085 7.4666
## Part-time 4-Wheel Drive-2-Wheel Drive -1.4917 -3.0682
## Rear-Wheel Drive-2-Wheel Drive 0.7681 0.1259
## 4-Wheel or All-Wheel Drive-4-Wheel Drive -2.5240 -3.0871
## All-Wheel Drive-4-Wheel Drive 2.6134 1.9460
## Front-Wheel Drive-4-Wheel Drive 6.1835 5.6327
## Part-time 4-Wheel Drive-4-Wheel Drive -3.4168 -4.9583
## Rear-Wheel Drive-4-Wheel Drive -1.1569 -1.7080
## All-Wheel Drive-4-Wheel or All-Wheel Drive 5.1373 4.7032
## Front-Wheel Drive-4-Wheel or All-Wheel Drive 8.7075 8.4917
## Part-time 4-Wheel Drive-4-Wheel or All-Wheel Drive -0.8928 -2.3487
## Rear-Wheel Drive-4-Wheel or All-Wheel Drive 1.3671 1.1505
## Front-Wheel Drive-All-Wheel Drive 3.5702 3.1522
## Part-time 4-Wheel Drive-All-Wheel Drive -6.0301 -7.5294
## Rear-Wheel Drive-All-Wheel Drive -3.7703 -4.1887
## Part-time 4-Wheel Drive-Front-Wheel Drive -9.6003 -11.0514
## Rear-Wheel Drive-Front-Wheel Drive -7.3404 -7.5224
## Rear-Wheel Drive-Part-time 4-Wheel Drive 2.2598 0.8085
## upr p adj
## 4-Wheel Drive-2-Wheel Drive 2.75122 0.0000
## 4-Wheel or All-Wheel Drive-2-Wheel Drive 0.05358 0.0966
## All-Wheel Drive-2-Wheel Drive 5.28266 0.0000
## Front-Wheel Drive-2-Wheel Drive 8.75044 0.0000
## Part-time 4-Wheel Drive-2-Wheel Drive 0.08470 0.0776
## Rear-Wheel Drive-2-Wheel Drive 1.41025 0.0077
## 4-Wheel or All-Wheel Drive-4-Wheel Drive -1.96083 0.0000
## All-Wheel Drive-4-Wheel Drive 3.28065 0.0000
## Front-Wheel Drive-4-Wheel Drive 6.73430 0.0000
## Part-time 4-Wheel Drive-4-Wheel Drive -1.87517 0.0000
## Rear-Wheel Drive-4-Wheel Drive -0.60584 0.0000
## All-Wheel Drive-4-Wheel or All-Wheel Drive 5.57150 0.0000
## Front-Wheel Drive-4-Wheel or All-Wheel Drive 8.92332 0.0000
## Part-time 4-Wheel Drive-4-Wheel or All-Wheel Drive 0.56315 0.5426
## Rear-Wheel Drive-4-Wheel or All-Wheel Drive 1.58363 0.0000
## Front-Wheel Drive-All-Wheel Drive 3.98816 0.0000
## Part-time 4-Wheel Drive-All-Wheel Drive -4.53083 0.0000
## Rear-Wheel Drive-All-Wheel Drive -3.35189 0.0000
## Part-time 4-Wheel Drive-Front-Wheel Drive -8.14909 0.0000
## Rear-Wheel Drive-Front-Wheel Drive -7.15844 0.0000
## Rear-Wheel Drive-Part-time 4-Wheel Drive 3.71112 0.0001
##
## $<NA>
## diff lwr upr p adjTukeyHSD(model_transyear,which=c("trans","hwy"),conf.level=0.95)## Warning: non-factors ignored: year
## Warning: NaNs produced## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = hwy ~ trans + year, data = data)
##
## $trans
## diff lwr
## Auto (AV-S6)- -1.988e+01 -42.443208
## Auto (AV-S8)- -2.288e+01 -45.443208
## Auto (AV)- -4.875e+00 -21.696349
## Auto(A1)- -2.387e+01 -46.443208
## Auto(A8)- -2.087e+01 -43.443208
## Auto(AM-S6)- -1.208e+01 -20.276995
## Auto(AM-S7)- -1.981e+01 -27.650104
## Auto(AM-S8)- -1.587e+01 -38.443208
## Auto(AM5)- -5.675e+00 -15.767809
## Auto(AM6)- -1.617e+01 -24.082118
## Auto(AM7)- -2.597e+01 -33.974198
## Auto(AV-S6)- -1.479e+01 -22.661435
## Auto(AV-S7)- -8.208e+00 -17.048596
## Auto(AV-S8)- -1.634e+01 -25.897769
## Auto(L3)- -2.787e+01 -44.696349
## Auto(L4)- -2.588e+01 -42.696349
## Automatic (A1)- 3.622e+01 28.037833
## Automatic (A6)- -2.387e+01 -36.904761
## Automatic (AM-S6)- -1.388e+01 -36.443208
## Automatic (AM-S7)- -2.987e+01 -46.696349
## Automatic (AM5)- -3.875e+00 -20.696349
## Automatic (AM6)- -2.687e+01 -49.443208
## Automatic (AV-S6)- -1.710e+01 -27.436234
## Automatic (AV)- -1.488e+01 -27.904761
## Automatic (S4)- -2.012e+01 -27.772029
## Automatic (S5)- -2.067e+01 -28.229865
## Automatic (S6)- -1.977e+01 -27.307325
## Automatic (S7)- -2.215e+01 -29.823694
## Automatic (S8)- -1.863e+01 -26.218555
## Automatic (S9)- -1.787e+01 -34.696349
## Automatic (variable gear ratios)- -1.423e+01 -21.809258
## Automatic 3-spd- -2.342e+01 -30.949600
## Automatic 4-spd- -2.318e+01 -30.706815
## Automatic 5-spd- -2.322e+01 -30.761065
## Automatic 6-spd- -2.125e+01 -28.799532
## Automatic 6spd- -1.088e+01 -33.443208
## Automatic 7-spd- -2.057e+01 -28.153190
## Automatic 8-spd- -1.924e+01 -27.095878
## Automatic 8spd- -2.112e+01 -34.154761
## Automatic 9-spd- -1.633e+01 -26.216358
## Manual 3-spd- -2.793e+01 -35.830820
## Manual 4-spd- -2.381e+01 -31.350256
## Manual 5-spd- -1.933e+01 -26.855242
## Manual 5 spd- -3.087e+01 -53.443208
## Manual 6-spd- -1.938e+01 -26.917360
## Manual 7-spd- -1.925e+01 -27.936507
## Manual(M7)- -1.887e+01 -41.443208
## Auto (AV-S8)-Auto (AV-S6) -3.000e+00 -33.090944
## Auto (AV)-Auto (AV-S6) 1.500e+01 -11.059522
## Auto(A1)-Auto (AV-S6) -4.000e+00 -34.090944
## Auto(A8)-Auto (AV-S6) -1.000e+00 -31.090944
## Auto(AM-S6)-Auto (AV-S6) 7.791e+00 -13.732804
## Auto(AM-S7)-Auto (AV-S6) 6.452e-02 -21.327084
## Auto(AM-S8)-Auto (AV-S6) 4.000e+00 -26.090944
## Auto(AM5)-Auto (AV-S6) 1.420e+01 -8.116041
## Auto(AM6)-Auto (AV-S6) 3.707e+00 -17.712224
## Auto(AM7)-Auto (AV-S6) -6.098e+00 -27.549568
## Auto(AV-S6)-Auto (AV-S6) 5.082e+00 -16.319954
## Auto(AV-S7)-Auto (AV-S6) 1.167e+01 -10.111560
## Auto(AV-S8)-Auto (AV-S6) 3.538e+00 -18.542255
## Auto(L3)-Auto (AV-S6) -8.000e+00 -34.059522
## Auto(L4)-Auto (AV-S6) -6.000e+00 -32.059522
## Automatic (A1)-Auto (AV-S6) 5.609e+01 34.572967
## Automatic (A6)-Auto (AV-S6) -4.000e+00 -27.788980
## Automatic (AM-S6)-Auto (AV-S6) 6.000e+00 -24.090944
## Automatic (AM-S7)-Auto (AV-S6) -1.000e+01 -36.059522
## Automatic (AM5)-Auto (AV-S6) 1.600e+01 -10.059522
## Automatic (AM6)-Auto (AV-S6) -7.000e+00 -37.090944
## Automatic (AV-S6)-Auto (AV-S6) 2.778e+00 -19.650688
## Automatic (AV)-Auto (AV-S6) 5.000e+00 -18.788980
## Automatic (S4)-Auto (AV-S6) -2.457e-01 -21.569008
## Automatic (S5)-Auto (AV-S6) -7.953e-01 -22.085887
## Automatic (S6)-Auto (AV-S6) 1.059e-01 -21.177119
## Automatic (S7)-Auto (AV-S6) -2.271e+00 -23.603682
## Automatic (S8)-Auto (AV-S6) 1.249e+00 -20.053400
## Automatic (S9)-Auto (AV-S6) 2.000e+00 -24.059522
## Automatic (variable gear ratios)-Auto (AV-S6) 5.643e+00 -15.654106
## Automatic 3-spd-Auto (AV-S6) -3.541e+00 -24.822230
## Automatic 4-spd-Auto (AV-S6) -3.306e+00 -24.584784
## Automatic 5-spd-Auto (AV-S6) -3.349e+00 -24.631838
## Automatic 6-spd-Auto (AV-S6) -1.375e+00 -22.662212
## Automatic 6spd-Auto (AV-S6) 9.000e+00 -21.090944
## Automatic 7-spd-Auto (AV-S6) -6.954e-01 -21.994211
## Automatic 8-spd-Auto (AV-S6) 6.364e-01 -20.761700
## Automatic 8spd-Auto (AV-S6) -1.250e+00 -25.038980
## Automatic 9-spd-Auto (AV-S6) 3.545e+00 -18.678180
## Manual 3-spd-Auto (AV-S6) -8.052e+00 -29.467179
## Manual 4-spd-Auto (AV-S6) -3.931e+00 -25.215842
## Manual 5-spd-Auto (AV-S6) 5.463e-01 -20.732542
## Manual 5 spd-Auto (AV-S6) -1.100e+01 -41.090944
## Manual 6-spd-Auto (AV-S6) 4.949e-01 -20.787737
## Manual 7-spd-Auto (AV-S6) 6.250e-01 -21.091268
## Manual(M7)-Auto (AV-S6) 1.000e+00 -29.090944
## Auto (AV)-Auto (AV-S8) 1.800e+01 -8.059522
## Auto(A1)-Auto (AV-S8) -1.000e+00 -31.090944
## Auto(A8)-Auto (AV-S8) 2.000e+00 -28.090944
## Auto(AM-S6)-Auto (AV-S8) 1.079e+01 -10.732804
## Auto(AM-S7)-Auto (AV-S8) 3.065e+00 -18.327084
## Auto(AM-S8)-Auto (AV-S8) 7.000e+00 -23.090944
## Auto(AM5)-Auto (AV-S8) 1.720e+01 -5.116041
## Auto(AM6)-Auto (AV-S8) 6.707e+00 -14.712224
## Auto(AM7)-Auto (AV-S8) -3.098e+00 -24.549568
## Auto(AV-S6)-Auto (AV-S8) 8.082e+00 -13.319954
## Auto(AV-S7)-Auto (AV-S8) 1.467e+01 -7.111560
## Auto(AV-S8)-Auto (AV-S8) 6.538e+00 -15.542255
## Auto(L3)-Auto (AV-S8) -5.000e+00 -31.059522
## Auto(L4)-Auto (AV-S8) -3.000e+00 -29.059522
## Automatic (A1)-Auto (AV-S8) 5.909e+01 37.572967
## Automatic (A6)-Auto (AV-S8) -1.000e+00 -24.788980
## Automatic (AM-S6)-Auto (AV-S8) 9.000e+00 -21.090944
## Automatic (AM-S7)-Auto (AV-S8) -7.000e+00 -33.059522
## Automatic (AM5)-Auto (AV-S8) 1.900e+01 -7.059522
## Automatic (AM6)-Auto (AV-S8) -4.000e+00 -34.090944
## Automatic (AV-S6)-Auto (AV-S8) 5.778e+00 -16.650688
## Automatic (AV)-Auto (AV-S8) 8.000e+00 -15.788980
## Automatic (S4)-Auto (AV-S8) 2.754e+00 -18.569008
## Automatic (S5)-Auto (AV-S8) 2.205e+00 -19.085887
## Automatic (S6)-Auto (AV-S8) 3.106e+00 -18.177119
## Automatic (S7)-Auto (AV-S8) 7.292e-01 -20.603682
## Automatic (S8)-Auto (AV-S8) 4.249e+00 -17.053400
## Automatic (S9)-Auto (AV-S8) 5.000e+00 -21.059522
## Automatic (variable gear ratios)-Auto (AV-S8) 8.643e+00 -12.654106
## Automatic 3-spd-Auto (AV-S8) -5.408e-01 -21.822230
## Automatic 4-spd-Auto (AV-S8) -3.063e-01 -21.584784
## Automatic 5-spd-Auto (AV-S8) -3.494e-01 -21.631838
## Automatic 6-spd-Auto (AV-S8) 1.625e+00 -19.662212
## Automatic 6spd-Auto (AV-S8) 1.200e+01 -18.090944
## Automatic 7-spd-Auto (AV-S8) 2.305e+00 -18.994211
## Automatic 8-spd-Auto (AV-S8) 3.636e+00 -17.761700
## Automatic 8spd-Auto (AV-S8) 1.750e+00 -22.038980
## Automatic 9-spd-Auto (AV-S8) 6.545e+00 -15.678180
## Manual 3-spd-Auto (AV-S8) -5.052e+00 -26.467179
## Manual 4-spd-Auto (AV-S8) -9.306e-01 -22.215842
## Manual 5-spd-Auto (AV-S8) 3.546e+00 -17.732542
## Manual 5 spd-Auto (AV-S8) -8.000e+00 -38.090944
## Manual 6-spd-Auto (AV-S8) 3.495e+00 -17.787737
## Manual 7-spd-Auto (AV-S8) 3.625e+00 -18.091268
## Manual(M7)-Auto (AV-S8) 4.000e+00 -26.090944
## Auto(A1)-Auto (AV) -1.900e+01 -45.059522
## Auto(A8)-Auto (AV) -1.600e+01 -42.059522
## Auto(AM-S6)-Auto (AV) -7.209e+00 -22.600692
## Auto(AM-S7)-Auto (AV) -1.494e+01 -30.141875
## Auto(AM-S8)-Auto (AV) -1.100e+01 -37.059522
## Auto(AM5)-Auto (AV) -8.000e-01 -17.281489
## Auto(AM6)-Auto (AV) -1.129e+01 -26.538092
## Auto(AM7)-Auto (AV) -2.110e+01 -36.388491
## Auto(AV-S6)-Auto (AV) -9.918e+00 -25.139096
## Auto(AV-S7)-Auto (AV) -3.333e+00 -19.078965
## Auto(AV-S8)-Auto (AV) -1.146e+01 -27.622968
## Auto(L3)-Auto (AV) -2.300e+01 -44.277511
## Auto(L4)-Auto (AV) -2.100e+01 -42.277511
## Automatic (A1)-Auto (AV) 4.109e+01 25.707294
## Automatic (A6)-Auto (AV) -1.900e+01 -37.426865
## Automatic (AM-S6)-Auto (AV) -9.000e+00 -35.059522
## Automatic (AM-S7)-Auto (AV) -2.500e+01 -46.277511
## Automatic (AM5)-Auto (AV) 1.000e+00 -20.277511
## Automatic (AM6)-Auto (AV) -2.200e+01 -48.059522
## Automatic (AV-S6)-Auto (AV) -1.222e+01 -28.855617
## Automatic (AV)-Auto (AV) -1.000e+01 -28.426865
## Automatic (S4)-Auto (AV) -1.525e+01 -30.355874
## Automatic (S5)-Auto (AV) -1.580e+01 -30.859242
## Automatic (S6)-Auto (AV) -1.489e+01 -29.947343
## Automatic (S7)-Auto (AV) -1.727e+01 -32.394464
## Automatic (S8)-Auto (AV) -1.375e+01 -28.831584
## Automatic (S9)-Auto (AV) -1.300e+01 -34.277511
## Automatic (variable gear ratios)-Auto (AV) -9.357e+00 -24.430006
## Automatic 3-spd-Auto (AV) -1.854e+01 -33.591811
## Automatic 4-spd-Auto (AV) -1.831e+01 -33.353154
## Automatic 5-spd-Auto (AV) -1.835e+01 -33.401840
## Automatic 6-spd-Auto (AV) -1.638e+01 -31.434053
## Automatic 6spd-Auto (AV) -6.000e+00 -32.059522
## Automatic 7-spd-Auto (AV) -1.570e+01 -30.770984
## Automatic 8-spd-Auto (AV) -1.436e+01 -29.579119
## Automatic 8spd-Auto (AV) -1.625e+01 -34.676865
## Automatic 9-spd-Auto (AV) -1.145e+01 -27.810698
## Manual 3-spd-Auto (AV) -2.305e+01 -38.291563
## Manual 4-spd-Auto (AV) -1.893e+01 -33.987022
## Manual 5-spd-Auto (AV) -1.445e+01 -29.501064
## Manual 5 spd-Auto (AV) -2.600e+01 -52.059522
## Manual 6-spd-Auto (AV) -1.451e+01 -29.557829
## Manual 7-spd-Auto (AV) -1.438e+01 -30.034824
## Manual(M7)-Auto (AV) -1.400e+01 -40.059522
## Auto(A8)-Auto(A1) 3.000e+00 -27.090944
## Auto(AM-S6)-Auto(A1) 1.179e+01 -9.732804
## Auto(AM-S7)-Auto(A1) 4.065e+00 -17.327084
## Auto(AM-S8)-Auto(A1) 8.000e+00 -22.090944
## Auto(AM5)-Auto(A1) 1.820e+01 -4.116041
## Auto(AM6)-Auto(A1) 7.707e+00 -13.712224
## Auto(AM7)-Auto(A1) -2.098e+00 -23.549568
## Auto(AV-S6)-Auto(A1) 9.082e+00 -12.319954
## Auto(AV-S7)-Auto(A1) 1.567e+01 -6.111560
## Auto(AV-S8)-Auto(A1) 7.538e+00 -14.542255
## Auto(L3)-Auto(A1) -4.000e+00 -30.059522
## Auto(L4)-Auto(A1) -2.000e+00 -28.059522
## Automatic (A1)-Auto(A1) 6.009e+01 38.572967
## Automatic (A6)-Auto(A1) -8.527e-13 -23.788980
## Automatic (AM-S6)-Auto(A1) 1.000e+01 -20.090944
## Automatic (AM-S7)-Auto(A1) -6.000e+00 -32.059522
## Automatic (AM5)-Auto(A1) 2.000e+01 -6.059522
## Automatic (AM6)-Auto(A1) -3.000e+00 -33.090944
## Automatic (AV-S6)-Auto(A1) 6.778e+00 -15.650688
## Automatic (AV)-Auto(A1) 9.000e+00 -14.788980
## Automatic (S4)-Auto(A1) 3.754e+00 -17.569008
## Automatic (S5)-Auto(A1) 3.205e+00 -18.085887
## Automatic (S6)-Auto(A1) 4.106e+00 -17.177119
## Automatic (S7)-Auto(A1) 1.729e+00 -19.603682
## Automatic (S8)-Auto(A1) 5.249e+00 -16.053400
## Automatic (S9)-Auto(A1) 6.000e+00 -20.059522
## Automatic (variable gear ratios)-Auto(A1) 9.643e+00 -11.654106
## Automatic 3-spd-Auto(A1) 4.592e-01 -20.822230
## Automatic 4-spd-Auto(A1) 6.937e-01 -20.584784
## Automatic 5-spd-Auto(A1) 6.506e-01 -20.631838
## Automatic 6-spd-Auto(A1) 2.625e+00 -18.662212
## Automatic 6spd-Auto(A1) 1.300e+01 -17.090944
## Automatic 7-spd-Auto(A1) 3.305e+00 -17.994211
## Automatic 8-spd-Auto(A1) 4.636e+00 -16.761700
## Automatic 8spd-Auto(A1) 2.750e+00 -21.038980
## Automatic 9-spd-Auto(A1) 7.545e+00 -14.678180
## Manual 3-spd-Auto(A1) -4.052e+00 -25.467179
## Manual 4-spd-Auto(A1) 6.944e-02 -21.215842
## Manual 5-spd-Auto(A1) 4.546e+00 -16.732542
## Manual 5 spd-Auto(A1) -7.000e+00 -37.090944
## Manual 6-spd-Auto(A1) 4.495e+00 -16.787737
## Manual 7-spd-Auto(A1) 4.625e+00 -17.091268
## Manual(M7)-Auto(A1) 5.000e+00 -25.090944
## Auto(AM-S6)-Auto(A8) 8.791e+00 -12.732804
## Auto(AM-S7)-Auto(A8) 1.065e+00 -20.327084
## Auto(AM-S8)-Auto(A8) 5.000e+00 -25.090944
## Auto(AM5)-Auto(A8) 1.520e+01 -7.116041
## Auto(AM6)-Auto(A8) 4.707e+00 -16.712224
## Auto(AM7)-Auto(A8) -5.098e+00 -26.549568
## Auto(AV-S6)-Auto(A8) 6.082e+00 -15.319954
## Auto(AV-S7)-Auto(A8) 1.267e+01 -9.111560
## Auto(AV-S8)-Auto(A8) 4.538e+00 -17.542255
## Auto(L3)-Auto(A8) -7.000e+00 -33.059522
## Auto(L4)-Auto(A8) -5.000e+00 -31.059522
## Automatic (A1)-Auto(A8) 5.709e+01 35.572967
## Automatic (A6)-Auto(A8) -3.000e+00 -26.788980
## Automatic (AM-S6)-Auto(A8) 7.000e+00 -23.090944
## Automatic (AM-S7)-Auto(A8) -9.000e+00 -35.059522
## Automatic (AM5)-Auto(A8) 1.700e+01 -9.059522
## Automatic (AM6)-Auto(A8) -6.000e+00 -36.090944
## Automatic (AV-S6)-Auto(A8) 3.778e+00 -18.650688
## Automatic (AV)-Auto(A8) 6.000e+00 -17.788980
## Automatic (S4)-Auto(A8) 7.543e-01 -20.569008
## Automatic (S5)-Auto(A8) 2.047e-01 -21.085887
## Automatic (S6)-Auto(A8) 1.106e+00 -20.177119
## Automatic (S7)-Auto(A8) -1.271e+00 -22.603682
## Automatic (S8)-Auto(A8) 2.249e+00 -19.053400
## Automatic (S9)-Auto(A8) 3.000e+00 -23.059522
## Automatic (variable gear ratios)-Auto(A8) 6.643e+00 -14.654106
## Automatic 3-spd-Auto(A8) -2.541e+00 -23.822230
## Automatic 4-spd-Auto(A8) -2.306e+00 -23.584784
## Automatic 5-spd-Auto(A8) -2.349e+00 -23.631838
## Automatic 6-spd-Auto(A8) -3.753e-01 -21.662212
## Automatic 6spd-Auto(A8) 1.000e+01 -20.090944
## Automatic 7-spd-Auto(A8) 3.046e-01 -20.994211
## Automatic 8-spd-Auto(A8) 1.636e+00 -19.761700
## Automatic 8spd-Auto(A8) -2.500e-01 -24.038980
## Automatic 9-spd-Auto(A8) 4.545e+00 -17.678180
## Manual 3-spd-Auto(A8) -7.052e+00 -28.467179
## Manual 4-spd-Auto(A8) -2.931e+00 -24.215842
## Manual 5-spd-Auto(A8) 1.546e+00 -19.732542
## Manual 5 spd-Auto(A8) -1.000e+01 -40.090944
## Manual 6-spd-Auto(A8) 1.495e+00 -19.787737
## Manual 7-spd-Auto(A8) 1.625e+00 -20.091268
## Manual(M7)-Auto(A8) 2.000e+00 -28.090944
## Auto(AM-S7)-Auto(AM-S6) -7.726e+00 -11.650051
## Auto(AM-S8)-Auto(AM-S6) -3.791e+00 -25.314199
## Auto(AM5)-Auto(AM-S6) 6.409e+00 -1.060765
## Auto(AM6)-Auto(AM-S6) -4.084e+00 -8.154055
## Auto(AM7)-Auto(AM-S6) -1.389e+01 -18.125862
## Auto(AV-S6)-Auto(AM-S6) -2.708e+00 -6.690169
## Auto(AV-S7)-Auto(AM-S6) 3.876e+00 -1.788601
## Auto(AV-S8)-Auto(AM-S6) -4.252e+00 -10.986791
## Auto(L3)-Auto(AM-S6) -1.579e+01 -31.182088
## Auto(L4)-Auto(AM-S6) -1.379e+01 -29.182088
## Automatic (A1)-Auto(AM-S6) 4.830e+01 43.737533
## Automatic (A6)-Auto(AM-S6) -1.179e+01 -22.913277
## Automatic (AM-S6)-Auto(AM-S6) -1.791e+00 -23.314199
## Automatic (AM-S7)-Auto(AM-S6) -1.779e+01 -33.182088
## Automatic (AM5)-Auto(AM-S6) 8.209e+00 -7.182088
## Automatic (AM6)-Auto(AM-S6) -1.479e+01 -36.314199
## Automatic (AV-S6)-Auto(AM-S6) -5.013e+00 -12.812424
## Automatic (AV)-Auto(AM-S6) -2.791e+00 -13.913277
## Automatic (S4)-Auto(AM-S6) -8.036e+00 -11.569105
## Automatic (S5)-Auto(AM-S6) -8.586e+00 -11.915227
## Automatic (S6)-Auto(AM-S6) -7.685e+00 -10.965283
## Automatic (S7)-Auto(AM-S6) -1.006e+01 -13.651328
## Automatic (S8)-Auto(AM-S6) -6.542e+00 -9.945025
## Automatic (S9)-Auto(AM-S6) -5.791e+00 -21.182088
## Automatic (variable gear ratios)-Auto(AM-S6) -2.148e+00 -5.516461
## Automatic 3-spd-Auto(AM-S6) -1.133e+01 -14.601844
## Automatic 4-spd-Auto(AM-S6) -1.110e+01 -14.348243
## Automatic 5-spd-Auto(AM-S6) -1.114e+01 -14.417053
## Automatic 6-spd-Auto(AM-S6) -9.166e+00 -12.471712
## Automatic 6spd-Auto(AM-S6) 1.209e+00 -20.314199
## Automatic 7-spd-Auto(AM-S6) -8.486e+00 -11.867795
## Automatic 8-spd-Auto(AM-S6) -7.154e+00 -11.113292
## Automatic 8spd-Auto(AM-S6) -9.041e+00 -20.163277
## Automatic 9-spd-Auto(AM-S6) -4.245e+00 -11.434552
## Manual 3-spd-Auto(AM-S6) -1.584e+01 -19.893362
## Manual 4-spd-Auto(AM-S6) -1.172e+01 -15.016645
## Manual 5-spd-Auto(AM-S6) -7.244e+00 -10.498031
## Manual 5 spd-Auto(AM-S6) -1.879e+01 -40.314199
## Manual 6-spd-Auto(AM-S6) -7.296e+00 -10.574145
## Manual 7-spd-Auto(AM-S6) -7.166e+00 -12.587184
## Manual(M7)-Auto(AM-S6) -6.791e+00 -28.314199
## Auto(AM-S8)-Auto(AM-S7) 3.935e+00 -17.456116
## Auto(AM5)-Auto(AM-S7) 1.414e+01 7.054429
## Auto(AM6)-Auto(AM-S7) 3.642e+00 0.339951
## Auto(AM7)-Auto(AM-S7) -6.163e+00 -9.668577
## Auto(AV-S6)-Auto(AM-S7) 5.018e+00 1.824977
## Auto(AV-S7)-Auto(AM-S7) 1.160e+01 6.461452
## Auto(AV-S8)-Auto(AM-S7) 3.474e+00 -2.826345
## Auto(L3)-Auto(AM-S7) -8.065e+00 -23.270907
## Auto(L4)-Auto(AM-S7) -6.065e+00 -21.270907
## Automatic (A1)-Auto(AM-S7) 5.603e+01 52.133134
## Automatic (A6)-Auto(AM-S7) -4.065e+00 -14.929653
## Automatic (AM-S6)-Auto(AM-S7) 5.935e+00 -15.456116
## Automatic (AM-S7)-Auto(AM-S7) -1.006e+01 -25.270907
## Automatic (AM5)-Auto(AM-S7) 1.594e+01 0.729093
## Automatic (AM6)-Auto(AM-S7) -7.065e+00 -28.456116
## Automatic (AV-S6)-Auto(AM-S7) 2.713e+00 -4.714504
## Automatic (AV)-Auto(AM-S7) 4.935e+00 -5.929653
## Automatic (S4)-Auto(AM-S7) -3.102e-01 -2.921628
## Automatic (S5)-Auto(AM-S7) -8.599e-01 -3.188574
## Automatic (S6)-Auto(AM-S7) 4.134e-02 -2.217139
## Automatic (S7)-Auto(AM-S7) -2.335e+00 -5.023485
## Automatic (S8)-Auto(AM-S7) 1.184e+00 -1.248981
## Automatic (S9)-Auto(AM-S7) 1.935e+00 -13.270907
## Automatic (variable gear ratios)-Auto(AM-S7) 5.578e+00 3.193697
## Automatic 3-spd-Auto(AM-S7) -3.605e+00 -5.849102
## Automatic 4-spd-Auto(AM-S7) -3.371e+00 -5.586681
## Automatic 5-spd-Auto(AM-S7) -3.414e+00 -5.667330
## Automatic 6-spd-Auto(AM-S7) -1.440e+00 -3.734835
## Automatic 6spd-Auto(AM-S7) 8.935e+00 -12.456116
## Automatic 7-spd-Auto(AM-S7) -7.599e-01 -3.163107
## Automatic 8-spd-Auto(AM-S7) 5.718e-01 -2.592450
## Automatic 8spd-Auto(AM-S7) -1.315e+00 -12.179653
## Automatic 9-spd-Auto(AM-S7) 3.481e+00 -3.303278
## Manual 3-spd-Auto(AM-S7) -8.116e+00 -11.394838
## Manual 4-spd-Auto(AM-S7) -3.995e+00 -6.275211
## Manual 5-spd-Auto(AM-S7) 4.818e-01 -1.737587
## Manual 5 spd-Auto(AM-S7) -1.106e+01 -32.456116
## Manual 6-spd-Auto(AM-S7) 4.304e-01 -1.825060
## Manual 7-spd-Auto(AM-S7) 5.605e-01 -4.311060
## Manual(M7)-Auto(AM-S7) 9.355e-01 -20.456116
## Auto(AM5)-Auto(AM-S8) 1.020e+01 -12.116041
## Auto(AM6)-Auto(AM-S8) -2.933e-01 -21.712224
## Auto(AM7)-Auto(AM-S8) -1.010e+01 -31.549568
## Auto(AV-S6)-Auto(AM-S8) 1.082e+00 -20.319954
## Auto(AV-S7)-Auto(AM-S8) 7.667e+00 -14.111560
## Auto(AV-S8)-Auto(AM-S8) -4.615e-01 -22.542255
## Auto(L3)-Auto(AM-S8) -1.200e+01 -38.059522
## Auto(L4)-Auto(AM-S8) -1.000e+01 -36.059522
## Automatic (A1)-Auto(AM-S8) 5.209e+01 30.572967
## Automatic (A6)-Auto(AM-S8) -8.000e+00 -31.788980
## Automatic (AM-S6)-Auto(AM-S8) 2.000e+00 -28.090944
## Automatic (AM-S7)-Auto(AM-S8) -1.400e+01 -40.059522
## Automatic (AM5)-Auto(AM-S8) 1.200e+01 -14.059522
## Automatic (AM6)-Auto(AM-S8) -1.100e+01 -41.090944
## Automatic (AV-S6)-Auto(AM-S8) -1.222e+00 -23.650688
## Automatic (AV)-Auto(AM-S8) 1.000e+00 -22.788980
## Automatic (S4)-Auto(AM-S8) -4.246e+00 -25.569008
## Automatic (S5)-Auto(AM-S8) -4.795e+00 -26.085887
## Automatic (S6)-Auto(AM-S8) -3.894e+00 -25.177119
## Automatic (S7)-Auto(AM-S8) -6.271e+00 -27.603682
## Automatic (S8)-Auto(AM-S8) -2.751e+00 -24.053400
## Automatic (S9)-Auto(AM-S8) -2.000e+00 -28.059522
## Automatic (variable gear ratios)-Auto(AM-S8) 1.643e+00 -19.654106
## Automatic 3-spd-Auto(AM-S8) -7.541e+00 -28.822230
## Automatic 4-spd-Auto(AM-S8) -7.306e+00 -28.584784
## Automatic 5-spd-Auto(AM-S8) -7.349e+00 -28.631838
## Automatic 6-spd-Auto(AM-S8) -5.375e+00 -26.662212
## Automatic 6spd-Auto(AM-S8) 5.000e+00 -25.090944
## Automatic 7-spd-Auto(AM-S8) -4.695e+00 -25.994211
## Automatic 8-spd-Auto(AM-S8) -3.364e+00 -24.761700
## Automatic 8spd-Auto(AM-S8) -5.250e+00 -29.038980
## Automatic 9-spd-Auto(AM-S8) -4.545e-01 -22.678180
## Manual 3-spd-Auto(AM-S8) -1.205e+01 -33.467179
## Manual 4-spd-Auto(AM-S8) -7.931e+00 -29.215842
## Manual 5-spd-Auto(AM-S8) -3.454e+00 -24.732542
## Manual 5 spd-Auto(AM-S8) -1.500e+01 -45.090944
## Manual 6-spd-Auto(AM-S8) -3.505e+00 -24.787737
## Manual 7-spd-Auto(AM-S8) -3.375e+00 -25.091268
## Manual(M7)-Auto(AM-S8) -3.000e+00 -33.090944
## Auto(AM6)-Auto(AM5) -1.049e+01 -17.656411
## Auto(AM7)-Auto(AM5) -2.030e+01 -27.557499
## Auto(AV-S6)-Auto(AM5) -9.118e+00 -16.230980
## Auto(AV-S7)-Auto(AM5) -2.533e+00 -10.708413
## Auto(AV-S8)-Auto(AM5) -1.066e+01 -19.611333
## Auto(L3)-Auto(AM5) -2.220e+01 -38.681489
## Auto(L4)-Auto(AM5) -2.020e+01 -36.681489
## Automatic (A1)-Auto(AM5) 4.189e+01 34.436875
## Automatic (A6)-Auto(AM5) -1.820e+01 -30.787945
## Automatic (AM-S6)-Auto(AM5) -8.200e+00 -30.516041
## Automatic (AM-S7)-Auto(AM5) -2.420e+01 -40.681489
## Automatic (AM5)-Auto(AM5) 1.800e+00 -14.681489
## Automatic (AM6)-Auto(AM5) -2.120e+01 -43.516041
## Automatic (AV-S6)-Auto(AM5) -1.142e+01 -21.198564
## Automatic (AV)-Auto(AM5) -9.200e+00 -21.787945
## Automatic (S4)-Auto(AM5) -1.445e+01 -21.317711
## Automatic (S5)-Auto(AM5) -1.500e+01 -21.764986
## Automatic (S6)-Auto(AM5) -1.409e+01 -20.839947
## Automatic (S7)-Auto(AM5) -1.647e+01 -23.372371
## Automatic (S8)-Auto(AM5) -1.295e+01 -19.757492
## Automatic (S9)-Auto(AM5) -1.220e+01 -28.681489
## Automatic (variable gear ratios)-Auto(AM5) -8.557e+00 -15.346396
## Automatic 3-spd-Auto(AM5) -1.774e+01 -24.481706
## Automatic 4-spd-Auto(AM5) -1.751e+01 -24.237948
## Automatic 5-spd-Auto(AM5) -1.755e+01 -24.293509
## Automatic 6-spd-Auto(AM5) -1.558e+01 -22.333446
## Automatic 6spd-Auto(AM5) -5.200e+00 -27.516041
## Automatic 7-spd-Auto(AM5) -1.490e+01 -21.691016
## Automatic 8-spd-Auto(AM5) -1.356e+01 -20.664195
## Automatic 8spd-Auto(AM5) -1.545e+01 -28.037945
## Automatic 9-spd-Auto(AM5) -1.065e+01 -19.951359
## Manual 3-spd-Auto(AM5) -2.225e+01 -29.404073
## Manual 4-spd-Auto(AM5) -1.813e+01 -24.883643
## Manual 5-spd-Auto(AM5) -1.365e+01 -20.386497
## Manual 5 spd-Auto(AM5) -2.520e+01 -47.516041
## Manual 6-spd-Auto(AM5) -1.371e+01 -20.449876
## Manual 7-spd-Auto(AM5) -1.358e+01 -21.583564
## Manual(M7)-Auto(AM5) -1.320e+01 -35.516041
## Auto(AM7)-Auto(AM6) -9.805e+00 -13.473580
## Auto(AV-S6)-Auto(AM6) 1.376e+00 -1.995174
## Auto(AV-S7)-Auto(AM6) 7.960e+00 2.706894
## Auto(AV-S8)-Auto(AM6) -1.682e-01 -6.560545
## Auto(L3)-Auto(AM6) -1.171e+01 -26.951425
## Auto(L4)-Auto(AM6) -9.707e+00 -24.951425
## Automatic (A1)-Auto(AM6) 5.238e+01 48.343722
## Automatic (A6)-Auto(AM6) -7.707e+00 -18.625437
## Automatic (AM-S6)-Auto(AM6) 2.293e+00 -19.125558
## Automatic (AM-S7)-Auto(AM6) -1.371e+01 -28.951425
## Automatic (AM5)-Auto(AM6) 1.229e+01 -2.951425
## Automatic (AM6)-Auto(AM6) -1.071e+01 -32.125558
## Automatic (AV-S6)-Auto(AM6) -9.289e-01 -8.434889
## Automatic (AV)-Auto(AM6) 1.293e+00 -9.625437
## Automatic (S4)-Auto(AM6) -3.952e+00 -6.778638
## Automatic (S5)-Auto(AM6) -4.502e+00 -7.069353
## Automatic (S6)-Auto(AM6) -3.601e+00 -6.104622
## Automatic (S7)-Auto(AM6) -5.978e+00 -8.874812
## Automatic (S8)-Auto(AM6) -2.458e+00 -5.120403
## Automatic (S9)-Auto(AM6) -1.707e+00 -16.951425
## Automatic (variable gear ratios)-Auto(AM6) 1.936e+00 -0.682013
## Automatic 3-spd-Auto(AM6) -7.247e+00 -9.738033
## Automatic 4-spd-Auto(AM6) -7.013e+00 -9.478406
## Automatic 5-spd-Auto(AM6) -7.056e+00 -9.555309
## Automatic 6-spd-Auto(AM6) -5.082e+00 -7.618790
## Automatic 6spd-Auto(AM6) 5.293e+00 -16.125558
## Automatic 7-spd-Auto(AM6) -4.402e+00 -7.037150
## Automatic 8-spd-Auto(AM6) -3.070e+00 -6.414121
## Automatic 8spd-Auto(AM6) -4.957e+00 -15.875437
## Automatic 9-spd-Auto(AM6) -1.612e-01 -7.030996
## Manual 3-spd-Auto(AM6) -1.176e+01 -15.210582
## Manual 4-spd-Auto(AM6) -7.637e+00 -10.160589
## Manual 5-spd-Auto(AM6) -3.160e+00 -5.628957
## Manual 5 spd-Auto(AM6) -1.471e+01 -36.125558
## Manual 6-spd-Auto(AM6) -3.212e+00 -5.712839
## Manual 7-spd-Auto(AM6) -3.082e+00 -8.071685
## Manual(M7)-Auto(AM6) -2.707e+00 -24.125558
## Auto(AV-S6)-Auto(AM7) 1.118e+01 7.610264
## Auto(AV-S7)-Auto(AM7) 1.777e+01 12.381670
## Auto(AV-S8)-Auto(AM7) 9.637e+00 3.137021
## Auto(L3)-Auto(AM7) -1.902e+00 -17.191769
## Auto(L4)-Auto(AM7) 9.836e-02 -15.191769
## Automatic (A1)-Auto(AM7) 6.219e+01 57.980800
## Automatic (A6)-Auto(AM7) 2.098e+00 -8.883668
## Automatic (AM-S6)-Auto(AM7) 1.210e+01 -9.352847
## Automatic (AM-S7)-Auto(AM7) -3.902e+00 -19.191769
## Automatic (AM5)-Auto(AM7) 2.210e+01 6.808231
## Automatic (AM6)-Auto(AM7) -9.016e-01 -22.352847
## Automatic (AV-S6)-Auto(AM7) 8.876e+00 1.278412
## Automatic (AV)-Auto(AM7) 1.110e+01 0.116332
## Automatic (S4)-Auto(AM7) 5.853e+00 2.791090
## Automatic (S5)-Auto(AM7) 5.303e+00 2.478719
## Automatic (S6)-Auto(AM7) 6.204e+00 3.437544
## Automatic (S7)-Auto(AM7) 3.828e+00 0.700256
## Automatic (S8)-Auto(AM7) 7.347e+00 4.436062
## Automatic (S9)-Auto(AM7) 8.098e+00 -7.191769
## Automatic (variable gear ratios)-Auto(AM7) 1.174e+01 8.870585
## Automatic 3-spd-Auto(AM7) 2.558e+00 -0.197133
## Automatic 4-spd-Auto(AM7) 2.792e+00 0.060066
## Automatic 5-spd-Auto(AM7) 2.749e+00 -0.013579
## Automatic 6-spd-Auto(AM7) 4.723e+00 1.926474
## Automatic 6spd-Auto(AM7) 1.510e+01 -6.352847
## Automatic 7-spd-Auto(AM7) 5.403e+00 2.516948
## Automatic 8-spd-Auto(AM7) 6.735e+00 3.189794
## Automatic 8spd-Auto(AM7) 4.848e+00 -6.133668
## Automatic 9-spd-Auto(AM7) 9.644e+00 2.673927
## Manual 3-spd-Auto(AM7) -1.954e+00 -5.600708
## Manual 4-spd-Auto(AM7) 2.168e+00 -0.616578
## Manual 5-spd-Auto(AM7) 6.645e+00 3.909823
## Manual 5 spd-Auto(AM7) -4.902e+00 -26.352847
## Manual 6-spd-Auto(AM7) 6.593e+00 3.829068
## Manual 7-spd-Auto(AM7) 6.723e+00 1.596403
## Manual(M7)-Auto(AM7) 7.098e+00 -14.352847
## Auto(AV-S7)-Auto(AV-S6) 6.584e+00 1.399244
## Auto(AV-S8)-Auto(AV-S6) -1.544e+00 -7.880439
## Auto(L3)-Auto(AV-S6) -1.308e+01 -28.303801
## Auto(L4)-Auto(AV-S6) -1.108e+01 -26.303801
## Automatic (A1)-Auto(AV-S6) 5.101e+01 47.056893
## Automatic (A6)-Auto(AV-S6) -9.082e+00 -19.968554
## Automatic (AM-S6)-Auto(AV-S6) 9.176e-01 -20.484659
## Automatic (AM-S7)-Auto(AV-S6) -1.508e+01 -30.303801
## Automatic (AM5)-Auto(AV-S6) 1.092e+01 -4.303801
## Automatic (AM6)-Auto(AV-S6) -1.208e+01 -33.484659
## Automatic (AV-S6)-Auto(AV-S6) -2.305e+00 -9.763119
## Automatic (AV)-Auto(AV-S6) -8.235e-02 -10.968554
## Automatic (S4)-Auto(AV-S6) -5.328e+00 -8.025763
## Automatic (S5)-Auto(AV-S6) -5.878e+00 -8.302791
## Automatic (S6)-Auto(AV-S6) -4.976e+00 -7.334229
## Automatic (S7)-Auto(AV-S6) -7.353e+00 -10.125233
## Automatic (S8)-Auto(AV-S6) -3.834e+00 -6.359210
## Automatic (S9)-Auto(AV-S6) -3.082e+00 -18.303801
## Automatic (variable gear ratios)-Auto(AV-S6) 5.602e-01 -1.918356
## Automatic 3-spd-Auto(AV-S6) -8.623e+00 -10.966815
## Automatic 4-spd-Auto(AV-S6) -8.389e+00 -10.705597
## Automatic 5-spd-Auto(AV-S6) -8.432e+00 -10.784633
## Automatic 6-spd-Auto(AV-S6) -6.458e+00 -8.850411
## Automatic 6spd-Auto(AV-S6) 3.918e+00 -17.484659
## Automatic 7-spd-Auto(AV-S6) -5.778e+00 -8.274450
## Automatic 8-spd-Auto(AV-S6) -4.446e+00 -7.681874
## Automatic 8spd-Auto(AV-S6) -6.332e+00 -17.218554
## Automatic 9-spd-Auto(AV-S6) -1.537e+00 -8.354798
## Manual 3-spd-Auto(AV-S6) -1.313e+01 -16.481823
## Manual 4-spd-Auto(AV-S6) -9.013e+00 -11.391397
## Manual 5-spd-Auto(AV-S6) -4.536e+00 -6.856349
## Manual 5 spd-Auto(AV-S6) -1.608e+01 -37.484659
## Manual 6-spd-Auto(AV-S6) -4.587e+00 -6.942277
## Manual 7-spd-Auto(AV-S6) -4.457e+00 -9.375698
## Manual(M7)-Auto(AV-S6) -4.082e+00 -25.484659
## Auto(AV-S8)-Auto(AV-S7) -8.128e+00 -15.637151
## Auto(L3)-Auto(AV-S7) -1.967e+01 -35.412298
## Auto(L4)-Auto(AV-S7) -1.767e+01 -33.412298
## Automatic (A1)-Auto(AV-S7) 4.442e+01 38.780834
## Automatic (A6)-Auto(AV-S7) -1.567e+01 -27.274500
## Automatic (AM-S6)-Auto(AV-S7) -5.667e+00 -27.444893
## Automatic (AM-S7)-Auto(AV-S7) -2.167e+01 -37.412298
## Automatic (AM5)-Auto(AV-S7) 4.333e+00 -11.412298
## Automatic (AM6)-Auto(AV-S7) -1.867e+01 -40.444893
## Automatic (AV-S6)-Auto(AV-S7) -8.889e+00 -17.366052
## Automatic (AV)-Auto(AV-S7) -6.667e+00 -18.274500
## Automatic (S4)-Auto(AV-S7) -1.191e+01 -16.761080
## Automatic (S5)-Auto(AV-S7) -1.246e+01 -17.164510
## Automatic (S6)-Auto(AV-S7) -1.156e+01 -16.228928
## Automatic (S7)-Auto(AV-S7) -1.394e+01 -18.827967
## Automatic (S8)-Auto(AV-S7) -1.042e+01 -15.172990
## Automatic (S9)-Auto(AV-S7) -9.667e+00 -25.412298
## Automatic (variable gear ratios)-Auto(AV-S7) -6.024e+00 -10.754384
## Automatic 3-spd-Auto(AV-S7) -1.521e+01 -19.868498
## Automatic 4-spd-Auto(AV-S7) -1.497e+01 -19.620610
## Automatic 5-spd-Auto(AV-S7) -1.502e+01 -19.681735
## Automatic 6-spd-Auto(AV-S7) -1.304e+01 -17.727888
## Automatic 6spd-Auto(AV-S7) -2.667e+00 -24.444893
## Automatic 7-spd-Auto(AV-S7) -1.236e+01 -17.101885
## Automatic 8-spd-Auto(AV-S7) -1.103e+01 -16.197834
## Automatic 8spd-Auto(AV-S7) -1.292e+01 -24.524500
## Automatic 9-spd-Auto(AV-S7) -8.121e+00 -16.040567
## Manual 3-spd-Auto(AV-S7) -1.972e+01 -24.956776
## Manual 4-spd-Auto(AV-S7) -1.560e+01 -20.275858
## Manual 5-spd-Auto(AV-S7) -1.112e+01 -15.769678
## Manual 5 spd-Auto(AV-S7) -2.267e+01 -44.444893
## Manual 6-spd-Auto(AV-S7) -1.117e+01 -15.838407
## Manual 7-spd-Auto(AV-S7) -1.104e+01 -17.399539
## Manual(M7)-Auto(AV-S7) -1.067e+01 -32.444893
## Auto(L3)-Auto(AV-S8) -1.154e+01 -27.699891
## Auto(L4)-Auto(AV-S8) -9.538e+00 -25.699891
## Automatic (A1)-Auto(AV-S8) 5.255e+01 45.835681
## Automatic (A6)-Auto(AV-S8) -7.538e+00 -19.704344
## Automatic (AM-S6)-Auto(AV-S8) 2.462e+00 -19.619178
## Automatic (AM-S7)-Auto(AV-S8) -1.354e+01 -29.699891
## Automatic (AM5)-Auto(AV-S8) 1.246e+01 -3.699891
## Automatic (AM6)-Auto(AV-S8) -1.054e+01 -32.619178
## Automatic (AV-S6)-Auto(AV-S8) -7.607e-01 -9.987231
## Automatic (AV)-Auto(AV-S8) 1.462e+00 -10.704344
## Automatic (S4)-Auto(AV-S8) -3.784e+00 -9.848556
## Automatic (S5)-Auto(AV-S8) -4.334e+00 -10.281947
## Automatic (S6)-Auto(AV-S8) -3.433e+00 -9.353602
## Automatic (S7)-Auto(AV-S8) -5.809e+00 -11.907127
## Automatic (S8)-Auto(AV-S8) -2.290e+00 -8.279486
## Automatic (S9)-Auto(AV-S8) -1.538e+00 -17.699891
## Automatic (variable gear ratios)-Auto(AV-S8) 2.104e+00 -3.866020
## Automatic 3-spd-Auto(AV-S8) -7.079e+00 -12.994676
## Automatic 4-spd-Auto(AV-S8) -6.845e+00 -12.749627
## Automatic 5-spd-Auto(AV-S8) -6.888e+00 -12.806927
## Automatic 6-spd-Auto(AV-S8) -4.914e+00 -10.848811
## Automatic 6spd-Auto(AV-S8) 5.462e+00 -16.619178
## Automatic 7-spd-Auto(AV-S8) -4.234e+00 -10.211549
## Automatic 8-spd-Auto(AV-S8) -2.902e+00 -9.224302
## Automatic 8spd-Auto(AV-S8) -4.788e+00 -16.954344
## Automatic 9-spd-Auto(AV-S8) 6.993e-03 -8.709834
## Manual 3-spd-Auto(AV-S8) -1.159e+01 -17.970474
## Manual 4-spd-Auto(AV-S8) -7.469e+00 -13.398310
## Manual 5-spd-Auto(AV-S8) -2.992e+00 -8.898338
## Manual 5 spd-Auto(AV-S8) -1.454e+01 -36.619178
## Manual 6-spd-Auto(AV-S8) -3.044e+00 -8.963390
## Manual 7-spd-Auto(AV-S8) -2.913e+00 -10.240768
## Manual(M7)-Auto(AV-S8) -2.538e+00 -24.619178
## Auto(L4)-Auto(L3) 2.000e+00 -19.277511
## Automatic (A1)-Auto(L3) 6.409e+01 48.707294
## Automatic (A6)-Auto(L3) 4.000e+00 -14.426865
## Automatic (AM-S6)-Auto(L3) 1.400e+01 -12.059522
## Automatic (AM-S7)-Auto(L3) -2.000e+00 -23.277511
## Automatic (AM5)-Auto(L3) 2.400e+01 2.722489
## Automatic (AM6)-Auto(L3) 1.000e+00 -25.059522
## Automatic (AV-S6)-Auto(L3) 1.078e+01 -5.855617
## Automatic (AV)-Auto(L3) 1.300e+01 -5.426865
## Automatic (S4)-Auto(L3) 7.754e+00 -7.355874
## Automatic (S5)-Auto(L3) 7.205e+00 -7.859242
## Automatic (S6)-Auto(L3) 8.106e+00 -6.947343
## Automatic (S7)-Auto(L3) 5.729e+00 -9.394464
## Automatic (S8)-Auto(L3) 9.249e+00 -5.831584
## Automatic (S9)-Auto(L3) 1.000e+01 -11.277511
## Automatic (variable gear ratios)-Auto(L3) 1.364e+01 -1.430006
## Automatic 3-spd-Auto(L3) 4.459e+00 -10.591811
## Automatic 4-spd-Auto(L3) 4.694e+00 -10.353154
## Automatic 5-spd-Auto(L3) 4.651e+00 -10.401840
## Automatic 6-spd-Auto(L3) 6.625e+00 -8.434053
## Automatic 6spd-Auto(L3) 1.700e+01 -9.059522
## Automatic 7-spd-Auto(L3) 7.305e+00 -7.770984
## Automatic 8-spd-Auto(L3) 8.636e+00 -6.579119
## Automatic 8spd-Auto(L3) 6.750e+00 -11.676865
## Automatic 9-spd-Auto(L3) 1.155e+01 -4.810698
## Manual 3-spd-Auto(L3) -5.195e-02 -15.291563
## Manual 4-spd-Auto(L3) 4.069e+00 -10.987022
## Manual 5-spd-Auto(L3) 8.546e+00 -6.501064
## Manual 5 spd-Auto(L3) -3.000e+00 -29.059522
## Manual 6-spd-Auto(L3) 8.495e+00 -6.557829
## Manual 7-spd-Auto(L3) 8.625e+00 -7.034824
## Manual(M7)-Auto(L3) 9.000e+00 -17.059522
## Automatic (A1)-Auto(L4) 6.209e+01 46.707294
## Automatic (A6)-Auto(L4) 2.000e+00 -16.426865
## Automatic (AM-S6)-Auto(L4) 1.200e+01 -14.059522
## Automatic (AM-S7)-Auto(L4) -4.000e+00 -25.277511
## Automatic (AM5)-Auto(L4) 2.200e+01 0.722489
## Automatic (AM6)-Auto(L4) -1.000e+00 -27.059522
## Automatic (AV-S6)-Auto(L4) 8.778e+00 -7.855617
## Automatic (AV)-Auto(L4) 1.100e+01 -7.426865
## Automatic (S4)-Auto(L4) 5.754e+00 -9.355874
## Automatic (S5)-Auto(L4) 5.205e+00 -9.859242
## Automatic (S6)-Auto(L4) 6.106e+00 -8.947343
## Automatic (S7)-Auto(L4) 3.729e+00 -11.394464
## Automatic (S8)-Auto(L4) 7.249e+00 -7.831584
## Automatic (S9)-Auto(L4) 8.000e+00 -13.277511
## Automatic (variable gear ratios)-Auto(L4) 1.164e+01 -3.430006
## Automatic 3-spd-Auto(L4) 2.459e+00 -12.591811
## Automatic 4-spd-Auto(L4) 2.694e+00 -12.353154
## Automatic 5-spd-Auto(L4) 2.651e+00 -12.401840
## Automatic 6-spd-Auto(L4) 4.625e+00 -10.434053
## Automatic 6spd-Auto(L4) 1.500e+01 -11.059522
## Automatic 7-spd-Auto(L4) 5.305e+00 -9.770984
## Automatic 8-spd-Auto(L4) 6.636e+00 -8.579119
## Automatic 8spd-Auto(L4) 4.750e+00 -13.676865
## Automatic 9-spd-Auto(L4) 9.545e+00 -6.810698
## Manual 3-spd-Auto(L4) -2.052e+00 -17.291563
## Manual 4-spd-Auto(L4) 2.069e+00 -12.987022
## Manual 5-spd-Auto(L4) 6.546e+00 -8.501064
## Manual 5 spd-Auto(L4) -5.000e+00 -31.059522
## Manual 6-spd-Auto(L4) 6.495e+00 -8.557829
## Manual 7-spd-Auto(L4) 6.625e+00 -9.034824
## Manual(M7)-Auto(L4) 7.000e+00 -19.059522
## Automatic (A6)-Automatic (A1) -6.009e+01 -71.202727
## Automatic (AM-S6)-Automatic (A1) -5.009e+01 -71.608851
## Automatic (AM-S7)-Automatic (A1) -6.609e+01 -81.474524
## Automatic (AM5)-Automatic (A1) -4.009e+01 -55.474524
## Automatic (AM6)-Automatic (A1) -6.309e+01 -84.608851
## Automatic (AV-S6)-Automatic (A1) -5.331e+01 -61.097281
## Automatic (AV)-Automatic (A1) -5.109e+01 -62.202727
## Automatic (S4)-Automatic (A1) -5.634e+01 -59.835285
## Automatic (S5)-Automatic (A1) -5.689e+01 -60.179304
## Automatic (S6)-Automatic (A1) -5.599e+01 -59.228818
## Automatic (S7)-Automatic (A1) -5.836e+01 -61.918054
## Automatic (S8)-Automatic (A1) -5.484e+01 -58.209896
## Automatic (S9)-Automatic (A1) -5.409e+01 -69.474524
## Automatic (variable gear ratios)-Automatic (A1) -5.045e+01 -53.780964
## Automatic 3-spd-Automatic (A1) -5.963e+01 -62.865264
## Automatic 4-spd-Automatic (A1) -5.940e+01 -62.611445
## Automatic 5-spd-Automatic (A1) -5.944e+01 -62.680548
## Automatic 6-spd-Automatic (A1) -5.747e+01 -60.735530
## Automatic 6spd-Automatic (A1) -4.709e+01 -68.608851
## Automatic 7-spd-Automatic (A1) -5.679e+01 -60.132440
## Automatic 8-spd-Automatic (A1) -5.545e+01 -59.383166
## Automatic 8spd-Automatic (A1) -5.734e+01 -68.452727
## Automatic 9-spd-Automatic (A1) -5.255e+01 -59.718102
## Manual 3-spd-Automatic (A1) -6.414e+01 -68.163929
## Manual 4-spd-Automatic (A1) -6.002e+01 -63.280348
## Manual 5-spd-Automatic (A1) -5.554e+01 -58.761260
## Manual 5 spd-Automatic (A1) -6.709e+01 -88.608851
## Manual 6-spd-Automatic (A1) -5.560e+01 -58.837656
## Manual 7-spd-Automatic (A1) -5.547e+01 -60.865282
## Manual(M7)-Automatic (A1) -5.509e+01 -76.608851
## Automatic (AM-S6)-Automatic (A6) 1.000e+01 -13.788980
## Automatic (AM-S7)-Automatic (A6) -6.000e+00 -24.426865
## Automatic (AM5)-Automatic (A6) 2.000e+01 1.573135
## Automatic (AM6)-Automatic (A6) -3.000e+00 -26.788980
## Automatic (AV-S6)-Automatic (A6) 6.778e+00 -6.008415
## Automatic (AV)-Automatic (A6) 9.000e+00 -6.045472
## Automatic (S4)-Automatic (A6) 3.754e+00 -6.975766
## Automatic (S5)-Automatic (A6) 3.205e+00 -7.460142
## Automatic (S6)-Automatic (A6) 4.106e+00 -6.543825
## Automatic (S7)-Automatic (A6) 1.729e+00 -9.019838
## Automatic (S8)-Automatic (A6) 5.249e+00 -5.439286
## Automatic (S9)-Automatic (A6) 6.000e+00 -12.426865
## Automatic (variable gear ratios)-Automatic (A6) 9.643e+00 -1.034494
## Automatic 3-spd-Automatic (A6) 4.592e-01 -10.187384
## Automatic 4-spd-Automatic (A6) 6.937e-01 -9.947016
## Automatic 5-spd-Automatic (A6) 6.506e-01 -9.998008
## Automatic 6-spd-Automatic (A6) 2.625e+00 -8.032816
## Automatic 6spd-Automatic (A6) 1.300e+01 -10.788980
## Automatic 7-spd-Automatic (A6) 3.305e+00 -7.376701
## Automatic 8-spd-Automatic (A6) 4.636e+00 -6.241495
## Automatic 8spd-Automatic (A6) 2.750e+00 -12.295472
## Automatic 9-spd-Automatic (A6) 7.545e+00 -4.877935
## Manual 3-spd-Automatic (A6) -4.052e+00 -14.963536
## Manual 4-spd-Automatic (A6) 6.944e-02 -10.584853
## Manual 5-spd-Automatic (A6) 4.546e+00 -6.095140
## Manual 5 spd-Automatic (A6) -7.000e+00 -30.788980
## Manual 6-spd-Automatic (A6) 4.495e+00 -6.154124
## Manual 7-spd-Automatic (A6) 4.625e+00 -6.866169
## Manual(M7)-Automatic (A6) 5.000e+00 -18.788980
## Automatic (AM-S7)-Automatic (AM-S6) -1.600e+01 -42.059522
## Automatic (AM5)-Automatic (AM-S6) 1.000e+01 -16.059522
## Automatic (AM6)-Automatic (AM-S6) -1.300e+01 -43.090944
## Automatic (AV-S6)-Automatic (AM-S6) -3.222e+00 -25.650688
## Automatic (AV)-Automatic (AM-S6) -1.000e+00 -24.788980
## Automatic (S4)-Automatic (AM-S6) -6.246e+00 -27.569008
## Automatic (S5)-Automatic (AM-S6) -6.795e+00 -28.085887
## Automatic (S6)-Automatic (AM-S6) -5.894e+00 -27.177119
## Automatic (S7)-Automatic (AM-S6) -8.271e+00 -29.603682
## Automatic (S8)-Automatic (AM-S6) -4.751e+00 -26.053400
## Automatic (S9)-Automatic (AM-S6) -4.000e+00 -30.059522
## Automatic (variable gear ratios)-Automatic (AM-S6) -3.574e-01 -21.654106
## Automatic 3-spd-Automatic (AM-S6) -9.541e+00 -30.822230
## Automatic 4-spd-Automatic (AM-S6) -9.306e+00 -30.584784
## Automatic 5-spd-Automatic (AM-S6) -9.349e+00 -30.631838
## Automatic 6-spd-Automatic (AM-S6) -7.375e+00 -28.662212
## Automatic 6spd-Automatic (AM-S6) 3.000e+00 -27.090944
## Automatic 7-spd-Automatic (AM-S6) -6.695e+00 -27.994211
## Automatic 8-spd-Automatic (AM-S6) -5.364e+00 -26.761700
## Automatic 8spd-Automatic (AM-S6) -7.250e+00 -31.038980
## Automatic 9-spd-Automatic (AM-S6) -2.455e+00 -24.678180
## Manual 3-spd-Automatic (AM-S6) -1.405e+01 -35.467179
## Manual 4-spd-Automatic (AM-S6) -9.931e+00 -31.215842
## Manual 5-spd-Automatic (AM-S6) -5.454e+00 -26.732542
## Manual 5 spd-Automatic (AM-S6) -1.700e+01 -47.090944
## Manual 6-spd-Automatic (AM-S6) -5.505e+00 -26.787737
## Manual 7-spd-Automatic (AM-S6) -5.375e+00 -27.091268
## Manual(M7)-Automatic (AM-S6) -5.000e+00 -35.090944
## Automatic (AM5)-Automatic (AM-S7) 2.600e+01 4.722489
## Automatic (AM6)-Automatic (AM-S7) 3.000e+00 -23.059522
## Automatic (AV-S6)-Automatic (AM-S7) 1.278e+01 -3.855617
## Automatic (AV)-Automatic (AM-S7) 1.500e+01 -3.426865
## Automatic (S4)-Automatic (AM-S7) 9.754e+00 -5.355874
## Automatic (S5)-Automatic (AM-S7) 9.205e+00 -5.859242
## Automatic (S6)-Automatic (AM-S7) 1.011e+01 -4.947343
## Automatic (S7)-Automatic (AM-S7) 7.729e+00 -7.394464
## Automatic (S8)-Automatic (AM-S7) 1.125e+01 -3.831584
## Automatic (S9)-Automatic (AM-S7) 1.200e+01 -9.277511
## Automatic (variable gear ratios)-Automatic (AM-S7) 1.564e+01 0.569994
## Automatic 3-spd-Automatic (AM-S7) 6.459e+00 -8.591811
## Automatic 4-spd-Automatic (AM-S7) 6.694e+00 -8.353154
## Automatic 5-spd-Automatic (AM-S7) 6.651e+00 -8.401840
## Automatic 6-spd-Automatic (AM-S7) 8.625e+00 -6.434053
## Automatic 6spd-Automatic (AM-S7) 1.900e+01 -7.059522
## Automatic 7-spd-Automatic (AM-S7) 9.305e+00 -5.770984
## Automatic 8-spd-Automatic (AM-S7) 1.064e+01 -4.579119
## Automatic 8spd-Automatic (AM-S7) 8.750e+00 -9.676865
## Automatic 9-spd-Automatic (AM-S7) 1.355e+01 -2.810698
## Manual 3-spd-Automatic (AM-S7) 1.948e+00 -13.291563
## Manual 4-spd-Automatic (AM-S7) 6.069e+00 -8.987022
## Manual 5-spd-Automatic (AM-S7) 1.055e+01 -4.501064
## Manual 5 spd-Automatic (AM-S7) -1.000e+00 -27.059522
## Manual 6-spd-Automatic (AM-S7) 1.049e+01 -4.557829
## Manual 7-spd-Automatic (AM-S7) 1.062e+01 -5.034824
## Manual(M7)-Automatic (AM-S7) 1.100e+01 -15.059522
## Automatic (AM6)-Automatic (AM5) -2.300e+01 -49.059522
## Automatic (AV-S6)-Automatic (AM5) -1.322e+01 -29.855617
## Automatic (AV)-Automatic (AM5) -1.100e+01 -29.426865
## Automatic (S4)-Automatic (AM5) -1.625e+01 -31.355874
## Automatic (S5)-Automatic (AM5) -1.680e+01 -31.859242
## Automatic (S6)-Automatic (AM5) -1.589e+01 -30.947343
## Automatic (S7)-Automatic (AM5) -1.827e+01 -33.394464
## Automatic (S8)-Automatic (AM5) -1.475e+01 -29.831584
## Automatic (S9)-Automatic (AM5) -1.400e+01 -35.277511
## Automatic (variable gear ratios)-Automatic (AM5) -1.036e+01 -25.430006
## Automatic 3-spd-Automatic (AM5) -1.954e+01 -34.591811
## Automatic 4-spd-Automatic (AM5) -1.931e+01 -34.353154
## Automatic 5-spd-Automatic (AM5) -1.935e+01 -34.401840
## Automatic 6-spd-Automatic (AM5) -1.738e+01 -32.434053
## Automatic 6spd-Automatic (AM5) -7.000e+00 -33.059522
## Automatic 7-spd-Automatic (AM5) -1.670e+01 -31.770984
## Automatic 8-spd-Automatic (AM5) -1.536e+01 -30.579119
## Automatic 8spd-Automatic (AM5) -1.725e+01 -35.676865
## Automatic 9-spd-Automatic (AM5) -1.245e+01 -28.810698
## Manual 3-spd-Automatic (AM5) -2.405e+01 -39.291563
## Manual 4-spd-Automatic (AM5) -1.993e+01 -34.987022
## Manual 5-spd-Automatic (AM5) -1.545e+01 -30.501064
## Manual 5 spd-Automatic (AM5) -2.700e+01 -53.059522
## Manual 6-spd-Automatic (AM5) -1.551e+01 -30.557829
## Manual 7-spd-Automatic (AM5) -1.538e+01 -31.034824
## Manual(M7)-Automatic (AM5) -1.500e+01 -41.059522
## Automatic (AV-S6)-Automatic (AM6) 9.778e+00 -12.650688
## Automatic (AV)-Automatic (AM6) 1.200e+01 -11.788980
## Automatic (S4)-Automatic (AM6) 6.754e+00 -14.569008
## Automatic (S5)-Automatic (AM6) 6.205e+00 -15.085887
## Automatic (S6)-Automatic (AM6) 7.106e+00 -14.177119
## Automatic (S7)-Automatic (AM6) 4.729e+00 -16.603682
## Automatic (S8)-Automatic (AM6) 8.249e+00 -13.053400
## Automatic (S9)-Automatic (AM6) 9.000e+00 -17.059522
## Automatic (variable gear ratios)-Automatic (AM6) 1.264e+01 -8.654106
## Automatic 3-spd-Automatic (AM6) 3.459e+00 -17.822230
## Automatic 4-spd-Automatic (AM6) 3.694e+00 -17.584784
## Automatic 5-spd-Automatic (AM6) 3.651e+00 -17.631838
## Automatic 6-spd-Automatic (AM6) 5.625e+00 -15.662212
## Automatic 6spd-Automatic (AM6) 1.600e+01 -14.090944
## Automatic 7-spd-Automatic (AM6) 6.305e+00 -14.994211
## Automatic 8-spd-Automatic (AM6) 7.636e+00 -13.761700
## Automatic 8spd-Automatic (AM6) 5.750e+00 -18.038980
## Automatic 9-spd-Automatic (AM6) 1.055e+01 -11.678180
## Manual 3-spd-Automatic (AM6) -1.052e+00 -22.467179
## Manual 4-spd-Automatic (AM6) 3.069e+00 -18.215842
## Manual 5-spd-Automatic (AM6) 7.546e+00 -13.732542
## Manual 5 spd-Automatic (AM6) -4.000e+00 -34.090944
## Manual 6-spd-Automatic (AM6) 7.495e+00 -13.787737
## Manual 7-spd-Automatic (AM6) 7.625e+00 -14.091268
## Manual(M7)-Automatic (AM6) 8.000e+00 -22.090944
## Automatic (AV)-Automatic (AV-S6) 2.222e+00 -10.563970
## Automatic (S4)-Automatic (AV-S6) -3.023e+00 -10.252232
## Automatic (S5)-Automatic (AV-S6) -3.573e+00 -10.704630
## Automatic (S6)-Automatic (AV-S6) -2.672e+00 -9.780805
## Automatic (S7)-Automatic (AV-S6) -5.049e+00 -12.305442
## Automatic (S8)-Automatic (AV-S6) -1.529e+00 -8.695284
## Automatic (S9)-Automatic (AV-S6) -7.778e-01 -17.411173
## Automatic (variable gear ratios)-Automatic (AV-S6) 2.865e+00 -4.285061
## Automatic 3-spd-Automatic (AV-S6) -6.319e+00 -13.422814
## Automatic 4-spd-Automatic (AV-S6) -6.084e+00 -13.179529
## Automatic 5-spd-Automatic (AV-S6) -6.127e+00 -13.234453
## Automatic 6-spd-Automatic (AV-S6) -4.153e+00 -11.273676
## Automatic 6spd-Automatic (AV-S6) 6.222e+00 -16.206243
## Automatic 7-spd-Automatic (AV-S6) -3.473e+00 -10.629347
## Automatic 8-spd-Automatic (AV-S6) -2.141e+00 -9.587775
## Automatic 8spd-Automatic (AV-S6) -4.028e+00 -16.813970
## Automatic 9-spd-Automatic (AV-S6) 7.677e-01 -8.795853
## Manual 3-spd-Automatic (AV-S6) -1.083e+01 -18.325274
## Manual 4-spd-Automatic (AV-S6) -6.708e+00 -13.824129
## Manual 5-spd-Automatic (AV-S6) -2.231e+00 -9.328020
## Manual 5 spd-Automatic (AV-S6) -1.378e+01 -36.206243
## Manual 6-spd-Automatic (AV-S6) -2.283e+00 -9.390785
## Manual 7-spd-Automatic (AV-S6) -2.153e+00 -10.469475
## Manual(M7)-Automatic (AV-S6) -1.778e+00 -24.206243
## Automatic (S4)-Automatic (AV) -5.246e+00 -15.975766
## Automatic (S5)-Automatic (AV) -5.795e+00 -16.460142
## Automatic (S6)-Automatic (AV) -4.894e+00 -15.543825
## Automatic (S7)-Automatic (AV) -7.271e+00 -18.019838
## Automatic (S8)-Automatic (AV) -3.751e+00 -14.439286
## Automatic (S9)-Automatic (AV) -3.000e+00 -21.426865
## Automatic (variable gear ratios)-Automatic (AV) 6.426e-01 -10.034494
## Automatic 3-spd-Automatic (AV) -8.541e+00 -19.187384
## Automatic 4-spd-Automatic (AV) -8.306e+00 -18.947016
## Automatic 5-spd-Automatic (AV) -8.349e+00 -18.998008
## Automatic 6-spd-Automatic (AV) -6.375e+00 -17.032816
## Automatic 6spd-Automatic (AV) 4.000e+00 -19.788980
## Automatic 7-spd-Automatic (AV) -5.695e+00 -16.376701
## Automatic 8-spd-Automatic (AV) -4.364e+00 -15.241495
## Automatic 8spd-Automatic (AV) -6.250e+00 -21.295472
## Automatic 9-spd-Automatic (AV) -1.455e+00 -13.877935
## Manual 3-spd-Automatic (AV) -1.305e+01 -23.963536
## Manual 4-spd-Automatic (AV) -8.931e+00 -19.584853
## Manual 5-spd-Automatic (AV) -4.454e+00 -15.095140
## Manual 5 spd-Automatic (AV) -1.600e+01 -39.788980
## Manual 6-spd-Automatic (AV) -4.505e+00 -15.154124
## Manual 7-spd-Automatic (AV) -4.375e+00 -15.866169
## Manual(M7)-Automatic (AV) -4.000e+00 -27.788980
## Automatic (S5)-Automatic (S4) -5.497e-01 -2.132768
## Automatic (S6)-Automatic (S4) 3.515e-01 -1.126316
## Automatic (S7)-Automatic (S4) -2.025e+00 -4.101057
## Automatic (S8)-Automatic (S4) 1.495e+00 -0.238765
## Automatic (S9)-Automatic (S4) 2.246e+00 -12.864494
## Automatic (variable gear ratios)-Automatic (S4) 5.888e+00 4.224366
## Automatic 3-spd-Automatic (S4) -3.295e+00 -4.750413
## Automatic 4-spd-Automatic (S4) -3.061e+00 -4.472497
## Automatic 5-spd-Automatic (S4) -3.104e+00 -4.573819
## Automatic 6-spd-Automatic (S4) -1.130e+00 -2.662715
## Automatic 6spd-Automatic (S4) 9.246e+00 -12.077628
## Automatic 7-spd-Automatic (S4) -4.497e-01 -2.140474
## Automatic 8-spd-Automatic (S4) 8.821e-01 -1.781801
## Automatic 8spd-Automatic (S4) -1.004e+00 -11.734387
## Automatic 9-spd-Automatic (S4) 3.791e+00 -2.774595
## Manual 3-spd-Automatic (S4) -7.806e+00 -10.604664
## Manual 4-spd-Automatic (S4) -3.685e+00 -5.195620
## Manual 5-spd-Automatic (S4) 7.920e-01 -0.625397
## Manual 5 spd-Automatic (S4) -1.075e+01 -32.077628
## Manual 6-spd-Automatic (S4) 7.406e-01 -0.732639
## Manual 7-spd-Automatic (S4) 8.707e-01 -3.691688
## Manual(M7)-Automatic (S4) 1.246e+00 -20.077628
## Automatic (S6)-Automatic (S5) 9.012e-01 0.013808
## Automatic (S7)-Automatic (S5) -1.475e+00 -3.182183
## Automatic (S8)-Automatic (S5) 2.044e+00 0.776235
## Automatic (S9)-Automatic (S5) 2.795e+00 -12.268556
## Automatic (variable gear ratios)-Automatic (S5) 6.438e+00 5.266607
## Automatic 3-spd-Automatic (S5) -2.745e+00 -3.594739
## Automatic 4-spd-Automatic (S5) -2.511e+00 -3.283504
## Automatic 5-spd-Automatic (S5) -2.554e+00 -3.428475
## Automatic 6-spd-Automatic (S5) -5.800e-01 -1.556564
## Automatic 6spd-Automatic (S5) 9.795e+00 -11.495201
## Automatic 7-spd-Automatic (S5) 9.995e-02 -1.109220
## Automatic 8-spd-Automatic (S5) 1.432e+00 -0.955657
## Automatic 8spd-Automatic (S5) -4.547e-01 -11.119456
## Automatic 9-spd-Automatic (S5) 4.341e+00 -2.117710
## Manual 3-spd-Automatic (S5) -7.257e+00 -9.793229
## Manual 4-spd-Automatic (S5) -3.135e+00 -4.076363
## Manual 5-spd-Automatic (S5) 1.342e+00 0.559084
## Manual 5 spd-Automatic (S5) -1.020e+01 -31.495201
## Manual 6-spd-Automatic (S5) 1.290e+00 0.410577
## Manual 7-spd-Automatic (S5) 1.420e+00 -2.986319
## Manual(M7)-Automatic (S5) 1.795e+00 -19.495201
## Automatic (S7)-Automatic (S6) -2.377e+00 -3.986235
## Automatic (S8)-Automatic (S6) 1.143e+00 0.009174
## Automatic (S9)-Automatic (S6) 1.894e+00 -13.159060
## Automatic (variable gear ratios)-Automatic (S6) 5.537e+00 4.512117
## Automatic 3-spd-Automatic (S6) -3.647e+00 -4.278405
## Automatic 4-spd-Automatic (S6) -3.412e+00 -3.936243
## Automatic 5-spd-Automatic (S6) -3.455e+00 -4.120418
## Automatic 6-spd-Automatic (S6) -1.481e+00 -2.275878
## Automatic 6spd-Automatic (S6) 8.894e+00 -12.388835
## Automatic 7-spd-Automatic (S6) -8.012e-01 -1.868923
## Automatic 8-spd-Automatic (S6) 5.305e-01 -1.788403
## Automatic 8spd-Automatic (S6) -1.356e+00 -12.005542
## Automatic 9-spd-Automatic (S6) 3.440e+00 -2.993921
## Manual 3-spd-Automatic (S6) -8.158e+00 -10.630111
## Manual 4-spd-Automatic (S6) -4.036e+00 -4.787142
## Manual 5-spd-Automatic (S6) 4.405e-01 -0.098296
## Manual 5 spd-Automatic (S6) -1.111e+01 -32.388835
## Manual 6-spd-Automatic (S6) 3.891e-01 -0.283007
## Manual 7-spd-Automatic (S6) 5.191e-01 -3.850812
## Manual(M7)-Automatic (S6) 8.941e-01 -20.388835
## Automatic (S8)-Automatic (S7) 3.520e+00 1.672822
## Automatic (S9)-Automatic (S7) 4.271e+00 -10.852798
## Automatic (variable gear ratios)-Automatic (S7) 7.913e+00 6.131527
## Automatic 3-spd-Automatic (S7) -1.270e+00 -2.858820
## Automatic 4-spd-Automatic (S7) -1.035e+00 -2.584650
## Automatic 5-spd-Automatic (S7) -1.079e+00 -2.680992
## Automatic 6-spd-Automatic (S7) 8.955e-01 -0.764878
## Automatic 6spd-Automatic (S7) 1.127e+01 -10.062015
## Automatic 7-spd-Automatic (S7) 1.575e+00 -0.231561
## Automatic 8-spd-Automatic (S7) 2.907e+00 0.168097
## Automatic 8spd-Automatic (S7) 1.021e+00 -9.728171
## Automatic 9-spd-Automatic (S7) 5.816e+00 -0.780338
## Manual 3-spd-Automatic (S7) -5.781e+00 -8.651241
## Manual 4-spd-Automatic (S7) -1.660e+00 -3.299517
## Manual 5-spd-Automatic (S7) 2.817e+00 1.262937
## Manual 5 spd-Automatic (S7) -8.729e+00 -30.062015
## Manual 6-spd-Automatic (S7) 2.766e+00 1.160447
## Manual 7-spd-Automatic (S7) 2.896e+00 -1.710883
## Manual(M7)-Automatic (S7) 3.271e+00 -18.062015
## Automatic (S9)-Automatic (S8) 7.512e-01 -14.329258
## Automatic (variable gear ratios)-Automatic (S8) 4.394e+00 3.026256
## Automatic 3-spd-Automatic (S8) -4.790e+00 -5.893871
## Automatic 4-spd-Automatic (S8) -4.555e+00 -5.601497
## Automatic 5-spd-Automatic (S8) -4.598e+00 -5.721916
## Automatic 6-spd-Automatic (S8) -2.624e+00 -3.829053
## Automatic 6spd-Automatic (S8) 7.751e+00 -13.551075
## Automatic 7-spd-Automatic (S8) -1.944e+00 -3.344280
## Automatic 8-spd-Automatic (S8) -6.125e-01 -3.101962
## Automatic 8spd-Automatic (S8) -2.499e+00 -13.186961
## Automatic 9-spd-Automatic (S8) 2.297e+00 -4.200333
## Manual 3-spd-Automatic (S8) -9.301e+00 -11.933751
## Manual 4-spd-Automatic (S8) -5.179e+00 -6.355748
## Manual 5-spd-Automatic (S8) -7.025e-01 -1.756308
## Manual 5 spd-Automatic (S8) -1.225e+01 -33.551075
## Manual 6-spd-Automatic (S8) -7.539e-01 -1.881700
## Manual 7-spd-Automatic (S8) -6.238e-01 -5.086652
## Manual(M7)-Automatic (S8) -2.488e-01 -21.551075
## Automatic (variable gear ratios)-Automatic (S9) 3.643e+00 -11.430006
## Automatic 3-spd-Automatic (S9) -5.541e+00 -20.591811
## Automatic 4-spd-Automatic (S9) -5.306e+00 -20.353154
## Automatic 5-spd-Automatic (S9) -5.349e+00 -20.401840
## Automatic 6-spd-Automatic (S9) -3.375e+00 -18.434053
## Automatic 6spd-Automatic (S9) 7.000e+00 -19.059522
## Automatic 7-spd-Automatic (S9) -2.695e+00 -17.770984
## Automatic 8-spd-Automatic (S9) -1.364e+00 -16.579119
## Automatic 8spd-Automatic (S9) -3.250e+00 -21.676865
## Automatic 9-spd-Automatic (S9) 1.545e+00 -14.810698
## Manual 3-spd-Automatic (S9) -1.005e+01 -25.291563
## Manual 4-spd-Automatic (S9) -5.931e+00 -20.987022
## Manual 5-spd-Automatic (S9) -1.454e+00 -16.501064
## Manual 5 spd-Automatic (S9) -1.300e+01 -39.059522
## Manual 6-spd-Automatic (S9) -1.505e+00 -16.557829
## Manual 7-spd-Automatic (S9) -1.375e+00 -17.034824
## Manual(M7)-Automatic (S9) -1.000e+00 -27.059522
## Automatic 3-spd-Automatic (variable gear ratios) -9.183e+00 -10.175201
## Automatic 4-spd-Automatic (variable gear ratios) -8.949e+00 -9.875836
## Automatic 5-spd-Automatic (variable gear ratios) -8.992e+00 -10.005407
## Automatic 6-spd-Automatic (variable gear ratios) -7.018e+00 -8.120694
## Automatic 6spd-Automatic (variable gear ratios) 3.357e+00 -17.939305
## Automatic 7-spd-Automatic (variable gear ratios) -6.338e+00 -7.651187
## Automatic 8-spd-Automatic (variable gear ratios) -5.006e+00 -7.447935
## Automatic 8spd-Automatic (variable gear ratios) -6.893e+00 -17.569693
## Automatic 9-spd-Automatic (variable gear ratios) -2.097e+00 -8.575933
## Manual 3-spd-Automatic (variable gear ratios) -1.369e+01 -16.282374
## Manual 4-spd-Automatic (variable gear ratios) -9.573e+00 -10.644673
## Manual 5-spd-Automatic (variable gear ratios) -5.096e+00 -6.031596
## Manual 5 spd-Automatic (variable gear ratios) -1.664e+01 -37.939305
## Manual 6-spd-Automatic (variable gear ratios) -5.148e+00 -6.165636
## Manual 7-spd-Automatic (variable gear ratios) -5.018e+00 -9.453933
## Manual(M7)-Automatic (variable gear ratios) -4.643e+00 -25.939305
## Automatic 4-spd-Automatic 3-spd 2.345e-01 -0.222071
## Automatic 5-spd-Automatic 3-spd 1.914e-01 -0.421971
## Automatic 6-spd-Automatic 3-spd 2.165e+00 1.413595
## Automatic 6spd-Automatic 3-spd 1.254e+01 -8.740613
## Automatic 7-spd-Automatic 3-spd 2.845e+00 1.809211
## Automatic 8-spd-Automatic 3-spd 4.177e+00 1.872583
## Automatic 8spd-Automatic 3-spd 2.291e+00 -8.355766
## Automatic 9-spd-Automatic 3-spd 7.086e+00 0.657893
## Manual 3-spd-Automatic 3-spd -4.511e+00 -6.970019
## Manual 4-spd-Automatic 3-spd -3.897e-01 -1.095006
## Manual 5-spd-Automatic 3-spd 4.087e+00 3.613781
## Manual 5 spd-Automatic 3-spd -7.459e+00 -28.740613
## Manual 6-spd-Automatic 3-spd 4.036e+00 3.414863
## Manual 7-spd-Automatic 3-spd 4.166e+00 -0.196564
## Manual(M7)-Automatic 3-spd 4.541e+00 -16.740613
## Automatic 5-spd-Automatic 4-spd -4.311e-02 -0.544934
## Automatic 6-spd-Automatic 4-spd 1.931e+00 1.266940
## Automatic 6spd-Automatic 4-spd 1.231e+01 -8.972213
## Automatic 7-spd-Automatic 4-spd 2.611e+00 1.636568
## Automatic 8-spd-Automatic 4-spd 3.943e+00 1.665212
## Automatic 8spd-Automatic 4-spd 2.056e+00 -8.584445
## Automatic 9-spd-Automatic 4-spd 6.852e+00 0.433054
## Manual 3-spd-Automatic 4-spd -4.746e+00 -7.179112
## Manual 4-spd-Automatic 4-spd -6.243e-01 -1.234989
## Manual 5-spd-Automatic 4-spd 3.853e+00 3.536939
## Manual 5 spd-Automatic 4-spd -7.694e+00 -28.972213
## Manual 6-spd-Automatic 4-spd 3.801e+00 3.290264
## Manual 7-spd-Automatic 4-spd 3.931e+00 -0.416804
## Manual(M7)-Automatic 4-spd 4.306e+00 -16.972213
## Automatic 6-spd-Automatic 5-spd 1.974e+00 1.193890
## Automatic 6spd-Automatic 5-spd 1.235e+01 -8.933042
## Automatic 7-spd-Automatic 5-spd 2.654e+00 1.597090
## Automatic 8-spd-Automatic 5-spd 3.986e+00 1.671786
## Automatic 8spd-Automatic 5-spd 2.099e+00 -8.549213
## Automatic 9-spd-Automatic 5-spd 6.895e+00 0.463111
## Manual 3-spd-Automatic 5-spd -4.703e+00 -7.170229
## Manual 4-spd-Automatic 5-spd -5.812e-01 -1.316506
## Manual 5-spd-Automatic 5-spd 3.896e+00 3.378606
## Manual 5 spd-Automatic 5-spd -7.651e+00 -28.933042
## Manual 6-spd-Automatic 5-spd 3.844e+00 3.189473
## Manual 7-spd-Automatic 5-spd 3.974e+00 -0.392941
## Manual(M7)-Automatic 5-spd 4.349e+00 -16.933042
## Automatic 6spd-Automatic 6-spd 1.038e+01 -10.911551
## Automatic 7-spd-Automatic 6-spd 6.799e-01 -0.462935
## Automatic 8-spd-Automatic 6-spd 2.012e+00 -0.342785
## Automatic 8spd-Automatic 6-spd 1.253e-01 -10.532155
## Automatic 9-spd-Automatic 6-spd 4.921e+00 -1.525639
## Manual 3-spd-Automatic 6-spd -6.677e+00 -9.182316
## Manual 4-spd-Automatic 6-spd -2.555e+00 -3.409525
## Manual 5-spd-Automatic 6-spd 1.922e+00 1.246007
## Manual 5 spd-Automatic 6-spd -9.625e+00 -30.911551
## Manual 6-spd-Automatic 6-spd 1.870e+00 1.084177
## Manual 7-spd-Automatic 6-spd 2.000e+00 -2.388603
## Manual(M7)-Automatic 6-spd 2.375e+00 -18.911551
## Automatic 7-spd-Automatic 6spd -9.695e+00 -30.994211
## Automatic 8-spd-Automatic 6spd -8.364e+00 -29.761700
## Automatic 8spd-Automatic 6spd -1.025e+01 -34.038980
## Automatic 9-spd-Automatic 6spd -5.455e+00 -27.678180
## Manual 3-spd-Automatic 6spd -1.705e+01 -38.467179
## Manual 4-spd-Automatic 6spd -1.293e+01 -34.215842
## Manual 5-spd-Automatic 6spd -8.454e+00 -29.732542
## Manual 5 spd-Automatic 6spd -2.000e+01 -50.090944
## Manual 6-spd-Automatic 6spd -8.505e+00 -29.787737
## Manual 7-spd-Automatic 6spd -8.375e+00 -30.091268
## Manual(M7)-Automatic 6spd -8.000e+00 -38.090944
## Automatic 8-spd-Automatic 7-spd 1.332e+00 -1.128320
## Automatic 8spd-Automatic 7-spd -5.546e-01 -11.235920
## Automatic 9-spd-Automatic 7-spd 4.241e+00 -2.244891
## Manual 3-spd-Automatic 7-spd -7.357e+00 -9.961729
## Manual 4-spd-Automatic 7-spd -3.235e+00 -4.347920
## Manual 5-spd-Automatic 7-spd 1.242e+00 0.259423
## Manual 5 spd-Automatic 7-spd -1.030e+01 -31.603429
## Manual 6-spd-Automatic 7-spd 1.190e+00 0.129034
## Manual 7-spd-Automatic 7-spd 1.320e+00 -3.126083
## Manual(M7)-Automatic 7-spd 1.695e+00 -19.603429
## Automatic 8spd-Automatic 8-spd -1.886e+00 -12.764222
## Automatic 9-spd-Automatic 8-spd 2.909e+00 -3.895480
## Manual 3-spd-Automatic 8-spd -8.688e+00 -12.008602
## Manual 4-spd-Automatic 8-spd -4.567e+00 -6.906926
## Manual 5-spd-Automatic 8-spd -9.004e-02 -2.370897
## Manual 5 spd-Automatic 8-spd -1.164e+01 -33.034428
## Manual 6-spd-Automatic 8-spd -1.414e-01 -2.457413
## Manual 7-spd-Automatic 8-spd -1.136e-02 -4.911215
## Manual(M7)-Automatic 8-spd 3.636e-01 -21.034428
## Automatic 9-spd-Automatic 8spd 4.795e+00 -7.627935
## Manual 3-spd-Automatic 8spd -6.802e+00 -17.713536
## Manual 4-spd-Automatic 8spd -2.681e+00 -13.334853
## Manual 5-spd-Automatic 8spd 1.796e+00 -8.845140
## Manual 5 spd-Automatic 8spd -9.750e+00 -33.538980
## Manual 6-spd-Automatic 8spd 1.745e+00 -8.904124
## Manual 7-spd-Automatic 8spd 1.875e+00 -9.616169
## Manual(M7)-Automatic 8spd 2.250e+00 -21.538980
## Manual 3-spd-Automatic 9-spd -1.160e+01 -18.455765
## Manual 4-spd-Automatic 9-spd -7.476e+00 -13.917162
## Manual 5-spd-Automatic 9-spd -2.999e+00 -9.419032
## Manual 5 spd-Automatic 9-spd -1.455e+01 -36.769090
## Manual 6-spd-Automatic 9-spd -3.051e+00 -9.482993
## Manual 7-spd-Automatic 9-spd -2.920e+00 -10.667799
## Manual(M7)-Automatic 9-spd -2.545e+00 -24.769090
## Manual 4-spd-Manual 3-spd 4.121e+00 1.629288
## Manual 5-spd-Manual 3-spd 8.598e+00 6.161622
## Manual 5 spd-Manual 3-spd -2.948e+00 -24.363282
## Manual 6-spd-Manual 3-spd 8.547e+00 6.077319
## Manual 7-spd-Manual 3-spd 8.677e+00 3.702665
## Manual(M7)-Manual 3-spd 9.052e+00 -12.363282
## Manual 5-spd-Manual 4-spd 4.477e+00 3.853533
## Manual 5 spd-Manual 4-spd -7.069e+00 -28.354730
## Manual 6-spd-Manual 4-spd 4.425e+00 3.683874
## Manual 7-spd-Manual 4-spd 4.556e+00 0.174369
## Manual(M7)-Manual 4-spd 4.931e+00 -16.354730
## Manual 5 spd-Manual 5-spd -1.155e+01 -32.825187
## Manual 6-spd-Manual 5-spd -5.140e-02 -0.577371
## Manual 7-spd-Manual 5-spd 7.868e-02 -4.271203
## Manual(M7)-Manual 5-spd 4.537e-01 -20.825187
## Manual 6-spd-Manual 5 spd 1.149e+01 -9.787737
## Manual 7-spd-Manual 5 spd 1.162e+01 -10.091268
## Manual(M7)-Manual 5 spd 1.200e+01 -18.090944
## Manual 7-spd-Manual 6-spd 1.301e-01 -4.238316
## Manual(M7)-Manual 6-spd 5.051e-01 -20.777577
## Manual(M7)-Manual 7-spd 3.750e-01 -21.341268
## upr p adj
## Auto (AV-S6)- 2.69321 0.2190
## Auto (AV-S8)- -0.30679 0.0412
## Auto (AV)- 11.94635 1.0000
## Auto(A1)- -1.30679 0.0211
## Auto(A8)- 1.69321 0.1332
## Auto(AM-S6)- -3.89161 0.0000
## Auto(AM-S7)- -11.97086 0.0000
## Auto(AM-S8)- 6.69321 0.7778
## Auto(AM5)- 4.41781 0.9891
## Auto(AM6)- -8.25455 0.0000
## Auto(AM7)- -17.97252 0.0000
## Auto(AV-S6)- -6.92386 0.0000
## Auto(AV-S7)- 0.63193 0.1277
## Auto(AV-S8)- -6.77531 0.0000
## Auto(L3)- -11.05365 0.0000
## Auto(L4)- -9.05365 0.0000
## Automatic (A1)- 44.39399 0.0000
## Automatic (A6)- -10.84524 0.0000
## Automatic (AM-S6)- 8.69321 0.9542
## Automatic (AM-S7)- -13.05365 0.0000
## Automatic (AM5)- 12.94635 1.0000
## Automatic (AM6)- -4.30679 0.0022
## Automatic (AV-S6)- -6.75821 0.0000
## Automatic (AV)- -1.84524 0.0052
## Automatic (S4)- -12.46935 0.0000
## Automatic (S5)- -13.11082 0.0000
## Automatic (S6)- -12.23096 0.0000
## Automatic (S7)- -14.46797 0.0000
## Automatic (S8)- -11.03377 0.0000
## Automatic (S9)- -1.05365 0.0196
## Automatic (variable gear ratios)- -6.65554 0.0000
## Automatic 3-spd- -15.88202 0.0000
## Automatic 4-spd- -15.65576 0.0000
## Automatic 5-spd- -15.68773 0.0000
## Automatic 6-spd- -13.70113 0.0000
## Automatic 6spd- 11.69321 0.9996
## Automatic 7-spd- -12.98759 0.0000
## Automatic 8-spd- -11.38139 0.0000
## Automatic 8spd- -8.09524 0.0000
## Automatic 9-spd- -6.44273 0.0000
## Manual 3-spd- -20.02308 0.0000
## Manual 4-spd- -16.26086 0.0000
## Manual 5-spd- -11.80211 0.0000
## Manual 5 spd- -8.30679 0.0001
## Manual 6-spd- -11.84280 0.0000
## Manual 7-spd- -10.56349 0.0000
## Manual(M7)- 3.69321 0.3363
## Auto (AV-S8)-Auto (AV-S6) 27.09094 1.0000
## Auto (AV)-Auto (AV-S6) 41.05952 0.9836
## Auto(A1)-Auto (AV-S6) 26.09094 1.0000
## Auto(A8)-Auto (AV-S6) 29.09094 1.0000
## Auto(AM-S6)-Auto (AV-S6) 29.31420 1.0000
## Auto(AM-S7)-Auto (AV-S6) 21.45612 1.0000
## Auto(AM-S8)-Auto (AV-S6) 34.09094 1.0000
## Auto(AM5)-Auto (AV-S6) 36.51604 0.9268
## Auto(AM6)-Auto (AV-S6) 25.12556 1.0000
## Auto(AM7)-Auto (AV-S6) 15.35285 1.0000
## Auto(AV-S6)-Auto (AV-S6) 26.48466 1.0000
## Auto(AV-S7)-Auto (AV-S6) 33.44489 0.9956
## Auto(AV-S8)-Auto (AV-S6) 25.61918 1.0000
## Auto(L3)-Auto (AV-S6) 18.05952 1.0000
## Auto(L4)-Auto (AV-S6) 20.05952 1.0000
## Automatic (A1)-Auto (AV-S6) 77.60885 0.0000
## Automatic (A6)-Auto (AV-S6) 19.78898 1.0000
## Automatic (AM-S6)-Auto (AV-S6) 36.09094 1.0000
## Automatic (AM-S7)-Auto (AV-S6) 16.05952 1.0000
## Automatic (AM5)-Auto (AV-S6) 42.05952 0.9551
## Automatic (AM6)-Auto (AV-S6) 23.09094 1.0000
## Automatic (AV-S6)-Auto (AV-S6) 25.20624 1.0000
## Automatic (AV)-Auto (AV-S6) 28.78898 1.0000
## Automatic (S4)-Auto (AV-S6) 21.07763 1.0000
## Automatic (S5)-Auto (AV-S6) 20.49520 1.0000
## Automatic (S6)-Auto (AV-S6) 21.38884 1.0000
## Automatic (S7)-Auto (AV-S6) 19.06202 1.0000
## Automatic (S8)-Auto (AV-S6) 22.55107 1.0000
## Automatic (S9)-Auto (AV-S6) 28.05952 1.0000
## Automatic (variable gear ratios)-Auto (AV-S6) 26.93930 1.0000
## Automatic 3-spd-Auto (AV-S6) 17.74061 1.0000
## Automatic 4-spd-Auto (AV-S6) 17.97221 1.0000
## Automatic 5-spd-Auto (AV-S6) 17.93304 1.0000
## Automatic 6-spd-Auto (AV-S6) 19.91155 1.0000
## Automatic 6spd-Auto (AV-S6) 39.09094 1.0000
## Automatic 7-spd-Auto (AV-S6) 20.60343 1.0000
## Automatic 8-spd-Auto (AV-S6) 22.03443 1.0000
## Automatic 8spd-Auto (AV-S6) 22.53898 1.0000
## Automatic 9-spd-Auto (AV-S6) 25.76909 1.0000
## Manual 3-spd-Auto (AV-S6) 13.36328 1.0000
## Manual 4-spd-Auto (AV-S6) 17.35473 1.0000
## Manual 5-spd-Auto (AV-S6) 21.82519 1.0000
## Manual 5 spd-Auto (AV-S6) 19.09094 1.0000
## Manual 6-spd-Auto (AV-S6) 21.77758 1.0000
## Manual 7-spd-Auto (AV-S6) 22.34127 1.0000
## Manual(M7)-Auto (AV-S6) 31.09094 1.0000
## Auto (AV)-Auto (AV-S8) 44.05952 0.8132
## Auto(A1)-Auto (AV-S8) 29.09094 1.0000
## Auto(A8)-Auto (AV-S8) 32.09094 1.0000
## Auto(AM-S6)-Auto (AV-S8) 32.31420 0.9989
## Auto(AM-S7)-Auto (AV-S8) 24.45612 1.0000
## Auto(AM-S8)-Auto (AV-S8) 37.09094 1.0000
## Auto(AM5)-Auto (AV-S8) 39.51604 0.5546
## Auto(AM6)-Auto (AV-S8) 28.12556 1.0000
## Auto(AM7)-Auto (AV-S8) 18.35285 1.0000
## Auto(AV-S6)-Auto (AV-S8) 29.48466 1.0000
## Auto(AV-S7)-Auto (AV-S8) 36.44489 0.8562
## Auto(AV-S8)-Auto (AV-S8) 28.61918 1.0000
## Auto(L3)-Auto (AV-S8) 21.05952 1.0000
## Auto(L4)-Auto (AV-S8) 23.05952 1.0000
## Automatic (A1)-Auto (AV-S8) 80.60885 0.0000
## Automatic (A6)-Auto (AV-S8) 22.78898 1.0000
## Automatic (AM-S6)-Auto (AV-S8) 39.09094 1.0000
## Automatic (AM-S7)-Auto (AV-S8) 19.05952 1.0000
## Automatic (AM5)-Auto (AV-S8) 45.05952 0.6980
## Automatic (AM6)-Auto (AV-S8) 26.09094 1.0000
## Automatic (AV-S6)-Auto (AV-S8) 28.20624 1.0000
## Automatic (AV)-Auto (AV-S8) 31.78898 1.0000
## Automatic (S4)-Auto (AV-S8) 24.07763 1.0000
## Automatic (S5)-Auto (AV-S8) 23.49520 1.0000
## Automatic (S6)-Auto (AV-S8) 24.38884 1.0000
## Automatic (S7)-Auto (AV-S8) 22.06202 1.0000
## Automatic (S8)-Auto (AV-S8) 25.55107 1.0000
## Automatic (S9)-Auto (AV-S8) 31.05952 1.0000
## Automatic (variable gear ratios)-Auto (AV-S8) 29.93930 1.0000
## Automatic 3-spd-Auto (AV-S8) 20.74061 1.0000
## Automatic 4-spd-Auto (AV-S8) 20.97221 1.0000
## Automatic 5-spd-Auto (AV-S8) 20.93304 1.0000
## Automatic 6-spd-Auto (AV-S8) 22.91155 1.0000
## Automatic 6spd-Auto (AV-S8) 42.09094 1.0000
## Automatic 7-spd-Auto (AV-S8) 23.60343 1.0000
## Automatic 8-spd-Auto (AV-S8) 25.03443 1.0000
## Automatic 8spd-Auto (AV-S8) 25.53898 1.0000
## Automatic 9-spd-Auto (AV-S8) 28.76909 1.0000
## Manual 3-spd-Auto (AV-S8) 16.36328 1.0000
## Manual 4-spd-Auto (AV-S8) 20.35473 1.0000
## Manual 5-spd-Auto (AV-S8) 24.82519 1.0000
## Manual 5 spd-Auto (AV-S8) 22.09094 1.0000
## Manual 6-spd-Auto (AV-S8) 24.77758 1.0000
## Manual 7-spd-Auto (AV-S8) 25.34127 1.0000
## Manual(M7)-Auto (AV-S8) 34.09094 1.0000
## Auto(A1)-Auto (AV) 7.05952 0.6980
## Auto(A8)-Auto (AV) 10.05952 0.9551
## Auto(AM-S6)-Auto (AV) 8.18209 0.9998
## Auto(AM-S7)-Auto (AV) 0.27091 0.0640
## Auto(AM-S8)-Auto (AV) 15.05952 1.0000
## Auto(AM5)-Auto (AV) 15.68149 1.0000
## Auto(AM6)-Auto (AV) 3.95143 0.6588
## Auto(AM7)-Auto (AV) -5.80823 0.0000
## Auto(AV-S6)-Auto (AV) 5.30380 0.9015
## Auto(AV-S7)-Auto (AV) 12.41230 1.0000
## Auto(AV-S8)-Auto (AV) 4.69989 0.7607
## Auto(L3)-Auto (AV) -1.72249 0.0146
## Auto(L4)-Auto (AV) 0.27751 0.0600
## Automatic (A1)-Auto (AV) 56.47452 0.0000
## Automatic (A6)-Auto (AV) -0.57314 0.0318
## Automatic (AM-S6)-Auto (AV) 17.05952 1.0000
## Automatic (AM-S7)-Auto (AV) -3.72249 0.0029
## Automatic (AM5)-Auto (AV) 22.27751 1.0000
## Automatic (AM6)-Auto (AV) 4.05952 0.3133
## Automatic (AV-S6)-Auto (AV) 4.41117 0.6791
## Automatic (AV)-Auto (AV) 8.42686 0.9944
## Automatic (S4)-Auto (AV) -0.13551 0.0440
## Automatic (S5)-Auto (AV) -0.73144 0.0244
## Automatic (S6)-Auto (AV) 0.15906 0.0580
## Automatic (S7)-Auto (AV) -2.14720 0.0052
## Automatic (S8)-Auto (AV) 1.32926 0.1554
## Automatic (S9)-Auto (AV) 8.27751 0.9582
## Automatic (variable gear ratios)-Auto (AV) 5.71520 0.9475
## Automatic 3-spd-Auto (AV) -3.48981 0.0010
## Automatic 4-spd-Auto (AV) -3.25942 0.0013
## Automatic 5-spd-Auto (AV) -3.29696 0.0013
## Automatic 6-spd-Auto (AV) -1.31661 0.0132
## Automatic 6spd-Auto (AV) 20.05952 1.0000
## Automatic 7-spd-Auto (AV) -0.61980 0.0273
## Automatic 8-spd-Auto (AV) 0.85185 0.1056
## Automatic 8spd-Auto (AV) 2.17686 0.2162
## Automatic 9-spd-Auto (AV) 4.90161 0.7867
## Manual 3-spd-Auto (AV) -7.81233 0.0000
## Manual 4-spd-Auto (AV) -3.87409 0.0006
## Manual 5-spd-Auto (AV) 0.59371 0.0855
## Manual 5 spd-Auto (AV) 0.05952 0.0516
## Manual 6-spd-Auto (AV) 0.54767 0.0821
## Manual 7-spd-Auto (AV) 1.28482 0.1448
## Manual(M7)-Auto (AV) 12.05952 0.9954
## Auto(A8)-Auto(A1) 33.09094 1.0000
## Auto(AM-S6)-Auto(A1) 33.31420 0.9932
## Auto(AM-S7)-Auto(A1) 25.45612 1.0000
## Auto(AM-S8)-Auto(A1) 38.09094 1.0000
## Auto(AM5)-Auto(A1) 40.51604 0.4013
## Auto(AM6)-Auto(A1) 29.12556 1.0000
## Auto(AM7)-Auto(A1) 19.35285 1.0000
## Auto(AV-S6)-Auto(A1) 30.48466 1.0000
## Auto(AV-S7)-Auto(A1) 37.44489 0.7293
## Auto(AV-S8)-Auto(A1) 29.61918 1.0000
## Auto(L3)-Auto(A1) 22.05952 1.0000
## Auto(L4)-Auto(A1) 24.05952 1.0000
## Automatic (A1)-Auto(A1) 81.60885 0.0000
## Automatic (A6)-Auto(A1) 23.78898 1.0000
## Automatic (AM-S6)-Auto(A1) 40.09094 1.0000
## Automatic (AM-S7)-Auto(A1) 20.05952 1.0000
## Automatic (AM5)-Auto(A1) 46.05952 0.5661
## Automatic (AM6)-Auto(A1) 27.09094 1.0000
## Automatic (AV-S6)-Auto(A1) 29.20624 1.0000
## Automatic (AV)-Auto(A1) 32.78898 1.0000
## Automatic (S4)-Auto(A1) 25.07763 1.0000
## Automatic (S5)-Auto(A1) 24.49520 1.0000
## Automatic (S6)-Auto(A1) 25.38884 1.0000
## Automatic (S7)-Auto(A1) 23.06202 1.0000
## Automatic (S8)-Auto(A1) 26.55107 1.0000
## Automatic (S9)-Auto(A1) 32.05952 1.0000
## Automatic (variable gear ratios)-Auto(A1) 30.93930 0.9999
## Automatic 3-spd-Auto(A1) 21.74061 1.0000
## Automatic 4-spd-Auto(A1) 21.97221 1.0000
## Automatic 5-spd-Auto(A1) 21.93304 1.0000
## Automatic 6-spd-Auto(A1) 23.91155 1.0000
## Automatic 6spd-Auto(A1) 43.09094 1.0000
## Automatic 7-spd-Auto(A1) 24.60343 1.0000
## Automatic 8-spd-Auto(A1) 26.03443 1.0000
## Automatic 8spd-Auto(A1) 26.53898 1.0000
## Automatic 9-spd-Auto(A1) 29.76909 1.0000
## Manual 3-spd-Auto(A1) 17.36328 1.0000
## Manual 4-spd-Auto(A1) 21.35473 1.0000
## Manual 5-spd-Auto(A1) 25.82519 1.0000
## Manual 5 spd-Auto(A1) 23.09094 1.0000
## Manual 6-spd-Auto(A1) 25.77758 1.0000
## Manual 7-spd-Auto(A1) 26.34127 1.0000
## Manual(M7)-Auto(A1) 35.09094 1.0000
## Auto(AM-S6)-Auto(A8) 30.31420 1.0000
## Auto(AM-S7)-Auto(A8) 22.45612 1.0000
## Auto(AM-S8)-Auto(A8) 35.09094 1.0000
## Auto(AM5)-Auto(A8) 37.51604 0.8379
## Auto(AM6)-Auto(A8) 26.12556 1.0000
## Auto(AM7)-Auto(A8) 16.35285 1.0000
## Auto(AV-S6)-Auto(A8) 27.48466 1.0000
## Auto(AV-S7)-Auto(A8) 34.44489 0.9805
## Auto(AV-S8)-Auto(A8) 26.61918 1.0000
## Auto(L3)-Auto(A8) 19.05952 1.0000
## Auto(L4)-Auto(A8) 21.05952 1.0000
## Automatic (A1)-Auto(A8) 78.60885 0.0000
## Automatic (A6)-Auto(A8) 20.78898 1.0000
## Automatic (AM-S6)-Auto(A8) 37.09094 1.0000
## Automatic (AM-S7)-Auto(A8) 17.05952 1.0000
## Automatic (AM5)-Auto(A8) 43.05952 0.9001
## Automatic (AM6)-Auto(A8) 24.09094 1.0000
## Automatic (AV-S6)-Auto(A8) 26.20624 1.0000
## Automatic (AV)-Auto(A8) 29.78898 1.0000
## Automatic (S4)-Auto(A8) 22.07763 1.0000
## Automatic (S5)-Auto(A8) 21.49520 1.0000
## Automatic (S6)-Auto(A8) 22.38884 1.0000
## Automatic (S7)-Auto(A8) 20.06202 1.0000
## Automatic (S8)-Auto(A8) 23.55107 1.0000
## Automatic (S9)-Auto(A8) 29.05952 1.0000
## Automatic (variable gear ratios)-Auto(A8) 27.93930 1.0000
## Automatic 3-spd-Auto(A8) 18.74061 1.0000
## Automatic 4-spd-Auto(A8) 18.97221 1.0000
## Automatic 5-spd-Auto(A8) 18.93304 1.0000
## Automatic 6-spd-Auto(A8) 20.91155 1.0000
## Automatic 6spd-Auto(A8) 40.09094 1.0000
## Automatic 7-spd-Auto(A8) 21.60343 1.0000
## Automatic 8-spd-Auto(A8) 23.03443 1.0000
## Automatic 8spd-Auto(A8) 23.53898 1.0000
## Automatic 9-spd-Auto(A8) 26.76909 1.0000
## Manual 3-spd-Auto(A8) 14.36328 1.0000
## Manual 4-spd-Auto(A8) 18.35473 1.0000
## Manual 5-spd-Auto(A8) 22.82519 1.0000
## Manual 5 spd-Auto(A8) 20.09094 1.0000
## Manual 6-spd-Auto(A8) 22.77758 1.0000
## Manual 7-spd-Auto(A8) 23.34127 1.0000
## Manual(M7)-Auto(A8) 32.09094 1.0000
## Auto(AM-S7)-Auto(AM-S6) -3.80231 0.0000
## Auto(AM-S8)-Auto(AM-S6) 17.73280 1.0000
## Auto(AM5)-Auto(AM-S6) 13.87937 0.2751
## Auto(AM6)-Auto(AM-S6) -0.01401 0.0476
## Auto(AM7)-Auto(AM-S6) -9.65225 0.0000
## Auto(AV-S6)-Auto(AM-S6) 1.27348 0.8402
## Auto(AV-S7)-Auto(AM-S6) 9.54054 0.8301
## Auto(AV-S8)-Auto(AM-S6) 2.48232 0.9339
## Auto(L3)-Auto(AM-S6) -0.39931 0.0343
## Auto(L4)-Auto(AM-S6) 1.60069 0.1857
## Automatic (A1)-Auto(AM-S6) 52.86289 0.0000
## Automatic (A6)-Auto(AM-S6) -0.66812 0.0204
## Automatic (AM-S6)-Auto(AM-S6) 19.73280 1.0000
## Automatic (AM-S7)-Auto(AM-S6) -2.39931 0.0041
## Automatic (AM5)-Auto(AM-S6) 23.60069 0.9960
## Automatic (AM6)-Auto(AM-S6) 6.73280 0.8225
## Automatic (AV-S6)-Auto(AM-S6) 2.78658 0.9168
## Automatic (AV)-Auto(AM-S6) 8.33188 1.0000
## Automatic (S4)-Auto(AM-S6) -4.50367 0.0000
## Automatic (S5)-Auto(AM-S6) -5.25685 0.0000
## Automatic (S6)-Auto(AM-S6) -4.40440 0.0000
## Automatic (S7)-Auto(AM-S6) -6.47173 0.0000
## Automatic (S8)-Auto(AM-S6) -3.13870 0.0000
## Automatic (S9)-Auto(AM-S6) 9.60069 1.0000
## Automatic (variable gear ratios)-Auto(AM-S6) 1.22026 0.9247
## Automatic 3-spd-Auto(AM-S6) -8.06117 0.0000
## Automatic 4-spd-Auto(AM-S6) -7.84572 0.0000
## Automatic 5-spd-Auto(AM-S6) -7.86314 0.0000
## Automatic 6-spd-Auto(AM-S6) -5.86034 0.0000
## Automatic 6spd-Auto(AM-S6) 22.73280 1.0000
## Automatic 7-spd-Auto(AM-S6) -5.10438 0.0000
## Automatic 8-spd-Auto(AM-S6) -3.19538 0.0000
## Automatic 8spd-Auto(AM-S6) 2.08188 0.4102
## Automatic 9-spd-Auto(AM-S6) 2.94407 0.9751
## Manual 3-spd-Auto(AM-S6) -11.79193 0.0000
## Manual 4-spd-Auto(AM-S6) -8.42586 0.0000
## Manual 5-spd-Auto(AM-S6) -3.99072 0.0000
## Manual 5 spd-Auto(AM-S6) 2.73280 0.2370
## Manual 6-spd-Auto(AM-S6) -4.01741 0.0000
## Manual 7-spd-Auto(AM-S6) -1.74421 0.0002
## Manual(M7)-Auto(AM-S6) 14.73280 1.0000
## Auto(AM-S8)-Auto(AM-S7) 25.32708 1.0000
## Auto(AM5)-Auto(AM-S7) 21.21654 0.0000
## Auto(AM6)-Auto(AM-S7) 6.94435 0.0102
## Auto(AM7)-Auto(AM-S7) -2.65718 0.0000
## Auto(AV-S6)-Auto(AM-S7) 8.21070 0.0000
## Auto(AV-S7)-Auto(AM-S7) 16.74285 0.0000
## Auto(AV-S8)-Auto(AM-S7) 9.77424 0.9924
## Auto(L3)-Auto(AM-S7) 7.14187 0.9964
## Auto(L4)-Auto(AM-S7) 9.14187 1.0000
## Automatic (A1)-Auto(AM-S7) 59.91965 0.0000
## Automatic (A6)-Auto(AM-S7) 6.80062 1.0000
## Automatic (AM-S6)-Auto(AM-S7) 27.32708 1.0000
## Automatic (AM-S7)-Auto(AM-S7) 5.14187 0.8815
## Automatic (AM5)-Auto(AM-S7) 31.14187 0.0246
## Automatic (AM6)-Auto(AM-S7) 14.32708 1.0000
## Automatic (AV-S6)-Auto(AM-S7) 10.14103 1.0000
## Automatic (AV)-Auto(AM-S7) 15.80062 0.9999
## Automatic (S4)-Auto(AM-S7) 2.30122 1.0000
## Automatic (S5)-Auto(AM-S7) 1.46885 1.0000
## Automatic (S6)-Auto(AM-S7) 2.29982 1.0000
## Automatic (S7)-Auto(AM-S7) 0.35279 0.2474
## Automatic (S8)-Auto(AM-S7) 3.61762 0.9994
## Automatic (S9)-Auto(AM-S7) 17.14187 1.0000
## Automatic (variable gear ratios)-Auto(AM-S7) 7.96247 0.0000
## Automatic 3-spd-Auto(AM-S7) -1.36155 0.0000
## Automatic 4-spd-Auto(AM-S7) -1.15492 0.0000
## Automatic 5-spd-Auto(AM-S7) -1.16050 0.0000
## Automatic 6-spd-Auto(AM-S7) 0.85514 0.9393
## Automatic 6spd-Auto(AM-S7) 30.32708 1.0000
## Automatic 7-spd-Auto(AM-S7) 1.64329 1.0000
## Automatic 8-spd-Auto(AM-S7) 3.73614 1.0000
## Automatic 8spd-Auto(AM-S7) 9.55062 1.0000
## Automatic 9-spd-Auto(AM-S7) 10.26515 0.9982
## Manual 3-spd-Auto(AM-S7) -4.83809 0.0000
## Manual 4-spd-Auto(AM-S7) -1.71493 0.0000
## Manual 5-spd-Auto(AM-S7) 2.70120 1.0000
## Manual 5 spd-Auto(AM-S7) 10.32708 0.9978
## Manual 6-spd-Auto(AM-S7) 2.68587 1.0000
## Manual 7-spd-Auto(AM-S7) 5.43203 1.0000
## Manual(M7)-Auto(AM-S7) 22.32708 1.0000
## Auto(AM5)-Auto(AM-S8) 32.51604 0.9999
## Auto(AM6)-Auto(AM-S8) 21.12556 1.0000
## Auto(AM7)-Auto(AM-S8) 11.35285 0.9997
## Auto(AV-S6)-Auto(AM-S8) 22.48466 1.0000
## Auto(AV-S7)-Auto(AM-S8) 29.44489 1.0000
## Auto(AV-S8)-Auto(AM-S8) 21.61918 1.0000
## Auto(L3)-Auto(AM-S8) 14.05952 0.9999
## Auto(L4)-Auto(AM-S8) 16.05952 1.0000
## Automatic (A1)-Auto(AM-S8) 73.60885 0.0000
## Automatic (A6)-Auto(AM-S8) 15.78898 1.0000
## Automatic (AM-S6)-Auto(AM-S8) 32.09094 1.0000
## Automatic (AM-S7)-Auto(AM-S8) 12.05952 0.9954
## Automatic (AM5)-Auto(AM-S8) 38.05952 0.9999
## Automatic (AM6)-Auto(AM-S8) 19.09094 1.0000
## Automatic (AV-S6)-Auto(AM-S8) 21.20624 1.0000
## Automatic (AV)-Auto(AM-S8) 24.78898 1.0000
## Automatic (S4)-Auto(AM-S8) 17.07763 1.0000
## Automatic (S5)-Auto(AM-S8) 16.49520 1.0000
## Automatic (S6)-Auto(AM-S8) 17.38884 1.0000
## Automatic (S7)-Auto(AM-S8) 15.06202 1.0000
## Automatic (S8)-Auto(AM-S8) 18.55107 1.0000
## Automatic (S9)-Auto(AM-S8) 24.05952 1.0000
## Automatic (variable gear ratios)-Auto(AM-S8) 22.93930 1.0000
## Automatic 3-spd-Auto(AM-S8) 13.74061 1.0000
## Automatic 4-spd-Auto(AM-S8) 13.97221 1.0000
## Automatic 5-spd-Auto(AM-S8) 13.93304 1.0000
## Automatic 6-spd-Auto(AM-S8) 15.91155 1.0000
## Automatic 6spd-Auto(AM-S8) 35.09094 1.0000
## Automatic 7-spd-Auto(AM-S8) 16.60343 1.0000
## Automatic 8-spd-Auto(AM-S8) 18.03443 1.0000
## Automatic 8spd-Auto(AM-S8) 18.53898 1.0000
## Automatic 9-spd-Auto(AM-S8) 21.76909 1.0000
## Manual 3-spd-Auto(AM-S8) 9.36328 0.9889
## Manual 4-spd-Auto(AM-S8) 13.35473 1.0000
## Manual 5-spd-Auto(AM-S8) 17.82519 1.0000
## Manual 5 spd-Auto(AM-S8) 15.09094 0.9990
## Manual 6-spd-Auto(AM-S8) 17.77758 1.0000
## Manual 7-spd-Auto(AM-S8) 18.34127 1.0000
## Manual(M7)-Auto(AM-S8) 27.09094 1.0000
## Auto(AM6)-Auto(AM5) -3.33026 0.0000
## Auto(AM7)-Auto(AM5) -13.03922 0.0000
## Auto(AV-S6)-Auto(AM5) -2.00431 0.0004
## Auto(AV-S7)-Auto(AM5) 5.64175 1.0000
## Auto(AV-S8)-Auto(AM5) -1.71174 0.0021
## Auto(L3)-Auto(AM5) -5.71851 0.0001
## Auto(L4)-Auto(AM5) -3.71851 0.0011
## Automatic (A1)-Auto(AM5) 49.34494 0.0000
## Automatic (A6)-Auto(AM5) -5.61205 0.0000
## Automatic (AM-S6)-Auto(AM5) 14.11604 1.0000
## Automatic (AM-S7)-Auto(AM5) -7.71851 0.0000
## Automatic (AM5)-Auto(AM5) 18.28149 1.0000
## Automatic (AM6)-Auto(AM5) 1.11604 0.0979
## Automatic (AV-S6)-Auto(AM5) -1.64588 0.0033
## Automatic (AV)-Auto(AM5) 3.38795 0.6922
## Automatic (S4)-Auto(AM5) -7.57367 0.0000
## Automatic (S5)-Auto(AM5) -8.22570 0.0000
## Automatic (S6)-Auto(AM5) -7.34834 0.0000
## Automatic (S7)-Auto(AM5) -9.56930 0.0000
## Automatic (S8)-Auto(AM5) -6.14483 0.0000
## Automatic (S9)-Auto(AM5) 4.28149 0.6608
## Automatic (variable gear ratios)-Auto(AM5) -1.76841 0.0006
## Automatic 3-spd-Auto(AM5) -10.99991 0.0000
## Automatic 4-spd-Auto(AM5) -10.77462 0.0000
## Automatic 5-spd-Auto(AM5) -10.80529 0.0000
## Automatic 6-spd-Auto(AM5) -8.81721 0.0000
## Automatic 6spd-Auto(AM5) 17.11604 1.0000
## Automatic 7-spd-Auto(AM5) -8.09977 0.0000
## Automatic 8-spd-Auto(AM5) -6.46308 0.0000
## Automatic 8spd-Auto(AM5) -2.86205 0.0011
## Automatic 9-spd-Auto(AM5) -1.35773 0.0049
## Manual 3-spd-Auto(AM5) -15.09982 0.0000
## Manual 4-spd-Auto(AM5) -11.37747 0.0000
## Manual 5-spd-Auto(AM5) -6.92086 0.0000
## Manual 5 spd-Auto(AM5) -2.88396 0.0065
## Manual 6-spd-Auto(AM5) -6.96028 0.0000
## Manual 7-spd-Auto(AM5) -5.56644 0.0000
## Manual(M7)-Auto(AM5) 9.11604 0.9745
## Auto(AM7)-Auto(AM6) -6.13647 0.0000
## Auto(AV-S6)-Auto(AM6) 4.74655 1.0000
## Auto(AV-S7)-Auto(AM6) 13.21311 0.0000
## Auto(AV-S8)-Auto(AM6) 6.22413 1.0000
## Auto(L3)-Auto(AM6) 3.53809 0.5646
## Auto(L4)-Auto(AM6) 5.53809 0.9262
## Automatic (A1)-Auto(AM6) 56.42476 0.0000
## Automatic (A6)-Auto(AM6) 3.21210 0.7708
## Automatic (AM-S6)-Auto(AM6) 23.71222 1.0000
## Automatic (AM-S7)-Auto(AM6) 1.53809 0.1795
## Automatic (AM5)-Auto(AM6) 27.53809 0.4314
## Automatic (AM6)-Auto(AM6) 10.71222 0.9990
## Automatic (AV-S6)-Auto(AM6) 6.57711 1.0000
## Automatic (AV)-Auto(AM6) 12.21210 1.0000
## Automatic (S4)-Auto(AM6) -1.12608 0.0000
## Automatic (S5)-Auto(AM6) -1.93467 0.0000
## Automatic (S6)-Auto(AM6) -1.09700 0.0000
## Automatic (S7)-Auto(AM6) -3.08019 0.0000
## Automatic (S8)-Auto(AM6) 0.20474 0.1362
## Automatic (S9)-Auto(AM6) 13.53809 1.0000
## Automatic (variable gear ratios)-Auto(AM6) 4.55388 0.6633
## Automatic 3-spd-Auto(AM6) -4.75692 0.0000
## Automatic 4-spd-Auto(AM6) -4.54750 0.0000
## Automatic 5-spd-Auto(AM6) -4.55682 0.0000
## Automatic 6-spd-Auto(AM6) -2.54520 0.0000
## Automatic 6spd-Auto(AM6) 26.71222 1.0000
## Automatic 7-spd-Auto(AM6) -1.76696 0.0000
## Automatic 8-spd-Auto(AM6) 0.27352 0.1443
## Automatic 8spd-Auto(AM6) 5.96210 0.9999
## Automatic 9-spd-Auto(AM6) 6.70857 1.0000
## Manual 3-spd-Auto(AM6) -8.30665 0.0000
## Manual 4-spd-Auto(AM6) -5.11386 0.0000
## Manual 5-spd-Auto(AM6) -0.69173 0.0004
## Manual 5 spd-Auto(AM6) 6.71222 0.8240
## Manual 6-spd-Auto(AM6) -0.71065 0.0003
## Manual 7-spd-Auto(AM6) 1.90835 0.9512
## Manual(M7)-Auto(AM6) 18.71222 1.0000
## Auto(AV-S6)-Auto(AM7) 14.75116 0.0000
## Auto(AV-S7)-Auto(AM7) 23.14838 0.0000
## Auto(AV-S8)-Auto(AM7) 16.13662 0.0000
## Auto(L3)-Auto(AM7) 13.38849 1.0000
## Auto(L4)-Auto(AM7) 15.38849 1.0000
## Automatic (A1)-Auto(AM7) 66.39774 0.0000
## Automatic (A6)-Auto(AM7) 13.08039 1.0000
## Automatic (AM-S6)-Auto(AM7) 33.54957 0.9885
## Automatic (AM-S7)-Auto(AM7) 11.38849 1.0000
## Automatic (AM5)-Auto(AM7) 37.38849 0.0000
## Automatic (AM6)-Auto(AM7) 20.54957 1.0000
## Automatic (AV-S6)-Auto(AM7) 16.47387 0.0033
## Automatic (AV)-Auto(AM7) 22.08039 0.0430
## Automatic (S4)-Auto(AM7) 8.91425 0.0000
## Automatic (S5)-Auto(AM7) 8.12732 0.0000
## Automatic (S6)-Auto(AM7) 8.97089 0.0000
## Automatic (S7)-Auto(AM7) 6.95480 0.0011
## Automatic (S8)-Auto(AM7) 10.25833 0.0000
## Automatic (S9)-Auto(AM7) 23.38849 0.9965
## Automatic (variable gear ratios)-Auto(AM7) 14.61133 0.0000
## Automatic 3-spd-Auto(AM7) 5.31224 0.1278
## Automatic 4-spd-Auto(AM7) 5.52408 0.0364
## Automatic 5-spd-Auto(AM7) 5.51150 0.0536
## Automatic 6-spd-Auto(AM7) 7.51959 0.0000
## Automatic 6spd-Auto(AM7) 36.54957 0.7766
## Automatic 7-spd-Auto(AM7) 8.28899 0.0000
## Automatic 8-spd-Auto(AM7) 10.27965 0.0000
## Automatic 8spd-Auto(AM7) 15.83039 1.0000
## Automatic 9-spd-Auto(AM7) 16.61370 0.0000
## Manual 3-spd-Auto(AM7) 1.69353 0.9956
## Manual 4-spd-Auto(AM7) 4.95219 0.5271
## Manual 5-spd-Auto(AM7) 9.37954 0.0000
## Manual 5 spd-Auto(AM7) 16.54957 1.0000
## Manual 6-spd-Auto(AM7) 9.35749 0.0000
## Manual 7-spd-Auto(AM7) 11.85032 0.0002
## Manual(M7)-Auto(AM7) 28.54957 1.0000
## Auto(AV-S7)-Auto(AV-S6) 11.76938 0.0005
## Auto(AV-S8)-Auto(AV-S6) 4.79266 1.0000
## Auto(L3)-Auto(AV-S6) 2.13910 0.2712
## Auto(L4)-Auto(AV-S6) 4.13910 0.7013
## Automatic (A1)-Auto(AV-S6) 54.96022 0.0000
## Automatic (A6)-Auto(AV-S6) 1.80385 0.3425
## Automatic (AM-S6)-Auto(AV-S6) 22.31995 1.0000
## Automatic (AM-S7)-Auto(AV-S6) 0.13910 0.0568
## Automatic (AM5)-Auto(AV-S6) 26.13910 0.7360
## Automatic (AM6)-Auto(AV-S6) 9.31995 0.9883
## Automatic (AV-S6)-Auto(AV-S6) 5.15397 1.0000
## Automatic (AV)-Auto(AV-S6) 10.80385 1.0000
## Automatic (S4)-Auto(AV-S6) -2.63032 0.0000
## Automatic (S5)-Auto(AV-S6) -3.45260 0.0000
## Automatic (S6)-Auto(AV-S6) -2.61876 0.0000
## Automatic (S7)-Auto(AV-S6) -4.58114 0.0000
## Automatic (S8)-Auto(AV-S6) -1.30782 0.0000
## Automatic (S9)-Auto(AV-S6) 12.13910 1.0000
## Automatic (variable gear ratios)-Auto(AV-S6) 3.03885 1.0000
## Automatic 3-spd-Auto(AV-S6) -6.27951 0.0000
## Automatic 4-spd-Auto(AV-S6) -6.07168 0.0000
## Automatic 5-spd-Auto(AV-S6) -6.07887 0.0000
## Automatic 6-spd-Auto(AV-S6) -4.06496 0.0000
## Automatic 6spd-Auto(AV-S6) 25.31995 1.0000
## Automatic 7-spd-Auto(AV-S6) -3.28104 0.0000
## Automatic 8-spd-Auto(AV-S6) -1.21010 0.0001
## Automatic 8spd-Auto(AV-S6) 4.55385 0.9805
## Automatic 9-spd-Auto(AV-S6) 5.28100 1.0000
## Manual 3-spd-Auto(AV-S6) -9.78678 0.0000
## Manual 4-spd-Auto(AV-S6) -6.63442 0.0000
## Manual 5-spd-Auto(AV-S6) -2.21571 0.0000
## Manual 5 spd-Auto(AV-S6) 5.31995 0.6223
## Manual 6-spd-Auto(AV-S6) -2.23259 0.0000
## Manual 7-spd-Auto(AV-S6) 0.46099 0.1656
## Manual(M7)-Auto(AV-S6) 17.31995 1.0000
## Auto(AV-S8)-Auto(AV-S7) -0.61926 0.0143
## Auto(L3)-Auto(AV-S7) -3.92103 0.0007
## Auto(L4)-Auto(AV-S7) -1.92103 0.0074
## Automatic (A1)-Auto(AV-S7) 50.06765 0.0000
## Automatic (A6)-Auto(AV-S7) -4.05883 0.0001
## Automatic (AM-S6)-Auto(AV-S7) 16.11156 1.0000
## Automatic (AM-S7)-Auto(AV-S7) -5.92103 0.0000
## Automatic (AM5)-Auto(AV-S7) 20.07897 1.0000
## Automatic (AM6)-Auto(AV-S7) 3.11156 0.2775
## Automatic (AV-S6)-Auto(AV-S7) -0.41173 0.0244
## Automatic (AV)-Auto(AV-S7) 4.94117 0.9843
## Automatic (S4)-Auto(AV-S7) -7.06363 0.0000
## Automatic (S5)-Auto(AV-S7) -7.75951 0.0000
## Automatic (S6)-Auto(AV-S7) -6.89269 0.0000
## Automatic (S7)-Auto(AV-S7) -9.04703 0.0000
## Automatic (S8)-Auto(AV-S7) -5.66267 0.0000
## Automatic (S9)-Auto(AV-S7) 6.07897 0.9552
## Automatic (variable gear ratios)-Auto(AV-S7) -1.29375 0.0004
## Automatic 3-spd-Auto(AV-S7) -10.54645 0.0000
## Automatic 4-spd-Auto(AV-S7) -10.32529 0.0000
## Automatic 5-spd-Auto(AV-S7) -10.35039 0.0000
## Automatic 6-spd-Auto(AV-S7) -8.35611 0.0000
## Automatic 6spd-Auto(AV-S7) 19.11156 1.0000
## Automatic 7-spd-Auto(AV-S7) -7.62223 0.0000
## Automatic 8-spd-Auto(AV-S7) -5.86277 0.0000
## Automatic 8spd-Auto(AV-S7) -1.30883 0.0086
## Automatic 9-spd-Auto(AV-S7) -0.20186 0.0346
## Manual 3-spd-Auto(AV-S7) -14.48045 0.0000
## Manual 4-spd-Auto(AV-S7) -10.91859 0.0000
## Manual 5-spd-Auto(AV-S7) -6.47101 0.0000
## Manual 5 spd-Auto(AV-S7) -0.88844 0.0275
## Manual 6-spd-Auto(AV-S7) -6.50509 0.0000
## Manual 7-spd-Auto(AV-S7) -4.68379 0.0000
## Manual(M7)-Auto(AV-S7) 11.11156 0.9994
## Auto(L3)-Auto(AV-S8) 4.62297 0.7463
## Auto(L4)-Auto(AV-S8) 6.62297 0.9753
## Automatic (A1)-Auto(AV-S8) 59.26921 0.0000
## Automatic (A6)-Auto(AV-S8) 4.62742 0.9489
## Automatic (AM-S6)-Auto(AV-S8) 24.54225 1.0000
## Automatic (AM-S7)-Auto(AV-S8) 2.62297 0.3323
## Automatic (AM5)-Auto(AV-S8) 28.62297 0.5535
## Automatic (AM6)-Auto(AV-S8) 11.54225 0.9996
## Automatic (AV-S6)-Auto(AV-S8) 8.46586 1.0000
## Automatic (AV)-Auto(AV-S8) 13.62742 1.0000
## Automatic (S4)-Auto(AV-S8) 2.28025 0.9436
## Automatic (S5)-Auto(AV-S8) 1.61434 0.6996
## Automatic (S6)-Auto(AV-S8) 2.48839 0.9816
## Automatic (S7)-Auto(AV-S8) 0.28854 0.0946
## Automatic (S8)-Auto(AV-S8) 3.70024 1.0000
## Automatic (S9)-Auto(AV-S8) 14.62297 1.0000
## Automatic (variable gear ratios)-Auto(AV-S8) 8.07430 1.0000
## Automatic 3-spd-Auto(AV-S8) -1.16387 0.0019
## Automatic 4-spd-Auto(AV-S8) -0.93987 0.0038
## Automatic 5-spd-Auto(AV-S8) -0.96879 0.0035
## Automatic 6-spd-Auto(AV-S8) 1.02123 0.3620
## Automatic 6spd-Auto(AV-S8) 27.54225 1.0000
## Automatic 7-spd-Auto(AV-S8) 1.74384 0.7635
## Automatic 8-spd-Auto(AV-S8) 3.42011 0.9999
## Automatic 8spd-Auto(AV-S8) 7.37742 1.0000
## Automatic 9-spd-Auto(AV-S8) 8.72382 1.0000
## Manual 3-spd-Auto(AV-S8) -5.21035 0.0000
## Manual 4-spd-Auto(AV-S8) -1.53972 0.0006
## Manual 5-spd-Auto(AV-S8) 2.91406 0.9986
## Manual 5 spd-Auto(AV-S8) 7.54225 0.8885
## Manual 6-spd-Auto(AV-S8) 2.87631 0.9981
## Manual 7-spd-Auto(AV-S8) 4.41385 1.0000
## Manual(M7)-Auto(AV-S8) 19.54225 1.0000
## Auto(L4)-Auto(L3) 23.27751 1.0000
## Automatic (A1)-Auto(L3) 79.47452 0.0000
## Automatic (A6)-Auto(L3) 22.42686 1.0000
## Automatic (AM-S6)-Auto(L3) 40.05952 0.9954
## Automatic (AM-S7)-Auto(L3) 19.27751 1.0000
## Automatic (AM5)-Auto(L3) 45.27751 0.0067
## Automatic (AM6)-Auto(L3) 27.05952 1.0000
## Automatic (AV-S6)-Auto(L3) 27.41117 0.9079
## Automatic (AV)-Auto(L3) 31.42686 0.7717
## Automatic (S4)-Auto(L3) 22.86449 0.9982
## Automatic (S5)-Auto(L3) 22.26856 0.9996
## Automatic (S6)-Auto(L3) 23.15906 0.9951
## Automatic (S7)-Auto(L3) 20.85280 1.0000
## Automatic (S8)-Auto(L3) 24.32926 0.9558
## Automatic (S9)-Auto(L3) 31.27751 0.9998
## Automatic (variable gear ratios)-Auto(L3) 28.71520 0.1678
## Automatic 3-spd-Auto(L3) 19.51019 1.0000
## Automatic 4-spd-Auto(L3) 19.74058 1.0000
## Automatic 5-spd-Auto(L3) 19.70304 1.0000
## Automatic 6-spd-Auto(L3) 21.68339 1.0000
## Automatic 6spd-Auto(L3) 43.05952 0.9001
## Automatic 7-spd-Auto(L3) 22.38020 0.9995
## Automatic 8-spd-Auto(L3) 23.85185 0.9871
## Automatic 8spd-Auto(L3) 25.17686 1.0000
## Automatic 9-spd-Auto(L3) 27.90161 0.7706
## Manual 3-spd-Auto(L3) 15.18767 1.0000
## Manual 4-spd-Auto(L3) 19.12591 1.0000
## Manual 5-spd-Auto(L3) 23.59371 0.9870
## Manual 5 spd-Auto(L3) 23.05952 1.0000
## Manual 6-spd-Auto(L3) 23.54767 0.9884
## Manual 7-spd-Auto(L3) 24.28482 0.9925
## Manual(M7)-Auto(L3) 35.05952 1.0000
## Automatic (A1)-Auto(L4) 77.47452 0.0000
## Automatic (A6)-Auto(L4) 20.42686 1.0000
## Automatic (AM-S6)-Auto(L4) 38.05952 0.9999
## Automatic (AM-S7)-Auto(L4) 17.27751 1.0000
## Automatic (AM5)-Auto(L4) 43.27751 0.0305
## Automatic (AM6)-Auto(L4) 25.05952 1.0000
## Automatic (AV-S6)-Auto(L4) 25.41117 0.9967
## Automatic (AV)-Auto(L4) 29.42686 0.9705
## Automatic (S4)-Auto(L4) 20.86449 1.0000
## Automatic (S5)-Auto(L4) 20.26856 1.0000
## Automatic (S6)-Auto(L4) 21.15906 1.0000
## Automatic (S7)-Auto(L4) 18.85280 1.0000
## Automatic (S8)-Auto(L4) 22.32926 0.9996
## Automatic (S9)-Auto(L4) 29.27751 1.0000
## Automatic (variable gear ratios)-Auto(L4) 26.71520 0.5487
## Automatic 3-spd-Auto(L4) 17.51019 1.0000
## Automatic 4-spd-Auto(L4) 17.74058 1.0000
## Automatic 5-spd-Auto(L4) 17.70304 1.0000
## Automatic 6-spd-Auto(L4) 19.68339 1.0000
## Automatic 6spd-Auto(L4) 41.05952 0.9836
## Automatic 7-spd-Auto(L4) 20.38020 1.0000
## Automatic 8-spd-Auto(L4) 21.85185 1.0000
## Automatic 8spd-Auto(L4) 23.17686 1.0000
## Automatic 9-spd-Auto(L4) 25.90161 0.9794
## Manual 3-spd-Auto(L4) 13.18767 1.0000
## Manual 4-spd-Auto(L4) 17.12591 1.0000
## Manual 5-spd-Auto(L4) 21.59371 1.0000
## Manual 5 spd-Auto(L4) 21.05952 1.0000
## Manual 6-spd-Auto(L4) 21.54767 1.0000
## Manual 7-spd-Auto(L4) 22.28482 1.0000
## Manual(M7)-Auto(L4) 33.05952 1.0000
## Automatic (A6)-Automatic (A1) -48.97909 0.0000
## Automatic (AM-S6)-Automatic (A1) -28.57297 0.0000
## Automatic (AM-S7)-Automatic (A1) -50.70729 0.0000
## Automatic (AM5)-Automatic (A1) -24.70729 0.0000
## Automatic (AM6)-Automatic (A1) -41.57297 0.0000
## Automatic (AV-S6)-Automatic (A1) -45.52898 0.0000
## Automatic (AV)-Automatic (A1) -39.97909 0.0000
## Automatic (S4)-Automatic (A1) -52.83791 0.0000
## Automatic (S5)-Automatic (A1) -53.59320 0.0000
## Automatic (S6)-Automatic (A1) -52.74128 0.0000
## Automatic (S7)-Automatic (A1) -54.80543 0.0000
## Automatic (S8)-Automatic (A1) -51.47425 0.0000
## Automatic (S9)-Automatic (A1) -38.70729 0.0000
## Automatic (variable gear ratios)-Automatic (A1) -47.11566 0.0000
## Automatic 3-spd-Automatic (A1) -56.39817 0.0000
## Automatic 4-spd-Automatic (A1) -56.18294 0.0000
## Automatic 5-spd-Automatic (A1) -56.20006 0.0000
## Automatic 6-spd-Automatic (A1) -54.19695 0.0000
## Automatic 6spd-Automatic (A1) -25.57297 0.0000
## Automatic 7-spd-Automatic (A1) -53.44016 0.0000
## Automatic 8-spd-Automatic (A1) -51.52592 0.0000
## Automatic 8spd-Automatic (A1) -46.22909 0.0000
## Automatic 9-spd-Automatic (A1) -45.37281 0.0000
## Manual 3-spd-Automatic (A1) -60.12179 0.0000
## Manual 4-spd-Automatic (A1) -56.76258 0.0000
## Manual 5-spd-Automatic (A1) -52.32791 0.0000
## Manual 5 spd-Automatic (A1) -45.57297 0.0000
## Manual 6-spd-Automatic (A1) -52.35432 0.0000
## Manual 7-spd-Automatic (A1) -50.06654 0.0000
## Manual(M7)-Automatic (A1) -33.57297 0.0000
## Automatic (AM-S6)-Automatic (A6) 33.78898 1.0000
## Automatic (AM-S7)-Automatic (A6) 12.42686 1.0000
## Automatic (AM5)-Automatic (A6) 38.42686 0.0136
## Automatic (AM6)-Automatic (A6) 20.78898 1.0000
## Automatic (AV-S6)-Automatic (A6) 19.56397 0.9964
## Automatic (AV)-Automatic (A6) 24.04547 0.9695
## Automatic (S4)-Automatic (A6) 14.48439 1.0000
## Automatic (S5)-Automatic (A6) 13.86946 1.0000
## Automatic (S6)-Automatic (A6) 14.75554 1.0000
## Automatic (S7)-Automatic (A6) 12.47817 1.0000
## Automatic (S8)-Automatic (A6) 15.93696 0.9993
## Automatic (S9)-Automatic (A6) 24.42686 1.0000
## Automatic (variable gear ratios)-Automatic (A6) 20.31969 0.1716
## Automatic 3-spd-Automatic (A6) 11.10577 1.0000
## Automatic 4-spd-Automatic (A6) 11.33445 1.0000
## Automatic 5-spd-Automatic (A6) 11.29921 1.0000
## Automatic 6-spd-Automatic (A6) 13.28216 1.0000
## Automatic 6spd-Automatic (A6) 36.78898 0.9936
## Automatic 7-spd-Automatic (A6) 13.98592 1.0000
## Automatic 8-spd-Automatic (A6) 15.51422 1.0000
## Automatic 8spd-Automatic (A6) 17.79547 1.0000
## Automatic 9-spd-Automatic (A6) 19.96884 0.9617
## Manual 3-spd-Automatic (A6) 6.85964 1.0000
## Manual 4-spd-Automatic (A6) 10.72374 1.0000
## Manual 5-spd-Automatic (A6) 15.18778 1.0000
## Manual 5 spd-Automatic (A6) 16.78898 1.0000
## Manual 6-spd-Automatic (A6) 15.14396 1.0000
## Manual 7-spd-Automatic (A6) 16.11617 1.0000
## Manual(M7)-Automatic (A6) 28.78898 1.0000
## Automatic (AM-S7)-Automatic (AM-S6) 10.05952 0.9551
## Automatic (AM5)-Automatic (AM-S6) 36.05952 1.0000
## Automatic (AM6)-Automatic (AM-S6) 17.09094 1.0000
## Automatic (AV-S6)-Automatic (AM-S6) 19.20624 1.0000
## Automatic (AV)-Automatic (AM-S6) 22.78898 1.0000
## Automatic (S4)-Automatic (AM-S6) 15.07763 1.0000
## Automatic (S5)-Automatic (AM-S6) 14.49520 1.0000
## Automatic (S6)-Automatic (AM-S6) 15.38884 1.0000
## Automatic (S7)-Automatic (AM-S6) 13.06202 1.0000
## Automatic (S8)-Automatic (AM-S6) 16.55107 1.0000
## Automatic (S9)-Automatic (AM-S6) 22.05952 1.0000
## Automatic (variable gear ratios)-Automatic (AM-S6) 20.93930 1.0000
## Automatic 3-spd-Automatic (AM-S6) 11.74061 0.9999
## Automatic 4-spd-Automatic (AM-S6) 11.97221 1.0000
## Automatic 5-spd-Automatic (AM-S6) 11.93304 1.0000
## Automatic 6-spd-Automatic (AM-S6) 13.91155 1.0000
## Automatic 6spd-Automatic (AM-S6) 33.09094 1.0000
## Automatic 7-spd-Automatic (AM-S6) 14.60343 1.0000
## Automatic 8-spd-Automatic (AM-S6) 16.03443 1.0000
## Automatic 8spd-Automatic (AM-S6) 16.53898 1.0000
## Automatic 9-spd-Automatic (AM-S6) 19.76909 1.0000
## Manual 3-spd-Automatic (AM-S6) 7.36328 0.8929
## Manual 4-spd-Automatic (AM-S6) 11.35473 0.9998
## Manual 5-spd-Automatic (AM-S6) 15.82519 1.0000
## Manual 5 spd-Automatic (AM-S6) 13.09094 0.9882
## Manual 6-spd-Automatic (AM-S6) 15.77758 1.0000
## Manual 7-spd-Automatic (AM-S6) 16.34127 1.0000
## Manual(M7)-Automatic (AM-S6) 25.09094 1.0000
## Automatic (AM5)-Automatic (AM-S7) 47.27751 0.0012
## Automatic (AM6)-Automatic (AM-S7) 29.05952 1.0000
## Automatic (AV-S6)-Automatic (AM-S7) 29.41117 0.5636
## Automatic (AV)-Automatic (AM-S7) 33.42686 0.4062
## Automatic (S4)-Automatic (AM-S7) 24.86449 0.9121
## Automatic (S5)-Automatic (AM-S7) 24.26856 0.9581
## Automatic (S6)-Automatic (AM-S7) 25.15906 0.8611
## Automatic (S7)-Automatic (AM-S7) 22.85280 0.9983
## Automatic (S8)-Automatic (AM-S7) 26.32926 0.6413
## Automatic (S9)-Automatic (AM-S7) 33.27751 0.9885
## Automatic (variable gear ratios)-Automatic (AM-S7) 30.71520 0.0287
## Automatic 3-spd-Automatic (AM-S7) 21.51019 1.0000
## Automatic 4-spd-Automatic (AM-S7) 21.74058 0.9999
## Automatic 5-spd-Automatic (AM-S7) 21.70304 0.9999
## Automatic 6-spd-Automatic (AM-S7) 23.68339 0.9850
## Automatic 6spd-Automatic (AM-S7) 45.05952 0.6980
## Automatic 7-spd-Automatic (AM-S7) 24.38020 0.9516
## Automatic 8-spd-Automatic (AM-S7) 25.85185 0.7903
## Automatic 8spd-Automatic (AM-S7) 27.17686 0.9997
## Automatic 9-spd-Automatic (AM-S7) 29.90161 0.3613
## Manual 3-spd-Automatic (AM-S7) 17.18767 1.0000
## Manual 4-spd-Automatic (AM-S7) 21.12591 1.0000
## Manual 5-spd-Automatic (AM-S7) 25.59371 0.7851
## Manual 5 spd-Automatic (AM-S7) 25.05952 1.0000
## Manual 6-spd-Automatic (AM-S7) 25.54767 0.7955
## Manual 7-spd-Automatic (AM-S7) 26.28482 0.8444
## Manual(M7)-Automatic (AM-S7) 37.05952 1.0000
## Automatic (AM6)-Automatic (AM5) 3.05952 0.2146
## Automatic (AV-S6)-Automatic (AM5) 3.41117 0.4703
## Automatic (AV)-Automatic (AM5) 7.42686 0.9705
## Automatic (S4)-Automatic (AM5) -1.13551 0.0161
## Automatic (S5)-Automatic (AM5) -1.73144 0.0083
## Automatic (S6)-Automatic (AM5) -0.84094 0.0218
## Automatic (S7)-Automatic (AM5) -3.14720 0.0016
## Automatic (S8)-Automatic (AM5) 0.32926 0.0676
## Automatic (S9)-Automatic (AM5) 7.27751 0.8894
## Automatic (variable gear ratios)-Automatic (AM5) 4.71520 0.8226
## Automatic 3-spd-Automatic (AM5) -4.48981 0.0003
## Automatic 4-spd-Automatic (AM5) -4.25942 0.0004
## Automatic 5-spd-Automatic (AM5) -4.29696 0.0003
## Automatic 6-spd-Automatic (AM5) -2.31661 0.0042
## Automatic 6spd-Automatic (AM5) 19.05952 1.0000
## Automatic 7-spd-Automatic (AM5) -1.61980 0.0094
## Automatic 8-spd-Automatic (AM5) -0.14815 0.0435
## Automatic 8spd-Automatic (AM5) 1.17686 0.1164
## Automatic 9-spd-Automatic (AM5) 3.90161 0.5872
## Manual 3-spd-Automatic (AM5) -8.81233 0.0000
## Manual 4-spd-Automatic (AM5) -4.87409 0.0002
## Manual 5-spd-Automatic (AM5) -0.40629 0.0338
## Manual 5 spd-Automatic (AM5) -0.94048 0.0295
## Manual 6-spd-Automatic (AM5) -0.45233 0.0323
## Manual 7-spd-Automatic (AM5) 0.28482 0.0644
## Manual(M7)-Automatic (AM5) 11.05952 0.9836
## Automatic (AV-S6)-Automatic (AM6) 32.20624 1.0000
## Automatic (AV)-Automatic (AM6) 35.78898 0.9987
## Automatic (S4)-Automatic (AM6) 28.07763 1.0000
## Automatic (S5)-Automatic (AM6) 27.49520 1.0000
## Automatic (S6)-Automatic (AM6) 28.38884 1.0000
## Automatic (S7)-Automatic (AM6) 26.06202 1.0000
## Automatic (S8)-Automatic (AM6) 29.55107 1.0000
## Automatic (S9)-Automatic (AM6) 35.05952 1.0000
## Automatic (variable gear ratios)-Automatic (AM6) 33.93930 0.9730
## Automatic 3-spd-Automatic (AM6) 24.74061 1.0000
## Automatic 4-spd-Automatic (AM6) 24.97221 1.0000
## Automatic 5-spd-Automatic (AM6) 24.93304 1.0000
## Automatic 6-spd-Automatic (AM6) 26.91155 1.0000
## Automatic 6spd-Automatic (AM6) 46.09094 0.9962
## Automatic 7-spd-Automatic (AM6) 27.60343 1.0000
## Automatic 8-spd-Automatic (AM6) 29.03443 1.0000
## Automatic 8spd-Automatic (AM6) 29.53898 1.0000
## Automatic 9-spd-Automatic (AM6) 32.76909 0.9997
## Manual 3-spd-Automatic (AM6) 20.36328 1.0000
## Manual 4-spd-Automatic (AM6) 24.35473 1.0000
## Manual 5-spd-Automatic (AM6) 28.82519 1.0000
## Manual 5 spd-Automatic (AM6) 26.09094 1.0000
## Manual 6-spd-Automatic (AM6) 28.77758 1.0000
## Manual 7-spd-Automatic (AM6) 29.34127 1.0000
## Manual(M7)-Automatic (AM6) 38.09094 1.0000
## Automatic (AV)-Automatic (AV-S6) 15.00841 1.0000
## Automatic (S4)-Automatic (AV-S6) 4.20530 1.0000
## Automatic (S5)-Automatic (AV-S6) 3.55839 0.9989
## Automatic (S6)-Automatic (AV-S6) 4.43697 1.0000
## Automatic (S7)-Automatic (AV-S6) 2.20822 0.7997
## Automatic (S8)-Automatic (AV-S6) 5.63740 1.0000
## Automatic (S9)-Automatic (AV-S6) 15.85562 1.0000
## Automatic (variable gear ratios)-Automatic (AV-S6) 10.01470 1.0000
## Automatic 3-spd-Automatic (AV-S6) 0.78564 0.1996
## Automatic 4-spd-Automatic (AV-S6) 1.01140 0.2766
## Automatic 5-spd-Automatic (AV-S6) 0.98010 0.2644
## Automatic 6-spd-Automatic (AV-S6) 2.96746 0.9796
## Automatic 6spd-Automatic (AV-S6) 28.65069 1.0000
## Automatic 7-spd-Automatic (AV-S6) 3.68301 0.9995
## Automatic 8-spd-Automatic (AV-S6) 5.30495 1.0000
## Automatic 8spd-Automatic (AV-S6) 8.75841 1.0000
## Automatic 9-spd-Automatic (AV-S6) 10.33121 1.0000
## Manual 3-spd-Automatic (AV-S6) -3.33418 0.0000
## Manual 4-spd-Automatic (AV-S6) 0.40746 0.1073
## Manual 5-spd-Automatic (AV-S6) 4.86511 1.0000
## Manual 5 spd-Automatic (AV-S6) 8.65069 0.9548
## Manual 6-spd-Automatic (AV-S6) 4.82507 1.0000
## Manual 7-spd-Automatic (AV-S6) 6.16392 1.0000
## Manual(M7)-Automatic (AV-S6) 20.65069 1.0000
## Automatic (S4)-Automatic (AV) 5.48439 0.9994
## Automatic (S5)-Automatic (AV) 4.86946 0.9942
## Automatic (S6)-Automatic (AV) 5.75554 0.9999
## Automatic (S7)-Automatic (AV) 3.47817 0.8493
## Automatic (S8)-Automatic (AV) 6.93696 1.0000
## Automatic (S9)-Automatic (AV) 15.42686 1.0000
## Automatic (variable gear ratios)-Automatic (AV) 11.31969 1.0000
## Automatic 3-spd-Automatic (AV) 2.10577 0.4455
## Automatic 4-spd-Automatic (AV) 2.33445 0.5200
## Automatic 5-spd-Automatic (AV) 2.29921 0.5078
## Automatic 6-spd-Automatic (AV) 4.28216 0.9695
## Automatic 6spd-Automatic (AV) 27.78898 1.0000
## Automatic 7-spd-Automatic (AV) 4.98592 0.9960
## Automatic 8-spd-Automatic (AV) 6.51422 1.0000
## Automatic 8spd-Automatic (AV) 8.79547 1.0000
## Automatic 9-spd-Automatic (AV) 10.96884 1.0000
## Manual 3-spd-Automatic (AV) -2.14036 0.0019
## Manual 4-spd-Automatic (AV) 1.72374 0.3308
## Manual 5-spd-Automatic (AV) 6.18778 1.0000
## Manual 5 spd-Automatic (AV) 7.78898 0.8583
## Manual 6-spd-Automatic (AV) 6.14396 1.0000
## Manual 7-spd-Automatic (AV) 7.11617 1.0000
## Manual(M7)-Automatic (AV) 19.78898 1.0000
## Automatic (S5)-Automatic (S4) 1.03346 1.0000
## Automatic (S6)-Automatic (S4) 1.82941 1.0000
## Automatic (S7)-Automatic (S4) 0.05077 0.0701
## Automatic (S8)-Automatic (S4) 3.22782 0.2640
## Automatic (S9)-Automatic (S4) 17.35587 1.0000
## Automatic (variable gear ratios)-Automatic (S4) 7.55221 0.0000
## Automatic 3-spd-Automatic (S4) -1.83983 0.0000
## Automatic 4-spd-Automatic (S4) -1.64869 0.0000
## Automatic 5-spd-Automatic (S4) -1.63360 0.0000
## Automatic 6-spd-Automatic (S4) 0.40343 0.6722
## Automatic 6spd-Automatic (S4) 30.56901 1.0000
## Automatic 7-spd-Automatic (S4) 1.24107 1.0000
## Automatic 8-spd-Automatic (S4) 3.54591 1.0000
## Automatic 8spd-Automatic (S4) 9.72577 1.0000
## Automatic 9-spd-Automatic (S4) 10.35688 0.9828
## Manual 3-spd-Automatic (S4) -5.00785 0.0000
## Manual 4-spd-Automatic (S4) -2.17411 0.0000
## Manual 5-spd-Automatic (S4) 2.20942 0.9903
## Manual 5 spd-Automatic (S4) 10.56901 0.9987
## Manual 6-spd-Automatic (S4) 2.21386 0.9988
## Manual 7-spd-Automatic (S4) 5.43307 1.0000
## Manual(M7)-Automatic (S4) 22.56901 1.0000
## Automatic (S6)-Automatic (S5) 1.78859 0.0400
## Automatic (S7)-Automatic (S5) 0.23120 0.2581
## Automatic (S8)-Automatic (S5) 3.31213 0.0000
## Automatic (S9)-Automatic (S5) 17.85924 1.0000
## Automatic (variable gear ratios)-Automatic (S5) 7.60928 0.0000
## Automatic 3-spd-Automatic (S5) -1.89619 0.0000
## Automatic 4-spd-Automatic (S5) -1.73838 0.0000
## Automatic 5-spd-Automatic (S5) -1.67963 0.0000
## Automatic 6-spd-Automatic (S5) 0.39659 0.9728
## Automatic 6spd-Automatic (S5) 31.08589 0.9999
## Automatic 7-spd-Automatic (S5) 1.30913 1.0000
## Automatic 8-spd-Automatic (S5) 3.81907 0.9683
## Automatic 8spd-Automatic (S5) 10.21014 1.0000
## Automatic 9-spd-Automatic (S5) 10.79930 0.8593
## Manual 3-spd-Automatic (S5) -4.71998 0.0000
## Manual 4-spd-Automatic (S5) -2.19406 0.0000
## Manual 5-spd-Automatic (S5) 2.12425 0.0000
## Manual 5 spd-Automatic (S5) 11.08589 0.9996
## Manual 6-spd-Automatic (S5) 2.16995 0.0000
## Manual 7-spd-Automatic (S5) 5.82701 1.0000
## Manual(M7)-Automatic (S5) 23.08589 1.0000
## Automatic (S7)-Automatic (S6) -0.76715 0.0000
## Automatic (S8)-Automatic (S6) 2.27678 0.0446
## Automatic (S9)-Automatic (S6) 16.94734 1.0000
## Automatic (variable gear ratios)-Automatic (S6) 6.56137 0.0000
## Automatic 3-spd-Automatic (S6) -3.01493 0.0000
## Automatic 4-spd-Automatic (S6) -2.88804 0.0000
## Automatic 5-spd-Automatic (S6) -2.79009 0.0000
## Automatic 6-spd-Automatic (S6) -0.68650 0.0000
## Automatic 6spd-Automatic (S6) 30.17712 1.0000
## Automatic 7-spd-Automatic (S6) 0.26642 0.6256
## Automatic 8-spd-Automatic (S6) 2.84941 1.0000
## Automatic 8spd-Automatic (S6) 9.29383 1.0000
## Automatic 9-spd-Automatic (S6) 9.87311 0.9958
## Manual 3-spd-Automatic (S6) -5.68550 0.0000
## Manual 4-spd-Automatic (S6) -3.28569 0.0000
## Manual 5-spd-Automatic (S6) 0.97922 0.3948
## Manual 5 spd-Automatic (S6) 10.17712 0.9974
## Manual 6-spd-Automatic (S6) 1.06113 0.9820
## Manual 7-spd-Automatic (S6) 4.88910 1.0000
## Manual(M7)-Automatic (S6) 22.17712 1.0000
## Automatic (S8)-Automatic (S7) 5.36652 0.0000
## Automatic (S9)-Automatic (S7) 19.39446 1.0000
## Automatic (variable gear ratios)-Automatic (S7) 9.69534 0.0000
## Automatic 3-spd-Automatic (S7) 0.31887 0.4553
## Automatic 4-spd-Automatic (S7) 0.51375 0.8677
## Automatic 5-spd-Automatic (S7) 0.52386 0.8571
## Automatic 6-spd-Automatic (S7) 2.55588 0.9950
## Automatic 6spd-Automatic (S7) 32.60368 0.9967
## Automatic 7-spd-Automatic (S7) 3.38245 0.2398
## Automatic 8-spd-Automatic (S7) 5.64630 0.0200
## Automatic 8spd-Automatic (S7) 11.76984 1.0000
## Automatic 9-spd-Automatic (S7) 12.41291 0.2166
## Manual 3-spd-Automatic (S7) -2.91099 0.0000
## Manual 4-spd-Automatic (S7) -0.01993 0.0420
## Manual 5-spd-Automatic (S7) 4.37137 0.0000
## Manual 5 spd-Automatic (S7) 12.60368 1.0000
## Manual 6-spd-Automatic (S7) 4.37106 0.0000
## Manual 7-spd-Automatic (S7) 7.50255 0.9377
## Manual(M7)-Automatic (S7) 24.60368 1.0000
## Automatic (S9)-Automatic (S8) 15.83158 1.0000
## Automatic (variable gear ratios)-Automatic (S8) 5.76127 0.0000
## Automatic 3-spd-Automatic (S8) -3.68542 0.0000
## Automatic 4-spd-Automatic (S8) -3.50875 0.0000
## Automatic 5-spd-Automatic (S8) -3.47455 0.0000
## Automatic 6-spd-Automatic (S8) -1.41928 0.0000
## Automatic 6spd-Automatic (S8) 29.05340 1.0000
## Automatic 7-spd-Automatic (S8) -0.54418 0.0000
## Automatic 8-spd-Automatic (S8) 1.87701 1.0000
## Automatic 8spd-Automatic (S8) 8.18929 1.0000
## Automatic 9-spd-Automatic (S8) 8.79357 1.0000
## Manual 3-spd-Automatic (S8) -6.66782 0.0000
## Manual 4-spd-Automatic (S8) -4.00304 0.0000
## Manual 5-spd-Automatic (S8) 0.35128 0.8714
## Manual 5 spd-Automatic (S8) 9.05340 0.9839
## Manual 6-spd-Automatic (S8) 0.37387 0.8674
## Manual 7-spd-Automatic (S8) 3.83898 1.0000
## Manual(M7)-Automatic (S8) 21.05340 1.0000
## Automatic (variable gear ratios)-Automatic (S9) 18.71520 1.0000
## Automatic 3-spd-Automatic (S9) 9.51019 1.0000
## Automatic 4-spd-Automatic (S9) 9.74058 1.0000
## Automatic 5-spd-Automatic (S9) 9.70304 1.0000
## Automatic 6-spd-Automatic (S9) 11.68339 1.0000
## Automatic 6spd-Automatic (S9) 33.05952 1.0000
## Automatic 7-spd-Automatic (S9) 12.38020 1.0000
## Automatic 8-spd-Automatic (S9) 13.85185 1.0000
## Automatic 8spd-Automatic (S9) 15.17686 1.0000
## Automatic 9-spd-Automatic (S9) 17.90161 1.0000
## Manual 3-spd-Automatic (S9) 5.18767 0.8861
## Manual 4-spd-Automatic (S9) 9.12591 1.0000
## Manual 5-spd-Automatic (S9) 13.59371 1.0000
## Manual 5 spd-Automatic (S9) 13.05952 0.9990
## Manual 6-spd-Automatic (S9) 13.54767 1.0000
## Manual 7-spd-Automatic (S9) 14.28482 1.0000
## Manual(M7)-Automatic (S9) 25.05952 1.0000
## Automatic 3-spd-Automatic (variable gear ratios) -8.19162 0.0000
## Automatic 4-spd-Automatic (variable gear ratios) -8.02193 0.0000
## Automatic 5-spd-Automatic (variable gear ratios) -7.97859 0.0000
## Automatic 6-spd-Automatic (variable gear ratios) -5.91517 0.0000
## Automatic 6spd-Automatic (variable gear ratios) 24.65411 1.0000
## Automatic 7-spd-Automatic (variable gear ratios) -5.02479 0.0000
## Automatic 8-spd-Automatic (variable gear ratios) -2.56454 0.0000
## Automatic 8spd-Automatic (variable gear ratios) 3.78449 0.9121
## Automatic 9-spd-Automatic (variable gear ratios) 4.38164 1.0000
## Manual 3-spd-Automatic (variable gear ratios) -11.10672 0.0000
## Manual 4-spd-Automatic (variable gear ratios) -8.50164 0.0000
## Manual 5-spd-Automatic (variable gear ratios) -4.16096 0.0000
## Manual 5 spd-Automatic (variable gear ratios) 4.65411 0.5170
## Manual 6-spd-Automatic (variable gear ratios) -4.12972 0.0000
## Manual 7-spd-Automatic (variable gear ratios) -0.58127 0.0063
## Manual(M7)-Automatic (variable gear ratios) 16.65411 1.0000
## Automatic 4-spd-Automatic 3-spd 0.69112 0.9981
## Automatic 5-spd-Automatic 3-spd 0.80479 1.0000
## Automatic 6-spd-Automatic 3-spd 2.91736 0.0000
## Automatic 6spd-Automatic 3-spd 33.82223 0.9759
## Automatic 7-spd-Automatic 3-spd 3.88163 0.0000
## Automatic 8-spd-Automatic 3-spd 6.48176 0.0000
## Automatic 8spd-Automatic 3-spd 12.93738 1.0000
## Automatic 9-spd-Automatic 3-spd 13.51463 0.0103
## Manual 3-spd-Automatic 3-spd -2.05226 0.0000
## Manual 4-spd-Automatic 3-spd 0.31551 0.9920
## Manual 5-spd-Automatic 3-spd 4.56048 0.0000
## Manual 5 spd-Automatic 3-spd 13.82223 1.0000
## Manual 6-spd-Automatic 3-spd 4.65659 0.0000
## Manual 7-spd-Automatic 3-spd 8.52818 0.0919
## Manual(M7)-Automatic 3-spd 25.82223 1.0000
## Automatic 5-spd-Automatic 4-spd 0.45871 1.0000
## Automatic 6-spd-Automatic 4-spd 2.59497 0.0000
## Automatic 6spd-Automatic 4-spd 33.58478 0.9823
## Automatic 7-spd-Automatic 4-spd 3.58522 0.0000
## Automatic 8-spd-Automatic 4-spd 6.22009 0.0000
## Automatic 8spd-Automatic 4-spd 12.69702 1.0000
## Automatic 9-spd-Automatic 4-spd 13.27043 0.0181
## Manual 3-spd-Automatic 4-spd -2.31221 0.0000
## Manual 4-spd-Automatic 4-spd -0.01355 0.0363
## Manual 5-spd-Automatic 4-spd 4.16828 0.0000
## Manual 5 spd-Automatic 4-spd 13.58478 1.0000
## Manual 6-spd-Automatic 4-spd 4.31215 0.0000
## Manual 7-spd-Automatic 4-spd 8.27938 0.1697
## Manual(M7)-Automatic 4-spd 25.58478 1.0000
## Automatic 6-spd-Automatic 5-spd 2.75424 0.0000
## Automatic 6spd-Automatic 5-spd 33.63184 0.9813
## Automatic 7-spd-Automatic 5-spd 3.71092 0.0000
## Automatic 8-spd-Automatic 5-spd 6.29974 0.0000
## Automatic 8spd-Automatic 5-spd 12.74801 1.0000
## Automatic 9-spd-Automatic 5-spd 13.32659 0.0169
## Manual 3-spd-Automatic 5-spd -2.23487 0.0000
## Manual 4-spd-Automatic 5-spd 0.15419 0.4862
## Manual 5-spd-Automatic 5-spd 4.41283 0.0000
## Manual 5 spd-Automatic 5-spd 13.63184 1.0000
## Manual 6-spd-Automatic 5-spd 4.49916 0.0000
## Manual 7-spd-Automatic 5-spd 8.34174 0.1587
## Manual(M7)-Automatic 5-spd 25.63184 1.0000
## Automatic 6spd-Automatic 6-spd 31.66221 0.9994
## Automatic 7-spd-Automatic 6-spd 1.82281 0.9720
## Automatic 8-spd-Automatic 6-spd 4.36617 0.2848
## Automatic 8spd-Automatic 6-spd 10.78282 1.0000
## Automatic 9-spd-Automatic 6-spd 11.36721 0.5807
## Manual 3-spd-Automatic 6-spd -4.17092 0.0000
## Manual 4-spd-Automatic 6-spd -1.70093 0.0000
## Manual 5-spd-Automatic 6-spd 2.59730 0.0000
## Manual 5 spd-Automatic 6-spd 11.66221 0.9999
## Manual 6-spd-Automatic 6-spd 2.65632 0.0000
## Manual 7-spd-Automatic 6-spd 6.38926 0.9999
## Manual(M7)-Automatic 6-spd 23.66221 1.0000
## Automatic 7-spd-Automatic 6spd 11.60343 0.9999
## Automatic 8-spd-Automatic 6spd 13.03443 1.0000
## Automatic 8spd-Automatic 6spd 13.53898 1.0000
## Automatic 9-spd-Automatic 6spd 16.76909 1.0000
## Manual 3-spd-Automatic 6spd 4.36328 0.4657
## Manual 4-spd-Automatic 6spd 8.35473 0.9616
## Manual 5-spd-Automatic 6spd 12.82519 1.0000
## Manual 5 spd-Automatic 6spd 10.09094 0.8757
## Manual 6-spd-Automatic 6spd 12.77758 1.0000
## Manual 7-spd-Automatic 6spd 13.34127 1.0000
## Manual(M7)-Automatic 6spd 22.09094 1.0000
## Automatic 8-spd-Automatic 7-spd 3.79183 0.9946
## Automatic 8spd-Automatic 7-spd 10.12670 1.0000
## Automatic 9-spd-Automatic 7-spd 10.72658 0.8972
## Manual 3-spd-Automatic 7-spd -4.75139 0.0000
## Manual 4-spd-Automatic 7-spd -2.12241 0.0000
## Manual 5-spd-Automatic 7-spd 2.22400 0.0005
## Manual 5 spd-Automatic 7-spd 10.99421 0.9995
## Manual 6-spd-Automatic 7-spd 2.25159 0.0074
## Manual 7-spd-Automatic 7-spd 5.76686 1.0000
## Manual(M7)-Automatic 7-spd 22.99421 1.0000
## Automatic 8spd-Automatic 8-spd 8.99149 1.0000
## Automatic 9-spd-Automatic 8-spd 9.71366 1.0000
## Manual 3-spd-Automatic 8-spd -5.36802 0.0000
## Manual 4-spd-Automatic 8-spd -2.22691 0.0000
## Manual 5-spd-Automatic 8-spd 2.19081 1.0000
## Manual 5 spd-Automatic 8-spd 9.76170 0.9941
## Manual 6-spd-Automatic 8-spd 2.17453 1.0000
## Manual 7-spd-Automatic 8-spd 4.88849 1.0000
## Manual(M7)-Automatic 8-spd 21.76170 1.0000
## Automatic 9-spd-Automatic 8spd 17.21884 1.0000
## Manual 3-spd-Automatic 8spd 4.10964 0.9444
## Manual 4-spd-Automatic 8spd 7.97374 1.0000
## Manual 5-spd-Automatic 8spd 12.43778 1.0000
## Manual 5 spd-Automatic 8spd 14.03898 1.0000
## Manual 6-spd-Automatic 8spd 12.39396 1.0000
## Manual 7-spd-Automatic 8spd 13.36617 1.0000
## Manual(M7)-Automatic 8spd 26.03898 1.0000
## Manual 3-spd-Automatic 9-spd -4.73904 0.0000
## Manual 4-spd-Automatic 9-spd -1.03486 0.0037
## Manual 5-spd-Automatic 9-spd 3.42077 0.9998
## Manual 5 spd-Automatic 9-spd 7.67818 0.8960
## Manual 6-spd-Automatic 9-spd 3.38192 0.9997
## Manual 7-spd-Automatic 9-spd 4.82689 1.0000
## Manual(M7)-Automatic 9-spd 19.67818 1.0000
## Manual 4-spd-Manual 3-spd 6.61350 0.0000
## Manual 5-spd-Manual 3-spd 11.03492 0.0000
## Manual 5 spd-Manual 3-spd 18.46718 1.0000
## Manual 6-spd-Manual 3-spd 11.01642 0.0000
## Manual 7-spd-Manual 3-spd 13.65123 0.0000
## Manual(M7)-Manual 3-spd 30.46718 1.0000
## Manual 5-spd-Manual 4-spd 5.10022 0.0000
## Manual 5 spd-Manual 4-spd 14.21584 1.0000
## Manual 6-spd-Manual 4-spd 5.16708 0.0000
## Manual 7-spd-Manual 4-spd 8.93674 0.0279
## Manual(M7)-Manual 4-spd 26.21584 1.0000
## Manual 5 spd-Manual 5-spd 9.73254 0.9944
## Manual 6-spd-Manual 5-spd 0.47457 1.0000
## Manual 7-spd-Manual 5-spd 4.42856 1.0000
## Manual(M7)-Manual 5-spd 21.73254 1.0000
## Manual 6-spd-Manual 5 spd 32.77758 0.9948
## Manual 7-spd-Manual 5 spd 33.34127 0.9957
## Manual(M7)-Manual 5 spd 42.09094 1.0000
## Manual 7-spd-Manual 6-spd 4.49848 1.0000
## Manual(M7)-Manual 6-spd 21.78774 1.0000
## Manual(M7)-Manual 7-spd 22.09127 1.0000
##
## $<NA>
## diff lwr upr p adjTukey’s HSD Results
Above are three Tukey’s HSD tests which compare the mean highway gas mileage values which resulted from each change in fuel type, drive type, and transmission type. For individual tests that return a p-adj.value<0.05 there is a statistical difference between the mean highway gas mileage of those two factor levels that can be attributed to something other than randomization with a confidence level of 95%.
Diagnostics/Model Adequacy Checking
To check the adequacy of using the ANOVA as a means of analyzing this set of data I performed Quantile-Quantile (Q-Q) tests on the residual errors to determine if the residuals followed a normal distribution. I also created an interaction plot to see if there was an interaction effect between the factors of interest.
The nearly linear fit of the residuals in the three QQ plots are an indication that the ANOVA model may be adequate for this analysis. A perfectly linear fit in these QQ plots would mean that the model that I used perfectly satisfies the assumptions of normality.
The interaction plots following the QQ plots show the interactions of the three possible combinations of the factors of interest working together to cause an effect in the highway gas mileage response variable. Interactions between two factors are evident whenever there is an intersection of two or more curves, or a slope change of curves. As can be seen in all three interaction plots there are plenty of intersections and slope changes and thus it can be concluded that the factors work in concert to cause a change in highway gas mileage.
The third type of plot is a Residuals vs. Fits plot which is used to identify the linearity of the residual values and to determine if there are any outlying values. Because the residual values seem to be centered around zero for the models it can be concluded that the models used in these analyses are accurate for determining the effect of fuel type, drive type, and transmission type on the highway gas mileage of vehicles.
# QQ Plot for residuals in analysis of fuel type effect on highway gas mileage
qqnorm(residuals(model_fuelyear))
qqline(residuals(model_fuelyear))
# QQ Plot for residuals in analysis of drive effect on highway gas mileage
qqnorm(residuals(model_driveyear))
qqline(residuals(model_driveyear))
# QQ Plot for residuals in analysis of transmission effect on highway gas mileage
qqnorm(residuals(model_transyear))
qqline(residuals(model_transyear))
interaction.plot(data$fuel,data$drive,data$hwy)
interaction.plot(data$trans,data$fuel,data$hwy)
interaction.plot(data$trans,data$drive,data$hwy)
plot(fitted(model_fuelyear),residuals(model_fuelyear))
plot(fitted(model_driveyear),residuals(model_driveyear))
plot(fitted(model_transyear),residuals(model_transyear))
4.Appendices
The data from the fueleconomy data set can be accessed at https://github.com/hadley/fueleconomy.