Insurance Assignment
Brendan O’Brien
4/15/2018
Import Data
Missing Data
NAcol <- which(colSums(is.na(train.insurance)) > 0)
NAcol## AGE YOJ CAR_AGE
## 5 7 25NAcol <- which(colSums(is.na(evaluation.insurance)) > 0)
NAcol## TARGET_FLAG TARGET_AMT AGE YOJ CAR_AGE
## 2 3 5 7 25Replace Missing Values
train.insurance$AGE[is.na(train.insurance$AGE)] <- round(mean(train.insurance$AGE, na.rm = TRUE))
train.insurance$YOJ[is.na(train.insurance$YOJ)] <- round(mean(train.insurance$YOJ, na.rm = TRUE))
train.insurance$CAR_AGE[is.na(train.insurance$CAR_AGE)] <- round(mean(train.insurance$CAR_AGE, na.rm = TRUE))
evaluation.insurance$AGE[is.na(evaluation.insurance$AGE)] <- round(mean(evaluation.insurance$AGE, na.rm = TRUE))
evaluation.insurance$YOJ[is.na(evaluation.insurance$YOJ)] <- round(mean(evaluation.insurance$YOJ, na.rm = TRUE))
evaluation.insurance$CAR_AGE[is.na(evaluation.insurance$CAR_AGE)] <- round(mean(evaluation.insurance$CAR_AGE, na.rm = TRUE))NAcol <- which(colSums(is.na(train.insurance)) > 0)
NAcol## named integer(0)require(Hmisc)## Loading required package: Hmisc## Loading required package: lattice## Loading required package: survival## Loading required package: Formula## Loading required package: ggplot2##
## Attaching package: 'Hmisc'## The following objects are masked from 'package:base':
##
## format.pval, unitslibrary(Hmisc)
require(mltools)## Loading required package: mltoolslibrary(mltools)
require(mlogit)## Loading required package: mlogit## Loading required package: maxLik## Loading required package: miscTools##
## Please cite the 'maxLik' package as:
## Henningsen, Arne and Toomet, Ott (2011). maxLik: A package for maximum likelihood estimation in R. Computational Statistics 26(3), 443-458. DOI 10.1007/s00180-010-0217-1.
##
## If you have questions, suggestions, or comments regarding the 'maxLik' package, please use a forum or 'tracker' at maxLik's R-Forge site:
## https://r-forge.r-project.org/projects/maxlik/library(mlogit)
require(knitr)## Loading required package: knitrlibrary(knitr)
require(psych)## Loading required package: psych##
## Attaching package: 'psych'## The following object is masked from 'package:Hmisc':
##
## describe## The following objects are masked from 'package:ggplot2':
##
## %+%, alphalibrary(psych)
require(caret)## Loading required package: caret##
## Attaching package: 'caret'## The following object is masked from 'package:survival':
##
## clusterlibrary(caret)
require(corrplot)## Loading required package: corrplot## corrplot 0.84 loadedlibrary(corrplot)
require(plyr)## Loading required package: plyr##
## Attaching package: 'plyr'## The following objects are masked from 'package:Hmisc':
##
## is.discrete, summarizelibrary(plyr)
require(scales)## Loading required package: scales##
## Attaching package: 'scales'## The following objects are masked from 'package:psych':
##
## alpha, rescalelibrary(scales)
require(reshape2)## Loading required package: reshape2library(reshape2)
require(ggplot2)
library(ggplot2)
require(MASS)## Loading required package: MASSlibrary(MASS)Data Preparation
train.insurance[, "INCOME_bins"] <- bin_data(train.insurance$INCOME, bins=5, binType = "explicit")
Qualities <- c('[1, 1323.4)' = 0, '[1323.4, 2645.8)' = 1, '[2645.8, 3968.2)' = 2, '[3968.2, 5290.6)' = 3, '[5290.6, 6613]' = 4)
train.insurance$INCOME_bins<-as.integer(revalue(train.insurance$INCOME_bins, Qualities))train.insurance[, "HOME_VAL_bins"] <- bin_data(train.insurance$HOME_VAL, bins=3, binType = "explicit")
Qualities <- c('[1, 1703)' = 0, '[1703, 3405)' = 1, '[3405, 5107]' = 2)
train.insurance$HOME_VAL_bins<-as.integer(revalue(train.insurance$HOME_VAL_bins, Qualities))train.insurance[, "BLUEBOOK_bins"] <- bin_data(train.insurance$BLUEBOOK, bins=5, binType = "explicit")
Qualities <- c('[1, 558.6)' = 0, '[558.6, 1116.2)' = 1, '[1116.2, 1673.8)' = 2, '[1673.8, 2231.4)' = 3, '[2231.4, 2789]' = 4)
train.insurance$BLUEBOOK_bins<-as.integer(revalue(train.insurance$BLUEBOOK_bins, Qualities))train.insurance$MINIVAN <- ifelse(train.insurance$CAR_TYPE == "Minivan", 1, 0)
train.insurance$TRUCK <- ifelse(train.insurance$CAR_TYPE == "Panel Truck", 1, 0)
train.insurance$PICKUP <- ifelse(train.insurance$CAR_TYPE == "Pickup", 1, 0)
train.insurance$SPORTS <- ifelse(train.insurance$CAR_TYPE == "Sports Car", 1, 0)
train.insurance$VAN <- ifelse(train.insurance$CAR_TYPE == "Van", 1, 0)
train.insurance$SUV <- ifelse(train.insurance$CAR_TYPE == "z_SUV", 1, 0)train.insurance$CLERICAL <- ifelse(train.insurance$JOB == "Clerical", 1, 0)
train.insurance$DOCTOR <- ifelse(train.insurance$JOB == "Doctor", 1, 0)
train.insurance$HOME_MAKER <- ifelse(train.insurance$JOB == "Home Maker", 1, 0)
train.insurance$LAWYER <- ifelse(train.insurance$JOB == "Lawyer", 1, 0)
train.insurance$MANAGER <- ifelse(train.insurance$JOB == "Manager", 1, 0)
train.insurance$PROF <- ifelse(train.insurance$JOB == "Professional", 1, 0)
train.insurance$STUDENT <- ifelse(train.insurance$JOB == "Student", 1, 0)
train.insurance$BLUE_COLLAR <- ifelse(train.insurance$JOB == "z_Blue Collar", 1, 0)train.insurance[, "OLDCLAIM_bins"] <- bin_data(train.insurance$OLDCLAIM, bins=4, binType = "explicit")
Qualities <- c('[1, 715)' = 0, '[715, 1429)' = 1, '[1429, 2143)' = 2, '[2143, 2857]' = 3)
train.insurance$OLDCLAIM_bins<-as.integer(revalue(train.insurance$OLDCLAIM_bins, Qualities))evaluation.insurance[, "INCOME_bins"] <- bin_data(evaluation.insurance$INCOME, bins=c(1, 1323.4, 2645.8, 3968.2, 5290.6, 6613 ), binType = "explicit")
Qualities <- c('[1, 1323.4)' = 0, '[1323.4, 2645.8)' = 1, '[2645.8, 3968.2)' = 2, '[3968.2, 5290.6)' = 3, '[5290.6, 6613]' = 4)
evaluation.insurance$INCOME_bins<-as.integer(revalue(evaluation.insurance$INCOME_bins, Qualities))evaluation.insurance[, "HOME_VAL_bins"] <- bin_data(evaluation.insurance$HOME_VAL, bins=c(1, 1703, 3405, 5107), binType = "explicit")
Qualities <- c('[1, 1703)' = 0, '[1703, 3405)' = 1, '[3405, 5107]' = 2)
evaluation.insurance$HOME_VAL_bins<-as.integer(revalue(evaluation.insurance$HOME_VAL_bins, Qualities))evaluation.insurance[, "BLUEBOOK_bins"] <- bin_data(evaluation.insurance$BLUEBOOK, bins=c(1, 558.6, 1116.2, 1673.8, 2231.4, 2789), binType = "explicit")
Qualities <- c('[1, 558.6)' = 0, '[558.6, 1116.2)' = 1, '[1116.2, 1673.8)' = 2,'[1673.8, 2231.4)' = 3, '[2231.4, 2789]' = 4 )
evaluation.insurance$BLUEBOOK_bins<-as.integer(revalue(evaluation.insurance$BLUEBOOK_bins, Qualities))evaluation.insurance[, "EDUCATION"] <- bin_data(evaluation.insurance$EDUCATION, bins=5, binType = "explicit")
Qualities <- c('<High School' = 1, 'z_High School' = 2, 'Bachelors' = 3, 'Masters' = 4, 'PhD' = 5)
evaluation.insurance$EDUCATION<-as.integer(revalue(evaluation.insurance$EDUCATION, Qualities))## The following `from` values were not present in `x`: <High School, z_High School, Bachelors, Masters, PhDevaluation.insurance$MINIVAN <- ifelse(evaluation.insurance$CAR_TYPE == "Minivan", 1, 0)
evaluation.insurance$TRUCK <- ifelse(evaluation.insurance$CAR_TYPE == "Panel Truck", 1, 0)
evaluation.insurance$PICKUP <- ifelse(evaluation.insurance$CAR_TYPE == "Pickup", 1, 0)
evaluation.insurance$SPORTS <- ifelse(evaluation.insurance$CAR_TYPE == "Sports Car", 1, 0)
evaluation.insurance$VAN <- ifelse(evaluation.insurance$CAR_TYPE == "Van", 1, 0)
evaluation.insurance$SUV <- ifelse(evaluation.insurance$CAR_TYPE == "z_SUV", 1, 0)evaluation.insurance$CLERICAL <- ifelse(evaluation.insurance$JOB == "Clerical", 1, 0)
evaluation.insurance$DOCTOR <- ifelse(evaluation.insurance$JOB == "Doctor", 1, 0)
evaluation.insurance$HOME_MAKER <- ifelse(evaluation.insurance$JOB == "Home Maker", 1, 0)
evaluation.insurance$LAWYER <- ifelse(evaluation.insurance$JOB == "Lawyer", 1, 0)
evaluation.insurance$MANAGER <- ifelse(evaluation.insurance$JOB == "Manager", 1, 0)
evaluation.insurance$PROF <- ifelse(evaluation.insurance$JOB == "Professional", 1, 0)
evaluation.insurance$STUDENT <- ifelse(evaluation.insurance$JOB == "Student", 1, 0)
evaluation.insurance$BLUE_COLLAR <- ifelse(evaluation.insurance$JOB == "z_Blue Collar", 1, 0)evaluation.insurance[, "OLDCLAIM_bins"] <- bin_data(evaluation.insurance$OLDCLAIM, bins=c(1, 715, 1429, 2143, 2857), binType = "explicit")
Qualities <- c('[1, 715)' = 0, '[715, 1429)' = 1, '[1429, 2143)' = 2, '[2143, 2857]' = 3)
evaluation.insurance$OLDCLAIM_bins<-as.integer(revalue(evaluation.insurance$OLDCLAIM_bins, Qualities))Historgrams/ Density Plots
quantitative <- c(4:8, 10, 15, 17, 18, 21, 22, 24, 25)
names(train.insurance[quantitative])## [1] "KIDSDRIV" "AGE" "HOMEKIDS" "YOJ" "INCOME" "HOME_VAL"
## [7] "TRAVTIME" "BLUEBOOK" "TIF" "OLDCLAIM" "CLM_FREQ" "MVR_PTS"
## [13] "CAR_AGE"categorical <- c(13, 14, 19)
names(train.insurance[categorical])## [1] "EDUCATION" "JOB" "CAR_TYPE"binary <- c(9, 11, 12, 16, 20, 23, 26)
names(train.insurance[binary])## [1] "PARENT1" "MSTATUS" "SEX" "CAR_USE" "RED_CAR"
## [6] "REVOKED" "URBANICITY"Descriptive Statistics
library(psych)
describe(train.insurance)## vars n mean sd median trimmed mad min
## INDEX 1 8161 5151.87 2978.89 5133 5151.93 3841.42 1
## TARGET_FLAG 2 8161 0.26 0.44 0 0.20 0.00 0
## TARGET_AMT 3 8161 1504.32 4704.03 0 593.71 0.00 0
## KIDSDRIV 4 8161 0.17 0.51 0 0.03 0.00 0
## AGE 5 8161 44.79 8.62 45 44.83 8.90 16
## HOMEKIDS 6 8161 0.72 1.12 0 0.50 0.00 0
## YOJ 7 8161 10.47 3.98 11 11.01 2.97 0
## INCOME* 8 8161 2875.55 2090.68 2817 2816.95 2799.15 1
## PARENT1* 9 8161 1.13 0.34 1 1.04 0.00 1
## HOME_VAL* 10 8161 1684.89 1697.38 1245 1516.50 1842.87 1
## MSTATUS* 11 8161 1.40 0.49 1 1.38 0.00 1
## SEX* 12 8161 1.54 0.50 2 1.55 0.00 1
## EDUCATION* 13 8161 3.09 1.44 3 3.11 1.48 1
## JOB* 14 8161 5.69 2.68 6 5.81 2.97 1
## TRAVTIME 15 8161 33.49 15.91 33 33.00 16.31 5
## CAR_USE* 16 8161 1.63 0.48 2 1.66 0.00 1
## BLUEBOOK* 17 8161 1283.62 893.51 1124 1259.57 1132.71 1
## TIF 18 8161 5.35 4.15 4 4.84 4.45 1
## CAR_TYPE* 19 8161 3.53 1.97 3 3.54 2.97 1
## RED_CAR* 20 8161 1.29 0.45 1 1.24 0.00 1
## OLDCLAIM* 21 8161 552.27 862.20 1 380.32 0.00 1
## CLM_FREQ 22 8161 0.80 1.16 0 0.59 0.00 0
## REVOKED* 23 8161 1.12 0.33 1 1.03 0.00 1
## MVR_PTS 24 8161 1.70 2.15 1 1.31 1.48 0
## CAR_AGE 25 8161 8.31 5.52 8 7.96 5.93 -3
## URBANICITY* 26 8161 1.20 0.40 1 1.13 0.00 1
## INCOME_bins 27 8161 2.74 1.47 3 2.67 1.48 1
## HOME_VAL_bins 28 8161 1.66 0.81 1 1.57 0.00 1
## BLUEBOOK_bins 29 8161 2.82 1.56 3 2.77 2.97 1
## MINIVAN 30 8161 0.26 0.44 0 0.20 0.00 0
## TRUCK 31 8161 0.08 0.28 0 0.00 0.00 0
## PICKUP 32 8161 0.17 0.38 0 0.09 0.00 0
## SPORTS 33 8161 0.11 0.31 0 0.01 0.00 0
## VAN 34 8161 0.09 0.29 0 0.00 0.00 0
## SUV 35 8161 0.28 0.45 0 0.23 0.00 0
## CLERICAL 36 8161 0.16 0.36 0 0.07 0.00 0
## DOCTOR 37 8161 0.03 0.17 0 0.00 0.00 0
## HOME_MAKER 38 8161 0.08 0.27 0 0.00 0.00 0
## LAWYER 39 8161 0.10 0.30 0 0.00 0.00 0
## MANAGER 40 8161 0.12 0.33 0 0.03 0.00 0
## PROF 41 8161 0.14 0.34 0 0.05 0.00 0
## STUDENT 42 8161 0.09 0.28 0 0.00 0.00 0
## BLUE_COLLAR 43 8161 0.22 0.42 0 0.15 0.00 0
## OLDCLAIM_bins 44 8161 1.58 1.01 1 1.36 0.00 1
## max range skew kurtosis se
## INDEX 10302.0 10301.0 0.00 -1.20 32.97
## TARGET_FLAG 1.0 1.0 1.07 -0.85 0.00
## TARGET_AMT 107586.1 107586.1 8.71 112.29 52.07
## KIDSDRIV 4.0 4.0 3.35 11.78 0.01
## AGE 81.0 65.0 -0.03 -0.06 0.10
## HOMEKIDS 5.0 5.0 1.34 0.65 0.01
## YOJ 23.0 23.0 -1.22 1.38 0.04
## INCOME* 6613.0 6612.0 0.11 -1.29 23.14
## PARENT1* 2.0 1.0 2.17 2.73 0.00
## HOME_VAL* 5107.0 5106.0 0.52 -1.18 18.79
## MSTATUS* 2.0 1.0 0.41 -1.83 0.01
## SEX* 2.0 1.0 -0.14 -1.98 0.01
## EDUCATION* 5.0 4.0 0.12 -1.38 0.02
## JOB* 9.0 8.0 -0.31 -1.22 0.03
## TRAVTIME 142.0 137.0 0.45 0.66 0.18
## CAR_USE* 2.0 1.0 -0.53 -1.72 0.01
## BLUEBOOK* 2789.0 2788.0 0.25 -1.36 9.89
## TIF 25.0 24.0 0.89 0.42 0.05
## CAR_TYPE* 6.0 5.0 0.00 -1.52 0.02
## RED_CAR* 2.0 1.0 0.92 -1.16 0.01
## OLDCLAIM* 2857.0 2856.0 1.31 0.25 9.54
## CLM_FREQ 5.0 5.0 1.21 0.28 0.01
## REVOKED* 2.0 1.0 2.30 3.30 0.00
## MVR_PTS 13.0 13.0 1.35 1.38 0.02
## CAR_AGE 28.0 31.0 0.30 -0.60 0.06
## URBANICITY* 2.0 1.0 1.46 0.15 0.00
## INCOME_bins 5.0 4.0 0.21 -1.37 0.02
## HOME_VAL_bins 3.0 2.0 0.70 -1.14 0.01
## BLUEBOOK_bins 5.0 4.0 0.24 -1.46 0.02
## MINIVAN 1.0 1.0 1.08 -0.84 0.00
## TRUCK 1.0 1.0 3.03 7.16 0.00
## PICKUP 1.0 1.0 1.75 1.08 0.00
## SPORTS 1.0 1.0 2.47 4.12 0.00
## VAN 1.0 1.0 2.82 5.98 0.00
## SUV 1.0 1.0 0.97 -1.05 0.00
## CLERICAL 1.0 1.0 1.90 1.60 0.00
## DOCTOR 1.0 1.0 5.49 28.20 0.00
## HOME_MAKER 1.0 1.0 3.13 7.81 0.00
## LAWYER 1.0 1.0 2.62 4.89 0.00
## MANAGER 1.0 1.0 2.32 3.40 0.00
## PROF 1.0 1.0 2.11 2.46 0.00
## STUDENT 1.0 1.0 2.92 6.56 0.00
## BLUE_COLLAR 1.0 1.0 1.33 -0.24 0.00
## OLDCLAIM_bins 4.0 3.0 1.47 0.65 0.01Correlations
NumericVariables <- which(sapply(train.insurance, is.numeric))
TrainSetNumVars <- train.insurance[, NumericVariables]
CorTrainSetNumVars<-cor(TrainSetNumVars)
CorTARGET_FLAG <-as.matrix(sort(cor(TrainSetNumVars)[,'TARGET_FLAG'], decreasing = TRUE))
CorTARGET_FLAG## [,1]
## TARGET_FLAG 1.0000000000
## TARGET_AMT 0.5342460609
## MVR_PTS 0.2191970538
## CLM_FREQ 0.2161960608
## OLDCLAIM_bins 0.1705187928
## HOMEKIDS 0.1156210106
## KIDSDRIV 0.1036682963
## BLUE_COLLAR 0.1017866167
## STUDENT 0.0770140270
## SPORTS 0.0572528091
## PICKUP 0.0566433091
## BLUEBOOK_bins 0.0535106101
## TRAVTIME 0.0483683103
## SUV 0.0450322221
## CLERICAL 0.0273667617
## HOME_MAKER 0.0112592910
## VAN 0.0030204421
## TRUCK -0.0003423919
## INDEX -0.0016696445
## INCOME_bins -0.0292307009
## PROF -0.0385723360
## DOCTOR -0.0583769873
## LAWYER -0.0617312643
## YOJ -0.0685718088
## TIF -0.0823700498
## CAR_AGE -0.0974523530
## AGE -0.1031029985
## MANAGER -0.1053953267
## MINIVAN -0.1369991100
## HOME_VAL_bins -0.1413746059NumericVariables <- which(sapply(train.insurance, is.numeric))
TrainSetNumVars <- train.insurance[, NumericVariables]
CorTrainSetNumVars<-cor(TrainSetNumVars)
CorTARGET_AMT <-as.matrix(sort(cor(TrainSetNumVars)[,'TARGET_AMT'], decreasing = TRUE))
CorTARGET_AMT## [,1]
## TARGET_AMT 1.0000000000
## TARGET_FLAG 0.5342460609
## MVR_PTS 0.1378655086
## CLM_FREQ 0.1164191586
## OLDCLAIM_bins 0.0843485901
## HOMEKIDS 0.0619880434
## BLUE_COLLAR 0.0618300582
## KIDSDRIV 0.0553941768
## TRUCK 0.0294682917
## TRAVTIME 0.0279870160
## STUDENT 0.0244098536
## VAN 0.0234794605
## BLUEBOOK_bins 0.0234144399
## SPORTS 0.0232940765
## PICKUP 0.0219066185
## CLERICAL 0.0078052550
## SUV 0.0059426195
## INDEX -0.0005934765
## PROF -0.0045470866
## INCOME_bins -0.0064598389
## HOME_MAKER -0.0070817516
## YOJ -0.0212286528
## LAWYER -0.0291855147
## DOCTOR -0.0347504818
## AGE -0.0417152436
## TIF -0.0464808306
## CAR_AGE -0.0575843498
## MANAGER -0.0646064964
## HOME_VAL_bins -0.0748581150
## MINIVAN -0.0752673238Variable Transformations
train.insurance$logMVR_PTS <- log(train.insurance$MVR_PTS)
train.insurance$logKIDSDRIV <- log(train.insurance$KIDSDRIV)
train.insurance$logYOJ <- log(train.insurance$YOJ)Multiple Linear Regression Model (Forward Selection [two at a time])
forward.lm = lm(formula = TARGET_AMT ~ KIDSDRIV + PARENT1 + HOME_VAL_bins +
MSTATUS + TRAVTIME + CAR_USE + TIF + CLM_FREQ + REVOKED +
MVR_PTS + CAR_AGE + URBANICITY + MINIVAN + MANAGER, data = train.insurance)
summary(forward.lm)##
## Call:
## lm(formula = TARGET_AMT ~ KIDSDRIV + PARENT1 + HOME_VAL_bins +
## MSTATUS + TRAVTIME + CAR_USE + TIF + CLM_FREQ + REVOKED +
## MVR_PTS + CAR_AGE + URBANICITY + MINIVAN + MANAGER, data = train.insurance)
##
## Residuals:
## Min 1Q Median 3Q Max
## -5820 -1704 -772 325 103794
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2276.466 221.435 10.281 < 2e-16 ***
## KIDSDRIV 374.302 101.967 3.671 0.000243 ***
## PARENT1Yes 695.691 175.417 3.966 7.37e-05 ***
## HOME_VAL_bins -211.130 67.274 -3.138 0.001705 **
## MSTATUSz_No 454.496 123.605 3.677 0.000238 ***
## TRAVTIME 12.216 3.218 3.796 0.000148 ***
## CAR_USEPrivate -690.026 107.462 -6.421 1.43e-10 ***
## TIF -47.357 12.160 -3.895 9.92e-05 ***
## CLM_FREQ 114.960 48.715 2.360 0.018306 *
## REVOKEDYes 457.715 154.776 2.957 0.003113 **
## MVR_PTS 175.864 25.762 6.827 9.32e-12 ***
## CAR_AGE -42.748 9.561 -4.471 7.89e-06 ***
## URBANICITYz_Highly Rural/ Rural -1571.303 135.759 -11.574 < 2e-16 ***
## MINIVAN -547.802 117.190 -4.674 2.99e-06 ***
## MANAGER -883.768 159.703 -5.534 3.23e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4547 on 8146 degrees of freedom
## Multiple R-squared: 0.0674, Adjusted R-squared: 0.0658
## F-statistic: 42.05 on 14 and 8146 DF, p-value: < 2.2e-16Multiple Linear Regression (Backward Selection [two at a time])
backward.lm = lm(formula = TARGET_AMT ~ KIDSDRIV + HOMEKIDS + HOME_VAL_bins + MSTATUS + TRAVTIME + CAR_USE + TIF + SPORTS + SUV + REVOKED + MVR_PTS + CAR_AGE + URBANICITY + MANAGER , data = train.insurance)
summary(backward.lm)##
## Call:
## lm(formula = TARGET_AMT ~ KIDSDRIV + HOMEKIDS + HOME_VAL_bins +
## MSTATUS + TRAVTIME + CAR_USE + TIF + SPORTS + SUV + REVOKED +
## MVR_PTS + CAR_AGE + URBANICITY + MANAGER, data = train.insurance)
##
## Residuals:
## Min 1Q Median 3Q Max
## -5406 -1687 -789 319 104180
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2064.168 223.021 9.255 < 2e-16 ***
## KIDSDRIV 335.129 111.447 3.007 0.002646 **
## HOMEKIDS 141.989 51.871 2.737 0.006207 **
## HOME_VAL_bins -207.920 67.328 -3.088 0.002021 **
## MSTATUSz_No 711.304 108.828 6.536 6.70e-11 ***
## TRAVTIME 12.201 3.219 3.790 0.000152 ***
## CAR_USEPrivate -942.639 110.825 -8.506 < 2e-16 ***
## TIF -47.577 12.174 -3.908 9.38e-05 ***
## SPORTS 627.786 168.886 3.717 0.000203 ***
## SUV 340.475 120.565 2.824 0.004754 **
## REVOKEDYes 466.481 154.973 3.010 0.002620 **
## MVR_PTS 198.773 24.088 8.252 < 2e-16 ***
## CAR_AGE -40.909 9.621 -4.252 2.14e-05 ***
## URBANICITYz_Highly Rural/ Rural -1655.438 133.030 -12.444 < 2e-16 ***
## MANAGER -841.301 160.157 -5.253 1.53e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4552 on 8146 degrees of freedom
## Multiple R-squared: 0.06533, Adjusted R-squared: 0.06372
## F-statistic: 40.67 on 14 and 8146 DF, p-value: < 2.2e-16Eliminate collinerity between “car type” and each type of car
Binary Logistic Regression (Forward Selection [two at a time])
forward.glm = glm(formula = TARGET_FLAG ~ KIDSDRIV + PARENT1 + MSTATUS + TRAVTIME + CAR_USE + TIF + CLM_FREQ + REVOKED + MVR_PTS + CAR_AGE + URBANICITY + HOME_VAL_bins + MINIVAN + TRUCK + SPORTS + SUV + CLERICAL + HOME_MAKER + MANAGER + STUDENT, data = train.insurance)
summary(forward.glm)##
## Call:
## glm(formula = TARGET_FLAG ~ KIDSDRIV + PARENT1 + MSTATUS + TRAVTIME +
## CAR_USE + TIF + CLM_FREQ + REVOKED + MVR_PTS + CAR_AGE +
## URBANICITY + HOME_VAL_bins + MINIVAN + TRUCK + SPORTS + SUV +
## CLERICAL + HOME_MAKER + MANAGER + STUDENT, data = train.insurance)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.9893 -0.2844 -0.1133 0.2954 1.1961
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.3462052 0.0208593 16.597 < 2e-16 ***
## KIDSDRIV 0.0668553 0.0087658 7.627 2.68e-14 ***
## PARENT1Yes 0.0928786 0.0151439 6.133 9.02e-10 ***
## MSTATUSz_No 0.0664374 0.0107189 6.198 5.99e-10 ***
## TRAVTIME 0.0020352 0.0002766 7.358 2.04e-13 ***
## CAR_USEPrivate -0.1423171 0.0113939 -12.491 < 2e-16 ***
## TIF -0.0078030 0.0010458 -7.461 9.47e-14 ***
## CLM_FREQ 0.0258030 0.0041926 6.154 7.89e-10 ***
## REVOKEDYes 0.1327766 0.0133095 9.976 < 2e-16 ***
## MVR_PTS 0.0214519 0.0022153 9.683 < 2e-16 ***
## CAR_AGE -0.0047348 0.0008558 -5.533 3.25e-08 ***
## URBANICITYz_Highly Rural/ Rural -0.2871326 0.0118864 -24.156 < 2e-16 ***
## HOME_VAL_bins -0.0331812 0.0060004 -5.530 3.30e-08 ***
## MINIVAN -0.0626098 0.0127819 -4.898 9.85e-07 ***
## TRUCK -0.0717997 0.0179704 -3.995 6.51e-05 ***
## SPORTS 0.0834503 0.0163528 5.103 3.42e-07 ***
## SUV 0.0447777 0.0127088 3.523 0.000428 ***
## CLERICAL 0.0699252 0.0138437 5.051 4.49e-07 ***
## HOME_MAKER 0.0811911 0.0174205 4.661 3.20e-06 ***
## MANAGER -0.1119131 0.0140947 -7.940 2.29e-15 ***
## STUDENT 0.0813896 0.0166027 4.902 9.66e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.1526587)
##
## Null deviance: 1585.0 on 8160 degrees of freedom
## Residual deviance: 1242.6 on 8140 degrees of freedom
## AIC: 7843.9
##
## Number of Fisher Scoring iterations: 2Binary Logistic Regression (Backward Selection [two at a time])
backward.glm = glm(formula = TARGET_FLAG ~ KIDSDRIV + PARENT1 + MSTATUS + TRAVTIME + CAR_USE + TIF + CLM_FREQ + REVOKED + MVR_PTS + CAR_AGE + URBANICITY + HOME_VAL_bins + MINIVAN + TRUCK + SPORTS + SUV + CLERICAL + HOME_MAKER + DOCTOR + MANAGER + STUDENT, data = train.insurance)
summary(backward.glm)##
## Call:
## glm(formula = TARGET_FLAG ~ KIDSDRIV + PARENT1 + MSTATUS + TRAVTIME +
## CAR_USE + TIF + CLM_FREQ + REVOKED + MVR_PTS + CAR_AGE +
## URBANICITY + HOME_VAL_bins + MINIVAN + TRUCK + SPORTS + SUV +
## CLERICAL + HOME_MAKER + DOCTOR + MANAGER + STUDENT, data = train.insurance)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -0.9876 -0.2852 -0.1109 0.2972 1.1905
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.3440860 0.0208547 16.499 < 2e-16 ***
## KIDSDRIV 0.0665229 0.0087605 7.593 3.46e-14 ***
## PARENT1Yes 0.0904919 0.0151499 5.973 2.43e-09 ***
## MSTATUSz_No 0.0690318 0.0107385 6.428 1.36e-10 ***
## TRAVTIME 0.0020232 0.0002764 7.320 2.73e-13 ***
## CAR_USEPrivate -0.1368246 0.0114985 -11.899 < 2e-16 ***
## TIF -0.0078552 0.0010452 -7.515 6.29e-14 ***
## CLM_FREQ 0.0258687 0.0041899 6.174 6.97e-10 ***
## REVOKEDYes 0.1315977 0.0133051 9.891 < 2e-16 ***
## MVR_PTS 0.0212872 0.0022144 9.613 < 2e-16 ***
## CAR_AGE -0.0044072 0.0008605 -5.122 3.10e-07 ***
## URBANICITYz_Highly Rural/ Rural -0.2894441 0.0118976 -24.328 < 2e-16 ***
## HOME_VAL_bins -0.0318169 0.0060096 -5.294 1.23e-07 ***
## MINIVAN -0.0636211 0.0127768 -4.979 6.51e-07 ***
## TRUCK -0.0734726 0.0179651 -4.090 4.36e-05 ***
## SPORTS 0.0827208 0.0163434 5.061 4.25e-07 ***
## SUV 0.0442523 0.0127013 3.484 0.000496 ***
## CLERICAL 0.0661373 0.0138786 4.765 1.92e-06 ***
## HOME_MAKER 0.0751049 0.0174992 4.292 1.79e-05 ***
## DOCTOR -0.0906949 0.0264443 -3.430 0.000607 ***
## MANAGER -0.1189663 0.0142347 -8.357 < 2e-16 ***
## STUDENT 0.0793867 0.0166021 4.782 1.77e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for gaussian family taken to be 0.1524572)
##
## Null deviance: 1585.0 on 8160 degrees of freedom
## Residual deviance: 1240.8 on 8139 degrees of freedom
## AIC: 7834.1
##
## Number of Fisher Scoring iterations: 2Model Selection
predict.forward.lm <- predict(forward.lm, train.insurance)predict.backward.lm <- predict(backward.lm, train.insurance)predict.forward.glm <- predict(forward.glm, train.insurance)predict.backward.glm <- predict(backward.glm, train.insurance)For.lm.R2 <- summary(forward.lm)$r.squared
Back.lm.R2 <- summary(backward.lm)$r.squaredFor.lm.RMSE <- RMSE(predict.forward.lm, train.insurance$TARGET_AMT)
Back.lm.RMSE <- RMSE(predict.backward.glm, train.insurance$TARGET_AMT)For.lm.FStat <- 42.05
Back.lm.FStat <- 40.67SelectionMatrix = matrix(c(For.lm.R2,For.lm.RMSE ,For.lm.FStat,Back.lm.R2,Back.lm.RMSE,Back.lm.FStat), nrow = 2, ncol = 3, byrow = TRUE)
dimnames(SelectionMatrix) = list(c("Forward LM", "Backward LM"), c("R^2", "RMSE", "F Stat"))
SelectionMatrix## R^2 RMSE F Stat
## Forward LM 0.06740485 4542.446 42.05
## Backward LM 0.06532687 4938.306 40.67par(mfrow = c(2,2))
plot(forward.lm)
par(mfrow = c(2,2))
plot(backward.lm)
Predictions
Predicted Probability of Crashing Car
predict_FLAG_EVAL <- predict(forward.glm, evaluation.insurance, type = 'response')
predict.ins.evaluation.FLAG = data.frame (PredictedFLAG = (predict_FLAG_EVAL), data = evaluation.insurance)
predict.ins.evaluation.FLAG## PredictedFLAG data.INDEX data.TARGET_FLAG data.TARGET_AMT
## 1 0.1658984512 3 NA NA
## 2 0.2822479922 9 NA NA
## 3 0.1656623324 10 NA NA
## 4 0.3304378957 18 NA NA
## 5 0.2790800202 21 NA NA
## 6 0.2595566120 30 NA NA
## 7 0.4164992970 31 NA NA
## 8 0.3343429505 37 NA NA
## 9 0.1926588574 39 NA NA
## 10 0.3937772781 47 NA NA
## 11 -0.0048563365 60 NA NA
## 12 0.5595008723 62 NA NA
## 13 0.6797361301 63 NA NA
## 14 0.1105595916 64 NA NA
## 15 0.0406339915 68 NA NA
## 16 0.4901663882 75 NA NA
## 17 0.5711450875 76 NA NA
## 18 0.2167735290 83 NA NA
## 19 0.6030181320 87 NA NA
## 20 0.4108829153 92 NA NA
## 21 0.2431498078 98 NA NA
## 22 0.3395241520 106 NA NA
## 23 0.1403520210 107 NA NA
## 24 0.3830610819 113 NA NA
## 25 0.3729991050 120 NA NA
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## 27 0.4183645189 125 NA NA
## 28 0.6020667526 126 NA NA
## 29 0.1027164523 128 NA NA
## 30 0.3304329627 129 NA NA
## 31 0.1941561235 131 NA NA
## 32 0.4224137411 135 NA NA
## 33 0.1341022847 141 NA NA
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## 2019 0.4442157685 9680 NA NA
## 2020 0.0615120039 9682 NA NA
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## 2033 -0.1034408883 9759 NA NA
## 2034 0.1778447636 9760 NA NA
## 2035 0.6174723698 9764 NA NA
## 2036 0.3768127537 9776 NA NA
## 2037 0.2660220487 9778 NA NA
## 2038 0.1530432398 9786 NA NA
## 2039 0.5185262562 9803 NA NA
## 2040 0.2163364761 9804 NA NA
## 2041 0.1318988430 9815 NA NA
## 2042 -0.0196050988 9824 NA NA
## 2043 0.3591858921 9825 NA NA
## 2044 0.4067376862 9826 NA NA
## 2045 0.0259579191 9827 NA NA
## 2046 0.0426179260 9833 NA NA
## 2047 0.0468702951 9835 NA NA
## 2048 0.4613110355 9860 NA NA
## 2049 0.2449589614 9865 NA NA
## 2050 0.2935738014 9871 NA NA
## 2051 0.3166226287 9874 NA NA
## 2052 0.3086179153 9880 NA NA
## 2053 0.4192065311 9882 NA NA
## 2054 0.1600439769 9885 NA NA
## 2055 0.5443519251 9888 NA NA
## 2056 0.2037167093 9892 NA NA
## 2057 0.3945881313 9893 NA NA
## 2058 0.3133407286 9896 NA NA
## 2059 -0.0182217412 9902 NA NA
## 2060 0.1844654172 9906 NA NA
## 2061 0.3175933663 9910 NA NA
## 2062 0.4012472362 9914 NA NA
## 2063 0.4571463408 9918 NA NA
## 2064 0.2267318881 9920 NA NA
## 2065 0.2787009146 9926 NA NA
## 2066 0.1463760690 9931 NA NA
## 2067 0.3429460654 9935 NA NA
## 2068 0.7934903914 9945 NA NA
## 2069 0.3004164235 9953 NA NA
## 2070 -0.1212666328 9957 NA NA
## 2071 0.2497760408 9963 NA NA
## 2072 0.3724154253 9972 NA NA
## 2073 0.4926511275 9976 NA NA
## 2074 0.3934063656 9979 NA NA
## 2075 -0.0052920841 9980 NA NA
## 2076 0.1122948982 9982 NA NA
## 2077 0.6020083066 9991 NA NA
## 2078 0.3228060980 10000 NA NA
## 2079 0.3482110522 10003 NA NA
## 2080 0.8776164751 10005 NA NA
## 2081 0.0043880057 10014 NA NA
## 2082 0.4007488699 10032 NA NA
## 2083 0.3759377934 10034 NA NA
## 2084 -0.0197662366 10041 NA NA
## 2085 0.0055102121 10042 NA NA
## 2086 0.0682274127 10044 NA NA
## 2087 0.3421358094 10045 NA NA
## 2088 0.4817106652 10054 NA NA
## 2089 0.1975805298 10061 NA NA
## 2090 0.5150135671 10062 NA NA
## 2091 0.1953593492 10073 NA NA
## 2092 0.0373211537 10081 NA NA
## 2093 0.3738473078 10084 NA NA
## 2094 0.2921921137 10086 NA NA
## 2095 0.3800726981 10093 NA NA
## 2096 0.6401058383 10101 NA NA
## 2097 0.3669765996 10105 NA NA
## 2098 0.3047944110 10110 NA NA
## 2099 0.5295929226 10113 NA NA
## 2100 0.5133116531 10115 NA NA
## 2101 0.5373232731 10119 NA NA
## 2102 0.3565490128 10121 NA NA
## 2103 0.7829671587 10124 NA NA
## 2104 0.3598166054 10126 NA NA
## 2105 -0.0186144918 10127 NA NA
## 2106 0.2837142185 10145 NA NA
## 2107 0.4187130102 10147 NA NA
## 2108 -0.1145808929 10148 NA NA
## 2109 0.2643881802 10162 NA NA
## 2110 0.0551219215 10163 NA NA
## 2111 0.7565329721 10166 NA NA
## 2112 0.0119848416 10172 NA NA
## 2113 0.3971240060 10173 NA NA
## 2114 0.0023916203 10175 NA NA
## 2115 0.1481387615 10180 NA NA
## 2116 -0.0376505438 10186 NA NA
## 2117 0.4708371547 10192 NA NA
## 2118 0.3343041895 10199 NA NA
## 2119 0.9175580549 10209 NA NA
## 2120 0.3329667721 10210 NA NA
## 2121 0.1268890006 10214 NA NA
## 2122 0.3292822461 10215 NA NA
## 2123 0.6013526721 10216 NA NA
## 2124 0.4149720825 10232 NA NA
## 2125 0.2945566940 10239 NA NA
## 2126 0.1999884008 10249 NA NA
## 2127 0.3954964449 10253 NA NA
## 2128 0.2453693417 10255 NA NA
## 2129 0.1619763893 10262 NA NA
## 2130 0.0341576314 10264 NA NA
## 2131 0.0837873677 10266 NA NA
## 2132 0.3213079859 10268 NA NA
## 2133 0.3637858619 10271 NA NA
## 2134 0.4061018995 10272 NA NA
## 2135 0.5242214778 10276 NA NA
## 2136 -0.0685038028 10277 NA NA
## 2137 0.3940957769 10279 NA NA
## 2138 -0.0421650342 10281 NA NA
## 2139 -0.1296936791 10285 NA NA
## 2140 0.3253157383 10294 NA NA
## 2141 0.1805508281 10300 NA NA
## data.KIDSDRIV data.AGE data.HOMEKIDS data.YOJ data.INCOME
## 1 0 48 0 11 $52,881
## 2 1 40 1 11 $50,815
## 3 0 44 2 12 $43,486
## 4 0 35 2 10 $21,204
## 5 0 59 0 12 $87,460
## 6 0 46 0 14
## 7 0 60 0 12 $37,940
## 8 0 54 0 12 $33,212
## 9 2 36 2 12 $130,540
## 10 0 50 0 8 $167,469
## 11 0 42 0 10 $52,988
## 12 0 41 2 7 $17,755
## 13 1 37 2 13
## 14 0 36 3 12 $56,048
## 15 0 34 3 12 $22,510
## 16 0 35 2 12
## 17 2 44 2 14 $45,576
## 18 0 48 0 9 $61,509
## 19 0 62 0 15 $40,656
## 20 0 39 0 11 $33,727
## 21 0 38 0 0 $0
## 22 0 39 2 0 $0
## 23 2 44 2 13 $142,588
## 24 0 45 0 12 $32,394
## 25 0 43 1 0 $0
## 26 0 64 0 15 $31,738
## 27 0 60 0 9 $125,893
## 28 2 35 4 6 $154,577
## 29 0 52 0 11 $79,348
## 30 0 56 2 14 $192,089
## 31 0 55 0 15 $108,152
## 32 0 26 0 8 $53,244
## 33 0 52 0 8 $88,560
## 34 0 41 0 12 $110,386
## 35 0 49 0 12 $53,765
## 36 0 30 2 10 $26,226
## 37 1 34 3 12 $29,431
## 38 0 44 0 14 $44,790
## 39 0 49 0 10 $38,326
## 40 1 40 2 12 $35,260
## 41 0 26 3 9 $33,283
## 42 0 46 0 7 $26,697
## 43 0 50 0 7 $73,308
## 44 0 62 0 12 $22,181
## 45 0 53 1 13 $52,759
## 46 0 44 0 4 $146,267
## 47 0 48 1 10 $84,629
## 48 1 45 2 17 $111,268
## 49 0 41 0 10 $97,700
## 50 0 32 3 13 $30,955
## 51 0 49 1 15 $89,612
## 52 0 41 0 12 $80,718
## 53 1 44 2 15 $46,140
## 54 0 47 0 12 $80,105
## 55 2 41 2 8
## 56 0 41 2 10 $78,675
## 57 0 50 0 10 $219,024
## 58 0 51 0 10 $55,573
## 59 0 53 0 8 $61,862
## 60 0 32 3 14 $21,944
## 61 0 48 0 14 $42,008
## 62 0 54 0 8 $90,149
## 63 0 55 0 15 $75,249
## 64 0 51 0 11 $117,016
## 65 0 47 0 7 $76,462
## 66 0 44 1 10 $0
## 67 0 36 0 13 $20,891
## 68 0 35 2 10 $17,493
## 69 0 43 0 11 $39,848
## 70 0 42 1 12 $117,978
## 71 0 56 0 12 $62,483
## 72 0 39 0 14 $73,367
## 73 0 32 4 15 $4,478
## 74 0 44 1 9 $5,952
## 75 0 44 1 11 $75,046
## 76 0 38 0 10 $75,432
## 77 0 35 3 13 $64,872
## 78 0 55 0 14 $66,964
## 79 0 42 2 11 $34,210
## 80 1 43 2 11 $24,124
## 81 0 44 0 12 $39,852
## 82 0 51 0 13 $65,702
## 83 0 34 1 12 $68,833
## 84 1 40 2 6 $54,159
## 85 0 37 3 17 $6,217
## 86 0 58 0 14 $39,707
## 87 0 50 0 10 $24,358
## 88 0 46 0 7 $106,409
## 89 0 53 0 14 $59,797
## 90 0 63 2 10 $52,064
## 91 0 53 0 7 $77,012
## 92 0 36 0 11 $17,085
## 93 0 43 0 13 $238,856
## 94 0 54 0 12 $69,625
## 95 0 39 3 16 $42,535
## 96 1 43 2 14 $81,674
## 97 0 51 0 13 $34,658
## 98 0 42 0 0 $0
## 99 0 41 0 6 $86,227
## 100 0 35 1 12 $77,126
## 101 0 35 2 0 $0
## 102 1 41 3 5 $30,043
## 103 0 43 0 14 $54,932
## 104 0 42 0 8 $94,591
## 105 1 56 2 17
## 106 0 40 1 13 $79,715
## 107 0 51 0 12 $40,760
## 108 0 38 0 10 $28,409
## 109 0 27 3 9 $69,794
## 110 1 42 2 15 $85,408
## 111 0 55 0 11 $3,865
## 112 0 43 0 7 $58,112
## 113 0 54 0 12 $65,298
## 114 1 37 2 9 $54,349
## 115 0 44 0 12
## 116 0 44 2 7 $20,324
## 117 2 37 3 11 $159,092
## 118 0 31 2 0 $0
## 119 2 36 2 0 $0
## 120 0 54 0 12 $77,267
## 121 0 39 0 0 $0
## 122 1 57 2 0 $0
## 123 0 34 2 0 $0
## 124 0 48 0 10 $7,302
## 125 0 52 0 15 $88,691
## 126 1 58 2 17 $3,272
## 127 0 45 0 14 $65,466
## 128 0 72 0 16 $63,890
## 129 0 48 0 8 $43,075
## 130 0 49 0 9 $90,658
## 131 0 57 0 14 $200,772
## 132 0 22 0 10 $36,821
## 133 0 53 0 13 $108,744
## 134 0 50 0 14 $30,795
## 135 0 59 0 12 $155,410
## 136 0 33 3 7
## 137 0 48 0 11 $26,875
## 138 1 42 3 11 $99,269
## 139 0 50 0 11 $102,262
## 140 0 53 0 2 $13,753
## 141 0 49 0 9 $60,368
## 142 0 21 1 8 $18,483
## 143 0 50 0 9 $58,628
## 144 0 53 0 0 $0
## 145 0 49 0 2 $81,280
## 146 1 38 2 13 $38,317
## 147 0 53 0 11 $70,026
## 148 0 49 0 8
## 149 0 48 0 8 $134,140
## 150 0 53 0 13
## 151 0 51 0 4 $72,453
## 152 2 37 2 5
## 153 0 26 3 13 $14,822
## 154 0 47 0 0 $0
## 155 0 48 0 13 $78,966
## 156 0 51 0 13 $51,513
## 157 0 33 0 11
## 158 0 58 0 12 $69,282
## 159 0 30 0 10 $27,803
## 160 0 50 0 8 $34,611
## 161 0 47 0 12 $55,019
## 162 0 42 1 11 $200,928
## 163 0 33 1 12 $92,060
## 164 0 36 0 11 $48,901
## 165 3 38 3 9 $38,212
## 166 0 36 1 10 $100,095
## 167 0 56 0 8 $42,834
## 168 0 37 3 15 $130,123
## 169 0 57 0 13 $27,281
## 170 0 37 4 11 $34,622
## 171 1 38 3 15 $57,925
## 172 1 39 3 17 $25,846
## 173 0 43 2 13 $126,496
## 174 1 41 1 11 $182,782
## 175 0 28 4 12 $94,675
## 176 0 47 0 0 $0
## 177 0 38 0 12
## 178 0 53 0 11 $27,045
## 179 0 48 0 11 $75,984
## 180 0 48 0 12 $88,745
## 181 0 44 2 14 $26,377
## 182 0 54 0 6 $73,663
## 183 0 55 0 15 $87,426
## 184 0 41 2 12 $10,758
## 185 0 57 0 12 $210,811
## 186 0 48 0 8 $75,914
## 187 0 43 0 11 $90,213
## 188 0 47 0 11 $93,658
## 189 0 55 0 10 $34,466
## 190 0 48 0 10 $173,279
## 191 0 41 1 0 $0
## 192 2 42 3 17 $28,916
## 193 0 32 2 7
## 194 0 34 3 9 $23,439
## 195 0 46 0 11 $68,126
## 196 0 50 0 0 $0
## 197 0 43 1 8 $23,921
## 198 0 47 0 11 $78,953
## 199 0 46 0 10 $107,872
## 200 0 56 0 14 $13,692
## 201 0 40 0 12 $74,117
## 202 0 38 0 11 $71,263
## 203 1 36 1 11 $109,631
## 204 0 30 0 10 $37,614
## 205 0 42 0 7 $2,763
## 206 0 54 0 7 $91,916
## 207 1 39 1 12
## 208 0 54 0 9 $94,995
## 209 1 36 2 9 $21,873
## 210 0 48 0 5 $92,868
## 211 0 53 0 10 $185,291
## 212 0 48 0 12 $59,334
## 213 0 38 0 11 $48,207
## 214 0 45 0 10 $96,708
## 215 0 30 0 0 $0
## 216 0 46 0 10 $134,752
## 217 1 45 1 10 $39,032
## 218 0 28 2 12 $56,943
## 219 0 44 0 12 $87,190
## 220 0 52 0 14 $284,898
## 221 0 47 0 7 $28,654
## 222 0 45 1 15 $91,898
## 223 2 36 3 6 $26,011
## 224 0 39 0 11 $107,949
## 225 1 52 1 12 $50,726
## 226 0 40 0 11 $4,404
## 227 0 31 2 7 $35,053
## 228 0 38 0 8 $44,575
## 229 0 47 0 11 $30,452
## 230 0 39 2 14 $28,846
## 231 0 48 0 13 $144,515
## 232 0 45 0 10 $0
## 233 0 41 2 15 $97,679
## 234 0 55 0 12 $133,966
## 235 0 63 0 17 $86,078
## 236 0 49 0 12 $24,513
## 237 0 46 0 12 $103,455
## 238 0 45 0 10 $19,599
## 239 0 46 0 9 $107,006
## 240 0 53 0 13 $80,023
## 241 0 35 0 10 $57,241
## 242 0 35 0 11 $122,150
## 243 2 56 2 17 $28,088
## 244 0 40 0 11 $49,978
## 245 0 51 0 5 $94,454
## 246 0 48 0 0 $0
## 247 0 37 2 13 $31,725
## 248 1 37 2 10 $30,843
## 249 0 39 0 13 $18,274
## 250 0 39 0 10 $31,131
## 251 0 37 4 0
## 252 0 50 0 12 $26,748
## 253 1 57 1 13 $53,227
## 254 0 45 0 10 $55,848
## 255 0 55 0 0 $0
## 256 0 63 0 14 $51,046
## 257 0 47 0 10
## 258 0 44 0 12 $46,781
## 259 1 54 1 0 $0
## 260 1 43 3 11 $28,021
## 261 0 49 0 11 $23,711
## 262 0 39 0 13 $49,194
## 263 0 58 0 12 $61,265
## 264 0 41 3 15
## 265 0 40 0 13 $84,506
## 266 0 39 0 13 $51,091
## 267 0 43 0 12 $94,641
## 268 0 51 0 17 $48,263
## 269 0 39 0 14 $28,830
## 270 0 23 5 14 $11,666
## 271 0 50 0 13 $62,626
## 272 0 40 0 14 $93,249
## 273 0 45 0 14 $49,116
## 274 0 30 2 14
## 275 0 54 0 10 $46,624
## 276 0 53 0 12 $116,419
## 277 2 45 3 17
## 278 0 29 1 14 $15,936
## 279 0 29 2 14 $45,299
## 280 0 48 0 12 $49,711
## 281 0 45 1 12 $212,914
## 282 0 57 0 11 $114,830
## 283 0 35 1 12 $15,234
## 284 0 34 0 9 $31,052
## 285 0 50 0 10 $0
## 286 1 57 1 14 $41,645
## 287 0 54 0 13 $77,864
## 288 0 65 0 15 $22,481
## 289 0 44 0 11 $62,346
## 290 0 52 0 11 $81,849
## 291 1 62 1 2 $54,776
## 292 0 46 0 9 $19,814
## 293 0 38 1 0 $0
## 294 0 38 0 4 $22,036
## 295 2 44 2 13 $155,897
## 296 1 37 1 7 $17,589
## 297 0 57 0 12 $68,350
## 298 0 45 2 15 $39,196
## 299 0 53 0 6 $59,144
## 300 0 42 1 7 $139,335
## 301 0 46 0 11 $45,372
## 302 0 49 0 0 $0
## 303 0 50 0 14 $40,447
## 304 1 44 2 2 $68,081
## 305 0 41 1 14 $2,346
## 306 0 42 0 0 $0
## 307 0 50 0 12 $126,172
## 308 0 43 2 0 $0
## 309 0 48 0 10 $80,756
## 310 0 44 0 11 $18,612
## 311 0 36 2 13 $19,934
## 312 0 37 3 0 $0
## 313 0 58 0 14 $56,383
## 314 2 38 2 11 $30,886
## 315 0 53 0 14 $107,394
## 316 2 39 2 7 $59,402
## 317 0 67 0 13 $45,368
## 318 0 36 0 9 $15,493
## 319 0 35 0 10 $51,996
## 320 0 41 0 10 $89,968
## 321 0 25 1 11 $64,122
## 322 1 36 2 14 $20,926
## 323 0 51 0 13 $54,197
## 324 0 48 0 10 $58,039
## 325 0 48 0 11 $53,878
## 326 0 38 0 12 $62,756
## 327 0 49 0 0
## 328 0 44 3 15
## 329 0 33 1 11 $45,680
## 330 0 59 0 11 $131,919
## 331 0 50 0 12
## 332 0 49 0 10
## 333 0 47 0 6 $25,871
## 334 0 50 0 14 $15,989
## 335 0 48 0 8 $105,567
## 336 2 39 2 13 $92,000
## 337 0 50 0 12
## 338 0 47 0 10 $45,237
## 339 0 57 0 14 $101,399
## 340 0 55 0 14 $8,684
## 341 1 42 3 7 $85,819
## 342 0 23 4 9 $5,367
## 343 0 41 0 11 $1,953
## 344 0 51 0 0 $0
## 345 0 32 1 11 $143,195
## 346 0 41 0 12 $19,114
## 347 0 58 0 11 $67,608
## 348 0 59 0 15 $198,042
## 349 0 38 0 10 $17,028
## 350 0 66 1 17 $88,979
## 351 0 29 3 10 $31,850
## 352 3 43 3 7 $38,430
## 353 2 36 3 0 $0
## 354 1 39 3 14 $71,309
## 355 1 42 2 0 $0
## 356 0 56 0 12 $278
## 357 0 47 0 12 $21,063
## 358 0 52 0 9 $112,481
## 359 0 58 0 12 $119,035
## 360 0 49 0 12 $75,311
## 361 0 33 1 8 $77,719
## 362 0 42 0 9 $50,949
## 363 0 57 0 10 $130,831
## 364 2 37 2 11 $16,238
## 365 0 52 0 11 $176,305
## 366 0 30 0 10 $47,538
## 367 0 30 2 13 $19,355
## 368 0 55 0 9 $69,683
## 369 0 46 0 11 $78,929
## 370 0 47 0 7 $18,573
## 371 0 59 0 11 $131,919
## 372 0 44 0 11 $89,474
## 373 1 40 1 10 $131,449
## 374 0 45 0 11 $36,745
## 375 0 53 0 12 $45,387
## 376 0 35 0 13 $7,163
## 377 0 51 0 12 $257,228
## 378 0 52 0 11
## 379 0 51 0 8 $74,003
## 380 2 43 2 14 $71,964
## 381 0 48 0 12 $128,974
## 382 0 25 1 12 $17,352
## 383 0 55 0 13 $55,532
## 384 0 31 1 0 $0
## 385 0 46 0 8 $75,614
## 386 0 65 0 14
## 387 0 43 2 12
## 388 0 36 0 12 $32,278
## 389 0 29 4 13 $62,151
## 390 0 27 4 0 $0
## 391 0 47 0 10 $167,760
## 392 0 40 0 11 $60,445
## 393 0 30 1 11 $77,170
## 394 0 42 0 2 $34,072
## 395 1 43 2 13 $35,193
## 396 0 30 3 13 $69,512
## 397 0 47 0 12 $108,892
## 398 1 45 1 10 $63,952
## 399 1 41 2 14 $45,298
## 400 0 30 2 8 $17,532
## 401 0 38 0 9 $39,547
## 402 0 38 0 12
## 403 1 40 2 16 $84,594
## 404 0 52 0 13 $40,833
## 405 0 46 0 12 $132,651
## 406 0 44 0 12 $43,650
## 407 0 43 0 11 $23,486
## 408 0 44 0 4 $109,624
## 409 0 43 2 15 $43,808
## 410 0 41 0 13 $49,662
## 411 0 55 0 13
## 412 0 42 0 7 $76,034
## 413 0 52 0 13 $160,405
## 414 0 46 0 13 $170,949
## 415 0 40 1 11 $29,310
## 416 0 57 2 0 $0
## 417 0 59 0 11 $39,763
## 418 0 38 2 14 $57,684
## 419 1 38 2 13 $58,193
## 420 1 62 1 11 $66,784
## 421 0 51 0 0 $0
## 422 0 50 0 8 $21,567
## 423 0 37 3 15 $72,019
## 424 0 33 3 12 $14,369
## 425 0 43 0 0 $0
## 426 0 42 0 12 $4,215
## 427 0 40 1 11 $71,293
## 428 0 32 2 13 $34,368
## 429 0 49 0 14 $28,696
## 430 0 66 1 14 $45,876
## 431 0 46 0 6 $106,711
## 432 0 39 0 14 $167,127
## 433 0 55 1 15 $67,140
## 434 1 40 2 14
## 435 0 46 0 13 $23,863
## 436 1 41 2 10 $132,114
## 437 0 45 0 13 $117,609
## 438 0 56 0 12 $184,068
## 439 0 41 0 12 $75,080
## 440 0 46 0 10 $76,744
## 441 0 39 0 7 $140,469
## 442 0 53 0 12 $38,720
## 443 0 45 0 13 $69,852
## 444 1 36 1 9 $3,747
## 445 0 49 0 0 $0
## 446 0 59 2 16 $35,192
## 447 0 40 3 0 $0
## 448 0 53 0 13 $189,509
## 449 0 40 0 9 $25,505
## 450 1 40 2 15 $30,324
## 451 0 39 1 11 $61,793
## 452 0 57 0 14 $62,894
## 453 0 50 0 13 $63,799
## 454 1 40 3 9 $130,051
## 455 0 46 0 10 $35,678
## 456 0 51 0 11 $51,605
## 457 0 35 3 11 $88,117
## 458 0 59 0 13 $63,969
## 459 0 54 0 12 $102,295
## 460 0 35 2 0 $0
## 461 0 55 0 9 $41,159
## 462 0 54 0 15 $48,466
## 463 0 52 0 10 $2,680
## 464 2 36 2 9 $69,434
## 465 0 57 0 10 $77,686
## 466 0 45 0 6 $75,109
## 467 1 42 3 11 $59,800
## 468 0 29 1 0 $0
## 469 0 47 0 11 $46,812
## 470 0 46 0 11 $97,475
## 471 0 46 0 16 $46,018
## 472 0 30 0 0 $0
## 473 0 43 2 10 $27,496
## 474 0 37 0 12 $49,548
## 475 0 57 0 11 $93,401
## 476 0 51 0 12 $82,886
## 477 3 40 3 12 $47,456
## 478 0 32 2 12 $39,144
## 479 0 46 0 6 $34,508
## 480 1 38 1 6
## 481 0 50 0 12 $73,671
## 482 0 49 0 11 $89,659
## 483 0 51 0 7 $141,546
## 484 0 46 0 14 $34,705
## 485 0 38 0 0 $0
## 486 0 36 2 12 $69,546
## 487 0 41 1 10 $137,815
## 488 0 43 0 9 $43,505
## 489 0 41 3 12 $48,762
## 490 2 45 2 10 $71,119
## 491 1 39 2 10 $40,608
## 492 0 43 0 11 $50,260
## 493 0 36 0 9 $32,645
## 494 2 39 2 10 $64,990
## 495 0 45 0 13 $107,012
## 496 0 46 0 7 $76,216
## 497 1 51 1 8
## 498 0 55 0 12 $51,512
## 499 0 51 0 14 $37,098
## 500 1 38 1 9 $100,796
## 501 0 43 1 12 $71,402
## 502 0 50 0 0 $0
## 503 0 29 3 13 $24,365
## 504 0 40 2 11
## 505 2 43 3 12 $53,073
## 506 0 52 0 0 $0
## 507 0 51 0 8 $46,993
## 508 0 48 0 9 $16,468
## 509 1 43 2 12 $83,803
## 510 1 44 2 10 $63,215
## 511 0 46 0 12 $128,026
## 512 0 34 1 10 $74,356
## 513 1 37 3 6 $29,251
## 514 0 28 2 10 $11,550
## 515 0 45 0 11 $124,745
## 516 0 51 0 11 $71,939
## 517 0 37 2 11 $36,073
## 518 2 44 2 13 $142,551
## 519 0 47 0 7 $69,496
## 520 0 49 0 10 $41,068
## 521 0 45 1 9 $51,221
## 522 0 44 0 0 $0
## 523 0 49 0 13 $96,057
## 524 0 35 0 5 $37,684
## 525 0 41 0 11 $56,281
## 526 0 56 1 10 $50,384
## 527 0 51 0 10 $57,910
## 528 0 41 1 12 $141,776
## 529 0 38 4 19 $30,735
## 530 0 51 0 10 $104,346
## 531 0 62 0 11 $34,580
## 532 0 47 0 8 $130,087
## 533 0 47 0 9 $59,233
## 534 0 53 0 11 $91,924
## 535 0 47 0 12 $60,936
## 536 0 53 0 8 $132,536
## 537 0 55 0 12 $41,341
## 538 0 41 0 7 $37,771
## 539 0 56 0 13 $112,246
## 540 0 38 0 7 $94,513
## 541 0 56 0 12 $146,309
## 542 0 41 0 0 $0
## 543 0 54 0 12 $40,818
## 544 0 31 1 8 $30,348
## 545 0 61 0 14 $203,920
## 546 0 52 0 14 $7,356
## 547 0 39 0 10 $111,619
## 548 0 63 0 15 $42,209
## 549 0 53 0 12 $72,537
## 550 0 41 0 0 $0
## 551 0 39 2 12 $36,143
## 552 3 45 3 14 $54,391
## 553 0 54 0 11 $141,318
## 554 0 35 0 12 $58,310
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## 559 1 43 2 13 $82,356
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## 573 0 50 0 10 $70,135
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## 580 0 58 0 10 $90,672
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## 596 0 33 3 9
## 597 1 43 2 11 $76,159
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## 634 0 36 0 8 $82,109
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## 642 0 60 1 13 $144,202
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## 669 0 55 0 12 $39,833
## 670 0 45 0 11 $177,365
## 671 0 44 0 7 $18,189
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## 676 0 37 2 8 $82,971
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## 691 0 57 0 0
## 692 0 48 0 0 $0
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## 697 0 45 0 12
## 698 0 42 3 11 $124,375
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## 721 0 36 0 5 $16,034
## 722 0 35 2 12 $26,372
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## 736 0 35 3 0
## 737 0 35 0 10 $44,839
## 738 0 45 1 14 $77,563
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## 754 0 47 0 8 $36,302
## 755 0 53 0 15
## 756 0 51 0 13 $94,587
## 757 0 34 2 13 $17,753
## 758 0 50 0 13 $42,870
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## 760 0 44 2 14 $20,676
## 761 0 52 0 10 $112,953
## 762 1 41 3 11 $50,840
## 763 1 60 2 12 $44,830
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## 774 0 50 0 14
## 775 0 56 0 10 $18,261
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## 792 0 41 0 7 $20,766
## 793 1 41 1 13 $94,116
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## 814 0 48 0 13 $41,443
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## 838 0 48 0 13 $75,931
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## 848 0 52 0 12 $80,142
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## 855 0 49 0 13 $100,085
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## 871 0 52 0 9 $107,066
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## 874 0 33 1 10 $23,953
## 875 0 33 3 10 $28,853
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## 936 0 43 2 15 $36,614
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## 946 0 50 0 12
## 947 0 45 0 12 $77,337
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## 971 0 30 1 11 $17,619
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## 973 0 43 0 12 $50,336
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## 988 0 44 3 17 $49,098
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## 1030 0 39 2 12 $75,701
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## 1051 0 56 0 15 $25,632
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## 1065 0 31 3 10 $106,985
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## 1073 0 45 0 13 $8,234
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## 1096 0 36 2 12 $115,701
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## 1109 0 50 0 14
## 1110 0 44 0 0 $0
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## 1113 0 29 4 10 $53,758
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## 1155 0 46 0 0 $0
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## 1177 0 44 0 12
## 1178 0 34 3 11 $159,559
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## 1181 0 48 0 12 $106,409
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## 1190 0 50 0 10 $22,254
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## 1193 0 48 0 6
## 1194 0 43 0 6 $86,530
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## 1202 0 35 1 12 $8,701
## 1203 0 54 0 16 $63,195
## 1204 0 49 0 13 $7,784
## 1205 0 55 0 12 $8,088
## 1206 1 38 2 14 $8,117
## 1207 0 36 2 12 $24,612
## 1208 2 45 3 10 $64,015
## 1209 1 40 2 9 $214,199
## 1210 0 43 0 10 $97,953
## 1211 0 35 0 12 $78,021
## 1212 0 52 0 15 $58,869
## 1213 0 39 2 12 $71,486
## 1214 0 46 0 7 $38,786
## 1215 0 40 0 11 $119,244
## 1216 0 39 0 11 $90,635
## 1217 0 41 2 16 $35,636
## 1218 0 50 0 14 $78,510
## 1219 0 36 3 12 $17,663
## 1220 0 53 0 7 $34,730
## 1221 0 56 0 9 $67,620
## 1222 0 46 0 8 $51,822
## 1223 0 20 0 10 $38,681
## 1224 1 39 1 0 $0
## 1225 0 38 0 10
## 1226 0 58 0 15 $3,256
## 1227 0 55 0 12 $63,376
## 1228 0 51 0 7 $70,195
## 1229 0 38 0 9 $34,648
## 1230 0 29 2 11 $47,621
## 1231 0 43 2 9 $159,443
## 1232 0 48 0 0 $0
## 1233 0 44 0 12 $6,591
## 1234 0 47 0 12 $101,498
## 1235 0 50 0 11 $134,152
## 1236 0 39 0 12 $44,738
## 1237 0 49 0 6 $173,894
## 1238 0 19 0 6 $5,336
## 1239 0 45 1 8 $47,389
## 1240 0 38 2 10 $23,536
## 1241 0 56 0 12 $25,891
## 1242 0 59 0 9 $28,818
## 1243 0 31 0 11 $86,264
## 1244 0 51 0 11 $93,785
## 1245 0 40 2 14 $140,171
## 1246 0 49 0 11 $39,220
## 1247 0 50 0 12 $45,215
## 1248 0 39 0 14 $93,077
## 1249 0 55 0 9 $162,585
## 1250 0 48 0 13 $38,896
## 1251 0 58 0 10 $73,463
## 1252 2 57 3 14 $106,140
## 1253 0 49 0 13 $112,039
## 1254 0 32 3 11 $62,615
## 1255 0 54 0 12 $38,349
## 1256 0 31 4 12 $15,292
## 1257 0 49 0 10 $42,071
## 1258 0 52 0 12 $201,192
## 1259 0 42 0 8 $52,292
## 1260 0 31 4 14 $48,317
## 1261 0 30 1 10 $63,425
## 1262 0 53 0 12 $180,034
## 1263 0 53 0 11 $114,179
## 1264 0 27 3 9 $43,915
## 1265 0 52 0 7 $115,756
## 1266 0 51 0 15 $57,782
## 1267 0 35 2 10 $86,997
## 1268 1 38 2 15 $40,342
## 1269 0 35 2 14 $65,102
## 1270 0 46 0 10 $132,560
## 1271 0 45 0 8 $39,472
## 1272 0 52 0 12 $114,635
## 1273 0 47 0 0 $0
## 1274 0 55 0 13 $70,839
## 1275 0 48 0 14 $78,890
## 1276 0 46 0 0 $0
## 1277 0 41 2 11 $29,936
## 1278 0 47 0 11 $127,129
## 1279 0 46 0 8 $30,111
## 1280 1 48 0 13 $14,522
## 1281 0 45 1 9 $24,178
## 1282 0 48 0 13 $208,667
## 1283 1 55 1 17 $83,076
## 1284 0 56 0 11
## 1285 1 42 3 12 $106,194
## 1286 0 35 1 12 $31,616
## 1287 0 35 2 7 $50,872
## 1288 0 57 0 6 $79,670
## 1289 0 53 0 11 $55,861
## 1290 0 43 0 12 $116,044
## 1291 1 42 4 15 $9,950
## 1292 0 46 0 15
## 1293 0 53 0 11 $48,421
## 1294 0 35 0 5 $18,004
## 1295 0 58 0 8 $38,462
## 1296 0 59 0 14 $110,323
## 1297 0 44 2 14 $16,800
## 1298 0 41 0 8 $67,014
## 1299 0 54 0 6 $55,977
## 1300 0 47 0 12
## 1301 0 48 0 9 $53,412
## 1302 1 41 2 13 $7,594
## 1303 0 44 0 12
## 1304 0 56 0 9 $132,115
## 1305 0 56 0 10 $188,809
## 1306 0 61 0 11 $80,153
## 1307 0 42 2 15 $151,826
## 1308 0 47 0 11 $54,467
## 1309 0 47 0 11 $113,496
## 1310 0 38 0 9 $12,216
## 1311 0 19 0 5 $3,871
## 1312 0 40 3 14 $2,292
## 1313 1 39 3 13
## 1314 0 28 0 6 $11,100
## 1315 0 43 0 12 $50,755
## 1316 0 52 0 14 $31,519
## 1317 0 54 0 14 $164,420
## 1318 0 50 0 8
## 1319 0 50 0 13 $109,950
## 1320 0 51 0 13 $72,334
## 1321 0 36 3 12 $45,590
## 1322 0 55 0 13
## 1323 0 45 1 0 $0
## 1324 0 45 3 12 $152,563
## 1325 0 57 2 15 $14,989
## 1326 0 43 0 8 $166,192
## 1327 0 55 0 14 $113,534
## 1328 2 45 2 12 $8,467
## 1329 0 54 0 12 $246,164
## 1330 0 56 0 0
## 1331 0 38 0 10 $142,002
## 1332 0 32 2 13 $72,188
## 1333 0 48 1 3 $80,522
## 1334 0 46 0 12 $35,852
## 1335 0 43 0 9 $53,431
## 1336 0 41 1 14 $6,712
## 1337 0 49 0 12 $45,471
## 1338 0 44 0 14 $134,967
## 1339 0 50 0 13 $46,952
## 1340 0 47 0 11 $69,692
## 1341 0 57 0 12 $97,083
## 1342 0 48 0 6 $14,410
## 1343 0 39 2 13 $192,426
## 1344 0 54 0 12 $46,074
## 1345 0 43 0 10 $0
## 1346 0 51 0 9 $95,713
## 1347 0 38 0 7 $116,933
## 1348 0 40 0 10 $90,377
## 1349 0 57 2 16 $86,232
## 1350 0 45 0 13 $103,134
## 1351 0 53 0 13 $69,268
## 1352 0 39 2 17 $23,094
## 1353 0 45 0 12 $37,407
## 1354 0 57 0 14 $111,970
## 1355 0 41 2 12 $50
## 1356 0 34 1 12 $62,044
## 1357 0 47 0 12 $80,577
## 1358 0 44 0 8 $27,127
## 1359 0 40 0 10 $122,543
## 1360 0 49 0 10 $122,192
## 1361 0 50 0 13 $53,568
## 1362 0 53 1 6 $86,100
## 1363 0 34 1 12 $34,887
## 1364 0 44 0 11 $178,864
## 1365 0 46 0 13
## 1366 0 50 0 13 $56,566
## 1367 0 55 0 12 $37,794
## 1368 1 38 3 15 $20,145
## 1369 0 37 3 17 $91,045
## 1370 1 40 2 11 $85,273
## 1371 1 40 3 14 $51,401
## 1372 0 58 0 11 $220,178
## 1373 0 54 0 5 $79,315
## 1374 1 63 1 11 $54,297
## 1375 0 30 2 12 $102,113
## 1376 0 48 0 12 $64,916
## 1377 0 51 0 10 $103,328
## 1378 0 27 0 8
## 1379 0 53 0 16 $109,040
## 1380 0 43 2 13 $158,180
## 1381 0 48 0 12 $63,260
## 1382 0 47 0 10 $53,758
## 1383 0 50 0 6 $15,905
## 1384 0 49 0 15 $34,050
## 1385 2 46 0 9 $69,158
## 1386 0 64 0 17 $116,518
## 1387 0 45 0 11 $91,324
## 1388 0 44 3 13
## 1389 0 56 0 13 $222,379
## 1390 0 36 0 6 $20,800
## 1391 1 46 0 10 $21,238
## 1392 0 36 0 0 $0
## 1393 0 46 0 4 $45,996
## 1394 1 39 2 15 $5,538
## 1395 0 36 2 9 $12,938
## 1396 0 47 0 11 $153,941
## 1397 0 56 0 14 $13,614
## 1398 0 48 0 9 $44,808
## 1399 0 40 3 10 $46,395
## 1400 2 37 2 10 $32,520
## 1401 0 55 0 10 $146,240
## 1402 0 51 0 11 $134,582
## 1403 0 40 0 11 $67,700
## 1404 0 47 0 0 $0
## 1405 0 26 4 0 $0
## 1406 0 37 2 4 $18,127
## 1407 0 42 3 16 $113,486
## 1408 0 57 0 11 $14,500
## 1409 0 40 3 14 $14,535
## 1410 0 36 0 10 $38,317
## 1411 0 55 0 11 $109,258
## 1412 0 46 0 11 $35,362
## 1413 0 49 0 14 $45,451
## 1414 0 46 0 14 $38,871
## 1415 0 59 0 15 $40,878
## 1416 0 41 0 11 $27,613
## 1417 0 50 0 15 $90,942
## 1418 0 50 0 10 $67,453
## 1419 0 30 1 11 $37,307
## 1420 0 67 0 12 $56,946
## 1421 0 48 0 12 $32,256
## 1422 1 48 1 11 $48,198
## 1423 0 35 2 10 $71,827
## 1424 0 39 0 5 $26,727
## 1425 0 59 0 10 $46,087
## 1426 0 40 1 7 $34,512
## 1427 0 40 2 12 $19,984
## 1428 0 41 0 4 $152,677
## 1429 0 50 0 0 $0
## 1430 0 56 0 9 $91,558
## 1431 0 41 0 12 $70,478
## 1432 0 41 0 13 $62,803
## 1433 0 29 2 15 $74,854
## 1434 0 41 3 8 $38,813
## 1435 0 48 0 12 $51,834
## 1436 0 58 0 11 $20,575
## 1437 0 47 0 11 $31,392
## 1438 0 34 4 13 $14,903
## 1439 0 56 0 16 $35,133
## 1440 0 55 0 0 $0
## 1441 0 53 0 12 $47,927
## 1442 0 39 2 12 $35,362
## 1443 0 47 0 12 $59,164
## 1444 0 48 0 8 $134,646
## 1445 0 54 0 13 $55,723
## 1446 1 42 3 16 $39,302
## 1447 0 40 0 12 $58,335
## 1448 0 30 1 11 $29,042
## 1449 0 44 0 10 $99,034
## 1450 0 44 0 13 $105,870
## 1451 0 31 3 14 $17,839
## 1452 0 43 0 12 $72,606
## 1453 0 40 1 10 $21,628
## 1454 0 45 0 11 $160,894
## 1455 0 52 0 9 $65,529
## 1456 0 46 0 8 $87,396
## 1457 1 43 2 11 $37,520
## 1458 0 45 2 17
## 1459 2 43 4 0 $0
## 1460 0 58 0 0 $0
## 1461 0 30 0 12 $57,771
## 1462 0 41 0 11 $111,407
## 1463 0 58 0 10 $22,877
## 1464 0 54 0 13 $50,624
## 1465 0 39 0 10 $116,247
## 1466 0 48 0 14 $51,982
## 1467 0 45 2 8 $102,658
## 1468 0 48 0 12 $131,641
## 1469 0 52 0 12 $120,123
## 1470 0 42 1 15 $19,796
## 1471 0 39 2 15 $54,315
## 1472 0 57 0 13 $119,975
## 1473 0 61 0 11 $75,912
## 1474 0 51 0 12 $105,936
## 1475 0 49 0 9 $10,359
## 1476 0 46 0 8 $73,872
## 1477 1 39 3 16 $28,585
## 1478 0 46 0 13 $60,829
## 1479 0 73 0 6 $62,664
## 1480 0 45 0 8 $144,467
## 1481 0 33 1 11 $14,277
## 1482 0 52 0 13 $41,137
## 1483 0 50 0 6 $40,681
## 1484 0 46 0 12 $63,084
## 1485 0 41 2 12 $9,785
## 1486 0 40 0 8 $59,603
## 1487 0 34 1 13 $11,513
## 1488 0 45 0 10 $37,417
## 1489 0 25 1 11 $23,245
## 1490 1 40 2 9 $67,295
## 1491 0 37 1 8 $86,372
## 1492 0 28 0 0 $0
## 1493 0 57 0 9 $50,443
## 1494 0 33 1 12 $12,510
## 1495 0 44 3 0 $0
## 1496 0 38 2 9 $122,439
## 1497 0 42 0 12 $83,613
## 1498 0 47 0 13 $77,537
## 1499 0 59 0 9 $25,323
## 1500 0 34 3 14 $139,801
## 1501 0 35 0 12 $43,222
## 1502 0 52 0 13 $43,393
## 1503 0 59 0 14 $75,714
## 1504 1 42 4 0 $0
## 1505 0 48 0 10 $27,433
## 1506 0 48 0 0
## 1507 3 45 3 6 $29,955
## 1508 0 37 0 12 $78,124
## 1509 0 51 0 8 $74,343
## 1510 0 44 2 11 $48,718
## 1511 0 48 0 12 $28,573
## 1512 0 55 0 15 $61,441
## 1513 0 38 2 12 $7,619
## 1514 0 46 0 10 $71,869
## 1515 0 44 0 7 $86,510
## 1516 0 50 0 8 $93,870
## 1517 0 54 0 12 $17,050
## 1518 0 36 3 0 $0
## 1519 0 39 0 10 $94,059
## 1520 0 37 1 12 $18,651
## 1521 0 41 1 0 $0
## 1522 0 48 0 11 $62,617
## 1523 0 55 0 10 $77,531
## 1524 0 36 0 11
## 1525 0 42 0 10
## 1526 0 33 2 12 $60,707
## 1527 0 50 0 11 $93,034
## 1528 0 54 0 9
## 1529 1 37 3 13 $88,137
## 1530 0 44 3 14 $53,303
## 1531 0 38 0 15 $14,525
## 1532 0 54 0 12 $52,722
## 1533 0 47 0 14 $27,192
## 1534 0 34 1 12 $115,617
## 1535 0 45 2 10 $30,415
## 1536 0 34 2 0 $0
## 1537 0 50 0 5 $28,299
## 1538 0 38 3 9 $45,468
## 1539 0 43 4 0 $0
## 1540 0 46 0 12 $38,388
## 1541 0 46 0 11 $119,870
## 1542 1 45 1 14 $49,557
## 1543 0 38 0 10 $123,567
## 1544 1 45 3 12 $80,127
## 1545 0 39 2 0 $0
## 1546 0 48 0 7 $70,308
## 1547 0 50 0 13 $98,890
## 1548 0 40 0 11 $32,265
## 1549 0 46 0 10 $111,343
## 1550 0 39 0 10
## 1551 0 48 0 13 $75,849
## 1552 0 57 0 12 $49,856
## 1553 0 31 0 7 $31,908
## 1554 0 51 0 13 $18,273
## 1555 0 53 0 13 $48,144
## 1556 1 47 0 6 $77,885
## 1557 0 60 0 15 $84,006
## 1558 0 49 0 11 $172,230
## 1559 0 36 0 0 $0
## 1560 0 45 0 15 $65,166
## 1561 0 48 0 11 $64,579
## 1562 0 46 0 5 $136,371
## 1563 0 48 0 0 $0
## 1564 0 27 3 0 $0
## 1565 1 58 2 14 $36,626
## 1566 0 35 4 14
## 1567 0 48 0 13
## 1568 0 50 0 13 $41,240
## 1569 0 44 2 13 $57,267
## 1570 0 56 1 0 $0
## 1571 1 40 1 6 $24,498
## 1572 0 46 0 12 $71,855
## 1573 0 45 0 6 $87,444
## 1574 0 53 0 0 $0
## 1575 0 53 0 14 $107,700
## 1576 0 47 0 15 $34,132
## 1577 0 44 2 17 $24,469
## 1578 1 43 1 14 $115,960
## 1579 0 59 0 11 $40,219
## 1580 0 52 0 8 $174,993
## 1581 0 53 0 12 $27,652
## 1582 0 57 0 13 $63,010
## 1583 0 49 0 13 $30,762
## 1584 0 52 0 11 $123,426
## 1585 0 54 0 13 $129,222
## 1586 0 52 0 9 $71,093
## 1587 0 54 0 12 $228,160
## 1588 0 38 0 8 $83,304
## 1589 0 50 0 12 $56,079
## 1590 0 46 0 12 $15,951
## 1591 0 35 0 10 $44,681
## 1592 0 35 2 10 $62,783
## 1593 0 43 0 12
## 1594 0 48 0 6 $18,651
## 1595 0 45 0 10 $47,484
## 1596 0 48 0 14 $58,291
## 1597 0 44 2 15 $159,230
## 1598 0 43 0 11
## 1599 0 54 0 9 $145,319
## 1600 0 50 0 0 $0
## 1601 0 44 0 12 $50,593
## 1602 0 28 1 13 $84,448
## 1603 0 41 0 11 $1,953
## 1604 0 46 0 0 $0
## 1605 0 46 0 10 $40,047
## 1606 0 44 1 12 $51,120
## 1607 0 50 0 0 $0
## 1608 0 51 0 11 $66,336
## 1609 0 31 1 12 $77,624
## 1610 0 45 2 12 $51,113
## 1611 0 34 2 0 $0
## 1612 0 42 0 11 $61,530
## 1613 0 52 0 16 $135,523
## 1614 0 34 3 8 $27,008
## 1615 0 53 0 6 $67,816
## 1616 0 37 0 10 $21,484
## 1617 2 45 3 0 $0
## 1618 0 41 0 10 $48,835
## 1619 0 66 0 13 $70,618
## 1620 0 52 0 13 $43,393
## 1621 0 40 0 0 $0
## 1622 0 51 0 10 $0
## 1623 0 19 3 11 $5,228
## 1624 0 36 0 9 $78,760
## 1625 0 28 1 10 $24,814
## 1626 0 46 0 6 $112,465
## 1627 0 53 0 0 $0
## 1628 0 44 0 7 $68,820
## 1629 0 42 0 12 $85,921
## 1630 0 35 2 12 $30,111
## 1631 1 40 2 7 $50,272
## 1632 0 47 0 12 $28,107
## 1633 0 53 0 10 $41,924
## 1634 0 52 0 7 $66,063
## 1635 0 39 0 13 $31,348
## 1636 0 50 0 10 $12,623
## 1637 0 48 0 13 $38,879
## 1638 1 45 2 14 $46,684
## 1639 0 56 0 13 $69,152
## 1640 0 47 0 0 $0
## 1641 0 53 0 7 $97,495
## 1642 0 48 0 7 $55,050
## 1643 0 57 0 13 $117,612
## 1644 0 45 0 5 $56,351
## 1645 0 45 0 15 $15,151
## 1646 0 39 3 16 $42,535
## 1647 2 61 3 14 $108,990
## 1648 0 43 1 15 $80,012
## 1649 0 50 0 10 $160,103
## 1650 0 33 3 9 $94,866
## 1651 0 39 0 13 $86,737
## 1652 0 47 0 10 $99,417
## 1653 0 52 0 10 $136,123
## 1654 0 51 0 14 $91,428
## 1655 0 30 3 15 $20,944
## 1656 0 61 0 13 $58,566
## 1657 0 41 1 9 $125,574
## 1658 0 60 1 15 $70,695
## 1659 0 50 0 7 $43,445
## 1660 0 50 0 10 $16,917
## 1661 0 38 0 10
## 1662 0 35 0 13 $62,971
## 1663 1 38 3 13 $28,065
## 1664 2 40 2 11
## 1665 2 36 4 11 $36,844
## 1666 0 46 0 11 $114,924
## 1667 0 52 0 13
## 1668 0 44 0 12 $69,357
## 1669 0 37 0 8 $26,500
## 1670 0 52 0 13 $70,055
## 1671 0 50 0 13 $5,263
## 1672 1 45 1 15 $197,836
## 1673 0 37 3 14 $26,425
## 1674 0 54 0 14 $86,120
## 1675 0 52 0 11 $95,892
## 1676 0 46 0 15 $24,276
## 1677 0 52 0 11 $103,831
## 1678 0 59 0 12 $80,217
## 1679 0 48 0 12 $108,601
## 1680 0 57 0 13 $110,330
## 1681 0 48 0 8 $139,380
## 1682 0 31 3 15 $6,393
## 1683 0 29 0 11 $24,276
## 1684 0 48 1 13 $37,074
## 1685 2 45 2 9 $14,640
## 1686 0 40 0 10 $78,589
## 1687 0 51 0 10 $144,742
## 1688 0 32 0 10 $24,506
## 1689 0 47 0 0 $0
## 1690 0 51 0 10 $104,355
## 1691 0 40 0 9 $70,381
## 1692 0 46 0 0 $0
## 1693 0 26 1 0 $0
## 1694 0 50 1 10 $96,013
## 1695 0 34 3 0 $0
## 1696 0 48 0 0 $0
## 1697 0 52 0 8 $153,688
## 1698 0 35 0 12 $73,647
## 1699 1 43 1 9 $111,656
## 1700 0 59 2 18 $137,183
## 1701 0 62 0 15 $59,807
## 1702 0 47 0 14 $6,150
## 1703 0 62 0 14 $43,775
## 1704 0 44 4 0 $0
## 1705 0 58 0 15 $109,878
## 1706 0 50 0 13 $93,454
## 1707 0 39 3 14
## 1708 0 47 0 0
## 1709 0 24 1 10 $9,761
## 1710 0 46 0 14 $129,798
## 1711 0 29 2 14 $60,157
## 1712 0 56 0 5 $82,624
## 1713 0 35 0 9 $22,543
## 1714 0 47 0 14 $76,638
## 1715 0 46 0 12 $40,992
## 1716 0 41 0 12 $100,258
## 1717 0 52 0 16 $61,299
## 1718 2 37 2 9 $20,050
## 1719 0 50 0 0 $0
## 1720 0 56 0 10 $99,606
## 1721 0 43 2 0 $0
## 1722 0 51 1 11 $66,296
## 1723 0 50 0 14 $49,256
## 1724 0 45 0 11 $49,957
## 1725 0 49 0 13 $30,644
## 1726 0 49 0 11
## 1727 0 39 0 11
## 1728 0 32 1 13 $22,243
## 1729 0 48 0 8 $36,954
## 1730 0 48 0 5 $14,938
## 1731 0 39 0 9 $133,060
## 1732 0 52 0 8 $129,561
## 1733 0 44 0 12 $100,046
## 1734 0 32 3 10 $22,901
## 1735 0 43 0 11 $30,183
## 1736 0 58 2 17 $51,318
## 1737 1 45 3 18 $7,696
## 1738 0 54 0 14 $114,422
## 1739 0 30 4 12 $58,248
## 1740 0 49 0 7 $86,847
## 1741 0 37 1 11 $22,401
## 1742 0 47 0 12 $120,030
## 1743 0 57 0 15 $98,323
## 1744 0 56 2 13 $60,286
## 1745 0 39 2 0 $0
## 1746 0 45 0 4 $83,111
## 1747 0 40 0 0 $0
## 1748 0 33 2 13 $35,263
## 1749 0 42 0 10 $92,395
## 1750 0 48 0 10 $34,606
## 1751 0 32 2 9 $27,462
## 1752 0 45 1 11 $3,006
## 1753 0 49 0 15 $22,978
## 1754 3 45 3 14 $3,532
## 1755 0 34 3 13 $20,299
## 1756 0 39 0 10 $94,059
## 1757 0 45 0 0 $0
## 1758 1 45 1 14 $26,156
## 1759 0 56 2 16 $66,868
## 1760 0 55 0 16 $42,815
## 1761 1 41 2 14 $86,860
## 1762 0 56 0 15 $82,370
## 1763 0 33 1 12 $66,803
## 1764 0 33 0 9 $74,138
## 1765 0 49 0 13 $59,743
## 1766 0 35 2 12 $3,028
## 1767 0 34 5 10 $17,698
## 1768 0 53 0 14 $107,394
## 1769 0 39 2 10 $111,072
## 1770 2 45 2 13 $109,361
## 1771 0 52 0 8 $96,707
## 1772 0 39 0 11
## 1773 0 61 2 18 $34,446
## 1774 0 53 0 10 $30,699
## 1775 0 43 0 12 $46,671
## 1776 0 52 0 9 $46,188
## 1777 0 43 0 11
## 1778 0 33 3 9 $58,195
## 1779 0 40 1 11 $40,252
## 1780 0 54 0 14 $59,291
## 1781 0 48 0 10
## 1782 0 47 0 14 $106,484
## 1783 0 56 0 13 $69,790
## 1784 0 43 2 16 $98,666
## 1785 0 48 0 13 $54,108
## 1786 2 45 2 0 $0
## 1787 0 57 0 14 $177,908
## 1788 0 53 0 13 $70,195
## 1789 0 40 0 0 $0
## 1790 0 39 0 9 $42,141
## 1791 0 36 1 12 $25,081
## 1792 0 42 0 4 $17,574
## 1793 0 28 2 8 $66,783
## 1794 0 36 2 11 $13,509
## 1795 0 33 0 5 $12,067
## 1796 0 48 0 11 $73,806
## 1797 0 69 1 14 $5,622
## 1798 0 33 1 10 $86,321
## 1799 0 61 0 0 $0
## 1800 0 49 0 7 $32,763
## 1801 0 42 0 11 $50,613
## 1802 0 55 0 15 $34,745
## 1803 0 41 0 11 $39,066
## 1804 0 47 0 9 $18,896
## 1805 1 43 2 15 $28,948
## 1806 0 44 0 10
## 1807 0 25 1 9
## 1808 0 45 1 10 $29,836
## 1809 0 42 0 12 $103,050
## 1810 0 53 0 11 $178,768
## 1811 0 36 0 8 $51,358
## 1812 0 47 0 11 $190,579
## 1813 0 52 0 0 $0
## 1814 0 48 0 14 $58,132
## 1815 0 61 0 11 $53,354
## 1816 0 54 0 14 $67,290
## 1817 0 42 0 10 $90,937
## 1818 0 36 4 0 $0
## 1819 0 46 0 12 $5,070
## 1820 0 37 0 9 $45,464
## 1821 0 45 0 12 $11,261
## 1822 0 25 0 8 $66,923
## 1823 0 41 0 11 $67,338
## 1824 0 44 0 7 $16,976
## 1825 0 46 0 11 $95,550
## 1826 0 47 0 10 $3,663
## 1827 0 37 0 7 $34,038
## 1828 0 48 0 10 $44,770
## 1829 0 44 0 12 $33,833
## 1830 0 37 0 8 $95,502
## 1831 0 42 2 13 $38,092
## 1832 0 53 0 13 $74,334
## 1833 0 36 0 12 $77,526
## 1834 0 43 1 11 $72,421
## 1835 0 48 0 11 $101,806
## 1836 0 49 0 7 $67,258
## 1837 3 44 4 18 $59,352
## 1838 0 47 0 6 $32,267
## 1839 0 57 0 14 $89,448
## 1840 2 37 2 10 $47,473
## 1841 0 51 0 13 $32,159
## 1842 1 43 2 5 $2,599
## 1843 0 27 2 10 $11,882
## 1844 0 53 0 11 $115,204
## 1845 0 54 0 12 $71,316
## 1846 0 54 0 15 $74,208
## 1847 0 40 2 8 $76,036
## 1848 0 58 0 11 $101,448
## 1849 0 41 0 11 $39,066
## 1850 0 37 4 5 $79,846
## 1851 0 45 0 10 $93,996
## 1852 0 45 0 10 $49,675
## 1853 0 50 0 11 $53,567
## 1854 2 37 2 7 $125,309
## 1855 0 43 3 14 $132,449
## 1856 0 44 2 13 $44,200
## 1857 0 46 0 5 $133,912
## 1858 0 45 0 15 $128,801
## 1859 0 50 0 9 $139,452
## 1860 2 58 3 15 $41,781
## 1861 0 45 0 10 $48,344
## 1862 0 46 0 12 $16,468
## 1863 0 42 0 12 $64,019
## 1864 0 49 0 16 $25,371
## 1865 0 30 0 7 $54,275
## 1866 0 54 0 12 $40,818
## 1867 0 40 0 13 $58,231
## 1868 0 43 3 14 $22,485
## 1869 0 53 0 10 $123,954
## 1870 0 59 0 10 $2,238
## 1871 0 41 2 10 $0
## 1872 0 47 0 10 $82,503
## 1873 0 29 2 0
## 1874 0 46 0 12 $111,318
## 1875 0 57 0 14 $11,977
## 1876 0 45 2 14 $20,757
## 1877 0 52 0 0 $0
## 1878 0 29 1 0 $0
## 1879 0 51 0 13 $50,446
## 1880 1 47 0 7 $33,767
## 1881 0 40 0 13
## 1882 0 48 0 8
## 1883 0 54 0 14 $100,816
## 1884 0 56 0 9 $19,712
## 1885 0 33 0 10 $44,315
## 1886 0 40 0 10 $21,104
## 1887 0 39 0 12 $49,652
## 1888 0 49 0 7 $56,462
## 1889 0 51 0 11 $8,260
## 1890 0 57 0 13 $196,889
## 1891 0 50 0 10 $45,620
## 1892 0 26 3 15 $69,789
## 1893 0 43 0 13 $45,355
## 1894 0 40 0 12 $43,072
## 1895 0 45 2 15 $135,768
## 1896 0 34 1 11
## 1897 0 40 2 14 $23,095
## 1898 0 41 0 9 $173,557
## 1899 0 41 3 12 $62,943
## 1900 0 40 3 9 $17,372
## 1901 1 43 2 15 $58,025
## 1902 1 60 2 17 $52,002
## 1903 0 52 0 11 $41,408
## 1904 0 44 0 11 $38,988
## 1905 1 41 3 13 $257
## 1906 0 41 2 14 $146,370
## 1907 0 56 0 12 $17,546
## 1908 2 42 3 12 $62,386
## 1909 1 42 2 12 $38,504
## 1910 0 26 0 9 $24,722
## 1911 0 22 2 0 $0
## 1912 0 50 0 0 $0
## 1913 0 50 0 12 $134,293
## 1914 0 45 1 11 $73,543
## 1915 0 50 0 13 $36,504
## 1916 0 53 0 0
## 1917 0 64 0 0 $0
## 1918 0 51 0 15 $16,750
## 1919 2 40 3 13
## 1920 0 55 0 12 $32,227
## 1921 0 51 0 13 $27,450
## 1922 0 40 0 10 $71,502
## 1923 0 49 0 10 $88,937
## 1924 0 44 1 14 $81,369
## 1925 0 34 1 11 $82,251
## 1926 0 33 1 10 $118,861
## 1927 0 47 0 0
## 1928 0 61 0 11 $44,470
## 1929 0 46 0 8 $73,872
## 1930 0 54 0 15 $43,821
## 1931 0 52 0 13 $41,137
## 1932 0 29 3 10 $30,254
## 1933 0 36 0 9 $73,430
## 1934 1 42 1 15 $37,586
## 1935 0 54 0 13 $73,985
## 1936 0 57 0 14 $40,122
## 1937 0 45 0 13 $16,736
## 1938 0 48 0 11 $110,915
## 1939 0 49 0 10 $138,368
## 1940 0 47 0 2 $55,527
## 1941 0 57 0 14 $154,207
## 1942 0 42 1 15 $135,276
## 1943 0 50 0 7 $26,630
## 1944 0 63 0 13 $157,720
## 1945 0 61 0 14 $120,074
## 1946 0 56 3 0 $0
## 1947 0 32 3 9
## 1948 0 54 0 12
## 1949 1 41 3 0 $0
## 1950 0 53 0 0 $0
## 1951 0 47 0 13 $47,213
## 1952 0 52 0 8 $44,432
## 1953 0 50 0 11 $17,671
## 1954 0 52 0 10 $146,020
## 1955 0 53 0 9 $103,645
## 1956 0 41 0 13 $72,146
## 1957 2 42 2 15 $161,203
## 1958 0 44 3 19 $71,292
## 1959 0 47 0 10 $59,936
## 1960 0 49 0 9
## 1961 0 47 0 0 $0
## 1962 0 42 0 10
## 1963 0 46 0 10 $70,307
## 1964 1 42 3 12 $35,933
## 1965 0 40 0 9 $28,747
## 1966 0 51 0 16
## 1967 0 55 0 10 $20,046
## 1968 0 53 1 10 $37,172
## 1969 0 41 0 6 $30,676
## 1970 0 47 0 7
## 1971 0 54 0 13 $25,929
## 1972 0 46 0 10 $10,720
## 1973 0 63 0 12 $42,862
## 1974 0 23 3 13 $16,193
## 1975 0 38 0 13 $146,981
## 1976 0 44 0 11 $42,275
## 1977 0 47 0 13 $113,356
## 1978 0 29 1 12 $95,884
## 1979 0 43 0 14 $54,067
## 1980 0 54 0 14
## 1981 0 66 0 8 $47,667
## 1982 0 39 0 11 $80,021
## 1983 0 45 0 12 $103,249
## 1984 0 62 0 10 $0
## 1985 0 60 0 13 $22,796
## 1986 0 43 0 12 $89,575
## 1987 0 43 1 16 $59,379
## 1988 1 42 3 7 $40,036
## 1989 0 51 0 11 $61,046
## 1990 0 38 0 14 $37,999
## 1991 0 33 3 13 $86,861
## 1992 0 47 0 14 $40,777
## 1993 1 43 2 9 $39,720
## 1994 2 42 2 12 $110,240
## 1995 0 38 3 10 $10,653
## 1996 1 42 1 9 $42,989
## 1997 0 57 0 14 $151,637
## 1998 0 33 2 14 $28,403
## 1999 1 40 3 16 $189,555
## 2000 0 46 0 10
## 2001 0 49 0 10 $64,884
## 2002 1 39 2 14 $89,362
## 2003 1 39 1 14
## 2004 2 40 3 10
## 2005 1 39 2 13 $31,924
## 2006 0 55 0 13 $72,391
## 2007 0 57 0 16 $7,280
## 2008 0 55 0 13 $133,959
## 2009 0 63 0 11 $60,719
## 2010 0 29 1 12 $22,819
## 2011 0 47 0 0 $0
## 2012 0 51 0 12 $120,824
## 2013 3 44 4 0 $0
## 2014 0 54 0 16 $204,766
## 2015 0 58 0 10 $129,230
## 2016 0 40 0 12 $8,585
## 2017 0 50 0 6 $110,311
## 2018 0 28 4 7 $3,985
## 2019 0 51 0 12 $30,969
## 2020 1 36 3 0 $0
## 2021 0 49 0 9 $49,610
## 2022 0 55 0 12 $154,165
## 2023 0 32 3 19 $22,330
## 2024 0 60 0 11 $83,639
## 2025 0 39 0 12 $63,190
## 2026 0 35 1 12 $117,579
## 2027 0 39 0 12 $40,177
## 2028 0 36 2 10 $94,958
## 2029 0 38 0 12 $104,288
## 2030 0 36 3 0 $0
## 2031 0 32 3 0 $0
## 2032 0 53 0 10 $81,900
## 2033 0 47 0 12 $36,150
## 2034 1 41 2 15 $30,984
## 2035 0 50 0 13 $124,092
## 2036 0 57 0 13 $43,482
## 2037 0 54 0 13 $53,388
## 2038 0 49 0 12 $55,087
## 2039 1 41 3 15 $6,232
## 2040 0 50 0 13 $64,489
## 2041 0 55 0 11 $98,129
## 2042 0 46 0 5 $112,226
## 2043 0 38 0 12 $107,333
## 2044 0 58 0 12 $73,283
## 2045 1 36 2 13 $57,170
## 2046 0 47 0 14 $35,021
## 2047 0 49 0 10 $82,749
## 2048 2 42 2 13 $30,129
## 2049 0 49 0 15 $28,567
## 2050 0 57 0 11 $73,903
## 2051 0 49 0 8 $38,723
## 2052 0 55 0 14 $35,263
## 2053 0 56 0 6 $82,964
## 2054 1 40 2 14 $21,733
## 2055 2 44 4 17
## 2056 0 53 0 9 $180,465
## 2057 0 40 0 10 $99,002
## 2058 0 54 0 10 $74,330
## 2059 0 52 0 13 $40,709
## 2060 0 41 2 9 $59,936
## 2061 0 45 0 12 $80,358
## 2062 0 59 0 10 $1,249
## 2063 0 55 0 9 $17,206
## 2064 0 39 0 12 $38,924
## 2065 0 40 0 15 $46,393
## 2066 0 51 0 10 $11,070
## 2067 0 35 0 7 $74,194
## 2068 1 42 2 11 $47,880
## 2069 0 34 0 3 $48,292
## 2070 0 43 0 14 $24,748
## 2071 0 45 0 5 $110,575
## 2072 1 40 2 10 $56,335
## 2073 0 36 3 13 $61,472
## 2074 2 36 3 12 $49,515
## 2075 0 31 2 11 $66,592
## 2076 0 51 0 8 $102,244
## 2077 0 30 3 0 $0
## 2078 0 37 0 0 $0
## 2079 0 43 0 10 $75,544
## 2080 2 42 2 11 $4,913
## 2081 0 55 0 12 $165,632
## 2082 0 37 0 12 $53,840
## 2083 0 53 0 11
## 2084 0 53 0 10 $25,931
## 2085 0 52 0 13 $35,093
## 2086 0 40 2 0 $0
## 2087 0 31 1 11 $6,068
## 2088 1 36 2 8 $88,236
## 2089 0 40 0 9
## 2090 0 47 0 11 $65,136
## 2091 0 50 0 11 $105,198
## 2092 0 41 0 10 $98,154
## 2093 0 60 0 12 $47,451
## 2094 0 60 0 11 $186,590
## 2095 0 46 0 1 $6,554
## 2096 0 37 0 4 $32,542
## 2097 0 54 0 14 $57,361
## 2098 0 61 0 14 $24,546
## 2099 1 42 1 11 $53,357
## 2100 0 40 1 0 $0
## 2101 0 47 0 10 $52,456
## 2102 0 37 0 10 $0
## 2103 0 38 0 10 $20,148
## 2104 0 28 1 12 $12,841
## 2105 0 56 0 6 $103,503
## 2106 0 27 4 9 $34,276
## 2107 0 33 2 13 $28,329
## 2108 0 57 0 14
## 2109 0 38 0 8 $62,177
## 2110 0 53 0 10 $14,034
## 2111 0 35 2 10 $13,365
## 2112 0 49 0 16 $25,371
## 2113 0 40 2 13 $31,080
## 2114 0 57 0 5 $123,051
## 2115 1 37 2 0 $0
## 2116 0 52 0 11
## 2117 0 44 3 11 $38,290
## 2118 0 34 3 12 $18,247
## 2119 1 45 2 15 $59,763
## 2120 0 53 0 14 $59,375
## 2121 0 39 2 13 $88,189
## 2122 0 37 0 11 $51,103
## 2123 0 35 2 12 $60,755
## 2124 0 53 0 13 $75,777
## 2125 0 50 0 8 $34,273
## 2126 0 62 0 14 $156,031
## 2127 0 36 0 11
## 2128 0 47 0 15 $55,841
## 2129 0 56 2 18 $112,420
## 2130 0 49 0 12 $24,840
## 2131 0 45 0 12 $37,564
## 2132 0 55 0 8 $110,140
## 2133 2 41 3 12 $9,991
## 2134 0 47 0 15 $31,045
## 2135 0 43 0 7 $119,579
## 2136 0 41 0 9 $126,829
## 2137 0 46 0 0 $0
## 2138 0 46 0 12 $43,501
## 2139 0 55 0 10 $141,083
## 2140 0 51 0 10 $128,523
## 2141 0 48 0 15 $39,837
## data.PARENT1 data.HOME_VAL data.MSTATUS data.SEX data.EDUCATION
## 1 No $0 z_No M 2
## 2 Yes $0 z_No M 5
## 3 Yes $0 z_No z_F 5
## 4 Yes $0 z_No M 5
## 5 No $0 z_No M 5
## 6 No $207,519 Yes M 2
## 7 No $182,739 Yes z_F 5
## 8 No $158,432 Yes M 1
## 9 Yes $344,195 z_No z_F 2
## 10 No $0 z_No z_F 4
## 11 No $176,275 Yes M 5
## 12 Yes $148,815 z_No z_F 1
## 13 Yes $0 z_No z_F 5
## 14 No $137,836 Yes M 3
## 15 No $123,888 Yes M 5
## 16 Yes $0 z_No z_F 1
## 17 No $156,623 Yes z_F 1
## 18 No $195,438 Yes M 3
## 19 No $208,242 Yes z_F 5
## 20 No $0 z_No z_F 2
## 21 No $0 Yes M 5
## 22 No $69,369 Yes z_F 5
## 23 No $365,256 Yes M 3
## 24 No $0 z_No z_F 5
## 25 No $70,170 Yes z_F 2
## 26 No $197,010 Yes M 1
## 27 No $0 z_No M 4
## 28 Yes $397,868 z_No z_F 2
## 29 No $270,032 Yes z_F 5
## 30 No $471,701 Yes M 4
## 31 No $329,756 Yes z_F 3
## 32 No $0 z_No M 2
## 33 No $244,028 Yes M 3
## 34 No $335,488 Yes M 3
## 35 No $0 z_No z_F 2
## 36 No $165,178 Yes z_F 5
## 37 No $143,149 Yes z_F 1
## 38 No $205,463 Yes z_F 3
## 39 No $133,010 Yes M 3
## 40 No $141,167 Yes z_F 1
## 41 No $104,323 Yes M 2
## 42 No $134,863 Yes z_F 1
## 43 No $240,645 z_No M 3
## 44 No $185,459 z_No z_F 5
## 45 No $164,906 Yes z_F 2
## 46 No $357,184 Yes M 3
## 47 No $308,848 Yes z_F 2
## 48 No $288,071 Yes z_F 3
## 49 No $0 z_No z_F 2
## 50 Yes $111,256 z_No z_F 5
## 51 No $261,946 Yes M 3
## 52 No $0 z_No z_F 2
## 53 No $169,084 Yes M 5
## 54 No $0 z_No M 3
## 55 No $0 Yes M 1
## 56 Yes $265,450 z_No M 2
## 57 No $0 z_No M 4
## 58 No $0 z_No z_F 3
## 59 No $245,885 Yes M 4
## 60 No $128,776 Yes z_F 1
## 61 No $176,219 Yes z_F 3
## 62 No $261,569 Yes z_F 3
## 63 No $0 z_No M 3
## 64 No $0 z_No z_F 3
## 65 No $229,334 Yes M 2
## 66 No $70,461 Yes z_F 3
## 67 No $134,406 Yes z_F 5
## 68 Yes $102,902 z_No z_F 1
## 69 No $136,304 z_No z_F 3
## 70 Yes $0 z_No z_F 2
## 71 No Yes z_F 2
## 72 No $0 z_No M 2
## 73 Yes $0 z_No z_F 1
## 74 No $0 Yes M 2
## 75 No $244,819 Yes M 5
## 76 No $0 z_No z_F 2
## 77 No $187,354 Yes z_F 1
## 78 No $0 z_No M 3
## 79 No $186,734 Yes M 5
## 80 No $157,794 Yes z_F 1
## 81 No $125,283 Yes z_F 5
## 82 No $0 z_No z_F 3
## 83 No $183,087 Yes z_F 2
## 84 No $180,764 Yes M 1
## 85 No $0 Yes z_F 5
## 86 No $192,089 Yes M 1
## 87 No $128,210 Yes M 1
## 88 No $0 z_No z_F 3
## 89 No $178,230 Yes z_F 4
## 90 No Yes z_F 5
## 91 No $316,239 Yes M 4
## 92 No $0 Yes z_F 5
## 93 No Yes M 3
## 94 No $271,183 Yes z_F 2
## 95 No $189,139 Yes M 5
## 96 No $233,744 Yes M 2
## 97 No $159,187 Yes M 2
## 98 No $0 z_No z_F 5
## 99 No $237,057 z_No M 3
## 100 No $242,001 Yes M 5
## 101 No $0 Yes z_F 1
## 102 Yes z_No M 5
## 103 No $225,678 Yes M 5
## 104 No $309,644 z_No M 1
## 105 No $315,504 Yes z_F 2
## 106 Yes $0 z_No z_F 2
## 107 No $186,223 z_No M 2
## 108 No $0 z_No M 5
## 109 Yes $0 z_No z_F 2
## 110 No $274,402 Yes z_F 5
## 111 No $0 z_No z_F 1
## 112 No $0 z_No M 2
## 113 No $213,225 Yes z_F 5
## 114 No $212,419 Yes z_F 5
## 115 No $0 z_No z_F 5
## 116 No $147,038 Yes z_F 5
## 117 No $382,687 Yes M 2
## 118 No $0 Yes z_F 1
## 119 No $110,346 Yes z_F 5
## 120 No $0 z_No z_F 2
## 121 No $0 z_No z_F 5
## 122 No $0 Yes M 5
## 123 Yes $0 z_No z_F 5
## 124 No z_No z_F 1
## 125 No $279,497 Yes M 2
## 126 No $0 Yes M 1
## 127 No $212,677 Yes M 5
## 128 No $256,797 Yes z_F 3
## 129 No $175,858 Yes z_F 5
## 130 No $276,028 z_No z_F 2
## 131 No $465,304 z_No z_F 4
## 132 No $193,948 z_No z_F 3
## 133 No $333,039 Yes M 3
## 134 No $174,778 Yes M 5
## 135 No $422,815 Yes M 2
## 136 No $147,326 Yes z_F 1
## 137 No $0 z_No M 5
## 138 Yes $306,012 z_No M 2
## 139 No $0 z_No M 5
## 140 No $0 z_No z_F 1
## 141 No $170,643 Yes M 2
## 142 Yes $0 z_No z_F 5
## 143 No $0 z_No M 3
## 144 No $105,085 Yes M 3
## 145 No $241,420 Yes M 2
## 146 No $125,157 Yes z_F 4
## 147 No $0 z_No z_F 3
## 148 No $0 z_No M 3
## 149 No $0 z_No M 4
## 150 No $499,433 Yes M 4
## 151 No $0 z_No z_F 4
## 152 No $235,987 Yes M 2
## 153 Yes z_No z_F 1
## 154 No $56,266 Yes z_F 2
## 155 No $0 z_No z_F 2
## 156 No $0 z_No M 3
## 157 No $122,916 z_No z_F 5
## 158 No $295,989 Yes M 2
## 159 No $0 z_No z_F 5
## 160 No $0 z_No z_F 5
## 161 No $206,801 Yes z_F 2
## 162 No $513,817 Yes M 4
## 163 Yes $0 z_No z_F 2
## 164 No $210,300 Yes M 5
## 165 Yes $160,245 z_No M 2
## 166 Yes $0 z_No z_F 3
## 167 No $146,455 Yes M 2
## 168 No Yes z_F 2
## 169 No $198,619 Yes z_F 5
## 170 No $188,514 Yes M 3
## 171 No $144,063 Yes M 1
## 172 No $107,211 Yes M 5
## 173 No Yes M 3
## 174 Yes $0 z_No M 4
## 175 Yes $291,876 z_No M 3
## 176 No $67,647 Yes z_F 2
## 177 No $122,423 Yes M 1
## 178 No $161,922 Yes M 2
## 179 No $0 z_No z_F 5
## 180 No $241,555 Yes z_F 5
## 181 Yes $169,045 z_No M 5
## 182 No $268,990 Yes M 2
## 183 No $286,182 Yes M 2
## 184 No $92,197 Yes z_F 3
## 185 No $0 z_No M 3
## 186 No $0 z_No z_F 2
## 187 No $293,850 Yes M 4
## 188 No $303,850 Yes M 3
## 189 No $152,288 z_No z_F 5
## 190 No $0 z_No z_F 4
## 191 No $65,804 Yes z_F 1
## 192 No $115,937 Yes z_F 1
## 193 Yes $466,804 z_No M 4
## 194 No $113,409 Yes z_F 5
## 195 No $214,584 Yes z_F 2
## 196 No $0 z_No z_F 5
## 197 Yes $0 z_No z_F 5
## 198 No $233,925 Yes M 2
## 199 No $324,375 Yes z_F 3
## 200 No $134,847 Yes z_F 5
## 201 No $252,030 Yes z_F 3
## 202 No $193,720 Yes z_F 2
## 203 No $277,683 Yes z_F 2
## 204 No $165,402 Yes M 5
## 205 No $0 Yes M 5
## 206 No $266,099 Yes z_F 2
## 207 Yes $0 z_No M 1
## 208 No $301,004 Yes z_F 4
## 209 Yes $118,100 z_No M 1
## 210 No $256,927 Yes z_F 3
## 211 No $475,137 Yes z_F 4
## 212 No $208,034 z_No M 2
## 213 No $179,539 z_No z_F 5
## 214 No $272,829 Yes z_F 2
## 215 No $0 z_No z_F 5
## 216 No $0 z_No M 3
## 217 Yes $209,556 z_No z_F 2
## 218 Yes $0 z_No M 5
## 219 No $260,524 Yes M 3
## 220 No $645,241 Yes M 4
## 221 No $144,131 z_No M 5
## 222 No $318,207 Yes M 3
## 223 No $133,863 Yes M 1
## 224 No $273,486 z_No z_F 2
## 225 Yes $220,288 z_No M 2
## 226 No $0 z_No z_F 3
## 227 Yes $125,625 z_No M 5
## 228 No $164,145 Yes z_F 2
## 229 No $150,468 Yes M 1
## 230 No $151,789 Yes z_F 2
## 231 No $378,420 Yes M 3
## 232 No $0 z_No M 2
## 233 Yes $273,142 z_No M 2
## 234 No $342,198 Yes z_F 4
## 235 No $319,488 Yes z_F 2
## 236 No $148,422 Yes M 1
## 237 No $286,457 z_No M 3
## 238 No $134,906 z_No z_F 2
## 239 No $342,272 Yes M 3
## 240 No $246,532 Yes z_F 2
## 241 No $0 z_No M 1
## 242 No Yes z_F 3
## 243 Yes $154,530 z_No M 2
## 244 No $240,143 Yes M 3
## 245 No $0 z_No M 2
## 246 No $0 z_No z_F 1
## 247 No $148,396 Yes z_F 3
## 248 No $132,741 Yes z_F 5
## 249 No $0 z_No z_F 5
## 250 No $0 z_No M 5
## 251 No $55,527 Yes z_F 5
## 252 No z_No M 1
## 253 No $204,309 Yes z_F 2
## 254 No $216,312 Yes M 2
## 255 No $0 z_No z_F 4
## 256 No $192,050 Yes z_F 4
## 257 No $177,502 Yes M 5
## 258 No $0 z_No z_F 2
## 259 No $0 Yes z_F 2
## 260 Yes $0 z_No M 5
## 261 No $0 z_No z_F 5
## 262 No $126,703 Yes M 5
## 263 No $208,445 Yes z_F 3
## 264 No $177,209 Yes z_F 5
## 265 No $251,400 Yes z_F 3
## 266 No $185,506 Yes M 3
## 267 No $299,424 Yes z_F 3
## 268 No $200,023 Yes z_F 5
## 269 No $0 z_No M 1
## 270 No $109,363 Yes z_F 1
## 271 No $0 z_No z_F 5
## 272 No $293,000 z_No z_F 3
## 273 No $213,351 z_No z_F 5
## 274 Yes $0 z_No M 3
## 275 No $212,273 z_No M 3
## 276 No $356,989 z_No M 4
## 277 Yes $0 z_No z_F 3
## 278 No Yes z_F 1
## 279 No $148,600 Yes z_F 5
## 280 No $0 z_No z_F 5
## 281 Yes $553,525 z_No M 4
## 282 No $0 z_No M 4
## 283 No $115,903 Yes z_F 1
## 284 No $116,137 Yes z_F 5
## 285 No $90,196 Yes z_F 2
## 286 No $160,772 Yes M 5
## 287 No $299,542 Yes M 2
## 288 No $127,617 Yes z_F 5
## 289 No $0 z_No M 3
## 290 No $273,961 Yes z_F 5
## 291 No $237,217 Yes z_F 3
## 292 No $0 Yes M 5
## 293 No $0 Yes z_F 1
## 294 No $158,037 Yes M 5
## 295 Yes $398,191 z_No z_F 3
## 296 No $132,645 Yes z_F 1
## 297 No $222,894 Yes M 2
## 298 Yes $0 z_No z_F 5
## 299 No $205,862 Yes M 4
## 300 Yes $0 z_No z_F 4
## 301 No $236,719 Yes M 5
## 302 No $0 z_No z_F 2
## 303 No $192,990 Yes M 5
## 304 Yes $221,459 z_No z_F 3
## 305 Yes $0 z_No z_F 1
## 306 No $0 Yes M 2
## 307 No $0 z_No M 3
## 308 No $117,111 Yes z_F 1
## 309 No $276,395 Yes z_F 5
## 310 No $0 z_No M 4
## 311 Yes z_No M 5
## 312 No Yes z_F 5
## 313 No $248,930 Yes z_F 2
## 314 Yes $0 z_No M 5
## 315 No $318,906 Yes z_F 5
## 316 No $186,000 Yes z_F 3
## 317 No $190,399 Yes M 2
## 318 No $103,733 Yes M 1
## 319 No $0 z_No M 5
## 320 No $258,626 Yes M 2
## 321 No $196,842 Yes M 4
## 322 No $122,046 Yes M 5
## 323 No $222,759 Yes M 2
## 324 No $273,348 Yes M 3
## 325 No $220,705 Yes z_F 5
## 326 No $175,085 z_No z_F 3
## 327 No $0 z_No z_F 2
## 328 No $155,178 Yes z_F 3
## 329 Yes z_No z_F 5
## 330 No $328,571 Yes z_F 2
## 331 No $258,711 Yes z_F 2
## 332 No Yes M 1
## 333 No $193,683 Yes z_F 5
## 334 No $117,038 Yes M 1
## 335 No $0 z_No M 2
## 336 No $301,965 Yes M 2
## 337 No $0 z_No z_F 3
## 338 No $0 z_No z_F 5
## 339 No z_No M 3
## 340 No $98,652 z_No z_F 2
## 341 No $262,789 Yes M 2
## 342 No $75,782 Yes z_F 5
## 343 No $137,081 Yes z_F 5
## 344 No $129,459 Yes z_F 5
## 345 No $346,009 Yes M 4
## 346 No $137,718 Yes M 5
## 347 No $244,407 Yes M 2
## 348 No $474,444 Yes z_F 4
## 349 No $0 z_No z_F 5
## 350 No $275,391 Yes z_F 4
## 351 No $180,601 Yes z_F 1
## 352 Yes $221,139 z_No M 5
## 353 No Yes z_F 1
## 354 Yes $224,123 z_No z_F 2
## 355 No $97,022 Yes z_F 5
## 356 No $91,930 Yes z_F 5
## 357 No $117,381 Yes z_F 2
## 358 No $0 z_No M 4
## 359 No $385,521 Yes z_F 4
## 360 No $324,126 Yes z_F 3
## 361 Yes $0 z_No z_F 5
## 362 No $227,129 z_No z_F 2
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## 364 No $65,155 Yes M 1
## 365 No $453,094 z_No M 4
## 366 No $184,423 z_No M 5
## 367 No $95,595 Yes z_F 3
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## 369 No Yes z_F 5
## 370 No $106,303 Yes z_F 1
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## 372 No $0 z_No M 4
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## 380 No $225,292 Yes z_F 5
## 381 No $315,897 Yes z_F 3
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## 383 No $198,229 Yes M 5
## 384 No $0 Yes M 1
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## 388 No $156,388 Yes z_F 2
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## 390 No $0 Yes M 5
## 391 No $0 z_No M 4
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## 400 Yes z_No M 5
## 401 No $129,938 Yes z_F 2
## 402 No $354,624 Yes z_F 2
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## 404 No $159,144 Yes M 1
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## 532 No $0 z_No z_F 3
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## 943 No $0 z_No z_F 1
## 944 No $0 z_No z_F 4
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## 947 No $0 z_No z_F 2
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## 949 No $0 z_No M 4
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## 1011 Yes $0 z_No z_F 5
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## 1014 No Yes M 5
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## 1519 No $286,323 Yes M 2
## 1520 Yes $93,886 z_No M 5
## 1521 No $0 Yes z_F 2
## 1522 No $239,733 z_No M 3
## 1523 No $248,573 z_No M 3
## 1524 No $0 z_No z_F 5
## 1525 No $286,147 Yes z_F 2
## 1526 No $208,744 Yes z_F 2
## 1527 No $273,493 z_No z_F 3
## 1528 No z_No z_F 2
## 1529 No $256,436 Yes M 3
## 1530 No $207,701 Yes z_F 5
## 1531 No $115,933 z_No z_F 3
## 1532 No $0 z_No M 5
## 1533 No $169,143 Yes z_F 1
## 1534 No $257,496 Yes M 3
## 1535 No $121,494 Yes z_F 1
## 1536 No $0 Yes z_F 5
## 1537 No $183,581 Yes z_F 2
## 1538 No $201,166 Yes z_F 2
## 1539 Yes $0 z_No z_F 2
## 1540 No $0 z_No z_F 5
## 1541 No $321,592 Yes M 3
## 1542 No $189,358 Yes z_F 3
## 1543 No z_No z_F 4
## 1544 No $223,205 Yes z_F 2
## 1545 Yes z_No M 1
## 1546 No $0 z_No z_F 2
## 1547 No $288,461 Yes M 3
## 1548 No $0 z_No z_F 5
## 1549 No $343,846 Yes z_F 3
## 1550 No $0 z_No z_F 3
## 1551 No Yes M 5
## 1552 No $221,500 Yes M 3
## 1553 No $0 z_No z_F 3
## 1554 No $0 z_No z_F 1
## 1555 No z_No M 5
## 1556 No $234,009 Yes z_F 2
## 1557 No $295,624 Yes M 3
## 1558 No $488,497 Yes z_F 2
## 1559 No $50,322 z_No z_F 1
## 1560 No $254,586 Yes z_F 4
## 1561 No $250,109 z_No z_F 2
## 1562 No $0 z_No M 4
## 1563 No $0 z_No M 5
## 1564 No $0 Yes z_F 2
## 1565 Yes $0 z_No M 5
## 1566 No $466,537 Yes z_F 4
## 1567 No $218,410 Yes M 2
## 1568 No $187,815 Yes z_F 5
## 1569 No $208,613 Yes M 5
## 1570 No $119,201 Yes z_F 1
## 1571 Yes $0 z_No z_F 5
## 1572 No $0 z_No z_F 5
## 1573 No $247,573 Yes M 2
## 1574 No Yes M 5
## 1575 No Yes M 3
## 1576 No $147,155 Yes z_F 5
## 1577 No $128,238 Yes M 1
## 1578 Yes $0 z_No z_F 5
## 1579 No $226,113 Yes z_F 2
## 1580 No $0 z_No M 4
## 1581 No $145,983 z_No M 5
## 1582 No $224,623 Yes M 3
## 1583 No $133,502 z_No z_F 5
## 1584 No $361,688 Yes M 2
## 1585 No $376,824 z_No M 3
## 1586 No $229,315 Yes M 2
## 1587 No $569,361 z_No z_F 4
## 1588 No $234,493 Yes z_F 2
## 1589 No $228,205 Yes M 2
## 1590 No $123,642 Yes M 5
## 1591 No $174,091 Yes M 2
## 1592 Yes $0 z_No M 5
## 1593 No $0 z_No z_F 4
## 1594 No Yes M 5
## 1595 No $0 z_No M 1
## 1596 No $244,454 Yes M 3
## 1597 Yes $0 z_No M 3
## 1598 No $406,619 Yes M 4
## 1599 No $395,969 z_No z_F 3
## 1600 No $110,784 z_No z_F 3
## 1601 No $192,822 Yes z_F 5
## 1602 Yes $0 z_No M 2
## 1603 No $137,081 Yes z_F 5
## 1604 No $66,699 z_No z_F 2
## 1605 No $153,059 Yes M 5
## 1606 Yes $0 z_No M 5
## 1607 No $105,910 Yes z_F 3
## 1608 No $261,916 Yes M 3
## 1609 Yes $0 z_No z_F 4
## 1610 Yes $204,071 z_No M 2
## 1611 No $0 Yes z_F 5
## 1612 No $0 z_No M 2
## 1613 No $388,666 Yes M 2
## 1614 No Yes z_F 5
## 1615 No $247,605 Yes M 5
## 1616 No $0 z_No M 5
## 1617 No $71,936 Yes z_F 5
## 1618 No $249,596 z_No M 5
## 1619 No $263,650 Yes z_F 4
## 1620 No Yes z_F 5
## 1621 No $0 Yes M 5
## 1622 No $93,915 Yes z_F 5
## 1623 Yes $0 z_No z_F 5
## 1624 No $0 z_No z_F 4
## 1625 No $103,896 Yes M 1
## 1626 No $0 z_No M 3
## 1627 No $66,839 Yes z_F 5
## 1628 No $197,831 Yes z_F 5
## 1629 No $270,346 Yes z_F 3
## 1630 Yes $0 z_No M 5
## 1631 No $180,265 Yes M 5
## 1632 No $0 z_No z_F 5
## 1633 No $0 z_No z_F 5
## 1634 No $208,162 z_No M 3
## 1635 No $148,483 Yes z_F 3
## 1636 No $0 Yes M 5
## 1637 No $0 z_No z_F 3
## 1638 No $168,591 Yes z_F 5
## 1639 No $250,572 z_No z_F 2
## 1640 No $0 z_No z_F 3
## 1641 No $292,386 Yes M 3
## 1642 No $223,804 z_No z_F 2
## 1643 No Yes M 4
## 1644 No $219,589 Yes M 5
## 1645 No $119,434 Yes z_F 1
## 1646 No $189,139 Yes M 5
## 1647 Yes $0 z_No M 4
## 1648 No $250,971 Yes M 3
## 1649 No $376,152 Yes z_F 3
## 1650 No $271,416 Yes z_F 5
## 1651 No $231,682 Yes M 2
## 1652 No $299,437 Yes M 1
## 1653 No $348,357 Yes M 4
## 1654 No $309,772 Yes M 3
## 1655 Yes $0 z_No M 1
## 1656 No $286,204 Yes M 5
## 1657 No $305,880 Yes M 2
## 1658 No $260,977 Yes M 3
## 1659 No $149,248 Yes z_F 2
## 1660 No $92,745 Yes z_F 1
## 1661 No $0 z_No z_F 5
## 1662 No $0 z_No M 1
## 1663 Yes $112,596 z_No M 2
## 1664 Yes $0 z_No M 5
## 1665 Yes $0 z_No z_F 2
## 1666 No $298,660 Yes M 5
## 1667 No $218,142 Yes M 3
## 1668 No $0 z_No z_F 2
## 1669 No $169,170 z_No z_F 5
## 1670 No z_No z_F 3
## 1671 No $0 z_No z_F 5
## 1672 No $504,107 Yes M 4
## 1673 No $127,470 Yes M 1
## 1674 No z_No z_F 3
## 1675 No $274,044 Yes z_F 2
## 1676 No $107,542 Yes M 5
## 1677 No $324,828 z_No z_F 4
## 1678 No $275,635 Yes M 2
## 1679 No $320,455 Yes M 5
## 1680 No $0 z_No M 3
## 1681 No $388,124 Yes M 3
## 1682 Yes $0 z_No z_F 5
## 1683 No z_No z_F 1
## 1684 No $184,181 Yes z_F 5
## 1685 No $87,100 Yes z_F 1
## 1686 No $0 z_No z_F 2
## 1687 No $0 z_No z_F 3
## 1688 No $117,746 Yes M 2
## 1689 No $83,712 Yes z_F 2
## 1690 No $286,694 z_No z_F 3
## 1691 No $267,721 Yes z_F 3
## 1692 No $0 Yes M 5
## 1693 Yes $0 z_No z_F 2
## 1694 Yes $0 z_No M 3
## 1695 No $74,744 Yes z_F 2
## 1696 No $0 z_No z_F 2
## 1697 No $418,418 z_No z_F 4
## 1698 No $0 z_No z_F 2
## 1699 Yes $0 z_No z_F 2
## 1700 No $374,393 Yes M 3
## 1701 No $194,391 Yes M 3
## 1702 No $0 Yes M 1
## 1703 No $173,539 Yes M 2
## 1704 No $100,846 Yes z_F 2
## 1705 No $298,537 Yes M 4
## 1706 No $236,061 Yes M 2
## 1707 Yes $0 z_No z_F 1
## 1708 No $0 z_No z_F 3
## 1709 No $92,374 Yes z_F 2
## 1710 No $312,180 Yes z_F 3
## 1711 No $158,830 Yes M 2
## 1712 No $323,568 z_No z_F 2
## 1713 No $150,019 z_No z_F 1
## 1714 No $264,483 Yes M 5
## 1715 No $165,542 Yes z_F 5
## 1716 No $282,717 Yes M 2
## 1717 No $260,164 Yes M 5
## 1718 No $89,548 Yes M 1
## 1719 No $110,784 z_No z_F 3
## 1720 No z_No M 3
## 1721 No $0 Yes M 5
## 1722 No $205,130 Yes M 2
## 1723 No $212,649 Yes M 2
## 1724 No $191,130 z_No M 2
## 1725 No $174,753 Yes z_F 4
## 1726 No $384,029 Yes M 3
## 1727 No $387,474 Yes M 4
## 1728 Yes $0 z_No z_F 2
## 1729 No $0 z_No M 5
## 1730 No $0 z_No z_F 2
## 1731 No $0 z_No z_F 4
## 1732 No $336,369 Yes M 2
## 1733 No $238,931 Yes z_F 1
## 1734 No $87,839 Yes M 5
## 1735 No $87,809 Yes z_F 3
## 1736 No $201,105 Yes M 2
## 1737 No $0 Yes M 1
## 1738 No Yes z_F 3
## 1739 Yes $0 z_No M 4
## 1740 No $228,889 z_No M 3
## 1741 Yes $0 z_No z_F 1
## 1742 No $321,152 z_No z_F 3
## 1743 No $334,600 Yes z_F 2
## 1744 No $213,596 Yes z_F 2
## 1745 No $105,472 Yes z_F 1
## 1746 No $237,263 z_No M 2
## 1747 No $0 z_No z_F 5
## 1748 No $169,916 Yes z_F 1
## 1749 No $277,497 Yes M 2
## 1750 No $163,682 Yes M 1
## 1751 Yes $0 z_No z_F 5
## 1752 Yes $0 z_No z_F 5
## 1753 No $144,545 Yes M 1
## 1754 No $71,734 Yes z_F 5
## 1755 No $66,016 Yes z_F 5
## 1756 No $286,323 Yes M 2
## 1757 No $77,453 z_No z_F 3
## 1758 No $179,165 Yes z_F 2
## 1759 No $204,146 Yes z_F 5
## 1760 No $205,232 Yes M 3
## 1761 Yes $0 z_No M 2
## 1762 No $274,135 Yes z_F 3
## 1763 No $193,201 Yes M 3
## 1764 No $263,173 z_No M 5
## 1765 No $239,955 Yes M 2
## 1766 Yes z_No M 2
## 1767 No $137,278 Yes z_F 1
## 1768 No $318,906 Yes z_F 5
## 1769 No $297,741 Yes z_F 2
## 1770 No $306,852 Yes z_F 2
## 1771 No $270,614 Yes M 5
## 1772 No $64,192 z_No z_F 5
## 1773 No $168,224 Yes M 3
## 1774 No $0 z_No M 2
## 1775 No $183,055 z_No M 1
## 1776 No $163,879 z_No z_F 3
## 1777 No $178,766 Yes z_F 5
## 1778 No $173,288 Yes z_F 5
## 1779 Yes $201,112 z_No M 5
## 1780 No $0 z_No M 1
## 1781 No $155,212 Yes M 3
## 1782 No $328,359 Yes M 3
## 1783 No $198,028 Yes M 5
## 1784 No $319,269 Yes z_F 3
## 1785 No $183,134 Yes M 5
## 1786 No $100,508 Yes z_F 2
## 1787 No $467,833 Yes M 4
## 1788 No $0 z_No M 2
## 1789 No $0 z_No z_F 5
## 1790 No $181,281 z_No z_F 5
## 1791 No $119,233 Yes M 1
## 1792 No $83,322 Yes M 3
## 1793 No $227,215 Yes z_F 2
## 1794 Yes $0 z_No z_F 5
## 1795 No Yes z_F 1
## 1796 No $216,274 z_No z_F 5
## 1797 No $181,254 Yes z_F 5
## 1798 Yes $227,138 z_No M 3
## 1799 No $0 z_No M 5
## 1800 No $191,657 Yes z_F 2
## 1801 No $0 z_No z_F 5
## 1802 No Yes M 5
## 1803 No $171,066 Yes z_F 5
## 1804 No $106,991 z_No M 2
## 1805 No $189,468 Yes z_F 2
## 1806 No $238,871 z_No z_F 2
## 1807 Yes $0 z_No z_F 5
## 1808 Yes $130,714 z_No M 1
## 1809 No $270,986 Yes M 3
## 1810 No $469,094 z_No M 4
## 1811 No $178,375 Yes z_F 2
## 1812 No $471,490 z_No z_F 4
## 1813 No $0 Yes z_F 5
## 1814 No $0 z_No z_F 5
## 1815 No $0 z_No z_F 1
## 1816 No $269,448 Yes z_F 2
## 1817 No $287,892 Yes M 2
## 1818 No $0 Yes z_F 5
## 1819 No $0 z_No M 5
## 1820 No $0 z_No z_F 3
## 1821 No $151,509 Yes M 3
## 1822 No $231,852 z_No M 2
## 1823 No $205,470 Yes z_F 2
## 1824 No $165,890 Yes z_F 5
## 1825 No $0 z_No M 3
## 1826 No $122,332 Yes z_F 5
## 1827 No $161,587 z_No M 3
## 1828 No $162,374 z_No M 3
## 1829 No $172,826 Yes z_F 1
## 1830 No $0 z_No z_F 2
## 1831 No $150,907 Yes z_F 5
## 1832 No $254,789 Yes z_F 4
## 1833 No $262,675 Yes M 2
## 1834 No $217,974 Yes z_F 2
## 1835 No $296,076 z_No z_F 3
## 1836 No $222,040 z_No M 3
## 1837 No $192,373 Yes M 5
## 1838 No $0 z_No z_F 1
## 1839 No $255,481 Yes z_F 4
## 1840 No $190,556 Yes M 5
## 1841 No $195,096 z_No z_F 1
## 1842 Yes $0 z_No M 2
## 1843 No $0 Yes z_F 5
## 1844 No Yes M 3
## 1845 No $266,967 Yes M 3
## 1846 No $277,531 Yes M 2
## 1847 No $209,793 Yes M 2
## 1848 No $329,765 Yes M 2
## 1849 No Yes z_F 5
## 1850 Yes $0 z_No z_F 1
## 1851 No $316,275 Yes z_F 3
## 1852 No $181,340 z_No M 4
## 1853 No $225,043 Yes M 1
## 1854 No Yes z_F 2
## 1855 No $354,193 Yes z_F 3
## 1856 No $160,351 Yes z_F 5
## 1857 No $0 z_No M 3
## 1858 No $0 z_No z_F 3
## 1859 No $364,308 Yes z_F 4
## 1860 No $195,766 Yes z_F 5
## 1861 No $0 z_No M 3
## 1862 No $100,941 Yes z_F 3
## 1863 No $249,488 Yes z_F 4
## 1864 No $143,256 Yes M 5
## 1865 No $121,341 Yes z_F 5
## 1866 No $0 z_No z_F 3
## 1867 No $209,820 Yes M 2
## 1868 Yes $0 z_No z_F 1
## 1869 No $0 z_No M 3
## 1870 No $96,941 Yes z_F 5
## 1871 Yes z_No z_F 5
## 1872 No $0 z_No z_F 2
## 1873 No $52,142 Yes z_F 5
## 1874 No $330,183 Yes M 4
## 1875 No $130,295 Yes z_F 5
## 1876 Yes $142,511 z_No z_F 5
## 1877 No $0 Yes M 1
## 1878 Yes $0 z_No M 5
## 1879 No $190,849 Yes z_F 2
## 1880 No $153,272 Yes z_F 5
## 1881 No $199,444 Yes z_F 5
## 1882 No $158,460 Yes M 5
## 1883 No $281,563 Yes z_F 3
## 1884 No $0 z_No M 2
## 1885 No $193,380 z_No z_F 5
## 1886 No $106,870 Yes z_F 1
## 1887 No $208,319 Yes M 2
## 1888 No $173,487 Yes z_F 2
## 1889 No $124,947 z_No M 5
## 1890 No $484,353 z_No M 3
## 1891 No $170,796 Yes z_F 2
## 1892 No $206,181 Yes z_F 5
## 1893 No $151,271 Yes z_F 1
## 1894 No $120,442 Yes M 5
## 1895 No $347,575 Yes M 3
## 1896 Yes $0 z_No z_F 3
## 1897 No $140,824 Yes z_F 1
## 1898 No $450,715 z_No M 3
## 1899 No $229,852 Yes M 5
## 1900 No $107,484 Yes z_F 5
## 1901 No $211,109 Yes M 2
## 1902 Yes $242,854 z_No M 3
## 1903 No $199,056 z_No z_F 2
## 1904 No $152,614 z_No z_F 1
## 1905 Yes $0 z_No z_F 1
## 1906 No $381,878 Yes M 5
## 1907 No $0 z_No z_F 2
## 1908 No $202,871 Yes M 2
## 1909 No $172,963 Yes M 5
## 1910 No $0 z_No z_F 1
## 1911 No $0 Yes z_F 4
## 1912 No $56,441 z_No z_F 5
## 1913 No $351,880 Yes M 3
## 1914 No $225,263 Yes M 3
## 1915 No $209,726 z_No z_F 1
## 1916 No $72,115 Yes z_F 4
## 1917 No $0 z_No z_F 5
## 1918 No $142,254 Yes M 1
## 1919 No $0 Yes z_F 5
## 1920 No $134,375 Yes z_F 3
## 1921 No $115,618 Yes M 5
## 1922 No $213,441 Yes z_F 2
## 1923 No $276,837 Yes M 3
## 1924 No $226,959 Yes z_F 1
## 1925 No $215,483 Yes z_F 3
## 1926 No $270,664 Yes z_F 2
## 1927 No $0 Yes z_F 4
## 1928 No $215,628 Yes z_F 2
## 1929 No $245,878 Yes z_F 3
## 1930 No $0 z_No z_F 3
## 1931 No Yes M 3
## 1932 No $118,302 Yes z_F 5
## 1933 No $235,484 z_No M 5
## 1934 No $120,221 Yes M 1
## 1935 No $242,788 Yes M 3
## 1936 No $171,054 z_No z_F 4
## 1937 No $102,335 Yes z_F 1
## 1938 No $350,621 Yes M 3
## 1939 No $348,250 z_No M 2
## 1940 No $0 z_No z_F 2
## 1941 No $408,267 Yes z_F 4
## 1942 No $332,701 Yes M 4
## 1943 No z_No M 5
## 1944 No $449,806 Yes z_F 4
## 1945 No $0 z_No z_F 4
## 1946 No $0 Yes z_F 5
## 1947 Yes $0 z_No z_F 3
## 1948 No $296,150 Yes M 4
## 1949 No $65,293 Yes z_F 5
## 1950 No $134,371 Yes M 3
## 1951 No $0 z_No z_F 3
## 1952 No $149,078 z_No M 3
## 1953 No $130,075 Yes z_F 1
## 1954 No $372,705 z_No M 4
## 1955 No $327,281 Yes M 4
## 1956 No Yes z_F 5
## 1957 No $401,918 Yes M 4
## 1958 No $245,771 Yes z_F 1
## 1959 No $183,741 z_No z_F 5
## 1960 No Yes M 5
## 1961 No $0 z_No z_F 4
## 1962 No $0 z_No M 2
## 1963 No $226,429 Yes z_F 2
## 1964 No $148,959 Yes z_F 1
## 1965 No $149,708 z_No M 3
## 1966 No $165,641 Yes M 2
## 1967 No $154,672 Yes z_F 3
## 1968 Yes $195,043 z_No z_F 5
## 1969 No $150,713 Yes z_F 5
## 1970 No $234,317 z_No M 2
## 1971 No $187,573 Yes M 1
## 1972 No $0 z_No z_F 5
## 1973 No $0 z_No z_F 5
## 1974 Yes $0 z_No M 5
## 1975 No $384,011 Yes z_F 2
## 1976 No $190,963 Yes M 5
## 1977 No $380,945 Yes z_F 3
## 1978 Yes $0 z_No z_F 2
## 1979 No $168,626 Yes M 1
## 1980 No $293,118 Yes z_F 2
## 1981 No $179,034 Yes z_F 2
## 1982 No $264,048 z_No M 2
## 1983 No z_No M 3
## 1984 No $0 Yes z_F 1
## 1985 No $140,908 Yes M 3
## 1986 No $233,553 Yes M 3
## 1987 No $188,278 Yes z_F 2
## 1988 No $190,348 Yes M 5
## 1989 No Yes z_F 2
## 1990 No $171,351 Yes M 5
## 1991 Yes $253,088 z_No M 3
## 1992 No Yes z_F 5
## 1993 Yes $0 z_No M 1
## 1994 No $278,571 Yes M 1
## 1995 Yes $0 z_No z_F 1
## 1996 Yes $182,292 z_No z_F 5
## 1997 No $0 z_No M 3
## 1998 No $101,889 Yes z_F 1
## 1999 No $452,019 Yes z_F 4
## 2000 No $249,798 Yes z_F 2
## 2001 No $0 z_No z_F 1
## 2002 No $243,922 Yes z_F 2
## 2003 No $178,545 Yes z_F 2
## 2004 No $0 Yes z_F 5
## 2005 Yes $0 z_No M 5
## 2006 No $254,334 Yes z_F 2
## 2007 No $0 Yes M 2
## 2008 No $396,631 Yes z_F 3
## 2009 No $187,827 z_No z_F 2
## 2010 Yes $145,084 z_No z_F 2
## 2011 No $0 Yes M 5
## 2012 No $0 z_No z_F 4
## 2013 Yes $0 z_No z_F 5
## 2014 No $521,764 Yes M 4
## 2015 No $337,720 Yes M 2
## 2016 No $0 z_No M 5
## 2017 No $293,832 Yes M 3
## 2018 No $0 Yes z_F 1
## 2019 No $181,779 Yes M 5
## 2020 Yes $0 z_No M 2
## 2021 No $221,470 Yes z_F 2
## 2022 No $405,227 Yes M 3
## 2023 No Yes z_F 5
## 2024 No $268,714 z_No z_F 4
## 2025 No $212,219 Yes z_F 3
## 2026 No $296,271 Yes z_F 2
## 2027 No $120,876 Yes z_F 3
## 2028 No $321,534 Yes M 2
## 2029 No $0 z_No M 3
## 2030 No $0 Yes z_F 2
## 2031 No $0 Yes z_F 1
## 2032 No $268,602 Yes z_F 2
## 2033 No $174,964 Yes z_F 1
## 2034 No $121,365 Yes z_F 5
## 2035 No $0 z_No z_F 2
## 2036 No $0 z_No z_F 2
## 2037 No $194,362 Yes z_F 2
## 2038 No $230,249 z_No z_F 5
## 2039 No $0 Yes z_F 5
## 2040 No $180,165 Yes z_F 2
## 2041 No $232,845 Yes z_F 2
## 2042 No $317,347 Yes M 2
## 2043 No $291,184 Yes M 2
## 2044 No $251,025 Yes M 2
## 2045 No $189,135 Yes z_F 2
## 2046 No $180,400 Yes M 2
## 2047 No $279,333 Yes z_F 3
## 2048 No $111,591 Yes z_F 5
## 2049 No $163,796 Yes M 5
## 2050 No $224,303 z_No M 3
## 2051 No $168,698 z_No M 1
## 2052 No $130,757 Yes z_F 5
## 2053 No $302,661 z_No M 3
## 2054 No $0 Yes M 5
## 2055 No $228,661 Yes M 5
## 2056 No $506,109 Yes z_F 4
## 2057 No $0 z_No M 2
## 2058 No $0 z_No M 3
## 2059 No $181,938 Yes M 3
## 2060 Yes $0 z_No z_F 2
## 2061 No $232,459 Yes z_F 5
## 2062 No $116,783 Yes z_F 2
## 2063 No $171,616 Yes z_F 1
## 2064 No $185,320 Yes M 5
## 2065 No $0 z_No z_F 3
## 2066 No $0 Yes M 1
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## 2068 Yes $208,837 z_No z_F 1
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## 2072 No $204,619 Yes z_F 2
## 2073 Yes z_No M 2
## 2074 Yes $209,725 z_No M 5
## 2075 No $175,461 Yes M 2
## 2076 No $307,424 Yes M 3
## 2077 Yes $0 z_No z_F 5
## 2078 No $105,758 Yes z_F 5
## 2079 No $0 z_No z_F 2
## 2080 Yes $0 z_No z_F 5
## 2081 No $413,216 Yes z_F 4
## 2082 No $162,697 Yes M 5
## 2083 No $0 z_No z_F 3
## 2084 No $183,292 Yes z_F 4
## 2085 No $184,784 Yes z_F 5
## 2086 No $96,384 Yes z_F 5
## 2087 No $56,199 Yes z_F 1
## 2088 Yes $0 z_No z_F 2
## 2089 No $262,533 z_No z_F 2
## 2090 No $218,705 Yes z_F 2
## 2091 No $310,110 Yes M 3
## 2092 No $314,175 z_No z_F 5
## 2093 No $0 z_No z_F 3
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## 2095 No $0 z_No M 5
## 2096 No $109,803 Yes z_F 5
## 2097 No $227,490 Yes z_F 5
## 2098 No $0 z_No z_F 5
## 2099 No $209,447 Yes M 5
## 2100 No $104,638 Yes z_F 2
## 2101 No $234,158 Yes M 2
## 2102 No $76,867 Yes z_F 1
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## 1717 z_Blue Collar 10 Commercial $37,360 19
## 1718 z_Blue Collar 35 Private $10,690 7
## 1719 Home Maker 17 Private $18,660 1
## 1720 Manager 14 Private $9,050 6
## 1721 Student 42 Private $8,260 3
## 1722 Professional 58 Commercial $8,970 1
## 1723 Manager 34 Commercial $11,430 4
## 1724 Professional 22 Commercial $18,710 4
## 1725 Home Maker 32 Private $9,460 4
## 1726 Professional 21 Private $23,170 7
## 1727 Lawyer 23 Private $5,400 3
## 1728 Home Maker 5 Commercial $19,470 13
## 1729 z_Blue Collar 37 Commercial $10,000 1
## 1730 Student 16 Private $6,300 6
## 1731 Lawyer 44 Private $5,400 7
## 1732 Professional 46 Private $19,660 6
## 1733 z_Blue Collar 38 Private $14,810 1
## 1734 Clerical 49 Private $13,200 6
## 1735 Home Maker 17 Private $8,820 6
## 1736 Professional 16 Private $13,080 4
## 1737 Student 43 Private $9,790 1
## 1738 Lawyer 33 Private $23,350 1
## 1739 25 Private $14,380 1
## 1740 Professional 33 Commercial $23,210 1
## 1741 z_Blue Collar 33 Private $7,440 4
## 1742 Professional 6 Private $6,200 4
## 1743 Manager 21 Private $11,330 7
## 1744 z_Blue Collar 43 Commercial $13,130 6
## 1745 Home Maker 10 Private $5,400 1
## 1746 Manager 31 Commercial $18,610 7
## 1747 Student 53 Commercial $22,180 3
## 1748 z_Blue Collar 41 Commercial $10,620 13
## 1749 z_Blue Collar 20 Commercial $10,470 1
## 1750 z_Blue Collar 59 Private $3,920 1
## 1751 Clerical 30 Private $11,630 6
## 1752 Home Maker 39 Commercial $30,050 6
## 1753 Clerical 5 Private $20,010 1
## 1754 Home Maker 35 Private $6,350 1
## 1755 Home Maker 45 Private $18,140 6
## 1756 Professional 33 Commercial $42,320 1
## 1757 Home Maker 24 Private $30,130 4
## 1758 Professional 48 Private $14,460 1
## 1759 z_Blue Collar 17 Private $21,050 10
## 1760 Lawyer 47 Private $14,690 1
## 1761 z_Blue Collar 33 Commercial $16,020 3
## 1762 Manager 15 Private $15,340 6
## 1763 Lawyer 32 Private $14,390 6
## 1764 z_Blue Collar 5 Private $13,640 13
## 1765 z_Blue Collar 11 Commercial $12,370 1
## 1766 Student 40 Private $5,300 1
## 1767 Home Maker 35 Private $6,670 1
## 1768 z_Blue Collar 20 Commercial $17,540 1
## 1769 Manager 33 Private $9,560 4
## 1770 Manager 9 Private $1,500 1
## 1771 z_Blue Collar 32 Commercial $29,370 13
## 1772 Home Maker 52 Private $6,620 5
## 1773 Lawyer 35 Private $11,040 4
## 1774 Clerical 42 Commercial $22,730 4
## 1775 z_Blue Collar 63 Private $9,400 13
## 1776 Manager 26 Private $18,910 6
## 1777 Professional 51 Private $6,530 1
## 1778 Professional 37 Private $8,090 1
## 1779 z_Blue Collar 41 Private $7,240 13
## 1780 z_Blue Collar 5 Private $12,830 1
## 1781 18 Commercial $30,500 1
## 1782 Manager 49 Commercial $28,380 4
## 1783 z_Blue Collar 44 Commercial $15,960 17
## 1784 Lawyer 37 Private $3,800 6
## 1785 Professional 23 Private $10,060 1
## 1786 Home Maker 60 Private $6,000 10
## 1787 Manager 41 Commercial $25,380 1
## 1788 Professional 34 Private $17,750 1
## 1789 Student 40 Commercial $5,500 17
## 1790 z_Blue Collar 5 Commercial $20,080 4
## 1791 Clerical 66 Private $7,610 1
## 1792 Professional 44 Private $5,700 6
## 1793 z_Blue Collar 5 Commercial $10,980 10
## 1794 Clerical 39 Private $2,850 13
## 1795 Clerical 19 Commercial $16,930 10
## 1796 z_Blue Collar 16 Commercial $8,850 3
## 1797 Home Maker 26 Private $9,350 13
## 1798 17 Private $13,430 1
## 1799 Student 29 Private $20,480 6
## 1800 z_Blue Collar 25 Commercial $8,010 17
## 1801 Clerical 45 Private $18,170 4
## 1802 z_Blue Collar 15 Private $10,470 18
## 1803 Clerical 14 Private $14,320 1
## 1804 z_Blue Collar 14 Commercial $12,040 6
## 1805 Manager 43 Private $13,260 5
## 1806 z_Blue Collar 29 Commercial $15,810 1
## 1807 Clerical 12 Private $7,530 3
## 1808 Clerical 28 Commercial $10,240 4
## 1809 Professional 26 Commercial $11,860 4
## 1810 23 Commercial $24,680 6
## 1811 Professional 25 Private $1,500 7
## 1812 Doctor 39 Private $13,040 6
## 1813 Student 62 Commercial $19,240 17
## 1814 Manager 32 Private $6,860 6
## 1815 z_Blue Collar 41 Private $1,500 7
## 1816 Manager 24 Private $8,230 6
## 1817 Manager 11 Private $1,500 4
## 1818 Student 35 Commercial $15,130 10
## 1819 Student 8 Private $1,790 1
## 1820 Lawyer 35 Private $11,920 14
## 1821 Manager 26 Private $13,700 4
## 1822 Professional 18 Private $15,010 10
## 1823 z_Blue Collar 6 Commercial $19,840 10
## 1824 Home Maker 53 Private $9,680 1
## 1825 Professional 21 Commercial $16,590 7
## 1826 Student 57 Commercial $9,310 1
## 1827 Lawyer 61 Private $15,450 9
## 1828 Lawyer 66 Private $5,980 1
## 1829 z_Blue Collar 26 Private $22,330 11
## 1830 Professional 37 Private $26,290 1
## 1831 Clerical 15 Private $15,320 7
## 1832 Manager 24 Private $6,800 10
## 1833 Professional 31 Private $12,850 7
## 1834 Manager 35 Private $13,760 3
## 1835 36 Commercial $20,860 7
## 1836 Lawyer 28 Private $21,760 6
## 1837 Manager 17 Private $15,470 1
## 1838 z_Blue Collar 63 Private $18,210 1
## 1839 Manager 20 Private $18,020 1
## 1840 z_Blue Collar 37 Commercial $9,950 4
## 1841 z_Blue Collar 46 Private $9,820 4
## 1842 Student 38 Private $1,760 3
## 1843 Student 39 Private $32,510 1
## 1844 48 Commercial $18,320 6
## 1845 Manager 13 Commercial $32,660 7
## 1846 Manager 13 Commercial $22,330 7
## 1847 z_Blue Collar 32 Commercial $14,430 10
## 1848 Professional 32 Private $17,440 1
## 1849 Clerical 25 Private $7,920 7
## 1850 z_Blue Collar 35 Commercial $20,460 6
## 1851 Professional 47 Private $11,640 1
## 1852 Professional 36 Private $1,500 1
## 1853 z_Blue Collar 15 Commercial $27,630 1
## 1854 Professional 21 Private $19,900 11
## 1855 Manager 17 Private $27,530 10
## 1856 Clerical 35 Private $10,910 4
## 1857 Lawyer 19 Private $14,890 13
## 1858 Lawyer 27 Private $25,900 3
## 1859 Doctor 43 Private $11,900 8
## 1860 Clerical 43 Private $8,260 4
## 1861 59 Private $13,020 9
## 1862 Home Maker 44 Private $7,750 10
## 1863 Doctor 38 Private $14,590 4
## 1864 z_Blue Collar 20 Private $4,690 4
## 1865 Professional 17 Private $7,220 1
## 1866 Lawyer 34 Private $15,890 13
## 1867 Manager 23 Private $5,400 1
## 1868 z_Blue Collar 14 Private $8,050 13
## 1869 18 Commercial $17,850 10
## 1870 Home Maker 32 Private $7,620 1
## 1871 Student 19 Private $14,540 1
## 1872 Professional 38 Private $21,800 13
## 1873 Home Maker 37 Private $5,830 4
## 1874 Doctor 43 Private $35,730 1
## 1875 Student 39 Commercial $16,360 9
## 1876 z_Blue Collar 52 Commercial $3,580 10
## 1877 Student 29 Private $6,700 6
## 1878 Student 32 Private $4,400 6
## 1879 z_Blue Collar 50 Commercial $26,130 10
## 1880 Clerical 43 Commercial $28,140 6
## 1881 Home Maker 5 Private $14,340 4
## 1882 Clerical 68 Commercial $21,270 1
## 1883 Lawyer 33 Private $21,680 6
## 1884 Manager 28 Private $10,730 6
## 1885 Manager 15 Private $5,930 1
## 1886 z_Blue Collar 29 Private $3,610 4
## 1887 Manager 46 Private $10,370 6
## 1888 Professional 39 Private $22,720 13
## 1889 Student 31 Commercial $15,620 6
## 1890 Professional 42 Commercial $43,250 1
## 1891 Manager 20 Private $14,790 4
## 1892 Manager 37 Private $11,770 1
## 1893 z_Blue Collar 12 Private $10,340 1
## 1894 Clerical 38 Private $13,980 1
## 1895 22 Commercial $19,580 1
## 1896 Manager 22 Private $20,490 4
## 1897 Clerical 19 Private $7,810 1
## 1898 34 Commercial $22,960 7
## 1899 Clerical 28 Private $27,820 1
## 1900 Clerical 33 Private $7,240 6
## 1901 Clerical 16 Commercial $28,840 6
## 1902 5 Commercial $28,140 4
## 1903 Clerical 32 Private $5,640 4
## 1904 Home Maker 11 Private $5,700 6
## 1905 Home Maker 14 Private $5,630 4
## 1906 Manager 34 Private $20,420 7
## 1907 Home Maker 20 Private $27,740 4
## 1908 Professional 19 Private $11,940 4
## 1909 z_Blue Collar 34 Commercial $21,600 1
## 1910 Clerical 31 Private $7,900 4
## 1911 Home Maker 47 Private $13,000 6
## 1912 Home Maker 16 Private $12,460 4
## 1913 Lawyer 43 Private $15,890 1
## 1914 46 Commercial $17,860 6
## 1915 z_Blue Collar 35 Private $15,550 6
## 1916 Home Maker 19 Private $6,800 4
## 1917 Student 36 Private $8,750 4
## 1918 Clerical 28 Private $8,280 1
## 1919 Student 5 Private $6,710 6
## 1920 Lawyer 21 Private $10,220 7
## 1921 Clerical 40 Private $9,340 1
## 1922 z_Blue Collar 20 Commercial $5,500 7
## 1923 Professional 56 Private $15,290 1
## 1924 z_Blue Collar 52 Private $13,760 4
## 1925 Lawyer 46 Private $10,500 6
## 1926 Professional 37 Private $16,690 4
## 1927 Doctor 42 Private $13,860 6
## 1928 Professional 53 Private $12,850 7
## 1929 Lawyer 43 Private $17,550 10
## 1930 Lawyer 6 Private $11,770 1
## 1931 Professional 49 Private $14,080 6
## 1932 z_Blue Collar 30 Commercial $18,020 4
## 1933 z_Blue Collar 10 Commercial $12,440 4
## 1934 Clerical 7 Commercial $23,390 1
## 1935 20 Commercial $33,190 6
## 1936 Lawyer 37 Private $11,210 10
## 1937 Clerical 44 Private $7,670 11
## 1938 Manager 36 Private $21,290 4
## 1939 Manager 37 Private $20,240 4
## 1940 z_Blue Collar 81 Commercial $23,470 1
## 1941 Doctor 38 Private $36,180 4
## 1942 Doctor 25 Private $19,230 1
## 1943 Manager 47 Private $17,290 6
## 1944 Doctor 19 Private $23,570 6
## 1945 Doctor 17 Private $8,030 6
## 1946 Student 39 Commercial $7,420 6
## 1947 42 Private $1,500 6
## 1948 Manager 22 Private $18,680 1
## 1949 Home Maker 42 Private $1,500 7
## 1950 Home Maker 49 Private $11,450 4
## 1951 Lawyer 40 Private $27,260 5
## 1952 Lawyer 22 Private $18,100 6
## 1953 Clerical 81 Private $8,840 1
## 1954 40 Commercial $21,300 1
## 1955 30 Commercial $17,160 6
## 1956 z_Blue Collar 38 Commercial $17,900 6
## 1957 Manager 36 Private $5,700 10
## 1958 z_Blue Collar 14 Private $23,570 5
## 1959 Manager 6 Private $12,190 1
## 1960 z_Blue Collar 43 Commercial $8,670 10
## 1961 Home Maker 28 Commercial $18,040 6
## 1962 Clerical 63 Private $20,200 1
## 1963 z_Blue Collar 36 Commercial $8,870 4
## 1964 Clerical 5 Private $7,240 1
## 1965 Lawyer 55 Private $10,520 3
## 1966 Professional 7 Private $34,180 6
## 1967 Manager 57 Private $5,300 3
## 1968 z_Blue Collar 5 Commercial $10,520 10
## 1969 Clerical 26 Private $5,600 6
## 1970 Clerical 37 Private $4,210 6
## 1971 Clerical 5 Commercial $9,490 6
## 1972 Student 16 Private $8,510 1
## 1973 Professional 17 Private $7,800 11
## 1974 Clerical 36 Private $7,290 7
## 1975 Professional 46 Private $21,900 7
## 1976 z_Blue Collar 34 Commercial $11,330 6
## 1977 9 Commercial $16,580 6
## 1978 z_Blue Collar 16 Commercial $31,520 4
## 1979 z_Blue Collar 5 Commercial $6,910 6
## 1980 z_Blue Collar 27 Commercial $33,200 7
## 1981 Professional 11 Private $14,500 3
## 1982 z_Blue Collar 41 Commercial $9,500 10
## 1983 6 Commercial $31,920 1
## 1984 Student 39 Private $28,120 1
## 1985 Lawyer 52 Private $9,780 13
## 1986 32 Commercial $16,930 1
## 1987 Clerical 38 Private $17,110 1
## 1988 z_Blue Collar 55 Commercial $9,700 1
## 1989 Manager 12 Commercial $23,520 9
## 1990 Clerical 43 Commercial $6,120 11
## 1991 Manager 5 Private $26,030 17
## 1992 z_Blue Collar 36 Commercial $10,280 6
## 1993 z_Blue Collar 22 Private $13,390 9
## 1994 z_Blue Collar 46 Commercial $16,720 4
## 1995 Clerical 16 Private $14,270 4
## 1996 z_Blue Collar 12 Commercial $19,970 1
## 1997 21 Commercial $23,690 4
## 1998 z_Blue Collar 53 Private $15,420 1
## 1999 35 Commercial $22,010 1
## 2000 Home Maker 49 Private $8,200 10
## 2001 z_Blue Collar 33 Private $12,890 3
## 2002 z_Blue Collar 5 Commercial $11,620 1
## 2003 z_Blue Collar 40 Commercial $11,780 6
## 2004 Student 5 Private $16,910 7
## 2005 Clerical 50 Private $11,300 11
## 2006 Professional 24 Private $13,740 4
## 2007 Student 14 Commercial $36,360 1
## 2008 Manager 31 Private $35,750 1
## 2009 z_Blue Collar 52 Private $14,900 12
## 2010 Home Maker 12 Private $7,160 1
## 2011 Student 58 Private $6,100 1
## 2012 Doctor 30 Private $20,650 1
## 2013 Student 17 Private $1,500 3
## 2014 Doctor 34 Private $15,910 1
## 2015 Professional 21 Commercial $23,510 1
## 2016 Student 34 Commercial $13,540 7
## 2017 Lawyer 28 Private $13,450 4
## 2018 Student 24 Private $4,700 6
## 2019 Clerical 40 Commercial $23,650 10
## 2020 Student 8 Private $1,500 4
## 2021 Professional 71 Private $13,940 4
## 2022 Lawyer 47 Private $21,280 1
## 2023 Clerical 37 Private $4,700 1
## 2024 Lawyer 40 Private $35,530 10
## 2025 Manager 31 Private $13,810 1
## 2026 Manager 18 Private $14,080 7
## 2027 Professional 27 Private $18,170 1
## 2028 Professional 19 Commercial $12,490 1
## 2029 Lawyer 47 Private $19,450 4
## 2030 Student 58 Commercial $5,100 1
## 2031 Home Maker 55 Private $2,530 1
## 2032 Professional 18 Private $16,200 6
## 2033 z_Blue Collar 16 Private $9,810 4
## 2034 Clerical 32 Private $9,980 1
## 2035 Clerical 46 Private $14,880 1
## 2036 Professional 61 Private $11,550 9
## 2037 Professional 32 Private $14,630 4
## 2038 z_Blue Collar 60 Commercial $11,910 13
## 2039 Student 40 Private $14,370 1
## 2040 Professional 73 Private $12,950 6
## 2041 Manager 35 Private $9,790 4
## 2042 Professional 44 Commercial $30,630 6
## 2043 z_Blue Collar 5 Commercial $16,030 1
## 2044 Professional 37 Commercial $24,130 6
## 2045 Clerical 34 Private $13,520 6
## 2046 Manager 26 Private $9,700 4
## 2047 Manager 44 Private $14,670 6
## 2048 Clerical 67 Private $18,950 6
## 2049 z_Blue Collar 31 Commercial $23,370 7
## 2050 Professional 44 Commercial $28,760 6
## 2051 Clerical 14 Private $10,270 4
## 2052 z_Blue Collar 27 Commercial $18,880 7
## 2053 33 Commercial $39,480 1
## 2054 Student 30 Commercial $14,070 1
## 2055 z_Blue Collar 26 Commercial $6,420 6
## 2056 Doctor 32 Private $30,920 5
## 2057 z_Blue Collar 19 Commercial $23,520 1
## 2058 Lawyer 51 Private $30,440 1
## 2059 Manager 27 Private $1,500 1
## 2060 Professional 69 Private $5,600 9
## 2061 Manager 25 Private $6,000 1
## 2062 Home Maker 28 Private $1,500 1
## 2063 Clerical 27 Private $7,000 6
## 2064 Professional 16 Private $9,290 7
## 2065 Lawyer 27 Private $17,340 1
## 2066 Student 34 Commercial $6,300 6
## 2067 z_Blue Collar 35 Commercial $25,610 4
## 2068 Clerical 33 Private $6,290 1
## 2069 z_Blue Collar 5 Private $25,000 4
## 2070 Clerical 44 Private $27,000 10
## 2071 36 Commercial $17,060 9
## 2072 Clerical 37 Private $14,270 1
## 2073 Clerical 38 Commercial $29,850 1
## 2074 z_Blue Collar 47 Private $14,490 9
## 2075 Clerical 52 Private $19,530 1
## 2076 Manager 39 Commercial $24,180 6
## 2077 Home Maker 30 Private $10,160 5
## 2078 Home Maker 19 Private $20,060 1
## 2079 Clerical 59 Private $15,550 11
## 2080 Home Maker 47 Commercial $7,130 1
## 2081 Lawyer 11 Private $20,280 19
## 2082 Professional 36 Private $10,580 1
## 2083 37 Commercial $28,290 1
## 2084 Home Maker 54 Private $22,880 3
## 2085 Clerical 26 Private $7,100 1
## 2086 Home Maker 58 Private $5,500 7
## 2087 Home Maker 40 Private $10,730 4
## 2088 Professional 20 Private $13,920 1
## 2089 Manager 42 Private $30,630 4
## 2090 z_Blue Collar 59 Commercial $12,710 1
## 2091 Manager 60 Private $8,860 6
## 2092 Professional 35 Private $11,320 4
## 2093 Lawyer 37 Private $11,600 4
## 2094 31 Commercial $26,160 4
## 2095 Student 25 Private $9,120 1
## 2096 Clerical 37 Private $11,490 1
## 2097 Manager 57 Commercial $30,240 4
## 2098 Professional 39 Private $11,100 9
## 2099 Professional 18 Commercial $26,810 1
## 2100 Home Maker 58 Private $7,180 1
## 2101 z_Blue Collar 63 Commercial $9,830 1
## 2102 Home Maker 33 Private $5,200 6
## 2103 Professional 50 Private $5,300 7
## 2104 Home Maker 52 Private $24,690 6
## 2105 Professional 31 Commercial $40,950 4
## 2106 Clerical 36 Private $11,770 9
## 2107 z_Blue Collar 32 Private $8,010 1
## 2108 Professional 38 Private $27,120 3
## 2109 z_Blue Collar 34 Private $4,110 1
## 2110 Student 16 Commercial $21,870 13
## 2111 Student 38 Commercial $5,690 4
## 2112 z_Blue Collar 10 Private $9,030 11
## 2113 Professional 37 Private $9,980 7
## 2114 z_Blue Collar 32 Private $7,200 1
## 2115 Home Maker 48 Private $1,500 1
## 2116 Manager 19 Private $23,410 7
## 2117 z_Blue Collar 5 Private $9,470 6
## 2118 Clerical 38 Private $15,480 13
## 2119 Professional 84 Commercial $6,000 1
## 2120 Clerical 35 Private $12,140 4
## 2121 Professional 52 Private $20,960 9
## 2122 z_Blue Collar 15 Commercial $17,080 13
## 2123 z_Blue Collar 44 Private $11,080 11
## 2124 z_Blue Collar 56 Commercial $14,380 10
## 2125 Clerical 52 Private $11,770 9
## 2126 Doctor 15 Private $28,360 6
## 2127 z_Blue Collar 18 Commercial $1,500 1
## 2128 Professional 39 Commercial $45,410 6
## 2129 Professional 35 Private $45,420 6
## 2130 Home Maker 24 Private $5,820 1
## 2131 Manager 30 Private $16,770 1
## 2132 Professional 57 Commercial $30,870 1
## 2133 Student 27 Commercial $18,460 12
## 2134 Clerical 23 Private $9,300 6
## 2135 z_Blue Collar 27 Commercial $17,760 4
## 2136 Manager 9 Private $18,280 4
## 2137 Student 32 Commercial $1,500 6
## 2138 Professional 60 Private $16,080 3
## 2139 Lawyer 42 Private $21,110 10
## 2140 18 Commercial $32,960 6
## 2141 z_Blue Collar 12 Private $13,820 7
## data.CAR_TYPE data.RED_CAR data.OLDCLAIM data.CLM_FREQ data.REVOKED
## 1 Van yes $0 0 No
## 2 Minivan no $3,295 1 No
## 3 z_SUV no $0 0 No
## 4 Pickup no $0 0 Yes
## 5 Minivan yes $44,857 2 No
## 6 Panel Truck no $2,119 1 No
## 7 Sports Car no $0 0 No
## 8 Panel Truck no $0 0 No
## 9 Minivan no $0 0 No
## 10 Sports Car no $0 0 No
## 11 Minivan no $0 0 No
## 12 Minivan yes $0 0 Yes
## 13 Sports Car no $0 0 No
## 14 Minivan no $2,045 2 No
## 15 Minivan yes $0 0 Yes
## 16 z_SUV no $0 0 No
## 17 Sports Car no $25,276 1 No
## 18 Panel Truck yes $0 0 No
## 19 Sports Car no $42,342 2 Yes
## 20 z_SUV no $8,350 1 No
## 21 Van no $3,157 2 No
## 22 Sports Car no $0 0 No
## 23 Minivan yes $0 0 No
## 24 z_SUV no $0 0 No
## 25 z_SUV no $0 0 No
## 26 z_SUV no $3,994 2 No
## 27 Pickup yes $7,278 2 No
## 28 z_SUV no $4,645 1 No
## 29 z_SUV no $0 0 No
## 30 Van yes $0 0 No
## 31 z_SUV no $0 0 Yes
## 32 Van yes $6,224 1 No
## 33 Minivan no $0 0 No
## 34 Van yes $0 0 No
## 35 z_SUV no $0 0 No
## 36 z_SUV no $0 0 No
## 37 Minivan no $0 0 No
## 38 Pickup no $37,163 1 No
## 39 Pickup yes $0 0 No
## 40 z_SUV no $2,235 1 No
## 41 Pickup no $0 0 No
## 42 z_SUV no $0 0 Yes
## 43 Van no $0 0 No
## 44 Sports Car no $9,873 3 No
## 45 Minivan no $0 0 No
## 46 Pickup no $0 0 No
## 47 z_SUV no $9,592 1 No
## 48 Van no $28,026 2 Yes
## 49 Pickup no $0 0 No
## 50 z_SUV no $0 0 Yes
## 51 Pickup yes $0 0 No
## 52 Sports Car no $8,623 3 No
## 53 Pickup no $4,276 3 No
## 54 Minivan yes $0 0 No
## 55 Pickup yes $9,419 1 No
## 56 Minivan yes $0 0 No
## 57 Panel Truck yes $4,117 2 No
## 58 z_SUV no $9,768 1 No
## 59 Pickup yes $0 0 No
## 60 z_SUV no $0 0 Yes
## 61 z_SUV no $0 0 No
## 62 z_SUV no $0 0 No
## 63 Van yes $1,316 2 No
## 64 Minivan no $1,197 2 No
## 65 Minivan yes $0 0 No
## 66 Sports Car no $2,219 2 No
## 67 z_SUV no $2,949 2 No
## 68 Minivan no $5,658 3 No
## 69 z_SUV no $0 0 No
## 70 z_SUV no $0 0 No
## 71 Minivan no $0 0 No
## 72 Minivan yes $3,320 1 No
## 73 z_SUV no $7,181 3 No
## 74 Pickup yes $0 0 No
## 75 Pickup yes $3,288 3 No
## 76 z_SUV no $8,035 3 No
## 77 z_SUV no $0 0 No
## 78 Minivan yes $6,183 3 No
## 79 Minivan yes $1,830 1 No
## 80 z_SUV no $0 0 No
## 81 z_SUV no $3,704 2 No
## 82 z_SUV no $7,181 2 No
## 83 Pickup no $1,494 2 No
## 84 Van yes $0 0 No
## 85 Pickup no $0 0 Yes
## 86 Van yes $3,546 1 No
## 87 Van no $0 0 Yes
## 88 Pickup no $6,948 1 No
## 89 Minivan no $0 0 No
## 90 Sports Car no $834 2 No
## 91 Van no $8,744 2 No
## 92 Sports Car no $4,070 2 No
## 93 Panel Truck yes $0 0 No
## 94 z_SUV no $3,155 1 No
## 95 Van yes $0 0 No
## 96 Panel Truck no $0 0 No
## 97 Minivan no $0 0 No
## 98 Sports Car no $0 0 No
## 99 Van no $2,948 3 No
## 100 Pickup yes $3,079 3 No
## 101 z_SUV no $0 0 No
## 102 Van yes $0 0 No
## 103 Pickup yes $5,076 3 No
## 104 Van yes $16,121 3 Yes
## 105 Minivan no $0 0 No
## 106 Minivan no $0 0 No
## 107 Pickup no $0 0 No
## 108 Pickup yes $0 0 No
## 109 z_SUV no $2,848 1 No
## 110 Minivan no $697 2 No
## 111 z_SUV no $6,089 2 Yes
## 112 Minivan yes $0 0 No
## 113 z_SUV no $4,528 3 No
## 114 z_SUV no $1,381 1 No
## 115 z_SUV no $0 0 No
## 116 Sports Car no $0 0 No
## 117 Minivan yes $1,927 3 No
## 118 Sports Car no $7,323 1 No
## 119 Minivan no $39,425 3 Yes
## 120 z_SUV no $8,395 2 No
## 121 Sports Car no $0 0 No
## 122 Pickup yes $8,336 2 Yes
## 123 z_SUV no $0 0 Yes
## 124 z_SUV no $3,564 1 No
## 125 Van yes $1,261 4 No
## 126 Minivan yes $5,086 2 No
## 127 Pickup no $0 0 No
## 128 Sports Car no $4,448 3 No
## 129 z_SUV no $5,878 2 No
## 130 Minivan no $0 0 No
## 131 z_SUV no $0 0 No
## 132 Pickup no $8,502 2 No
## 133 Pickup yes $3,267 1 No
## 134 Pickup yes $0 0 No
## 135 Panel Truck yes $4,765 3 No
## 136 Minivan no $3,075 1 No
## 137 Pickup no $3,830 1 No
## 138 Panel Truck yes $45,894 2 Yes
## 139 Van yes $0 0 No
## 140 Sports Car no $0 0 No
## 141 Pickup no $0 0 No
## 142 Sports Car no $7,781 2 No
## 143 Minivan yes $0 0 No
## 144 Pickup yes $0 0 No
## 145 Minivan no $0 0 No
## 146 Sports Car no $2,896 1 No
## 147 Pickup no $0 0 No
## 148 Minivan no $0 0 No
## 149 Panel Truck no $7,478 2 No
## 150 Minivan no $0 0 No
## 151 z_SUV no $2,847 4 No
## 152 Minivan yes $0 0 No
## 153 Sports Car no $7,486 3 No
## 154 z_SUV no $0 0 Yes
## 155 Sports Car no $0 0 No
## 156 Minivan no $33,388 2 Yes
## 157 Minivan no $5,531 2 No
## 158 Pickup no $1,142 1 No
## 159 Minivan no $6,322 2 No
## 160 Minivan no $3,908 2 No
## 161 z_SUV no $9,085 2 No
## 162 Pickup no $4,020 1 No
## 163 z_SUV no $0 0 No
## 164 Pickup no $3,805 3 No
## 165 Van yes $4,326 4 No
## 166 z_SUV no $0 0 No
## 167 Panel Truck yes $0 0 No
## 168 Minivan no $0 0 No
## 169 z_SUV no $0 0 Yes
## 170 Van no $7,875 1 No
## 171 Minivan yes $0 0 No
## 172 Panel Truck yes $0 0 No
## 173 Panel Truck yes $0 0 No
## 174 Panel Truck no $5,639 2 Yes
## 175 Pickup no $0 0 No
## 176 z_SUV no $23,972 2 Yes
## 177 Panel Truck yes $1,414 2 No
## 178 Pickup no $6,523 3 No
## 179 Sports Car no $40,386 3 Yes
## 180 z_SUV no $1,031 2 No
## 181 Minivan yes $4,236 3 No
## 182 Panel Truck no $36,700 1 Yes
## 183 Pickup no $0 0 No
## 184 Pickup no $0 0 No
## 185 Panel Truck yes $3,542 1 No
## 186 z_SUV no $0 0 No
## 187 Van yes $0 0 No
## 188 Minivan no $0 0 No
## 189 Minivan no $0 0 No
## 190 Van no $7,357 2 No
## 191 z_SUV no $7,792 3 No
## 192 Sports Car no $958 1 No
## 193 Panel Truck yes $6,042 3 No
## 194 Minivan no $0 0 Yes
## 195 Minivan no $0 0 No
## 196 Sports Car no $0 0 No
## 197 Sports Car no $3,805 1 No
## 198 Van yes $0 0 No
## 199 Sports Car no $4,784 3 No
## 200 z_SUV no $0 0 No
## 201 Van no $5,784 1 No
## 202 z_SUV no $29,447 1 Yes
## 203 Minivan no $0 0 No
## 204 Minivan yes $0 0 No
## 205 Pickup no $0 0 No
## 206 z_SUV no $0 0 No
## 207 Pickup yes $0 0 No
## 208 Minivan yes $5,172 1 No
## 209 Minivan no $0 0 No
## 210 z_SUV no $0 0 No
## 211 Pickup no $0 0 No
## 212 Minivan yes $0 0 No
## 213 z_SUV no $1,842 3 No
## 214 z_SUV no $4,148 2 No
## 215 Sports Car no $0 0 No
## 216 Panel Truck no $3,722 2 No
## 217 Sports Car no $0 0 No
## 218 Minivan no $0 0 No
## 219 Panel Truck yes $0 0 No
## 220 Panel Truck yes $0 0 No
## 221 Pickup yes $0 0 No
## 222 Minivan yes $0 0 No
## 223 Minivan no $0 0 Yes
## 224 z_SUV no $8,043 2 No
## 225 Minivan no $0 0 No
## 226 Minivan no $21,205 2 No
## 227 Minivan yes $0 0 Yes
## 228 z_SUV no $3,787 4 Yes
## 229 Van yes $0 0 No
## 230 z_SUV no $0 0 No
## 231 Minivan no $3,751 1 No
## 232 Minivan no $0 0 No
## 233 Minivan yes $38,815 3 No
## 234 z_SUV no $34,507 2 Yes
## 235 Sports Car no $0 0 No
## 236 Minivan yes $1,263 1 No
## 237 Minivan yes $0 0 No
## 238 Minivan no $0 0 No
## 239 Van yes $0 0 No
## 240 Sports Car no $29,379 2 Yes
## 241 Minivan yes $0 0 No
## 242 z_SUV no $0 0 No
## 243 Minivan yes $1,157 1 No
## 244 Van yes $0 0 No
## 245 Minivan no $5,399 1 No
## 246 z_SUV no $0 0 No
## 247 z_SUV no $3,810 3 No
## 248 Sports Car no $0 0 No
## 249 z_SUV no $0 0 No
## 250 Minivan yes $37,066 2 Yes
## 251 Sports Car no $4,865 1 No
## 252 Pickup no $25,089 2 Yes
## 253 Minivan no $0 0 No
## 254 Pickup yes $0 0 No
## 255 z_SUV no $0 0 No
## 256 Sports Car no $14,357 3 No
## 257 Pickup no $0 0 No
## 258 z_SUV no $6,545 1 No
## 259 Sports Car no $5,493 3 No
## 260 Minivan no $0 0 No
## 261 Sports Car no $0 0 No
## 262 Panel Truck yes $0 0 No
## 263 z_SUV no $0 0 No
## 264 Minivan no $0 0 No
## 265 Minivan no $0 0 Yes
## 266 Minivan no $0 0 No
## 267 z_SUV no $11,095 1 No
## 268 Minivan no $0 0 No
## 269 Van yes $0 0 Yes
## 270 Sports Car no $0 0 No
## 271 z_SUV no $0 0 No
## 272 Minivan no $0 0 No
## 273 z_SUV no $0 0 No
## 274 Van yes $32,990 2 Yes
## 275 Van no $0 0 No
## 276 Panel Truck no $1,404 2 No
## 277 z_SUV no $0 0 No
## 278 Pickup no $6,111 2 No
## 279 z_SUV no $0 0 No
## 280 z_SUV no $0 0 No
## 281 Minivan yes $25,614 2 Yes
## 282 Panel Truck no $28,321 2 No
## 283 Sports Car no $7,535 2 No
## 284 z_SUV no $0 0 No
## 285 z_SUV no $9,098 1 No
## 286 Pickup yes $5,040 2 No
## 287 Minivan yes $0 0 No
## 288 Sports Car no $33,075 1 Yes
## 289 Pickup yes $0 0 Yes
## 290 z_SUV no $4,235 3 No
## 291 Sports Car no $11,035 1 No
## 292 Pickup yes $0 0 No
## 293 z_SUV no $5,090 1 No
## 294 Pickup yes $9,416 1 No
## 295 Minivan no $0 0 No
## 296 z_SUV no $0 0 No
## 297 Van no $2,757 1 No
## 298 Sports Car no $7,410 3 No
## 299 Minivan no $0 0 Yes
## 300 z_SUV no $9,828 1 No
## 301 Panel Truck no $0 0 No
## 302 Sports Car no $0 0 No
## 303 Pickup no $0 0 No
## 304 Sports Car no $47,837 1 Yes
## 305 Sports Car no $8,521 2 No
## 306 Pickup no $0 0 No
## 307 Minivan yes $0 0 No
## 308 Sports Car no $4,959 1 No
## 309 Pickup no $0 0 No
## 310 Van no $0 0 No
## 311 Pickup yes $7,797 2 No
## 312 z_SUV no $7,421 2 No
## 313 Minivan no $0 0 No
## 314 Pickup no $9,267 3 No
## 315 z_SUV no $0 0 No
## 316 Minivan no $3,182 1 No
## 317 z_SUV yes $0 0 Yes
## 318 Minivan yes $1,038 2 No
## 319 Pickup yes $41,621 2 Yes
## 320 Minivan no $0 0 No
## 321 Minivan yes $28,366 2 Yes
## 322 Pickup no $1,429 3 No
## 323 Pickup yes $0 0 Yes
## 324 Pickup yes $0 0 No
## 325 Sports Car no $26,114 3 Yes
## 326 z_SUV no $11,836 3 No
## 327 z_SUV no $3,461 2 No
## 328 Sports Car no $0 0 No
## 329 z_SUV no $0 0 No
## 330 Sports Car no $9,343 2 No
## 331 Pickup no $0 0 No
## 332 Pickup no $0 0 No
## 333 z_SUV no $0 0 Yes
## 334 Pickup no $0 0 No
## 335 Minivan no $9,837 3 No
## 336 Minivan yes $6,627 3 No
## 337 Sports Car no $0 0 No
## 338 Pickup no $0 0 Yes
## 339 Panel Truck yes $0 0 No
## 340 z_SUV no $0 0 No
## 341 Pickup yes $5,699 3 No
## 342 Minivan yes $6,027 3 No
## 343 z_SUV no $36,757 3 No
## 344 Sports Car no $4,545 1 No
## 345 Panel Truck yes $0 0 No
## 346 Pickup no $0 0 No
## 347 Minivan no $0 0 Yes
## 348 Sports Car no $0 0 Yes
## 349 z_SUV no $5,511 1 No
## 350 Sports Car no $0 0 No
## 351 z_SUV no $0 0 No
## 352 Van no $0 0 No
## 353 Pickup no $32,008 3 Yes
## 354 z_SUV no $4,648 3 No
## 355 z_SUV no $6,844 1 No
## 356 Sports Car no $4,611 2 No
## 357 Pickup no $4,652 2 No
## 358 Van yes $0 0 No
## 359 Minivan no $0 0 No
## 360 z_SUV no $0 0 No
## 361 z_SUV no $0 0 No
## 362 z_SUV no $0 0 No
## 363 z_SUV no $0 0 No
## 364 Pickup yes $5,612 4 No
## 365 Minivan no $0 0 Yes
## 366 Minivan no $3,421 2 No
## 367 z_SUV no $0 0 No
## 368 Sports Car no $1,174 1 No
## 369 Sports Car no $0 0 No
## 370 z_SUV no $0 0 No
## 371 z_SUV no $0 0 No
## 372 Panel Truck yes $3,845 2 No
## 373 Van no $6,895 3 No
## 374 Minivan no $0 0 No
## 375 z_SUV no $0 0 No
## 376 Pickup yes $0 0 No
## 377 Minivan yes $0 0 No
## 378 Panel Truck no $0 0 No
## 379 Panel Truck yes $0 0 No
## 380 z_SUV no $0 0 No
## 381 Pickup no $0 0 No
## 382 z_SUV no $0 0 No
## 383 Panel Truck no $7,903 2 No
## 384 Pickup yes $6,542 1 No
## 385 Minivan yes $0 0 No
## 386 Sports Car no $35,530 3 Yes
## 387 Van yes $4,704 3 No
## 388 z_SUV no $0 0 No
## 389 Minivan no $0 0 No
## 390 Minivan no $0 0 Yes
## 391 Panel Truck yes $0 0 No
## 392 Minivan no $1,372 2 No
## 393 z_SUV no $1,243 1 No
## 394 Panel Truck yes $32,610 1 No
## 395 z_SUV no $0 0 No
## 396 z_SUV no $0 0 No
## 397 z_SUV no $0 0 No
## 398 z_SUV no $3,799 2 No
## 399 Minivan yes $8,584 2 No
## 400 Pickup yes $0 0 Yes
## 401 Sports Car no $0 0 Yes
## 402 Sports Car no $7,733 3 No
## 403 Minivan no $0 0 No
## 404 Pickup yes $0 0 No
## 405 Pickup no $0 0 No
## 406 Sports Car no $0 0 No
## 407 Minivan no $0 0 No
## 408 Van no $54,399 4 No
## 409 Minivan no $0 0 No
## 410 Pickup no $0 0 No
## 411 Minivan yes $0 0 No
## 412 z_SUV no $0 0 Yes
## 413 Van no $16,951 5 No
## 414 Minivan no $0 0 No
## 415 Pickup no $0 0 Yes
## 416 z_SUV no $8,694 3 No
## 417 Pickup no $0 0 No
## 418 Sports Car no $5,892 2 No
## 419 Minivan no $0 0 No
## 420 z_SUV yes $0 0 No
## 421 Sports Car no $0 0 No
## 422 Van no $5,228 2 No
## 423 z_SUV no $1,109 3 No
## 424 z_SUV no $0 0 No
## 425 Minivan no $8,894 3 No
## 426 z_SUV no $4,995 3 No
## 427 z_SUV no $0 0 No
## 428 Sports Car no $0 0 No
## 429 Pickup yes $0 0 No
## 430 Sports Car no $28,353 1 No
## 431 z_SUV no $9,091 3 No
## 432 Minivan yes $0 0 No
## 433 Minivan no $0 0 No
## 434 Minivan yes $0 0 No
## 435 Pickup yes $7,387 2 No
## 436 Van no $943 2 No
## 437 Van yes $0 0 No
## 438 Minivan no $0 0 No
## 439 z_SUV no $6,244 2 No
## 440 z_SUV no $0 0 No
## 441 Pickup no $0 0 No
## 442 Minivan no $0 0 No
## 443 z_SUV no $0 0 No
## 444 Sports Car no $0 0 No
## 445 Minivan yes $0 0 No
## 446 z_SUV no $0 0 No
## 447 Sports Car no $0 0 No
## 448 z_SUV no $0 0 No
## 449 z_SUV no $0 0 No
## 450 z_SUV no $0 0 No
## 451 Pickup no $0 0 No
## 452 Minivan yes $3,989 1 No
## 453 Minivan yes $3,754 1 No
## 454 Minivan no $0 0 No
## 455 z_SUV no $0 0 No
## 456 Minivan yes $30,605 1 Yes
## 457 Minivan no $0 0 No
## 458 Pickup no $4,733 3 No
## 459 Minivan no $0 0 No
## 460 Sports Car no $10,139 1 No
## 461 Pickup no $0 0 No
## 462 Minivan no $0 0 No
## 463 Minivan no $0 0 No
## 464 Minivan yes $3,367 2 No
## 465 Minivan yes $0 0 No
## 466 Minivan yes $0 0 No
## 467 Pickup yes $6,914 3 No
## 468 z_SUV no $0 0 Yes
## 469 Pickup no $0 0 Yes
## 470 Sports Car no $8,393 1 No
## 471 Minivan no $1,003 1 No
## 472 Pickup yes $2,409 3 No
## 473 Panel Truck yes $0 0 Yes
## 474 z_SUV no $0 0 No
## 475 Pickup no $7,314 2 No
## 476 Sports Car no $26,426 2 No
## 477 Panel Truck no $3,402 1 No
## 478 z_SUV no $23,418 3 Yes
## 479 z_SUV no $25,401 3 No
## 480 z_SUV no $0 0 No
## 481 Minivan no $0 0 No
## 482 Minivan yes $5,064 2 No
## 483 Panel Truck yes $1,184 2 No
## 484 Pickup yes $0 0 No
## 485 Sports Car no $9,228 2 No
## 486 Sports Car no $5,106 2 No
## 487 Minivan no $0 0 Yes
## 488 z_SUV no $3,904 1 No
## 489 Minivan no $3,996 2 No
## 490 Minivan no $3,534 3 No
## 491 z_SUV no $0 0 No
## 492 Minivan no $0 0 No
## 493 Minivan yes $7,466 3 No
## 494 Pickup no $0 0 No
## 495 Panel Truck yes $0 0 No
## 496 z_SUV no $0 0 Yes
## 497 Minivan yes $9,000 1 No
## 498 Pickup no $0 0 No
## 499 Pickup yes $9,736 3 No
## 500 Minivan yes $3,011 4 No
## 501 Panel Truck no $9,712 3 No
## 502 z_SUV no $0 0 No
## 503 z_SUV no $36,744 1 Yes
## 504 Minivan yes $0 0 No
## 505 Pickup no $5,328 4 No
## 506 Pickup yes $0 0 No
## 507 Minivan no $4,219 4 No
## 508 z_SUV no $0 0 No
## 509 z_SUV no $1,670 2 No
## 510 z_SUV no $7,746 1 No
## 511 Pickup no $0 0 No
## 512 z_SUV no $5,926 2 No
## 513 Minivan no $0 0 No
## 514 Minivan no $0 0 No
## 515 Pickup no $0 0 No
## 516 Minivan no $0 0 No
## 517 Panel Truck yes $8,193 4 No
## 518 Sports Car no $39,019 1 No
## 519 Panel Truck yes $0 0 No
## 520 Van yes $7,463 2 No
## 521 Minivan yes $0 0 No
## 522 Minivan no $0 0 No
## 523 Panel Truck no $0 0 No
## 524 Minivan yes $9,788 2 No
## 525 Minivan no $5,916 1 No
## 526 Minivan yes $0 0 No
## 527 Minivan no $0 0 No
## 528 Van no $0 0 No
## 529 Minivan no $0 0 No
## 530 Minivan no $2,131 1 No
## 531 Minivan no $6,200 1 No
## 532 z_SUV no $0 0 No
## 533 Minivan no $0 0 No
## 534 Van no $20,463 1 Yes
## 535 Minivan no $0 0 No
## 536 Van no $0 0 No
## 537 Minivan no $0 0 Yes
## 538 z_SUV no $0 0 No
## 539 Van no $0 0 No
## 540 z_SUV no $0 0 No
## 541 Pickup no $0 0 No
## 542 z_SUV no $0 0 No
## 543 z_SUV no $5,050 2 No
## 544 Minivan no $2,118 1 No
## 545 Minivan no $0 0 No
## 546 Minivan no $6,796 2 No
## 547 Minivan yes $0 0 No
## 548 z_SUV no $6,379 3 No
## 549 Van yes $0 0 No
## 550 z_SUV no $50,807 3 No
## 551 Pickup yes $0 0 No
## 552 Panel Truck yes $0 0 No
## 553 z_SUV no $0 0 No
## 554 Pickup no $0 0 No
## 555 Minivan no $0 0 Yes
## 556 Pickup yes $0 0 No
## 557 z_SUV no $5,375 2 No
## 558 z_SUV no $0 0 No
## 559 Van yes $0 0 No
## 560 Pickup yes $1,297 2 No
## 561 z_SUV no $0 0 No
## 562 Sports Car no $26,452 2 No
## 563 z_SUV no $0 0 No
## 564 Minivan yes $9,155 4 No
## 565 Minivan no $937 4 No
## 566 Van yes $2,576 1 No
## 567 Sports Car no $0 0 Yes
## 568 Pickup yes $0 0 No
## 569 Sports Car no $14,954 3 No
## 570 z_SUV no $43,725 3 Yes
## 571 Minivan no $0 0 No
## 572 Minivan yes $0 0 No
## 573 Pickup yes $0 0 No
## 574 Minivan no $0 0 No
## 575 z_SUV no $0 0 No
## 576 Minivan no $0 0 No
## 577 Sports Car no $0 0 No
## 578 Sports Car no $4,634 2 No
## 579 Sports Car no $0 0 Yes
## 580 Pickup yes $9,090 2 No
## 581 z_SUV no $0 0 No
## 582 Minivan no $2,796 2 No
## 583 Van no $0 0 No
## 584 Minivan yes $3,741 2 Yes
## 585 Panel Truck yes $0 0 No
## 586 Minivan no $0 0 No
## 587 Minivan no $0 0 No
## 588 Sports Car no $0 0 Yes
## 589 Minivan no $0 0 No
## 590 Sports Car no $0 0 Yes
## 591 z_SUV no $0 0 No
## 592 z_SUV no $5,924 1 No
## 593 Minivan no $0 0 No
## 594 z_SUV no $5,528 1 No
## 595 Sports Car no $7,714 2 No
## 596 Pickup yes $0 0 Yes
## 597 Pickup no $3,255 2 No
## 598 Pickup yes $23,866 2 No
## 599 Minivan no $0 0 No
## 600 z_SUV no $0 0 Yes
## 601 z_SUV no $0 0 No
## 602 Minivan no $19,115 2 Yes
## 603 Pickup no $51,345 3 Yes
## 604 Minivan yes $0 0 No
## 605 Panel Truck yes $0 0 No
## 606 Sports Car no $6,680 1 No
## 607 Van yes $5,495 3 No
## 608 Sports Car no $0 0 No
## 609 Panel Truck yes $785 2 No
## 610 Panel Truck yes $0 0 No
## 611 Pickup yes $0 0 No
## 612 Minivan no $3,960 2 No
## 613 Minivan no $0 0 No
## 614 Van no $0 0 No
## 615 Pickup no $0 0 No
## 616 Minivan yes $0 0 No
## 617 Minivan yes $0 0 No
## 618 Pickup no $7,788 3 No
## 619 Panel Truck yes $0 0 No
## 620 Pickup no $7,119 1 No
## 621 z_SUV no $0 0 Yes
## 622 Minivan no $19,336 2 Yes
## 623 Sports Car no $0 0 No
## 624 z_SUV no $7,820 3 No
## 625 z_SUV yes $0 0 No
## 626 Panel Truck yes $2,047 2 No
## 627 Pickup yes $8,446 1 No
## 628 z_SUV no $0 0 No
## 629 Minivan yes $0 0 No
## 630 Pickup no $48,743 3 Yes
## 631 Minivan yes $0 0 No
## 632 Pickup no $0 0 Yes
## 633 Sports Car no $0 0 No
## 634 z_SUV no $3,087 2 No
## 635 Pickup yes $22,215 2 Yes
## 636 Panel Truck yes $1,853 1 No
## 637 Panel Truck yes $0 0 No
## 638 Pickup no $24,295 1 Yes
## 639 Pickup no $0 0 No
## 640 Van no $6,274 2 No
## 641 Minivan no $5,095 2 No
## 642 Van yes $40,682 1 No
## 643 z_SUV no $0 0 No
## 644 z_SUV no $0 0 No
## 645 Panel Truck yes $3,841 1 No
## 646 z_SUV no $44,668 1 Yes
## 647 Panel Truck yes $0 0 Yes
## 648 Van yes $7,467 2 No
## 649 Minivan no $8,167 2 No
## 650 z_SUV no $0 0 No
## 651 Panel Truck yes $0 0 No
## 652 Pickup yes $0 0 No
## 653 Pickup no $7,205 2 No
## 654 Minivan no $0 0 No
## 655 Pickup yes $2,548 2 No
## 656 z_SUV no $0 0 No
## 657 Panel Truck yes $0 0 No
## 658 Minivan yes $0 0 No
## 659 Minivan yes $0 0 Yes
## 660 Pickup no $0 0 No
## 661 z_SUV no $1,645 1 No
## 662 z_SUV no $14,074 3 Yes
## 663 z_SUV no $957 3 No
## 664 Van yes $0 0 No
## 665 Minivan no $0 0 No
## 666 Pickup yes $1,109 3 No
## 667 Panel Truck yes $23,116 3 Yes
## 668 Minivan no $0 0 No
## 669 Sports Car no $8,806 1 No
## 670 Sports Car no $0 0 No
## 671 Van no $0 0 No
## 672 z_SUV no $5,379 3 No
## 673 Minivan yes $3,018 3 No
## 674 z_SUV no $0 0 No
## 675 Pickup yes $11,626 2 No
## 676 Pickup no $0 0 No
## 677 Sports Car no $0 0 No
## 678 Minivan no $3,961 3 No
## 679 Minivan yes $0 0 No
## 680 Panel Truck no $0 0 No
## 681 Pickup no $583 4 No
## 682 Van yes $0 0 No
## 683 Pickup no $0 0 No
## 684 Minivan no $0 0 No
## 685 Minivan no $0 0 No
## 686 Sports Car no $0 0 No
## 687 Minivan yes $0 0 No
## 688 Pickup yes $0 0 No
## 689 Sports Car no $5,245 2 No
## 690 Panel Truck yes $0 0 No
## 691 Minivan no $42,944 1 Yes
## 692 Pickup no $0 0 No
## 693 Sports Car no $0 0 No
## 694 Pickup yes $2,986 1 No
## 695 z_SUV no $0 0 No
## 696 Pickup no $0 0 Yes
## 697 Sports Car no $0 0 No
## 698 Panel Truck no $3,199 2 No
## 699 z_SUV no $0 0 No
## 700 Minivan yes $1,358 3 No
## 701 Van no $0 0 No
## 702 Pickup no $0 0 No
## 703 Sports Car no $5,516 3 No
## 704 z_SUV no $0 0 No
## 705 Pickup no $0 0 No
## 706 Minivan no $0 0 No
## 707 Van yes $34,492 3 Yes
## 708 z_SUV no $5,897 3 No
## 709 Pickup no $0 0 No
## 710 Pickup yes $0 0 No
## 711 Sports Car no $5,139 2 No
## 712 Sports Car no $0 0 No
## 713 z_SUV no $0 0 No
## 714 Pickup no $0 0 No
## 715 z_SUV no $0 0 No
## 716 Minivan yes $0 0 No
## 717 Panel Truck no $0 0 No
## 718 Pickup yes $0 0 No
## 719 Minivan no $0 0 No
## 720 z_SUV no $0 0 No
## 721 z_SUV no $9,459 1 No
## 722 Pickup yes $0 0 No
## 723 Minivan yes $0 0 No
## 724 Minivan no $0 0 No
## 725 Minivan yes $0 0 No
## 726 Pickup yes $0 0 Yes
## 727 Minivan no $0 0 No
## 728 z_SUV no $0 0 No
## 729 Pickup yes $0 0 No
## 730 Minivan no $0 0 Yes
## 731 Sports Car no $5,764 1 No
## 732 z_SUV no $0 0 No
## 733 Pickup no $1,463 2 No
## 734 z_SUV no $0 0 No
## 735 Pickup no $0 0 No
## 736 Minivan yes $3,969 2 No
## 737 z_SUV no $5,068 1 No
## 738 z_SUV no $0 0 No
## 739 Sports Car no $8,818 2 No
## 740 Pickup yes $0 0 No
## 741 Sports Car no $5,259 1 No
## 742 z_SUV no $0 0 No
## 743 z_SUV no $1,479 2 No
## 744 z_SUV no $0 0 No
## 745 Van no $5,077 2 No
## 746 Pickup no $3,340 2 No
## 747 Pickup yes $2,043 1 No
## 748 Van yes $0 0 No
## 749 Sports Car no $0 0 No
## 750 z_SUV no $0 0 No
## 751 Pickup yes $0 0 No
## 752 Minivan no $3,983 1 No
## 753 z_SUV no $0 0 Yes
## 754 z_SUV no $2,549 4 No
## 755 Minivan yes $0 0 No
## 756 z_SUV no $0 0 Yes
## 757 z_SUV no $0 0 No
## 758 Pickup no $7,812 2 No
## 759 Pickup yes $0 0 No
## 760 z_SUV no $0 0 No
## 761 Panel Truck yes $0 0 No
## 762 z_SUV no $0 0 No
## 763 Minivan yes $6,456 3 No
## 764 Minivan no $3,636 1 No
## 765 Pickup no $5,829 3 Yes
## 766 Pickup no $20,115 1 Yes
## 767 z_SUV no $2,069 3 No
## 768 Van no $6,680 2 No
## 769 Panel Truck no $1,208 1 Yes
## 770 z_SUV no $5,290 1 No
## 771 z_SUV no $4,350 1 No
## 772 Pickup no $3,996 1 No
## 773 Van yes $11,909 1 No
## 774 Pickup yes $0 0 No
## 775 z_SUV no $0 0 No
## 776 z_SUV no $4,740 3 No
## 777 z_SUV no $0 0 No
## 778 z_SUV no $0 0 No
## 779 Panel Truck yes $10,474 2 No
## 780 z_SUV no $0 0 No
## 781 z_SUV no $2,257 2 No
## 782 Van yes $0 0 Yes
## 783 Minivan no $0 0 No
## 784 Minivan no $4,165 1 No
## 785 Pickup no $4,266 1 No
## 786 Van no $8,194 2 No
## 787 Sports Car no $0 0 No
## 788 Minivan yes $6,935 2 No
## 789 z_SUV no $0 0 Yes
## 790 Van no $0 0 No
## 791 Minivan no $0 0 No
## 792 Minivan no $0 0 No
## 793 Panel Truck no $0 0 No
## 794 Van no $0 0 No
## 795 z_SUV no $3,485 1 No
## 796 Sports Car no $0 0 No
## 797 Minivan yes $0 0 No
## 798 z_SUV no $3,202 2 No
## 799 Pickup no $6,985 1 No
## 800 z_SUV no $0 0 No
## 801 Van yes $0 0 No
## 802 Pickup yes $0 0 No
## 803 z_SUV no $0 0 No
## 804 Pickup yes $0 0 No
## 805 Minivan no $0 0 No
## 806 z_SUV no $0 0 No
## 807 Minivan no $0 0 No
## 808 Minivan no $0 0 No
## 809 z_SUV no $0 0 No
## 810 Pickup no $8,514 1 No
## 811 Van yes $10,546 3 No
## 812 z_SUV no $0 0 No
## 813 z_SUV no $0 0 No
## 814 z_SUV no $0 0 No
## 815 Sports Car no $7,204 2 No
## 816 Pickup no $0 0 No
## 817 Minivan no $0 0 No
## 818 Pickup no $0 0 No
## 819 Pickup no $23,060 1 Yes
## 820 Sports Car no $5,481 2 No
## 821 z_SUV no $6,682 3 No
## 822 Minivan yes $0 0 No
## 823 Minivan yes $0 0 Yes
## 824 Sports Car no $1,564 2 No
## 825 Pickup yes $5,436 3 No
## 826 Sports Car no $0 0 No
## 827 z_SUV no $0 0 No
## 828 Minivan yes $0 0 No
## 829 Panel Truck yes $0 0 No
## 830 Minivan no $0 0 No
## 831 z_SUV no $0 0 No
## 832 z_SUV no $0 0 No
## 833 Minivan no $0 0 No
## 834 z_SUV no $0 0 No
## 835 Pickup no $0 0 No
## 836 Panel Truck no $0 0 No
## 837 Minivan no $0 0 No
## 838 Panel Truck yes $0 0 No
## 839 z_SUV no $6,302 2 No
## 840 Pickup yes $0 0 No
## 841 Minivan no $0 0 No
## 842 Sports Car no $10,842 2 No
## 843 Sports Car no $0 0 No
## 844 Sports Car no $0 0 No
## 845 Minivan no $0 0 No
## 846 z_SUV no $0 0 No
## 847 Sports Car no $7,000 1 No
## 848 Panel Truck no $0 0 No
## 849 Van yes $725 2 No
## 850 Pickup no $17,393 1 Yes
## 851 z_SUV no $32,589 1 Yes
## 852 z_SUV no $0 0 No
## 853 Minivan yes $0 0 No
## 854 Pickup no $0 0 No
## 855 Pickup yes $9,239 1 No
## 856 Minivan no $0 0 No
## 857 z_SUV no $0 0 No
## 858 Van yes $0 0 No
## 859 z_SUV no $3,132 3 Yes
## 860 Minivan no $0 0 No
## 861 Van no $0 0 No
## 862 z_SUV no $0 0 No
## 863 Pickup no $8,743 3 No
## 864 Pickup no $0 0 No
## 865 Sports Car no $2,629 1 No
## 866 z_SUV no $0 0 No
## 867 z_SUV no $5,601 5 No
## 868 z_SUV no $0 0 No
## 869 z_SUV no $0 0 No
## 870 Sports Car no $985 1 No
## 871 Minivan yes $0 0 No
## 872 Van yes $3,181 1 No
## 873 Pickup no $0 0 No
## 874 Sports Car no $1,118 2 No
## 875 z_SUV no $11,580 2 Yes
## 876 Sports Car no $3,987 1 No
## 877 Pickup yes $0 0 No
## 878 Minivan yes $0 0 No
## 879 z_SUV no $0 0 No
## 880 Sports Car no $13,397 1 Yes
## 881 z_SUV no $6,248 4 No
## 882 Pickup no $0 0 No
## 883 z_SUV no $0 0 No
## 884 Minivan no $0 0 No
## 885 z_SUV no $8,288 2 No
## 886 z_SUV no $0 0 No
## 887 z_SUV no $5,118 2 No
## 888 Minivan no $0 0 No
## 889 Panel Truck no $0 0 No
## 890 Panel Truck no $0 0 No
## 891 Pickup yes $2,272 2 No
## 892 Minivan no $0 0 No
## 893 Van yes $0 0 No
## 894 Pickup no $0 0 No
## 895 Pickup yes $0 0 No
## 896 z_SUV yes $9,453 1 No
## 897 Minivan no $0 0 No
## 898 Pickup yes $7,211 2 No
## 899 z_SUV yes $5,071 3 No
## 900 Panel Truck yes $5,705 2 No
## 901 z_SUV no $0 0 No
## 902 Minivan no $0 0 No
## 903 z_SUV no $4,519 1 No
## 904 Van no $0 0 No
## 905 Minivan yes $0 0 No
## 906 z_SUV no $29,017 2 No
## 907 z_SUV no $0 0 No
## 908 Van no $0 0 No
## 909 Pickup no $4,558 2 No
## 910 z_SUV no $4,939 2 No
## 911 z_SUV no $2,916 1 No
## 912 Minivan no $1,007 1 No
## 913 Minivan yes $0 0 No
## 914 z_SUV no $0 0 No
## 915 Sports Car no $0 0 No
## 916 Sports Car no $0 0 No
## 917 Panel Truck yes $6,985 2 No
## 918 Sports Car no $0 0 No
## 919 Minivan yes $0 0 No
## 920 Pickup yes $19,690 1 No
## 921 z_SUV no $3,481 1 No
## 922 Panel Truck yes $0 0 No
## 923 Pickup yes $29,820 3 No
## 924 Minivan yes $0 0 No
## 925 Minivan no $0 0 No
## 926 Minivan yes $0 0 No
## 927 Panel Truck yes $824 2 No
## 928 Minivan no $0 0 No
## 929 z_SUV no $0 0 No
## 930 Minivan no $0 0 No
## 931 Minivan no $0 0 No
## 932 Sports Car no $20,380 2 Yes
## 933 Sports Car no $0 0 No
## 934 z_SUV no $1,936 1 No
## 935 z_SUV no $8,598 2 No
## 936 Pickup no $4,078 2 No
## 937 z_SUV no $0 0 No
## 938 Sports Car no $0 0 No
## 939 Minivan no $38,197 1 Yes
## 940 Pickup yes $0 0 No
## 941 Sports Car no $5,900 1 No
## 942 Pickup no $0 0 No
## 943 Sports Car yes $4,518 1 No
## 944 z_SUV no $23,013 2 No
## 945 Sports Car no $42,845 2 Yes
## 946 Panel Truck yes $9,527 2 No
## 947 z_SUV no $6,238 2 No
## 948 Pickup no $0 0 No
## 949 Minivan yes $0 0 No
## 950 z_SUV no $0 0 Yes
## 951 Pickup yes $0 0 No
## 952 Sports Car no $1,540 2 No
## 953 z_SUV no $3,165 1 No
## 954 Sports Car no $0 0 No
## 955 Minivan no $0 0 No
## 956 Sports Car no $4,597 2 No
## 957 Van no $19,016 2 No
## 958 z_SUV no $0 0 Yes
## 959 Panel Truck yes $0 0 No
## 960 Van no $0 0 No
## 961 Sports Car no $4,896 1 No
## 962 Panel Truck yes $6,902 3 No
## 963 z_SUV no $0 0 No
## 964 Pickup yes $0 0 No
## 965 Minivan yes $0 0 No
## 966 Van no $6,018 3 No
## 967 Sports Car no $1,769 3 No
## 968 Van no $4,326 3 No
## 969 Minivan no $42,226 2 No
## 970 z_SUV no $36,179 2 No
## 971 Sports Car no $0 0 Yes
## 972 Minivan yes $0 0 No
## 973 z_SUV no $0 0 No
## 974 Sports Car no $4,482 1 No
## 975 Minivan no $0 0 No
## 976 Minivan yes $19,005 3 Yes
## 977 Van no $12,797 3 No
## 978 Minivan no $5,755 1 No
## 979 Minivan yes $0 0 No
## 980 Minivan no $0 0 No
## 981 z_SUV no $0 0 No
## 982 Minivan yes $0 0 No
## 983 z_SUV no $8,048 3 Yes
## 984 z_SUV no $0 0 No
## 985 Minivan no $3,486 2 No
## 986 Pickup yes $0 0 No
## 987 Pickup yes $0 0 No
## 988 Pickup yes $0 0 No
## 989 Minivan yes $0 0 No
## 990 Van yes $7,076 3 No
## 991 Panel Truck no $0 0 No
## 992 Minivan yes $0 0 No
## 993 Van no $50,724 1 No
## 994 Minivan no $0 0 No
## 995 Pickup yes $0 0 No
## 996 z_SUV no $0 0 Yes
## 997 Minivan no $9,185 1 No
## 998 Pickup yes $0 0 No
## 999 z_SUV no $32,687 1 No
## 1000 Sports Car yes $1,395 1 No
## 1001 z_SUV no $2,596 2 No
## 1002 Sports Car no $9,810 4 No
## 1003 z_SUV no $0 0 No
## 1004 z_SUV no $10,265 1 No
## 1005 z_SUV no $2,588 1 No
## 1006 Panel Truck yes $0 0 No
## 1007 Pickup yes $0 0 No
## 1008 Pickup yes $5,756 2 No
## 1009 z_SUV no $0 0 No
## 1010 z_SUV no $0 0 No
## 1011 Minivan no $0 0 No
## 1012 z_SUV no $0 0 No
## 1013 Minivan yes $0 0 No
## 1014 Minivan yes $0 0 No
## 1015 Minivan no $0 0 No
## 1016 z_SUV no $26,181 1 Yes
## 1017 Van no $0 0 Yes
## 1018 Sports Car no $2,791 3 No
## 1019 z_SUV no $30,300 1 Yes
## 1020 Minivan yes $0 0 No
## 1021 Panel Truck yes $0 0 No
## 1022 Minivan no $0 0 No
## 1023 Panel Truck yes $5,546 2 No
## 1024 Minivan yes $0 0 No
## 1025 z_SUV no $7,019 2 No
## 1026 Sports Car no $0 0 No
## 1027 Sports Car no $5,202 1 No
## 1028 Minivan no $0 0 No
## 1029 Sports Car no $0 0 No
## 1030 Minivan no $0 0 No
## 1031 Minivan no $0 0 No
## 1032 Pickup yes $0 0 No
## 1033 Minivan no $0 0 No
## 1034 Pickup no $12,714 2 Yes
## 1035 z_SUV no $925 1 No
## 1036 z_SUV no $0 0 No
## 1037 Pickup yes $0 0 No
## 1038 Pickup yes $0 0 No
## 1039 Van yes $0 0 No
## 1040 Panel Truck no $0 0 No
## 1041 z_SUV no $0 0 No
## 1042 z_SUV no $33,808 1 Yes
## 1043 z_SUV no $0 0 Yes
## 1044 z_SUV no $0 0 No
## 1045 Sports Car no $35,477 4 Yes
## 1046 Minivan no $0 0 No
## 1047 Panel Truck no $10,788 3 No
## 1048 Panel Truck no $3,884 2 No
## 1049 Pickup no $0 0 No
## 1050 Panel Truck yes $7,095 3 No
## 1051 z_SUV no $8,498 2 No
## 1052 Van no $8,303 2 No
## 1053 Minivan no $6,935 4 No
## 1054 Pickup yes $0 0 No
## 1055 Van yes $4,640 3 No
## 1056 Minivan yes $0 0 No
## 1057 z_SUV no $572 3 No
## 1058 Minivan yes $0 0 No
## 1059 z_SUV no $32,747 4 No
## 1060 Minivan yes $38,845 2 Yes
## 1061 z_SUV no $0 0 No
## 1062 Minivan no $5,999 2 Yes
## 1063 Van yes $9,469 2 No
## 1064 Minivan no $4,699 1 No
## 1065 Pickup no $0 0 No
## 1066 Panel Truck yes $0 0 No
## 1067 Panel Truck no $11,827 1 No
## 1068 Minivan no $8,007 1 No
## 1069 Minivan no $0 0 No
## 1070 Pickup yes $0 0 Yes
## 1071 z_SUV no $0 0 Yes
## 1072 z_SUV no $0 0 No
## 1073 Pickup no $0 0 No
## 1074 Pickup no $7,148 2 No
## 1075 Sports Car no $0 0 No
## 1076 z_SUV no $0 0 No
## 1077 Sports Car no $0 0 No
## 1078 Sports Car no $0 0 No
## 1079 Pickup no $0 0 Yes
## 1080 Van yes $0 0 No
## 1081 z_SUV no $5,954 3 No
## 1082 Minivan yes $6,840 3 No
## 1083 z_SUV no $0 0 No
## 1084 z_SUV no $5,970 3 No
## 1085 Sports Car no $4,367 2 No
## 1086 Pickup no $26,363 1 Yes
## 1087 Pickup no $0 0 No
## 1088 Pickup yes $0 0 Yes
## 1089 z_SUV no $7,675 2 No
## 1090 Minivan no $0 0 No
## 1091 Van yes $0 0 No
## 1092 Van no $0 0 No
## 1093 Minivan yes $0 0 No
## 1094 z_SUV no $0 0 No
## 1095 Pickup yes $0 0 Yes
## 1096 Minivan yes $6,297 2 No
## 1097 Minivan no $0 0 No
## 1098 z_SUV no $0 0 No
## 1099 z_SUV no $10,846 2 No
## 1100 Minivan yes $25,494 3 Yes
## 1101 Minivan yes $0 0 No
## 1102 z_SUV no $0 0 No
## 1103 Sports Car no $0 0 Yes
## 1104 z_SUV no $0 0 No
## 1105 Panel Truck no $0 0 No
## 1106 z_SUV no $0 0 No
## 1107 Van yes $0 0 No
## 1108 Van no $5,074 3 No
## 1109 Sports Car no $8,270 2 No
## 1110 z_SUV no $8,822 2 No
## 1111 Pickup yes $1,091 1 No
## 1112 Panel Truck no $5,788 3 No
## 1113 Sports Car no $0 0 No
## 1114 z_SUV no $4,832 2 No
## 1115 z_SUV no $0 0 No
## 1116 Minivan no $0 0 No
## 1117 z_SUV no $1,558 3 No
## 1118 Pickup no $2,361 3 No
## 1119 Minivan no $7,769 3 No
## 1120 z_SUV no $0 0 No
## 1121 z_SUV no $0 0 No
## 1122 Pickup no $0 0 Yes
## 1123 Minivan yes $0 0 No
## 1124 Minivan no $4,675 3 No
## 1125 z_SUV no $8,982 2 No
## 1126 Pickup yes $0 0 No
## 1127 Panel Truck yes $2,706 3 No
## 1128 Minivan no $0 0 No
## 1129 Minivan yes $0 0 No
## 1130 Minivan no $32,434 2 No
## 1131 z_SUV no $0 0 No
## 1132 Panel Truck yes $4,033 1 No
## 1133 Minivan no $7,373 3 Yes
## 1134 z_SUV no $0 0 No
## 1135 Pickup no $3,075 4 No
## 1136 Panel Truck yes $0 0 No
## 1137 z_SUV no $0 0 No
## 1138 z_SUV no $0 0 No
## 1139 Minivan yes $7,575 2 No
## 1140 Van yes $0 0 No
## 1141 Minivan no $0 0 No
## 1142 z_SUV no $0 0 No
## 1143 z_SUV no $0 0 No
## 1144 Panel Truck yes $4,006 1 No
## 1145 Pickup yes $995 3 No
## 1146 Pickup no $3,475 1 No
## 1147 Panel Truck yes $0 0 No
## 1148 Van no $1,975 3 No
## 1149 z_SUV no $0 0 Yes
## 1150 Van yes $0 0 No
## 1151 Minivan yes $0 0 Yes
## 1152 z_SUV no $4,156 1 Yes
## 1153 Sports Car no $0 0 No
## 1154 Sports Car no $5,906 2 No
## 1155 Pickup no $11,583 3 No
## 1156 Minivan yes $5,754 5 No
## 1157 z_SUV no $8,401 1 No
## 1158 Van yes $2,629 3 No
## 1159 Minivan yes $0 0 No
## 1160 Minivan no $0 0 No
## 1161 Minivan no $0 0 No
## 1162 Minivan no $5,996 3 No
## 1163 z_SUV no $6,662 1 No
## 1164 Sports Car no $0 0 No
## 1165 z_SUV no $0 0 No
## 1166 Pickup no $0 0 Yes
## 1167 Pickup no $0 0 No
## 1168 Sports Car no $0 0 No
## 1169 Van yes $956 2 No
## 1170 Sports Car no $0 0 No
## 1171 Pickup no $25,973 1 Yes
## 1172 Van no $639 3 No
## 1173 Pickup no $7,143 2 No
## 1174 Van no $3,809 2 No
## 1175 Pickup no $3,189 1 No
## 1176 Pickup no $0 0 No
## 1177 Minivan no $0 0 Yes
## 1178 Minivan no $0 0 No
## 1179 z_SUV no $0 0 No
## 1180 Sports Car no $0 0 No
## 1181 z_SUV no $0 0 No
## 1182 Sports Car no $8,080 1 Yes
## 1183 Minivan yes $3,850 1 No
## 1184 Panel Truck yes $8,207 1 No
## 1185 Sports Car no $0 0 Yes
## 1186 z_SUV no $0 0 No
## 1187 z_SUV no $0 0 No
## 1188 Sports Car no $0 0 No
## 1189 Van yes $2,269 3 No
## 1190 z_SUV no $0 0 No
## 1191 Van yes $8,054 2 No
## 1192 Sports Car no $0 0 No
## 1193 Minivan no $0 0 No
## 1194 Sports Car no $2,441 2 No
## 1195 Minivan no $0 0 No
## 1196 z_SUV no $0 0 No
## 1197 Van no $0 0 No
## 1198 z_SUV no $0 0 No
## 1199 Sports Car no $19,036 2 Yes
## 1200 Minivan no $1,105 2 No
## 1201 Minivan yes $8,698 1 No
## 1202 Pickup yes $23,176 1 No
## 1203 z_SUV no $0 0 No
## 1204 Minivan yes $1,943 3 No
## 1205 z_SUV no $0 0 Yes
## 1206 Minivan yes $0 0 No
## 1207 Sports Car no $21,939 2 Yes
## 1208 Minivan no $0 0 No
## 1209 Minivan no $30,986 2 Yes
## 1210 Minivan no $6,748 3 No
## 1211 z_SUV no $0 0 No
## 1212 Pickup no $2,799 2 No
## 1213 Panel Truck yes $4,718 2 No
## 1214 Minivan yes $0 0 No
## 1215 Sports Car no $0 0 No
## 1216 Minivan no $0 0 No
## 1217 Sports Car no $5,358 1 No
## 1218 Sports Car no $0 0 No
## 1219 z_SUV no $0 0 No
## 1220 z_SUV no $0 0 No
## 1221 z_SUV no $0 0 No
## 1222 z_SUV no $0 0 No
## 1223 z_SUV yes $30,646 1 Yes
## 1224 Minivan yes $2,969 1 No
## 1225 z_SUV no $0 0 Yes
## 1226 Minivan no $0 0 No
## 1227 z_SUV no $0 0 No
## 1228 Van no $0 0 No
## 1229 Pickup no $0 0 Yes
## 1230 Minivan no $5,584 3 No
## 1231 Van yes $4,538 1 No
## 1232 z_SUV no $0 0 No
## 1233 z_SUV no $0 0 No
## 1234 Pickup yes $21,063 1 Yes
## 1235 Minivan yes $0 0 No
## 1236 Minivan no $0 0 No
## 1237 Minivan no $0 0 No
## 1238 Sports Car yes $1,845 2 No
## 1239 Pickup no $0 0 No
## 1240 z_SUV no $0 0 No
## 1241 z_SUV no $35,012 3 Yes
## 1242 Pickup no $0 0 No
## 1243 Minivan no $0 0 No
## 1244 z_SUV no $1,230 3 No
## 1245 Pickup yes $5,735 1 No
## 1246 z_SUV no $5,161 1 No
## 1247 Minivan no $0 0 No
## 1248 Minivan yes $0 0 No
## 1249 z_SUV no $0 0 No
## 1250 Pickup yes $0 0 No
## 1251 Van yes $11,061 2 No
## 1252 z_SUV no $0 0 Yes
## 1253 Pickup no $0 0 No
## 1254 Panel Truck no $2,130 2 No
## 1255 Sports Car no $0 0 No
## 1256 z_SUV no $0 0 No
## 1257 z_SUV no $36,189 3 Yes
## 1258 Van yes $0 0 No
## 1259 Panel Truck yes $6,597 2 No
## 1260 z_SUV no $0 0 No
## 1261 Minivan no $4,927 2 No
## 1262 Pickup no $3,488 2 No
## 1263 Minivan no $0 0 No
## 1264 Minivan yes $5,476 3 No
## 1265 Van no $0 0 No
## 1266 Pickup no $0 0 No
## 1267 Pickup no $6,459 3 No
## 1268 Sports Car no $0 0 No
## 1269 z_SUV no $19,508 2 Yes
## 1270 Minivan yes $0 0 No
## 1271 Minivan yes $0 0 No
## 1272 Van yes $7,202 3 No
## 1273 Pickup no $0 0 No
## 1274 Panel Truck yes $0 0 No
## 1275 Minivan no $4,824 2 No
## 1276 Pickup no $0 0 No
## 1277 Panel Truck no $6,257 5 No
## 1278 Van yes $0 0 No
## 1279 Minivan yes $0 0 No
## 1280 Minivan no $7,310 3 No
## 1281 z_SUV no $7,727 3 Yes
## 1282 Panel Truck no $12,014 1 Yes
## 1283 Minivan no $22,887 2 No
## 1284 z_SUV no $37,932 2 Yes
## 1285 Pickup no $0 0 No
## 1286 z_SUV no $0 0 Yes
## 1287 z_SUV no $35,500 1 Yes
## 1288 Pickup yes $0 0 No
## 1289 Minivan yes $0 0 No
## 1290 z_SUV no $0 0 No
## 1291 Sports Car no $7,942 3 No
## 1292 Pickup no $0 0 No
## 1293 Minivan yes $0 0 No
## 1294 Minivan yes $0 0 Yes
## 1295 Minivan yes $10,353 3 No
## 1296 Panel Truck yes $5,169 2 No
## 1297 z_SUV no $0 0 No
## 1298 Minivan yes $5,296 2 No
## 1299 Pickup yes $6,193 1 No
## 1300 Van no $0 0 No
## 1301 Pickup no $0 0 No
## 1302 Sports Car no $0 0 No
## 1303 Pickup yes $0 0 No
## 1304 Panel Truck no $0 0 Yes
## 1305 Minivan yes $0 0 No
## 1306 Sports Car no $0 0 No
## 1307 Pickup no $0 0 No
## 1308 Sports Car no $9,377 2 No
## 1309 Minivan yes $0 0 No
## 1310 Sports Car no $0 0 No
## 1311 z_SUV no $5,194 3 No
## 1312 z_SUV no $0 0 No
## 1313 Pickup no $2,697 2 No
## 1314 Pickup no $0 0 No
## 1315 Panel Truck yes $0 0 No
## 1316 Minivan yes $0 0 No
## 1317 z_SUV no $10,878 1 No
## 1318 Van yes $0 0 No
## 1319 z_SUV no $0 0 No
## 1320 z_SUV no $0 0 Yes
## 1321 z_SUV no $0 0 No
## 1322 Pickup yes $9,111 2 No
## 1323 Sports Car no $0 0 No
## 1324 Minivan yes $0 0 No
## 1325 Sports Car no $0 0 Yes
## 1326 Van yes $4,962 3 No
## 1327 Van no $0 0 No
## 1328 z_SUV no $0 0 No
## 1329 Minivan no $0 0 No
## 1330 z_SUV no $0 0 No
## 1331 Panel Truck yes $0 0 No
## 1332 z_SUV no $3,176 2 No
## 1333 z_SUV no $0 0 No
## 1334 Minivan no $0 0 No
## 1335 z_SUV no $4,408 1 No
## 1336 Sports Car no $0 0 No
## 1337 z_SUV no $0 0 No
## 1338 Minivan no $0 0 No
## 1339 z_SUV no $0 0 No
## 1340 Sports Car no $3,314 2 No
## 1341 Minivan no $4,925 1 No
## 1342 z_SUV no $1,001 1 No
## 1343 Minivan yes $0 0 No
## 1344 Pickup yes $0 0 No
## 1345 Panel Truck no $1,119 1 No
## 1346 Pickup no $0 0 No
## 1347 Panel Truck yes $0 0 No
## 1348 Pickup yes $0 0 No
## 1349 z_SUV no $0 0 No
## 1350 Sports Car no $0 0 No
## 1351 Minivan no $23,381 1 No
## 1352 Sports Car no $4,732 2 No
## 1353 Sports Car no $47,712 1 Yes
## 1354 Panel Truck no $20,369 1 Yes
## 1355 Pickup yes $0 0 No
## 1356 z_SUV no $0 0 No
## 1357 Minivan no $0 0 No
## 1358 Minivan no $35,472 2 Yes
## 1359 Panel Truck no $0 0 No
## 1360 Panel Truck no $0 0 No
## 1361 Minivan no $0 0 No
## 1362 Minivan no $0 0 No
## 1363 z_SUV no $0 0 No
## 1364 Pickup no $0 0 No
## 1365 Minivan no $0 0 No
## 1366 Panel Truck no $1,203 3 No
## 1367 Minivan no $39,617 3 Yes
## 1368 Sports Car no $38,063 1 Yes
## 1369 Panel Truck no $2,215 3 No
## 1370 z_SUV no $2,907 2 No
## 1371 Pickup no $0 0 Yes
## 1372 Minivan yes $4,323 2 No
## 1373 Minivan no $0 0 No
## 1374 Sports Car yes $0 0 No
## 1375 Van no $6,998 1 No
## 1376 Pickup yes $5,893 1 No
## 1377 Van no $3,204 2 No
## 1378 Minivan no $2,838 1 No
## 1379 Minivan yes $0 0 No
## 1380 z_SUV no $0 0 No
## 1381 Minivan no $7,858 2 No
## 1382 Sports Car no $684 1 No
## 1383 Minivan yes $5,672 2 No
## 1384 z_SUV no $0 0 No
## 1385 z_SUV no $1,495 1 No
## 1386 Sports Car no $0 0 No
## 1387 Pickup yes $0 0 No
## 1388 z_SUV no $0 0 No
## 1389 Pickup no $0 0 No
## 1390 z_SUV no $0 0 No
## 1391 z_SUV no $6,524 2 No
## 1392 Minivan no $3,365 3 No
## 1393 z_SUV no $0 0 No
## 1394 Sports Car no $6,127 1 No
## 1395 z_SUV no $0 0 No
## 1396 Sports Car no $0 0 No
## 1397 Minivan yes $4,188 2 No
## 1398 Pickup yes $5,001 2 No
## 1399 Minivan no $5,091 2 No
## 1400 Minivan no $0 0 No
## 1401 Pickup yes $0 0 No
## 1402 Panel Truck yes $0 0 No
## 1403 z_SUV no $1,429 3 No
## 1404 Pickup no $32,418 1 Yes
## 1405 Minivan yes $6,819 2 No
## 1406 Minivan yes $2,015 2 No
## 1407 Minivan no $0 0 No
## 1408 z_SUV no $1,662 1 No
## 1409 Sports Car no $0 0 No
## 1410 Pickup yes $0 0 No
## 1411 z_SUV no $0 0 No
## 1412 Minivan no $0 0 No
## 1413 Sports Car no $0 0 No
## 1414 Van no $0 0 No
## 1415 Van no $0 0 No
## 1416 Pickup no $0 0 No
## 1417 z_SUV no $0 0 No
## 1418 Minivan no $0 0 No
## 1419 Minivan no $0 0 No
## 1420 Minivan yes $0 0 No
## 1421 Minivan no $0 0 No
## 1422 Sports Car no $2,667 2 No
## 1423 Minivan no $5,406 2 No
## 1424 Minivan no $2,053 3 No
## 1425 Minivan no $31,406 1 Yes
## 1426 Pickup no $4,955 1 No
## 1427 Minivan yes $0 0 No
## 1428 Sports Car no $0 0 No
## 1429 Sports Car no $0 0 No
## 1430 Panel Truck yes $0 0 No
## 1431 z_SUV no $0 0 Yes
## 1432 Van no $0 0 No
## 1433 Minivan no $0 0 No
## 1434 z_SUV no $0 0 No
## 1435 Minivan no $0 0 No
## 1436 z_SUV no $0 0 No
## 1437 Minivan yes $0 0 Yes
## 1438 Sports Car no $5,403 1 No
## 1439 Minivan yes $5,369 3 No
## 1440 Pickup no $0 0 No
## 1441 Pickup yes $0 0 No
## 1442 Pickup no $2,610 3 No
## 1443 Pickup yes $0 0 No
## 1444 Pickup no $0 0 No
## 1445 Panel Truck yes $0 0 No
## 1446 z_SUV no $0 0 No
## 1447 Panel Truck yes $8,052 1 No
## 1448 Pickup no $3,142 1 No
## 1449 Pickup no $2,026 3 No
## 1450 z_SUV no $0 0 No
## 1451 Pickup no $0 0 No
## 1452 z_SUV no $11,613 2 No
## 1453 Minivan no $0 0 No
## 1454 Panel Truck yes $0 0 No
## 1455 Minivan yes $0 0 No
## 1456 Panel Truck yes $0 0 No
## 1457 Pickup no $1,459 2 No
## 1458 Sports Car no $0 0 No
## 1459 z_SUV no $0 0 No
## 1460 Sports Car no $0 0 No
## 1461 Minivan no $0 0 No
## 1462 Panel Truck yes $0 0 No
## 1463 Van yes $0 0 No
## 1464 z_SUV no $0 0 Yes
## 1465 Minivan no $0 0 No
## 1466 Sports Car no $38,267 3 Yes
## 1467 z_SUV no $0 0 No
## 1468 Minivan no $0 0 No
## 1469 Van no $5,866 3 No
## 1470 z_SUV no $6,488 1 No
## 1471 Minivan yes $4,845 4 No
## 1472 z_SUV no $0 0 Yes
## 1473 Sports Car yes $0 0 No
## 1474 z_SUV no $8,112 4 No
## 1475 z_SUV no $0 0 No
## 1476 Minivan no $0 0 No
## 1477 z_SUV no $5,116 2 No
## 1478 Panel Truck yes $6,626 2 No
## 1479 Minivan yes $0 0 No
## 1480 Minivan no $0 0 No
## 1481 z_SUV no $1,225 3 No
## 1482 Minivan no $0 0 No
## 1483 Sports Car no $9,111 3 No
## 1484 z_SUV no $0 0 Yes
## 1485 z_SUV no $7,663 2 No
## 1486 Pickup no $0 0 No
## 1487 z_SUV no $0 0 No
## 1488 Sports Car no $0 0 No
## 1489 Pickup yes $965 2 No
## 1490 Minivan no $0 0 No
## 1491 Minivan yes $32,575 3 Yes
## 1492 z_SUV no $52,102 2 Yes
## 1493 z_SUV no $0 0 No
## 1494 Pickup yes $0 0 No
## 1495 Sports Car no $6,602 2 No
## 1496 Panel Truck no $0 0 No
## 1497 Panel Truck yes $26,118 1 No
## 1498 Pickup yes $0 0 No
## 1499 Minivan yes $0 0 No
## 1500 Minivan no $0 0 No
## 1501 Minivan yes $0 0 No
## 1502 z_SUV no $6,624 2 No
## 1503 Van no $0 0 Yes
## 1504 z_SUV no $6,195 2 No
## 1505 Pickup no $34,616 2 No
## 1506 z_SUV no $0 0 No
## 1507 z_SUV no $4,436 2 No
## 1508 z_SUV no $0 0 No
## 1509 Panel Truck no $5,689 2 No
## 1510 Van yes $9,484 4 No
## 1511 Pickup yes $0 0 No
## 1512 Panel Truck yes $0 0 No
## 1513 z_SUV no $0 0 No
## 1514 Panel Truck yes $0 0 No
## 1515 Panel Truck yes $8,898 1 No
## 1516 Panel Truck yes $5,841 2 No
## 1517 Minivan yes $0 0 No
## 1518 Pickup yes $0 0 Yes
## 1519 Pickup yes $4,914 3 No
## 1520 Pickup no $0 0 No
## 1521 z_SUV no $6,307 2 No
## 1522 Minivan yes $0 0 No
## 1523 Minivan no $0 0 No
## 1524 z_SUV no $0 0 No
## 1525 z_SUV no $0 0 No
## 1526 Sports Car no $2,714 2 No
## 1527 Sports Car no $7,013 2 No
## 1528 Sports Car no $3,152 2 No
## 1529 Van yes $25,208 2 Yes
## 1530 Sports Car no $4,444 2 No
## 1531 Pickup no $0 0 Yes
## 1532 Van yes $0 0 No
## 1533 Sports Car no $0 0 No
## 1534 Minivan yes $0 0 No
## 1535 z_SUV no $3,456 2 No
## 1536 z_SUV no $0 0 No
## 1537 z_SUV no $0 0 No
## 1538 Pickup no $38,664 2 Yes
## 1539 z_SUV no $3,073 1 No
## 1540 Sports Car no $12,192 3 No
## 1541 Minivan no $0 0 Yes
## 1542 z_SUV no $0 0 No
## 1543 z_SUV no $0 0 No
## 1544 Sports Car no $10,931 1 Yes
## 1545 Pickup yes $0 0 No
## 1546 Minivan no $0 0 No
## 1547 Minivan yes $0 0 Yes
## 1548 Minivan no $0 0 No
## 1549 z_SUV no $0 0 No
## 1550 z_SUV no $0 0 No
## 1551 Van no $0 0 No
## 1552 Van yes $0 0 No
## 1553 Minivan no $2,858 3 No
## 1554 z_SUV no $959 1 No
## 1555 Minivan yes $0 0 No
## 1556 Minivan no $0 0 No
## 1557 Panel Truck yes $26,992 2 No
## 1558 z_SUV no $0 0 No
## 1559 z_SUV no $7,635 3 No
## 1560 Sports Car no $38,411 1 Yes
## 1561 z_SUV no $7,503 2 No
## 1562 Panel Truck no $21,880 2 Yes
## 1563 Pickup no $1,058 2 No
## 1564 Pickup no $0 0 No
## 1565 Van yes $0 0 No
## 1566 z_SUV no $0 0 Yes
## 1567 Pickup no $0 0 No
## 1568 z_SUV no $4,053 3 No
## 1569 Panel Truck no $5,053 2 No
## 1570 z_SUV no $2,882 2 No
## 1571 z_SUV no $0 0 No
## 1572 Van no $0 0 No
## 1573 Minivan yes $0 0 No
## 1574 Minivan no $4,372 3 No
## 1575 Minivan no $0 0 No
## 1576 Minivan no $5,047 1 No
## 1577 Panel Truck yes $0 0 No
## 1578 Pickup no $0 0 No
## 1579 z_SUV no $0 0 No
## 1580 Panel Truck yes $0 0 No
## 1581 Van no $6,348 1 No
## 1582 Pickup yes $0 0 No
## 1583 z_SUV no $0 0 No
## 1584 Panel Truck yes $0 0 No
## 1585 Minivan yes $0 0 No
## 1586 Minivan no $0 0 Yes
## 1587 Minivan no $0 0 No
## 1588 z_SUV no $20,337 2 Yes
## 1589 Minivan no $0 0 No
## 1590 Van yes $0 0 No
## 1591 Pickup yes $783 3 No
## 1592 Pickup yes $2,723 1 No
## 1593 Minivan no $22,305 3 No
## 1594 Minivan yes $0 0 No
## 1595 Pickup yes $0 0 No
## 1596 Minivan yes $4,751 3 No
## 1597 Pickup yes $0 0 No
## 1598 Pickup no $35,106 3 No
## 1599 Pickup no $10,727 1 No
## 1600 Pickup no $0 0 Yes
## 1601 Sports Car no $815 1 No
## 1602 Minivan yes $13,415 3 No
## 1603 z_SUV no $3,552 3 No
## 1604 z_SUV no $1,186 2 No
## 1605 Minivan yes $8,292 1 No
## 1606 Panel Truck yes $0 0 Yes
## 1607 Minivan no $0 0 No
## 1608 Minivan yes $0 0 No
## 1609 Pickup no $0 0 No
## 1610 Pickup yes $16,558 1 Yes
## 1611 z_SUV no $4,631 1 No
## 1612 Van no $0 0 No
## 1613 Van no $31,672 3 No
## 1614 Pickup no $0 0 No
## 1615 Panel Truck yes $0 0 No
## 1616 Pickup no $40,648 3 Yes
## 1617 z_SUV no $0 0 No
## 1618 Pickup yes $2,702 1 No
## 1619 Sports Car no $0 0 No
## 1620 z_SUV no $10,782 3 No
## 1621 Pickup no $1,176 2 No
## 1622 z_SUV no $0 0 No
## 1623 z_SUV no $0 0 No
## 1624 z_SUV no $32,996 1 No
## 1625 Minivan yes $5,556 1 No
## 1626 Panel Truck yes $1,401 1 No
## 1627 Sports Car no $0 0 No
## 1628 Sports Car no $0 0 No
## 1629 Pickup no $1,551 3 No
## 1630 Pickup yes $7,654 2 No
## 1631 Pickup no $0 0 No
## 1632 Sports Car no $8,598 1 No
## 1633 z_SUV no $0 0 No
## 1634 Pickup yes $7,684 2 No
## 1635 Minivan no $0 0 Yes
## 1636 Minivan yes $6,748 3 No
## 1637 z_SUV no $3,396 3 No
## 1638 z_SUV no $0 0 No
## 1639 z_SUV no $0 0 Yes
## 1640 z_SUV no $0 0 No
## 1641 Van yes $0 0 No
## 1642 z_SUV no $0 0 No
## 1643 Pickup no $0 0 No
## 1644 Van yes $0 0 No
## 1645 z_SUV no $0 0 No
## 1646 Minivan yes $0 0 No
## 1647 z_SUV yes $0 0 No
## 1648 Minivan no $4,778 3 No
## 1649 Pickup no $0 0 No
## 1650 Sports Car no $0 0 No
## 1651 Pickup yes $0 0 No
## 1652 Minivan no $0 0 No
## 1653 Sports Car no $1,810 1 No
## 1654 Minivan yes $0 0 No
## 1655 Pickup yes $40,386 1 No
## 1656 Panel Truck yes $0 0 No
## 1657 Minivan yes $0 0 No
## 1658 Minivan yes $0 0 No
## 1659 z_SUV no $0 0 No
## 1660 Minivan no $0 0 No
## 1661 Sports Car no $7,898 2 No
## 1662 Van yes $7,908 1 No
## 1663 Minivan no $30,254 3 Yes
## 1664 Minivan no $7,865 4 No
## 1665 z_SUV no $20,731 1 Yes
## 1666 Panel Truck yes $0 0 No
## 1667 Pickup no $11,409 1 No
## 1668 z_SUV no $0 0 No
## 1669 z_SUV no $30,081 1 Yes
## 1670 z_SUV no $0 0 No
## 1671 z_SUV no $3,553 3 No
## 1672 Panel Truck yes $45,436 2 Yes
## 1673 Pickup yes $1,602 2 No
## 1674 Pickup no $0 0 No
## 1675 Pickup no $0 0 No
## 1676 Pickup no $0 0 No
## 1677 Minivan no $0 0 No
## 1678 Panel Truck no $8,938 2 No
## 1679 Van yes $31,227 2 No
## 1680 Van no $3,253 1 No
## 1681 Minivan yes $0 0 No
## 1682 Sports Car no $5,540 2 No
## 1683 z_SUV no $5,808 1 No
## 1684 Minivan no $4,848 3 No
## 1685 z_SUV no $0 0 No
## 1686 z_SUV no $800 3 No
## 1687 Pickup no $0 0 No
## 1688 Van yes $0 0 No
## 1689 Pickup no $0 0 No
## 1690 Minivan no $0 0 No
## 1691 Sports Car no $0 0 No
## 1692 Panel Truck yes $0 0 No
## 1693 Minivan no $0 0 No
## 1694 Panel Truck no $2,243 3 No
## 1695 z_SUV no $8,272 2 No
## 1696 Sports Car no $3,521 1 No
## 1697 z_SUV no $0 0 Yes
## 1698 Minivan no $0 0 Yes
## 1699 Sports Car no $30,378 1 Yes
## 1700 Panel Truck no $0 0 No
## 1701 Sports Car yes $41,794 3 Yes
## 1702 Pickup yes $0 0 No
## 1703 Sports Car yes $0 0 No
## 1704 Sports Car no $9,637 1 No
## 1705 Van no $0 0 No
## 1706 Panel Truck yes $0 0 No
## 1707 z_SUV no $4,338 2 No
## 1708 Minivan no $0 0 No
## 1709 Sports Car yes $14,584 2 Yes
## 1710 Pickup no $0 0 No
## 1711 Pickup yes $3,761 3 No
## 1712 z_SUV no $0 0 No
## 1713 z_SUV no $3,002 1 No
## 1714 Minivan yes $1,620 1 No
## 1715 z_SUV no $30,520 1 No
## 1716 Minivan yes $0 0 No
## 1717 Panel Truck yes $0 0 No
## 1718 Pickup no $0 0 No
## 1719 z_SUV no $1,427 1 No
## 1720 Pickup no $0 0 No
## 1721 Pickup no $0 0 No
## 1722 Pickup yes $0 0 No
## 1723 Pickup no $5,556 4 No
## 1724 Van yes $0 0 No
## 1725 z_SUV no $8,861 4 No
## 1726 Minivan no $0 0 No
## 1727 Pickup yes $0 0 No
## 1728 Pickup no $0 0 No
## 1729 Pickup yes $3,654 2 No
## 1730 z_SUV no $7,998 1 No
## 1731 Sports Car no $2,897 2 No
## 1732 Minivan yes $0 0 No
## 1733 z_SUV no $0 0 No
## 1734 Minivan no $0 0 Yes
## 1735 z_SUV no $0 0 No
## 1736 Minivan yes $0 0 No
## 1737 Pickup yes $0 0 No
## 1738 z_SUV no $4,091 1 No
## 1739 Minivan no $0 0 No
## 1740 Panel Truck yes $0 0 No
## 1741 Sports Car no $30,099 3 Yes
## 1742 z_SUV no $6,949 1 No
## 1743 z_SUV no $0 0 No
## 1744 z_SUV no $0 0 No
## 1745 Sports Car no $0 0 No
## 1746 Van no $0 0 No
## 1747 Sports Car no $0 0 No
## 1748 Minivan no $0 0 No
## 1749 Pickup no $27,667 1 Yes
## 1750 Minivan yes $0 0 No
## 1751 z_SUV no $0 0 Yes
## 1752 Van no $0 0 Yes
## 1753 Van yes $0 0 No
## 1754 z_SUV no $11,564 2 No
## 1755 z_SUV no $0 0 No
## 1756 Panel Truck yes $0 0 No
## 1757 Minivan no $0 0 No
## 1758 z_SUV no $28,959 1 Yes
## 1759 Pickup no $0 0 Yes
## 1760 Minivan yes $8,762 1 No
## 1761 Minivan no $0 0 No
## 1762 z_SUV no $0 0 No
## 1763 Minivan yes $0 0 Yes
## 1764 Minivan no $0 0 No
## 1765 Minivan no $51,188 2 Yes
## 1766 Pickup no $32,063 2 Yes
## 1767 Sports Car no $0 0 No
## 1768 z_SUV no $0 0 No
## 1769 z_SUV no $0 0 No
## 1770 z_SUV no $0 0 No
## 1771 Panel Truck yes $0 0 No
## 1772 Sports Car no $3,884 2 No
## 1773 z_SUV yes $1,465 2 No
## 1774 Panel Truck no $19,644 2 Yes
## 1775 Pickup yes $0 0 No
## 1776 Minivan no $0 0 No
## 1777 Sports Car no $8,487 2 No
## 1778 Sports Car no $504 1 No
## 1779 Pickup yes $0 0 Yes
## 1780 Minivan no $6,815 1 No
## 1781 Panel Truck yes $0 0 No
## 1782 Panel Truck no $0 0 No
## 1783 Minivan yes $7,825 3 No
## 1784 z_SUV no $35,062 2 Yes
## 1785 Pickup yes $3,149 2 No
## 1786 z_SUV no $0 0 No
## 1787 Panel Truck yes $35,371 3 Yes
## 1788 Minivan no $0 0 No
## 1789 z_SUV no $0 0 Yes
## 1790 Pickup no $0 0 No
## 1791 Pickup no $7,054 1 No
## 1792 Pickup no $0 0 No
## 1793 z_SUV no $8,079 2 No
## 1794 Sports Car no $1,468 1 No
## 1795 Pickup no $0 0 No
## 1796 z_SUV no $0 0 No
## 1797 Sports Car no $0 0 No
## 1798 Minivan yes $0 0 No
## 1799 z_SUV no $0 0 No
## 1800 z_SUV no $21,383 2 No
## 1801 Minivan no $6,784 2 No
## 1802 Pickup yes $2,752 1 No
## 1803 Minivan no $0 0 No
## 1804 Minivan yes $0 0 No
## 1805 z_SUV no $32,281 1 No
## 1806 z_SUV no $0 0 No
## 1807 z_SUV no $4,885 3 No
## 1808 Pickup yes $0 0 No
## 1809 Pickup yes $0 0 No
## 1810 Panel Truck no $0 0 No
## 1811 z_SUV no $0 0 No
## 1812 z_SUV no $0 0 No
## 1813 Minivan no $6,902 2 Yes
## 1814 z_SUV no $7,926 3 No
## 1815 Sports Car no $0 0 No
## 1816 Sports Car no $0 0 No
## 1817 Minivan yes $943 2 No
## 1818 z_SUV no $0 0 Yes
## 1819 Minivan no $0 0 No
## 1820 z_SUV no $3,964 1 No
## 1821 Minivan yes $0 0 No
## 1822 Minivan yes $5,960 1 No
## 1823 z_SUV no $0 0 Yes
## 1824 z_SUV no $0 0 No
## 1825 Van no $2,169 1 No
## 1826 Sports Car no $1,348 2 No
## 1827 Minivan no $3,721 3 No
## 1828 Pickup yes $0 0 No
## 1829 Minivan no $0 0 No
## 1830 Sports Car no $7,460 1 No
## 1831 Sports Car no $0 0 No
## 1832 z_SUV no $5,854 1 No
## 1833 Minivan yes $8,271 3 No
## 1834 z_SUV no $1,018 1 No
## 1835 Pickup no $26,433 3 Yes
## 1836 Van no $0 0 No
## 1837 Minivan yes $0 0 No
## 1838 Sports Car no $0 0 Yes
## 1839 z_SUV no $0 0 No
## 1840 Pickup no $2,981 2 No
## 1841 z_SUV no $0 0 No
## 1842 Minivan yes $0 0 No
## 1843 Pickup no $10,780 2 No
## 1844 Van no $0 0 No
## 1845 Panel Truck no $0 0 No
## 1846 Van no $0 0 No
## 1847 Minivan yes $0 0 No
## 1848 Van no $0 0 No
## 1849 Sports Car no $0 0 No
## 1850 z_SUV no $0 0 No
## 1851 z_SUV no $3,731 1 No
## 1852 Minivan yes $0 0 No
## 1853 Panel Truck no $0 0 No
## 1854 Minivan no $0 0 No
## 1855 Minivan no $0 0 No
## 1856 z_SUV no $0 0 No
## 1857 Minivan yes $0 0 No
## 1858 Minivan no $5,994 2 No
## 1859 Pickup no $0 0 Yes
## 1860 Minivan no $0 0 No
## 1861 Minivan no $7,102 3 No
## 1862 z_SUV no $0 0 No
## 1863 Sports Car no $7,465 1 No
## 1864 Pickup yes $0 0 No
## 1865 Sports Car no $0 0 No
## 1866 z_SUV no $0 0 No
## 1867 Minivan yes $2,983 1 No
## 1868 z_SUV no $0 0 No
## 1869 Van yes $1,644 3 No
## 1870 z_SUV no $2,490 2 No
## 1871 Sports Car no $3,641 1 No
## 1872 Sports Car no $6,633 4 No
## 1873 z_SUV no $0 0 No
## 1874 Minivan no $2,935 1 No
## 1875 Pickup no $0 0 No
## 1876 z_SUV no $0 0 No
## 1877 Minivan yes $0 0 No
## 1878 Minivan yes $3,359 3 No
## 1879 Pickup no $1,412 3 No
## 1880 Pickup no $0 0 No
## 1881 z_SUV no $0 0 No
## 1882 Van no $0 0 No
## 1883 Minivan no $0 0 No
## 1884 Pickup yes $0 0 No
## 1885 Sports Car no $0 0 Yes
## 1886 z_SUV no $0 0 No
## 1887 Pickup yes $0 0 Yes
## 1888 Minivan no $5,495 1 No
## 1889 Minivan yes $0 0 No
## 1890 Panel Truck yes $9,784 2 No
## 1891 z_SUV no $0 0 No
## 1892 z_SUV no $2,960 3 No
## 1893 z_SUV no $0 0 No
## 1894 Minivan yes $0 0 No
## 1895 Van yes $8,176 2 No
## 1896 Sports Car no $0 0 No
## 1897 Minivan no $5,128 2 No
## 1898 Panel Truck yes $5,447 3 No
## 1899 Minivan yes $0 0 No
## 1900 z_SUV no $20,134 2 Yes
## 1901 Panel Truck yes $0 0 No
## 1902 Panel Truck no $0 0 No
## 1903 z_SUV no $0 0 No
## 1904 z_SUV no $525 1 No
## 1905 z_SUV no $7,902 1 No
## 1906 Minivan yes $0 0 No
## 1907 Pickup no $0 0 No
## 1908 Minivan yes $39,058 2 No
## 1909 Minivan no $0 0 No
## 1910 z_SUV no $1,320 2 No
## 1911 z_SUV yes $7,191 1 No
## 1912 z_SUV no $0 0 No
## 1913 Minivan no $0 0 No
## 1914 Van no $0 0 No
## 1915 z_SUV no $0 0 Yes
## 1916 Sports Car no $7,236 3 No
## 1917 Sports Car no $0 0 No
## 1918 Pickup yes $0 0 No
## 1919 z_SUV no $0 0 No
## 1920 z_SUV no $4,285 2 No
## 1921 Minivan yes $0 0 No
## 1922 z_SUV no $0 0 Yes
## 1923 Minivan yes $0 0 No
## 1924 z_SUV no $28,499 2 Yes
## 1925 z_SUV no $0 0 Yes
## 1926 Minivan no $0 0 No
## 1927 z_SUV no $4,451 2 No
## 1928 Minivan no $0 0 No
## 1929 z_SUV no $0 0 No
## 1930 Minivan no $0 0 No
## 1931 Minivan yes $0 0 No
## 1932 Minivan no $0 0 No
## 1933 Minivan no $33,999 1 Yes
## 1934 Panel Truck yes $4,101 4 No
## 1935 Panel Truck no $0 0 No
## 1936 Sports Car no $9,171 1 No
## 1937 Sports Car no $0 0 No
## 1938 Minivan no $0 0 No
## 1939 Van yes $2,758 1 No
## 1940 Pickup no $0 0 No
## 1941 Sports Car no $0 0 No
## 1942 Van yes $0 0 No
## 1943 Minivan no $0 0 No
## 1944 z_SUV no $0 0 No
## 1945 Sports Car no $0 0 No
## 1946 z_SUV no $5,442 2 No
## 1947 Sports Car no $27,582 4 No
## 1948 Van no $0 0 No
## 1949 Sports Car no $19,425 1 Yes
## 1950 Pickup yes $0 0 No
## 1951 Van no $1,957 3 No
## 1952 Van yes $0 0 No
## 1953 z_SUV no $5,787 1 No
## 1954 Van yes $6,730 2 No
## 1955 Van yes $0 0 No
## 1956 Pickup no $3,736 2 No
## 1957 Pickup no $0 0 No
## 1958 z_SUV no $0 0 No
## 1959 Sports Car no $6,856 3 No
## 1960 Pickup yes $0 0 No
## 1961 Sports Car no $0 0 No
## 1962 Van no $0 0 No
## 1963 Sports Car no $0 0 No
## 1964 z_SUV no $0 0 No
## 1965 Minivan no $0 0 No
## 1966 Minivan no $0 0 No
## 1967 z_SUV no $0 0 No
## 1968 z_SUV no $0 0 No
## 1969 Minivan no $0 0 No
## 1970 Minivan yes $0 0 No
## 1971 Pickup no $0 0 No
## 1972 z_SUV no $0 0 No
## 1973 Sports Car no $0 0 Yes
## 1974 Minivan yes $0 0 Yes
## 1975 Pickup no $0 0 No
## 1976 Pickup yes $0 0 No
## 1977 Pickup no $0 0 No
## 1978 Minivan no $4,394 1 No
## 1979 Pickup yes $7,076 4 No
## 1980 z_SUV no $0 0 No
## 1981 Sports Car no $0 0 No
## 1982 Pickup yes $7,014 3 No
## 1983 Panel Truck yes $0 0 No
## 1984 Sports Car no $3,804 2 No
## 1985 Minivan yes $9,818 3 No
## 1986 Van yes $0 0 No
## 1987 Sports Car no $0 0 No
## 1988 Pickup no $0 0 No
## 1989 Pickup no $0 0 No
## 1990 Pickup yes $37,481 2 No
## 1991 Minivan no $0 0 No
## 1992 z_SUV no $20,372 3 Yes
## 1993 Minivan no $892 4 No
## 1994 Van no $4,925 1 No
## 1995 Sports Car no $0 0 No
## 1996 Pickup no $0 0 No
## 1997 Panel Truck yes $1,839 2 No
## 1998 z_SUV no $1,037 3 No
## 1999 Pickup no $0 0 Yes
## 2000 Minivan no $3,916 1 No
## 2001 z_SUV no $864 3 No
## 2002 z_SUV no $0 0 No
## 2003 Sports Car no $8,156 2 No
## 2004 Minivan no $0 0 No
## 2005 Pickup yes $3,774 2 No
## 2006 Pickup no $9,119 3 No
## 2007 Minivan yes $15,724 2 Yes
## 2008 Pickup no $0 0 No
## 2009 Sports Car no $0 0 No
## 2010 z_SUV no $4,428 2 No
## 2011 Pickup no $0 0 No
## 2012 Minivan no $0 0 No
## 2013 Sports Car no $2,602 3 No
## 2014 Minivan no $0 0 No
## 2015 Panel Truck yes $9,937 1 No
## 2016 Minivan yes $4,451 2 No
## 2017 Minivan no $0 0 No
## 2018 z_SUV no $13,538 3 Yes
## 2019 Panel Truck yes $4,674 4 No
## 2020 Minivan no $0 0 No
## 2021 z_SUV no $0 0 No
## 2022 Van yes $615 1 No
## 2023 z_SUV no $0 0 No
## 2024 Sports Car no $3,868 1 No
## 2025 z_SUV no $19,618 4 Yes
## 2026 Sports Car no $0 0 No
## 2027 z_SUV no $0 0 No
## 2028 Minivan yes $0 0 No
## 2029 Minivan yes $0 0 No
## 2030 z_SUV no $0 0 No
## 2031 Sports Car no $0 0 No
## 2032 z_SUV no $8,125 3 No
## 2033 z_SUV no $0 0 No
## 2034 Sports Car no $0 0 No
## 2035 Minivan no $1,597 2 Yes
## 2036 z_SUV no $0 0 No
## 2037 z_SUV no $4,957 1 No
## 2038 z_SUV no $0 0 No
## 2039 Sports Car no $6,953 1 No
## 2040 Sports Car no $0 0 Yes
## 2041 z_SUV no $0 0 No
## 2042 Panel Truck yes $0 0 No
## 2043 Minivan no $5,344 3 No
## 2044 Panel Truck no $3,862 3 No
## 2045 z_SUV no $0 0 No
## 2046 Pickup no $0 0 No
## 2047 z_SUV no $0 0 No
## 2048 z_SUV no $0 0 No
## 2049 Panel Truck no $0 0 No
## 2050 Panel Truck yes $0 0 No
## 2051 Pickup yes $0 0 No
## 2052 Pickup no $0 0 No
## 2053 Panel Truck yes $5,715 2 No
## 2054 Minivan yes $0 0 No
## 2055 Minivan yes $3,494 2 No
## 2056 z_SUV no $0 0 No
## 2057 Minivan yes $4,609 2 No
## 2058 Minivan no $0 0 Yes
## 2059 Minivan no $0 0 No
## 2060 Sports Car no $7,551 1 No
## 2061 z_SUV no $0 0 Yes
## 2062 Sports Car no $0 0 No
## 2063 z_SUV no $25,033 1 Yes
## 2064 Pickup yes $1,794 2 No
## 2065 Minivan no $0 0 Yes
## 2066 Pickup no $0 0 No
## 2067 Panel Truck yes $0 0 No
## 2068 z_SUV no $3,224 2 Yes
## 2069 z_SUV no $3,685 3 No
## 2070 Minivan no $0 0 No
## 2071 Van no $0 0 No
## 2072 z_SUV no $0 0 No
## 2073 Panel Truck no $0 0 No
## 2074 Minivan yes $0 0 No
## 2075 Van no $0 0 No
## 2076 Panel Truck yes $0 0 No
## 2077 z_SUV no $0 0 No
## 2078 z_SUV no $0 0 No
## 2079 z_SUV no $0 0 No
## 2080 Pickup no $0 0 No
## 2081 z_SUV no $0 0 No
## 2082 Minivan no $2,577 4 No
## 2083 Pickup no $0 0 No
## 2084 Pickup no $0 0 No
## 2085 z_SUV no $0 0 No
## 2086 z_SUV no $0 0 No
## 2087 z_SUV no $0 0 No
## 2088 z_SUV no $4,432 1 No
## 2089 Minivan no $0 0 Yes
## 2090 z_SUV no $5,468 2 No
## 2091 Pickup yes $7,792 3 No
## 2092 z_SUV no $0 0 No
## 2093 z_SUV no $977 1 No
## 2094 Panel Truck yes $0 0 No
## 2095 Pickup yes $27,883 2 No
## 2096 z_SUV no $43,599 2 Yes
## 2097 Van no $0 0 No
## 2098 z_SUV no $5,890 2 No
## 2099 Panel Truck no $6,517 1 No
## 2100 z_SUV no $1,035 3 No
## 2101 Pickup no $4,215 3 No
## 2102 z_SUV no $4,327 3 No
## 2103 Sports Car no $14,850 3 Yes
## 2104 Minivan no $3,031 2 No
## 2105 Panel Truck yes $0 0 No
## 2106 z_SUV no $0 0 No
## 2107 Sports Car no $0 0 No
## 2108 Pickup no $0 0 No
## 2109 Minivan no $0 0 Yes
## 2110 Van yes $0 0 No
## 2111 z_SUV no $4,792 1 No
## 2112 Minivan yes $0 0 No
## 2113 Pickup yes $7,104 4 No
## 2114 z_SUV no $0 0 No
## 2115 Sports Car no $0 0 No
## 2116 Pickup no $0 0 No
## 2117 z_SUV no $30,328 2 No
## 2118 Minivan no $3,846 1 No
## 2119 Pickup yes $12,751 3 Yes
## 2120 z_SUV no $0 0 No
## 2121 Minivan no $35,324 1 No
## 2122 Minivan no $3,519 1 No
## 2123 z_SUV no $5,208 3 No
## 2124 Minivan no $5,071 1 No
## 2125 Minivan no $0 0 No
## 2126 Sports Car no $0 0 No
## 2127 Minivan no $3,547 2 No
## 2128 Panel Truck no $0 0 No
## 2129 Van no $0 0 No
## 2130 z_SUV no $0 0 No
## 2131 Van yes $0 0 No
## 2132 Panel Truck no $0 0 No
## 2133 z_SUV no $0 0 No
## 2134 z_SUV no $44,376 1 Yes
## 2135 z_SUV no $10,137 1 No
## 2136 Minivan yes $0 0 No
## 2137 Sports Car no $20,519 1 Yes
## 2138 Minivan no $0 0 No
## 2139 Sports Car no $0 0 No
## 2140 Panel Truck no $3,995 3 No
## 2141 z_SUV no $0 0 No
## data.MVR_PTS data.CAR_AGE data.URBANICITY data.INCOME_bins
## 1 2 10 Highly Urban/ Urban 1
## 2 2 1 Highly Urban/ Urban 1
## 3 0 10 z_Highly Rural/ Rural 1
## 4 0 4 z_Highly Rural/ Rural 1
## 5 4 1 Highly Urban/ Urban 2
## 6 2 12 Highly Urban/ Urban 1
## 7 0 1 Highly Urban/ Urban 1
## 8 5 8 Highly Urban/ Urban 1
## 9 0 9 z_Highly Rural/ Rural 1
## 10 3 1 Highly Urban/ Urban 1
## 11 2 11 z_Highly Rural/ Rural 1
## 12 2 1 Highly Urban/ Urban 1
## 13 0 8 Highly Urban/ Urban 1
## 14 2 16 Highly Urban/ Urban 1
## 15 0 1 z_Highly Rural/ Rural 1
## 16 4 4 Highly Urban/ Urban 1
## 17 8 8 Highly Urban/ Urban 1
## 18 1 17 Highly Urban/ Urban 1
## 19 2 7 Highly Urban/ Urban 1
## 20 2 12 Highly Urban/ Urban 1
## 21 5 6 z_Highly Rural/ Rural 1
## 22 0 8 Highly Urban/ Urban 1
## 23 2 9 Highly Urban/ Urban 1
## 24 0 1 Highly Urban/ Urban 1
## 25 3 7 Highly Urban/ Urban 1
## 26 0 1 Highly Urban/ Urban 1
## 27 4 15 Highly Urban/ Urban 1
## 28 3 1 Highly Urban/ Urban 1
## 29 2 1 Highly Urban/ Urban 2
## 30 0 8 Highly Urban/ Urban 1
## 31 0 15 Highly Urban/ Urban 1
## 32 1 8 Highly Urban/ Urban 1
## 33 4 17 Highly Urban/ Urban 2
## 34 2 14 Highly Urban/ Urban 1
## 35 0 1 Highly Urban/ Urban 1
## 36 1 1 z_Highly Rural/ Rural 1
## 37 1 8 Highly Urban/ Urban 1
## 38 4 9 Highly Urban/ Urban 1
## 39 0 17 Highly Urban/ Urban 1
## 40 8 1 Highly Urban/ Urban 1
## 41 2 16 Highly Urban/ Urban 1
## 42 4 1 Highly Urban/ Urban 1
## 43 2 19 z_Highly Rural/ Rural 2
## 44 5 1 Highly Urban/ Urban 1
## 45 0 13 z_Highly Rural/ Rural 1
## 46 0 10 Highly Urban/ Urban 1
## 47 0 10 Highly Urban/ Urban 2
## 48 2 10 Highly Urban/ Urban 1
## 49 0 6 z_Highly Rural/ Rural 2
## 50 0 8 Highly Urban/ Urban 1
## 51 0 23 Highly Urban/ Urban 2
## 52 5 8 Highly Urban/ Urban 2
## 53 7 1 Highly Urban/ Urban 1
## 54 1 12 Highly Urban/ Urban 2
## 55 5 6 z_Highly Rural/ Rural 1
## 56 0 3 Highly Urban/ Urban 2
## 57 4 20 Highly Urban/ Urban 1
## 58 6 14 Highly Urban/ Urban 1
## 59 0 14 Highly Urban/ Urban 1
## 60 1 1 Highly Urban/ Urban 1
## 61 0 14 z_Highly Rural/ Rural 1
## 62 1 10 Highly Urban/ Urban 2
## 63 1 21 Highly Urban/ Urban 2
## 64 6 8 Highly Urban/ Urban 1
## 65 0 7 Highly Urban/ Urban 2
## 66 1 13 Highly Urban/ Urban 1
## 67 9 7 Highly Urban/ Urban 1
## 68 7 1 Highly Urban/ Urban 1
## 69 0 15 Highly Urban/ Urban 1
## 70 0 7 z_Highly Rural/ Rural 1
## 71 0 8 Highly Urban/ Urban 2
## 72 4 7 Highly Urban/ Urban 2
## 73 5 8 Highly Urban/ Urban 1
## 74 0 10 Highly Urban/ Urban 1
## 75 6 10 Highly Urban/ Urban 2
## 76 0 13 Highly Urban/ Urban 2
## 77 3 8 Highly Urban/ Urban 2
## 78 3 18 Highly Urban/ Urban 2
## 79 0 1 Highly Urban/ Urban 1
## 80 0 1 z_Highly Rural/ Rural 1
## 81 0 6 Highly Urban/ Urban 1
## 82 3 1 Highly Urban/ Urban 2
## 83 3 9 Highly Urban/ Urban 2
## 84 1 1 z_Highly Rural/ Rural 1
## 85 0 4 Highly Urban/ Urban 1
## 86 6 6 Highly Urban/ Urban 1
## 87 0 7 Highly Urban/ Urban 1
## 88 0 18 Highly Urban/ Urban 1
## 89 0 16 Highly Urban/ Urban 1
## 90 8 1 Highly Urban/ Urban 1
## 91 0 13 Highly Urban/ Urban 2
## 92 2 1 z_Highly Rural/ Rural 1
## 93 0 22 Highly Urban/ Urban 1
## 94 2 12 Highly Urban/ Urban 2
## 95 1 8 z_Highly Rural/ Rural 1
## 96 1 10 Highly Urban/ Urban 2
## 97 0 11 z_Highly Rural/ Rural 1
## 98 0 1 Highly Urban/ Urban 1
## 99 2 17 Highly Urban/ Urban 2
## 100 0 1 Highly Urban/ Urban 2
## 101 0 6 Highly Urban/ Urban 1
## 102 0 1 Highly Urban/ Urban 1
## 103 5 1 Highly Urban/ Urban 1
## 104 3 8 Highly Urban/ Urban 2
## 105 1 6 Highly Urban/ Urban 1
## 106 0 7 Highly Urban/ Urban 2
## 107 0 8 Highly Urban/ Urban 1
## 108 1 7 z_Highly Rural/ Rural 1
## 109 3 6 Highly Urban/ Urban 2
## 110 0 8 Highly Urban/ Urban 2
## 111 0 1 Highly Urban/ Urban 1
## 112 2 11 z_Highly Rural/ Rural 1
## 113 5 1 Highly Urban/ Urban 2
## 114 4 11 Highly Urban/ Urban 1
## 115 2 8 Highly Urban/ Urban 1
## 116 0 1 z_Highly Rural/ Rural 1
## 117 0 8 z_Highly Rural/ Rural 1
## 118 7 1 Highly Urban/ Urban 1
## 119 1 9 Highly Urban/ Urban 1
## 120 0 9 Highly Urban/ Urban 2
## 121 0 8 z_Highly Rural/ Rural 1
## 122 5 1 Highly Urban/ Urban 1
## 123 0 9 Highly Urban/ Urban 1
## 124 3 1 Highly Urban/ Urban 2
## 125 2 10 Highly Urban/ Urban 2
## 126 2 5 Highly Urban/ Urban 1
## 127 2 1 Highly Urban/ Urban 2
## 128 0 6 Highly Urban/ Urban 2
## 129 3 11 Highly Urban/ Urban 1
## 130 0 7 Highly Urban/ Urban 2
## 131 0 8 Highly Urban/ Urban 1
## 132 0 20 Highly Urban/ Urban 1
## 133 0 8 Highly Urban/ Urban 1
## 134 0 1 z_Highly Rural/ Rural 1
## 135 4 10 Highly Urban/ Urban 1
## 136 6 1 Highly Urban/ Urban 1
## 137 8 6 Highly Urban/ Urban 1
## 138 1 10 Highly Urban/ Urban 2
## 139 0 8 z_Highly Rural/ Rural 1
## 140 1 8 z_Highly Rural/ Rural 1
## 141 0 4 Highly Urban/ Urban 1
## 142 3 1 Highly Urban/ Urban 1
## 143 0 15 Highly Urban/ Urban 1
## 144 0 14 Highly Urban/ Urban 1
## 145 0 6 Highly Urban/ Urban 2
## 146 8 8 Highly Urban/ Urban 1
## 147 0 11 Highly Urban/ Urban 2
## 148 0 17 Highly Urban/ Urban 1
## 149 6 13 Highly Urban/ Urban 1
## 150 0 5 Highly Urban/ Urban 1
## 151 7 15 Highly Urban/ Urban 2
## 152 3 1 Highly Urban/ Urban 1
## 153 9 1 Highly Urban/ Urban 1
## 154 0 1 Highly Urban/ Urban 1
## 155 3 8 Highly Urban/ Urban 2
## 156 4 17 Highly Urban/ Urban 1
## 157 6 1 z_Highly Rural/ Rural 1
## 158 0 13 Highly Urban/ Urban 2
## 159 5 8 Highly Urban/ Urban 1
## 160 4 8 Highly Urban/ Urban 1
## 161 1 9 Highly Urban/ Urban 1
## 162 2 14 Highly Urban/ Urban 1
## 163 0 10 Highly Urban/ Urban 2
## 164 0 9 Highly Urban/ Urban 1
## 165 6 13 z_Highly Rural/ Rural 1
## 166 0 19 Highly Urban/ Urban 1
## 167 5 8 z_Highly Rural/ Rural 1
## 168 0 7 Highly Urban/ Urban 1
## 169 1 1 Highly Urban/ Urban 1
## 170 0 8 Highly Urban/ Urban 1
## 171 0 6 Highly Urban/ Urban 1
## 172 3 7 Highly Urban/ Urban 1
## 173 5 16 Highly Urban/ Urban 1
## 174 5 14 Highly Urban/ Urban 1
## 175 3 17 Highly Urban/ Urban 2
## 176 1 9 Highly Urban/ Urban 1
## 177 4 1 Highly Urban/ Urban 1
## 178 4 7 Highly Urban/ Urban 1
## 179 1 2 Highly Urban/ Urban 2
## 180 5 12 Highly Urban/ Urban 2
## 181 3 1 Highly Urban/ Urban 1
## 182 3 5 Highly Urban/ Urban 2
## 183 0 9 Highly Urban/ Urban 2
## 184 2 12 Highly Urban/ Urban 1
## 185 4 17 Highly Urban/ Urban 1
## 186 0 1 Highly Urban/ Urban 2
## 187 0 8 Highly Urban/ Urban 2
## 188 0 15 Highly Urban/ Urban 2
## 189 1 1 Highly Urban/ Urban 1
## 190 8 1 Highly Urban/ Urban 1
## 191 2 1 Highly Urban/ Urban 1
## 192 4 7 Highly Urban/ Urban 1
## 193 0 14 Highly Urban/ Urban 1
## 194 1 6 Highly Urban/ Urban 1
## 195 0 6 Highly Urban/ Urban 2
## 196 0 1 Highly Urban/ Urban 1
## 197 2 1 Highly Urban/ Urban 1
## 198 1 8 Highly Urban/ Urban 2
## 199 3 11 Highly Urban/ Urban 1
## 200 0 9 Highly Urban/ Urban 1
## 201 0 8 Highly Urban/ Urban 2
## 202 0 9 Highly Urban/ Urban 2
## 203 0 12 Highly Urban/ Urban 1
## 204 1 1 z_Highly Rural/ Rural 1
## 205 0 9 z_Highly Rural/ Rural 1
## 206 0 9 z_Highly Rural/ Rural 2
## 207 4 1 Highly Urban/ Urban 1
## 208 6 10 z_Highly Rural/ Rural 2
## 209 0 1 z_Highly Rural/ Rural 1
## 210 2 9 Highly Urban/ Urban 2
## 211 3 12 Highly Urban/ Urban 1
## 212 3 11 Highly Urban/ Urban 1
## 213 4 8 Highly Urban/ Urban 1
## 214 7 9 Highly Urban/ Urban 2
## 215 0 7 z_Highly Rural/ Rural 1
## 216 1 13 Highly Urban/ Urban 1
## 217 1 11 Highly Urban/ Urban 1
## 218 0 10 z_Highly Rural/ Rural 1
## 219 0 12 Highly Urban/ Urban 2
## 220 0 19 Highly Urban/ Urban 1
## 221 2 8 z_Highly Rural/ Rural 1
## 222 2 11 Highly Urban/ Urban 2
## 223 0 1 Highly Urban/ Urban 1
## 224 6 11 Highly Urban/ Urban 1
## 225 0 10 Highly Urban/ Urban 1
## 226 1 17 Highly Urban/ Urban 1
## 227 1 1 Highly Urban/ Urban 1
## 228 4 6 Highly Urban/ Urban 1
## 229 0 8 Highly Urban/ Urban 1
## 230 2 8 Highly Urban/ Urban 1
## 231 0 21 Highly Urban/ Urban 1
## 232 3 8 z_Highly Rural/ Rural 1
## 233 6 1 Highly Urban/ Urban 2
## 234 0 13 Highly Urban/ Urban 1
## 235 0 1 z_Highly Rural/ Rural 2
## 236 1 1 Highly Urban/ Urban 1
## 237 0 7 Highly Urban/ Urban 1
## 238 2 1 z_Highly Rural/ Rural 1
## 239 4 15 Highly Urban/ Urban 1
## 240 5 9 Highly Urban/ Urban 2
## 241 0 1 z_Highly Rural/ Rural 1
## 242 2 12 Highly Urban/ Urban 1
## 243 3 1 Highly Urban/ Urban 1
## 244 2 15 Highly Urban/ Urban 1
## 245 0 9 Highly Urban/ Urban 2
## 246 2 1 Highly Urban/ Urban 1
## 247 3 22 Highly Urban/ Urban 1
## 248 1 8 Highly Urban/ Urban 1
## 249 0 1 z_Highly Rural/ Rural 1
## 250 5 13 Highly Urban/ Urban 1
## 251 6 7 Highly Urban/ Urban 1
## 252 1 6 Highly Urban/ Urban 1
## 253 0 11 Highly Urban/ Urban 1
## 254 1 7 Highly Urban/ Urban 1
## 255 0 12 Highly Urban/ Urban 1
## 256 5 1 Highly Urban/ Urban 1
## 257 1 8 Highly Urban/ Urban 1
## 258 5 15 Highly Urban/ Urban 1
## 259 1 8 Highly Urban/ Urban 1
## 260 1 9 z_Highly Rural/ Rural 1
## 261 0 1 z_Highly Rural/ Rural 1
## 262 0 7 Highly Urban/ Urban 1
## 263 2 9 Highly Urban/ Urban 1
## 264 3 6 Highly Urban/ Urban 1
## 265 5 15 Highly Urban/ Urban 2
## 266 0 17 Highly Urban/ Urban 1
## 267 0 19 Highly Urban/ Urban 2
## 268 0 10 Highly Urban/ Urban 1
## 269 5 1 Highly Urban/ Urban 1
## 270 4 1 Highly Urban/ Urban 1
## 271 1 10 Highly Urban/ Urban 2
## 272 0 14 Highly Urban/ Urban 2
## 273 0 1 Highly Urban/ Urban 1
## 274 0 17 Highly Urban/ Urban 1
## 275 0 13 Highly Urban/ Urban 1
## 276 4 12 Highly Urban/ Urban 1
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## 279 0 1 Highly Urban/ Urban 1
## 280 0 7 Highly Urban/ Urban 1
## 281 4 20 Highly Urban/ Urban 1
## 282 0 13 Highly Urban/ Urban 1
## 283 5 4 Highly Urban/ Urban 1
## 284 2 7 Highly Urban/ Urban 1
## 285 2 7 Highly Urban/ Urban 1
## 286 0 5 Highly Urban/ Urban 1
## 287 0 13 z_Highly Rural/ Rural 2
## 288 0 1 Highly Urban/ Urban 1
## 289 0 18 Highly Urban/ Urban 2
## 290 6 1 Highly Urban/ Urban 2
## 291 6 14 Highly Urban/ Urban 1
## 292 0 1 Highly Urban/ Urban 1
## 293 6 8 z_Highly Rural/ Rural 1
## 294 2 8 Highly Urban/ Urban 1
## 295 1 12 z_Highly Rural/ Rural 1
## 296 0 1 Highly Urban/ Urban 1
## 297 1 11 Highly Urban/ Urban 2
## 298 3 1 Highly Urban/ Urban 1
## 299 0 13 Highly Urban/ Urban 1
## 300 5 14 Highly Urban/ Urban 1
## 301 0 1 Highly Urban/ Urban 1
## 302 1 8 z_Highly Rural/ Rural 1
## 303 0 1 Highly Urban/ Urban 1
## 304 6 18 Highly Urban/ Urban 2
## 305 0 6 Highly Urban/ Urban 1
## 306 5 1 Highly Urban/ Urban 1
## 307 0 1 Highly Urban/ Urban 1
## 308 3 6 Highly Urban/ Urban 1
## 309 0 1 z_Highly Rural/ Rural 2
## 310 1 12 Highly Urban/ Urban 1
## 311 9 1 Highly Urban/ Urban 1
## 312 0 7 Highly Urban/ Urban 1
## 313 0 8 Highly Urban/ Urban 1
## 314 2 6 Highly Urban/ Urban 1
## 315 2 1 Highly Urban/ Urban 1
## 316 2 15 Highly Urban/ Urban 1
## 317 0 13 Highly Urban/ Urban 1
## 318 1 6 Highly Urban/ Urban 1
## 319 5 8 Highly Urban/ Urban 1
## 320 0 11 z_Highly Rural/ Rural 2
## 321 0 20 Highly Urban/ Urban 2
## 322 0 1 Highly Urban/ Urban 1
## 323 3 13 Highly Urban/ Urban 1
## 324 2 15 Highly Urban/ Urban 1
## 325 7 1 Highly Urban/ Urban 1
## 326 5 18 Highly Urban/ Urban 2
## 327 5 10 Highly Urban/ Urban 1
## 328 0 16 Highly Urban/ Urban 1
## 329 0 8 Highly Urban/ Urban 1
## 330 0 6 Highly Urban/ Urban 1
## 331 1 7 Highly Urban/ Urban 1
## 332 0 5 z_Highly Rural/ Rural 1
## 333 6 9 Highly Urban/ Urban 1
## 334 0 5 Highly Urban/ Urban 1
## 335 9 8 Highly Urban/ Urban 1
## 336 2 1 Highly Urban/ Urban 2
## 337 0 16 Highly Urban/ Urban 1
## 338 0 1 Highly Urban/ Urban 1
## 339 0 14 Highly Urban/ Urban 1
## 340 3 10 z_Highly Rural/ Rural 2
## 341 1 14 Highly Urban/ Urban 2
## 342 10 1 Highly Urban/ Urban 1
## 343 6 9 Highly Urban/ Urban 1
## 344 8 6 Highly Urban/ Urban 1
## 345 0 14 z_Highly Rural/ Rural 1
## 346 0 1 z_Highly Rural/ Rural 1
## 347 0 12 Highly Urban/ Urban 2
## 348 0 10 Highly Urban/ Urban 1
## 349 0 1 z_Highly Rural/ Rural 1
## 350 4 20 Highly Urban/ Urban 2
## 351 0 1 z_Highly Rural/ Rural 1
## 352 1 6 z_Highly Rural/ Rural 1
## 353 6 1 Highly Urban/ Urban 1
## 354 3 7 Highly Urban/ Urban 2
## 355 1 1 z_Highly Rural/ Rural 1
## 356 5 8 Highly Urban/ Urban 1
## 357 1 6 Highly Urban/ Urban 1
## 358 0 10 Highly Urban/ Urban 1
## 359 2 14 Highly Urban/ Urban 1
## 360 0 14 Highly Urban/ Urban 2
## 361 0 1 Highly Urban/ Urban 2
## 362 0 9 Highly Urban/ Urban 1
## 363 0 12 Highly Urban/ Urban 1
## 364 0 1 Highly Urban/ Urban 1
## 365 0 17 Highly Urban/ Urban 1
## 366 4 7 Highly Urban/ Urban 1
## 367 0 9 Highly Urban/ Urban 1
## 368 0 6 Highly Urban/ Urban 2
## 369 0 8 z_Highly Rural/ Rural 2
## 370 0 1 Highly Urban/ Urban 1
## 371 0 6 Highly Urban/ Urban 1
## 372 0 16 Highly Urban/ Urban 2
## 373 4 11 Highly Urban/ Urban 1
## 374 1 8 Highly Urban/ Urban 1
## 375 0 13 Highly Urban/ Urban 1
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## 377 0 16 Highly Urban/ Urban 1
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## 379 0 10 z_Highly Rural/ Rural 2
## 380 5 1 z_Highly Rural/ Rural 2
## 381 4 8 Highly Urban/ Urban 1
## 382 0 6 Highly Urban/ Urban 1
## 383 1 1 Highly Urban/ Urban 1
## 384 3 1 Highly Urban/ Urban 1
## 385 3 14 Highly Urban/ Urban 2
## 386 5 9 Highly Urban/ Urban 1
## 387 1 11 Highly Urban/ Urban 1
## 388 0 8 Highly Urban/ Urban 1
## 389 0 12 Highly Urban/ Urban 2
## 390 1 1 Highly Urban/ Urban 1
## 391 0 17 Highly Urban/ Urban 1
## 392 5 1 Highly Urban/ Urban 1
## 393 1 16 Highly Urban/ Urban 2
## 394 0 6 Highly Urban/ Urban 1
## 395 0 1 z_Highly Rural/ Rural 1
## 396 2 9 Highly Urban/ Urban 2
## 397 1 1 Highly Urban/ Urban 1
## 398 0 13 Highly Urban/ Urban 2
## 399 0 1 Highly Urban/ Urban 1
## 400 0 1 z_Highly Rural/ Rural 1
## 401 0 8 Highly Urban/ Urban 1
## 402 0 8 Highly Urban/ Urban 1
## 403 0 19 Highly Urban/ Urban 2
## 404 0 4 z_Highly Rural/ Rural 1
## 405 0 12 Highly Urban/ Urban 1
## 406 0 11 Highly Urban/ Urban 1
## 407 0 12 z_Highly Rural/ Rural 1
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## 412 0 5 Highly Urban/ Urban 2
## 413 3 11 Highly Urban/ Urban 1
## 414 0 15 Highly Urban/ Urban 1
## 415 1 2 Highly Urban/ Urban 1
## 416 1 5 Highly Urban/ Urban 1
## 417 1 10 z_Highly Rural/ Rural 1
## 418 0 17 Highly Urban/ Urban 1
## 419 1 8 z_Highly Rural/ Rural 1
## 420 0 1 Highly Urban/ Urban 2
## 421 5 9 Highly Urban/ Urban 1
## 422 5 1 Highly Urban/ Urban 1
## 423 8 1 Highly Urban/ Urban 2
## 424 4 6 z_Highly Rural/ Rural 1
## 425 0 12 Highly Urban/ Urban 1
## 426 5 1 Highly Urban/ Urban 1
## 427 0 12 z_Highly Rural/ Rural 2
## 428 2 1 Highly Urban/ Urban 1
## 429 0 7 Highly Urban/ Urban 1
## 430 7 1 Highly Urban/ Urban 1
## 431 0 10 Highly Urban/ Urban 1
## 432 1 13 Highly Urban/ Urban 1
## 433 0 12 z_Highly Rural/ Rural 2
## 434 0 1 z_Highly Rural/ Rural 1
## 435 4 18 Highly Urban/ Urban 1
## 436 5 13 Highly Urban/ Urban 1
## 437 0 23 Highly Urban/ Urban 1
## 438 2 13 Highly Urban/ Urban 1
## 439 4 3 Highly Urban/ Urban 2
## 440 0 10 Highly Urban/ Urban 2
## 441 0 13 Highly Urban/ Urban 1
## 442 0 1 Highly Urban/ Urban 1
## 443 0 8 Highly Urban/ Urban 2
## 444 3 10 z_Highly Rural/ Rural 1
## 445 0 7 z_Highly Rural/ Rural 1
## 446 0 3 z_Highly Rural/ Rural 1
## 447 3 6 z_Highly Rural/ Rural 1
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## 450 5 6 Highly Urban/ Urban 1
## 451 0 1 Highly Urban/ Urban 1
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## 455 0 8 Highly Urban/ Urban 1
## 456 5 7 Highly Urban/ Urban 1
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## 459 0 15 Highly Urban/ Urban 1
## 460 0 1 Highly Urban/ Urban 1
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## 462 0 3 z_Highly Rural/ Rural 1
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## 464 0 7 Highly Urban/ Urban 2
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## 466 0 19 Highly Urban/ Urban 2
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## 472 3 9 Highly Urban/ Urban 1
## 473 0 8 z_Highly Rural/ Rural 1
## 474 0 1 z_Highly Rural/ Rural 1
## 475 5 13 Highly Urban/ Urban 2
## 476 3 17 z_Highly Rural/ Rural 2
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## 478 5 1 Highly Urban/ Urban 1
## 479 1 6 z_Highly Rural/ Rural 1
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## 483 4 8 Highly Urban/ Urban 1
## 484 0 7 Highly Urban/ Urban 1
## 485 7 6 Highly Urban/ Urban 1
## 486 1 1 Highly Urban/ Urban 2
## 487 1 1 Highly Urban/ Urban 1
## 488 5 10 Highly Urban/ Urban 1
## 489 4 12 Highly Urban/ Urban 1
## 490 5 4 Highly Urban/ Urban 2
## 491 3 6 Highly Urban/ Urban 1
## 492 0 1 Highly Urban/ Urban 1
## 493 0 14 Highly Urban/ Urban 1
## 494 0 7 Highly Urban/ Urban 2
## 495 3 1 Highly Urban/ Urban 1
## 496 3 19 Highly Urban/ Urban 2
## 497 0 11 Highly Urban/ Urban 1
## 498 0 4 z_Highly Rural/ Rural 1
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## 500 0 8 Highly Urban/ Urban 1
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## 502 0 1 Highly Urban/ Urban 1
## 503 2 1 Highly Urban/ Urban 1
## 504 0 1 Highly Urban/ Urban 1
## 505 5 13 Highly Urban/ Urban 1
## 506 2 1 z_Highly Rural/ Rural 1
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## 508 0 1 Highly Urban/ Urban 1
## 509 2 8 z_Highly Rural/ Rural 2
## 510 5 10 Highly Urban/ Urban 2
## 511 0 8 Highly Urban/ Urban 1
## 512 8 13 Highly Urban/ Urban 2
## 513 0 5 Highly Urban/ Urban 1
## 514 0 1 z_Highly Rural/ Rural 1
## 515 2 8 Highly Urban/ Urban 1
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## 517 5 6 Highly Urban/ Urban 1
## 518 8 18 Highly Urban/ Urban 1
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## 520 0 1 Highly Urban/ Urban 1
## 521 1 6 Highly Urban/ Urban 1
## 522 1 15 Highly Urban/ Urban 1
## 523 2 9 Highly Urban/ Urban 2
## 524 3 9 Highly Urban/ Urban 1
## 525 1 13 Highly Urban/ Urban 1
## 526 0 9 Highly Urban/ Urban 1
## 527 2 13 Highly Urban/ Urban 1
## 528 0 11 z_Highly Rural/ Rural 1
## 529 0 4 z_Highly Rural/ Rural 1
## 530 3 1 Highly Urban/ Urban 1
## 531 3 12 z_Highly Rural/ Rural 1
## 532 0 22 Highly Urban/ Urban 1
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## 536 0 9 Highly Urban/ Urban 1
## 537 0 9 Highly Urban/ Urban 1
## 538 0 11 z_Highly Rural/ Rural 1
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## 540 0 14 Highly Urban/ Urban 2
## 541 3 15 Highly Urban/ Urban 1
## 542 0 1 z_Highly Rural/ Rural 1
## 543 0 15 Highly Urban/ Urban 1
## 544 4 9 Highly Urban/ Urban 1
## 545 0 9 z_Highly Rural/ Rural 1
## 546 0 7 Highly Urban/ Urban 2
## 547 0 16 Highly Urban/ Urban 1
## 548 8 9 Highly Urban/ Urban 1
## 549 3 1 Highly Urban/ Urban 2
## 550 0 7 z_Highly Rural/ Rural 1
## 551 0 10 z_Highly Rural/ Rural 1
## 552 0 9 z_Highly Rural/ Rural 1
## 553 0 1 Highly Urban/ Urban 1
## 554 2 1 Highly Urban/ Urban 1
## 555 0 15 Highly Urban/ Urban 1
## 556 0 10 z_Highly Rural/ Rural 1
## 557 0 1 Highly Urban/ Urban 1
## 558 0 1 z_Highly Rural/ Rural 1
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## 561 0 15 Highly Urban/ Urban 1
## 562 0 1 Highly Urban/ Urban 1
## 563 1 1 Highly Urban/ Urban 1
## 564 0 8 Highly Urban/ Urban 2
## 565 0 8 Highly Urban/ Urban 2
## 566 0 4 Highly Urban/ Urban 1
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## 568 0 1 Highly Urban/ Urban 1
## 569 2 8 Highly Urban/ Urban 1
## 570 1 1 Highly Urban/ Urban 1
## 571 0 8 Highly Urban/ Urban 1
## 572 0 1 Highly Urban/ Urban 1
## 573 3 13 Highly Urban/ Urban 2
## 574 0 10 Highly Urban/ Urban 2
## 575 1 2 Highly Urban/ Urban 1
## 576 0 9 z_Highly Rural/ Rural 1
## 577 1 8 z_Highly Rural/ Rural 1
## 578 0 13 Highly Urban/ Urban 1
## 579 1 8 Highly Urban/ Urban 1
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## 2141 1 1Predicted Amount of Cost
probability <- predict(forward.glm, type="response")
predict_FLAG_FINAL <- ifelse(probability >= .5, 1, 0)
predict_AMT_FINAL <- predict(forward.lm)
predict_AMT_FINAL[predict_FLAG_FINAL == 0] <- 0
final.predictions <- data.frame("Predicted_FLAG" = predict_FLAG_FINAL, "Predicted_AMT" = predict_AMT_FINAL)
final.predictions## Predicted_FLAG Predicted_AMT
## 1 0 0.000
## 2 0 0.000
## 3 0 0.000
## 4 0 0.000
## 5 0 0.000
## 6 1 3430.849
## 7 0 0.000
## 8 1 4539.583
## 9 0 0.000
## 10 0 0.000
## 11 0 0.000
## 12 0 0.000
## 13 0 0.000
## 14 0 0.000
## 15 0 0.000
## 16 0 0.000
## 17 0 0.000
## 18 0 0.000
## 19 0 0.000
## 20 0 0.000
## 21 0 0.000
## 22 0 0.000
## 23 0 0.000
## 24 0 0.000
## 25 0 0.000
## 26 0 0.000
## 27 0 0.000
## 28 0 0.000
## 29 0 0.000
## 30 0 0.000
## 31 0 0.000
## 32 0 0.000
## 33 0 0.000
## 34 0 0.000
## 35 0 0.000
## 36 0 0.000
## 37 0 0.000
## 38 0 0.000
## 39 0 0.000
## 40 0 0.000
## 41 0 0.000
## 42 0 0.000
## 43 0 0.000
## 44 0 0.000
## 45 1 2975.999
## 46 0 0.000
## 47 0 0.000
## 48 0 0.000
## 49 0 0.000
## 50 1 5177.134
## 51 0 0.000
## 52 0 0.000
## 53 0 0.000
## 54 0 0.000
## 55 0 0.000
## 56 0 0.000
## 57 0 0.000
## 58 1 2103.769
## 59 0 0.000
## 60 0 0.000
## 61 0 0.000
## 62 0 0.000
## 63 0 0.000
## 64 0 0.000
## 65 0 0.000
## 66 0 0.000
## 67 0 0.000
## 68 0 0.000
## 69 0 0.000
## 70 1 2869.001
## 71 0 0.000
## 72 0 0.000
## 73 0 0.000
## 74 0 0.000
## 75 0 0.000
## 76 0 0.000
## 77 0 0.000
## 78 0 0.000
## 79 0 0.000
## 80 0 0.000
## 81 0 0.000
## 82 0 0.000
## 83 0 0.000
## 84 0 0.000
## 85 0 0.000
## 86 0 0.000
## 87 0 0.000
## 88 0 0.000
## 89 0 0.000
## 90 0 0.000
## 91 0 0.000
## 92 1 3044.333
## 93 0 0.000
## 94 0 0.000
## 95 0 0.000
## 96 0 0.000
## 97 0 0.000
## 98 0 0.000
## 99 0 0.000
## 100 0 0.000
## 101 0 0.000
## 102 0 0.000
## 103 0 0.000
## 104 0 0.000
## 105 0 0.000
## 106 0 0.000
## 107 0 0.000
## 108 0 0.000
## 109 0 0.000
## 110 0 0.000
## 111 0 0.000
## 112 0 0.000
## 113 0 0.000
## 114 0 0.000
## 115 0 0.000
## 116 0 0.000
## 117 0 0.000
## 118 0 0.000
## 119 0 0.000
## 120 1 3461.316
## 121 0 0.000
## 122 1 3409.612
## 123 0 0.000
## 124 0 0.000
## 125 0 0.000
## 126 1 3412.091
## 127 0 0.000
## 128 0 0.000
## 129 1 3099.070
## 130 1 3940.590
## 131 1 2963.196
## 132 0 0.000
## 133 0 0.000
## 134 0 0.000
## 135 0 0.000
## 136 0 0.000
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