library(tidyverse)
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.5.2 ✔ tibble 3.3.0
## ✔ lubridate 1.9.4 ✔ tidyr 1.3.1
## ✔ purrr 1.1.0
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
library(readxl)
library(tidyverse)
library(lmtest)
## Loading required package: zoo
##
## Attaching package: 'zoo'
##
## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric
library(MASS)
##
## Attaching package: 'MASS'
##
## The following object is masked from 'package:dplyr':
##
## select
library(readxl)
district<-read_excel("district.xls")
district_data <-district
district_data<-lm(DA0GR21N~DPSTURNR+DPSTTOSA+DPSTADFP,data=district)
plot(district_data,which=1)
raintest(district_data)
##
## Rainbow test
##
## data: district_data
## Rain = 0.79774, df1 = 539, df2 = 535, p-value = 0.9955
library(car)
## Loading required package: carData
##
## Attaching package: 'car'
## The following object is masked from 'package:dplyr':
##
## recode
## The following object is masked from 'package:purrr':
##
## some
durbinWatsonTest(district_data)
## lag Autocorrelation D-W Statistic p-value
## 1 0.1061114 1.78761 0.01
## Alternative hypothesis: rho != 0
plot(district_data,which=3)
bptest(district_data)
##
## studentized Breusch-Pagan test
##
## data: district_data
## BP = 37.448, df = 3, p-value = 3.7e-08
shapiro.test(district_data$residuals)
##
## Shapiro-Wilk normality test
##
## data: district_data$residuals
## W = 0.55805, p-value < 2.2e-16
district_data_1_robust<-rlm(DA0GR21N~DPSTADFP,data=district)
summary(district_data_1_robust)
##
## Call: rlm(formula = DA0GR21N ~ DPSTADFP, data = district)
## Residuals:
## Min 1Q Median 3Q Max
## -271.82 -71.75 -28.74 98.40 11464.69
##
## Coefficients:
## Value Std. Error t value
## (Intercept) 30.5710 10.3930 2.9415
## DPSTADFP 3.9803 0.4554 8.7397
##
## Residual standard error: 111.6 on 1077 degrees of freedom
## (128 observations deleted due to missingness)
summary(district_data_1_robust)
##
## Call: rlm(formula = DA0GR21N ~ DPSTADFP, data = district)
## Residuals:
## Min 1Q Median 3Q Max
## -271.82 -71.75 -28.74 98.40 11464.69
##
## Coefficients:
## Value Std. Error t value
## (Intercept) 30.5710 10.3930 2.9415
## DPSTADFP 3.9803 0.4554 8.7397
##
## Residual standard error: 111.6 on 1077 degrees of freedom
## (128 observations deleted due to missingness)
kitchen_sink<-lm(DA0GR21N~DPSTURNR+DPSTTOSA+DPSTADFP,data=district)
vif(kitchen_sink)
## DPSTURNR DPSTTOSA DPSTADFP
## 1.051593 1.188830 1.135042
plot(district_data,which=2)
district_clean<-district %>% drop_na()
district_data_log<-lm(log(DA0GR21N)~log(DPSTADFP),data=district_clean)
plot(district_data_log,which=2)
summary(district_data_log)
##
## Call:
## lm(formula = log(DA0GR21N) ~ log(DPSTADFP), data = district_clean)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3.7864 -0.7354 -0.0380 0.7469 3.3715
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.07486 0.75668 0.099 0.921
## log(DPSTADFP) 1.87755 0.23819 7.883 5.04e-14 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.166 on 321 degrees of freedom
## Multiple R-squared: 0.1622, Adjusted R-squared: 0.1596
## F-statistic: 62.14 on 1 and 321 DF, p-value: 5.043e-14
head(district_clean)
## # A tibble: 6 × 137
## DISTNAME DISTRICT DZCNTYNM REGION DZRATING DZCAMPUS DPETALLC DPETBLAP DPETHISP
## <chr> <chr> <chr> <chr> <chr> <dbl> <dbl> <dbl> <dbl>
## 1 PALESTI… 001907 001 AND… 07 B 6 3360 25.1 42.9
## 2 HUDSON … 003902 003 ANG… 07 A 5 2799 7.2 27.9
## 3 LUFKIN … 003903 003 ANG… 07 B 17 7318 28.7 43.1
## 4 HUNTING… 003904 003 ANG… 07 B 5 1612 2.4 6.6
## 5 ARANSAS… 004901 004 ARA… 02 B 4 3005 1.3 44.1
## 6 PLEASAN… 007905 007 ATA… 20 B 6 3374 0.7 69.6
## # ℹ 128 more variables: DPETWHIP <dbl>, DPETINDP <dbl>, DPETASIP <dbl>,
## # DPETPCIP <dbl>, DPETTWOP <dbl>, DPETECOP <dbl>, DPETLEPP <dbl>,
## # DPETSPEP <dbl>, DPETBILP <dbl>, DPETVOCP <dbl>, DPETGIFP <dbl>,
## # DA0AT21R <dbl>, DA0912DR21R <dbl>, DAGC4X21R <dbl>, DAGC5X20R <dbl>,
## # DAGC6X19R <dbl>, DA0GR21N <dbl>, DA0GS21N <dbl>, DDA00A001S22R <dbl>,
## # DDA00A001222R <dbl>, DDA00A001322R <dbl>, DDA00AR01S22R <dbl>,
## # DDA00AR01222R <dbl>, DDA00AR01322R <dbl>, DDA00AM01S22R <dbl>, …
summary(district_clean)
## DISTNAME DISTRICT DZCNTYNM REGION
## Length:323 Length:323 Length:323 Length:323
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## DZRATING DZCAMPUS DPETALLC DPETBLAP
## Length:323 Min. : 1.00 Min. : 317 Min. : 0.10
## Class :character 1st Qu.: 5.00 1st Qu.: 2580 1st Qu.: 2.20
## Mode :character Median : 8.00 Median : 5457 Median : 7.30
## Mean : 19.38 Mean : 13724 Mean :10.98
## 3rd Qu.: 21.00 3rd Qu.: 15248 3rd Qu.:16.05
## Max. :273.00 Max. :193727 Max. :73.20
## DPETHISP DPETWHIP DPETINDP DPETASIP
## Min. : 3.30 Min. : 0.60 Min. :0.0000 Min. : 0.000
## 1st Qu.:26.25 1st Qu.:19.10 1st Qu.:0.2000 1st Qu.: 0.500
## Median :39.90 Median :36.10 Median :0.3000 Median : 1.100
## Mean :43.36 Mean :38.43 Mean :0.3845 Mean : 3.182
## 3rd Qu.:58.90 3rd Qu.:56.90 3rd Qu.:0.4000 3rd Qu.: 2.850
## Max. :98.90 Max. :92.90 Max. :4.2000 Max. :54.300
## DPETPCIP DPETTWOP DPETECOP DPETLEPP
## Min. : 0.0000 Min. : 0.000 Min. : 0.20 Min. : 0.20
## 1st Qu.: 0.1000 1st Qu.: 2.100 1st Qu.: 42.05 1st Qu.: 5.90
## Median : 0.1000 Median : 3.100 Median : 58.60 Median :12.30
## Mean : 0.2328 Mean : 3.435 Mean : 56.42 Mean :15.38
## 3rd Qu.: 0.2000 3rd Qu.: 4.500 3rd Qu.: 73.90 3rd Qu.:22.10
## Max. :14.5000 Max. :14.900 Max. :100.00 Max. :57.30
## DPETSPEP DPETBILP DPETVOCP DPETGIFP
## Min. : 3.90 Min. : 0.00 Min. : 8.20 Min. : 0.000
## 1st Qu.:10.30 1st Qu.: 5.75 1st Qu.:23.65 1st Qu.: 4.900
## Median :12.30 Median :12.40 Median :27.60 Median : 6.500
## Mean :12.07 Mean :15.52 Mean :28.16 Mean : 6.917
## 3rd Qu.:13.60 3rd Qu.:22.05 3rd Qu.:31.30 3rd Qu.: 8.200
## Max. :17.00 Max. :69.60 Max. :82.80 Max. :24.600
## DA0AT21R DA0912DR21R DAGC4X21R DAGC5X20R
## Min. :68.30 Min. : 0.000 Min. : 19.50 Min. : 32.90
## 1st Qu.:93.75 1st Qu.: 0.300 1st Qu.: 92.30 1st Qu.: 94.60
## Median :95.20 Median : 1.000 Median : 95.20 Median : 97.10
## Mean :94.82 Mean : 1.362 Mean : 94.02 Mean : 95.99
## 3rd Qu.:96.30 3rd Qu.: 1.800 3rd Qu.: 97.65 3rd Qu.: 98.90
## Max. :98.60 Max. :30.800 Max. :100.00 Max. :100.00
## DAGC6X19R DA0GR21N DA0GS21N DDA00A001S22R
## Min. : 40.10 Min. : 17.0 Min. : 0.0 Min. :41.00
## 1st Qu.: 94.45 1st Qu.: 162.5 1st Qu.: 136.5 1st Qu.:69.00
## Median : 97.10 Median : 346.0 Median : 301.0 Median :75.00
## Mean : 96.00 Mean : 918.6 Mean : 767.7 Mean :75.22
## 3rd Qu.: 98.80 3rd Qu.: 993.5 3rd Qu.: 874.5 3rd Qu.:82.00
## Max. :100.00 Max. :11588.0 Max. :9607.0 Max. :97.00
## DDA00A001222R DDA00A001322R DDA00AR01S22R DDA00AR01222R
## Min. :12.00 Min. : 2.00 Min. :31.00 Min. :12.00
## 1st Qu.:40.00 1st Qu.:17.00 1st Qu.:70.00 1st Qu.:45.00
## Median :47.00 Median :21.00 Median :75.00 Median :52.00
## Mean :48.35 Mean :22.97 Mean :75.85 Mean :53.06
## 3rd Qu.:55.00 3rd Qu.:28.00 3rd Qu.:82.00 3rd Qu.:60.00
## Max. :88.00 Max. :64.00 Max. :97.00 Max. :90.00
## DDA00AR01322R DDA00AM01S22R DDA00AM01222R DDA00AM01322R DDA00AC01S22R
## Min. : 1.00 Min. :29.00 Min. : 3.00 Min. : 1.00 Min. :47.0
## 1st Qu.:19.00 1st Qu.:67.00 1st Qu.:33.00 1st Qu.:13.00 1st Qu.:70.5
## Median :23.00 Median :73.00 Median :41.00 Median :18.00 Median :77.0
## Mean :24.79 Mean :73.35 Mean :42.34 Mean :19.92 Mean :77.0
## 3rd Qu.:30.00 3rd Qu.:81.00 3rd Qu.:51.00 3rd Qu.:24.00 3rd Qu.:84.0
## Max. :62.00 Max. :98.00 Max. :87.00 Max. :65.00 Max. :97.0
## DDA00AC01222R DDA00AC01322R DDA00AS01S22R DDA00AS01222R
## Min. : 8.00 Min. : 1.00 Min. :51.00 Min. :23.00
## 1st Qu.:38.00 1st Qu.:14.00 1st Qu.:69.00 1st Qu.:41.00
## Median :48.00 Median :19.00 Median :76.00 Median :49.00
## Mean :48.18 Mean :20.88 Mean :75.82 Mean :49.71
## 3rd Qu.:57.00 3rd Qu.:26.00 3rd Qu.:82.00 3rd Qu.:57.00
## Max. :86.00 Max. :56.00 Max. :98.00 Max. :91.00
## DDA00AS01322R DDB00A001S22R DDB00A001222R DDB00A001322R
## Min. : 5.00 Min. : -1.00 Min. :-1.00 Min. :-1.00
## 1st Qu.:21.00 1st Qu.: 58.50 1st Qu.:27.50 1st Qu.: 9.00
## Median :27.00 Median : 65.00 Median :35.00 Median :13.00
## Mean :29.14 Mean : 66.04 Mean :36.94 Mean :15.05
## 3rd Qu.:35.00 3rd Qu.: 75.00 3rd Qu.:45.00 3rd Qu.:19.00
## Max. :77.00 Max. :100.00 Max. :92.00 Max. :60.00
## DDH00A001S22R DDH00A001222R DDH00A001322R DDW00A001S22R
## Min. :42.00 Min. :11.00 Min. : 1.00 Min. :44.00
## 1st Qu.:66.00 1st Qu.:36.00 1st Qu.:14.00 1st Qu.:76.00
## Median :72.00 Median :42.00 Median :17.00 Median :82.00
## Mean :71.83 Mean :42.68 Mean :18.23 Mean :81.69
## 3rd Qu.:77.00 3rd Qu.:48.50 3rd Qu.:21.00 3rd Qu.:88.00
## Max. :96.00 Max. :82.00 Max. :53.00 Max. :97.00
## DDW00A001222R DDW00A001322R DDI00A001S22R DDI00A001222R
## Min. :20.00 Min. : 3.00 Min. : -1.00 Min. : -1.00
## 1st Qu.:49.00 1st Qu.:22.00 1st Qu.: 60.00 1st Qu.: 29.50
## Median :57.00 Median :28.00 Median : 75.00 Median : 45.00
## Mean :57.14 Mean :29.22 Mean : 66.88 Mean : 42.53
## 3rd Qu.:66.00 3rd Qu.:35.00 3rd Qu.: 84.00 3rd Qu.: 60.00
## Max. :87.00 Max. :60.00 Max. :100.00 Max. :100.00
## DDI00A001322R DD300A001S22R DD300A001222R DD300A001322R
## Min. : -1.00 Min. : -1.00 Min. : -1.0 Min. : -1.00
## 1st Qu.: 8.00 1st Qu.: 85.50 1st Qu.: 63.0 1st Qu.: 33.00
## Median : 17.00 Median : 91.00 Median : 73.0 Median : 44.00
## Mean : 18.92 Mean : 84.28 Mean : 67.5 Mean : 41.67
## 3rd Qu.: 26.00 3rd Qu.: 96.00 3rd Qu.: 81.0 3rd Qu.: 54.00
## Max. :100.00 Max. :100.00 Max. :100.0 Max. :100.00
## DD400A001S22R DD400A001222R DD400A001322R DD200A001S22R
## Min. : -1.0 Min. : -1.00 Min. :-1.00 Min. : -1.00
## 1st Qu.: -1.0 1st Qu.: -1.00 1st Qu.:-1.00 1st Qu.: 71.00
## Median : 67.0 Median : 35.00 Median :11.00 Median : 79.00
## Mean : 50.1 Mean : 33.16 Mean :15.65 Mean : 77.03
## 3rd Qu.: 84.5 3rd Qu.: 59.00 3rd Qu.:29.00 3rd Qu.: 85.00
## Max. :100.0 Max. :100.00 Max. :81.00 Max. :100.00
## DD200A001222R DD200A001322R DDE00A001S22R DDE00A001222R DDE00A001322R
## Min. :-1.0 Min. :-1.00 Min. :40.00 Min. :12.00 Min. : 2.00
## 1st Qu.:42.0 1st Qu.:18.00 1st Qu.:63.00 1st Qu.:33.00 1st Qu.:12.00
## Median :50.0 Median :24.00 Median :68.00 Median :38.00 Median :15.00
## Mean :51.2 Mean :25.74 Mean :68.51 Mean :38.88 Mean :15.94
## 3rd Qu.:60.0 3rd Qu.:32.00 3rd Qu.:74.00 3rd Qu.:44.00 3rd Qu.:18.50
## Max. :97.0 Max. :68.00 Max. :91.00 Max. :69.00 Max. :40.00
## DA0CT21R DA0CC21R DA0CSA21R DA0CAA21R
## Min. : 0.70 Min. :-1.00 Min. : -1.0 Min. :-1.00
## 1st Qu.: 42.25 1st Qu.:20.45 1st Qu.: 944.5 1st Qu.:19.10
## Median : 67.00 Median :31.10 Median :1011.0 Median :20.90
## Mean : 64.28 Mean :33.20 Mean : 973.6 Mean :19.81
## 3rd Qu.: 86.90 3rd Qu.:43.50 3rd Qu.:1065.5 3rd Qu.:23.10
## Max. :100.00 Max. :88.30 Max. :1332.0 Max. :29.00
## DPSATOFC DPSTTOFC DPSCTOFP DPSSTOFP
## Min. : 59.5 Min. : 28.9 Min. :0.200 Min. :1.100
## 1st Qu.: 381.8 1st Qu.: 188.0 1st Qu.:0.900 1st Qu.:2.600
## Median : 761.6 Median : 377.4 Median :1.300 Median :2.900
## Mean : 1850.2 Mean : 918.0 Mean :1.367 Mean :3.113
## 3rd Qu.: 1962.0 3rd Qu.: 1010.4 3rd Qu.:1.700 3rd Qu.:3.400
## Max. :23716.2 Max. :10619.5 Max. :4.800 Max. :7.400
## DPSUTOFP DPSTTOFP DPSETOFP DPSXTOFP
## Min. : 2.600 Min. :38.70 Min. : 0.00 Min. : 6.30
## 1st Qu.: 7.900 1st Qu.:47.10 1st Qu.: 9.75 1st Qu.:20.40
## Median : 9.700 Median :50.00 Median :11.50 Median :24.10
## Mean : 9.702 Mean :50.34 Mean :12.05 Mean :23.43
## 3rd Qu.:11.400 3rd Qu.:53.05 3rd Qu.:13.90 3rd Qu.:27.10
## Max. :23.700 Max. :68.60 Max. :23.80 Max. :38.90
## DPSCTOSA DPSSTOSA DPSUTOSA DPSTTOSA
## Min. : 53935 Min. : 55788 Min. :36142 Min. :44144
## 1st Qu.:105070 1st Qu.: 77254 1st Qu.:63388 1st Qu.:53363
## Median :117094 Median : 82343 Median :67480 Median :56808
## Mean :118424 Mean : 82870 Mean :67085 Mean :56964
## 3rd Qu.:128924 3rd Qu.: 88420 3rd Qu.:71587 3rd Qu.:61180
## Max. :224700 Max. :107148 Max. :85603 Max. :71811
## DPSAMIFP DPSAKIDR DPSTKIDR DPST05FP
## Min. : 0.00 Min. : 4.600 Min. :-2.00 Min. : 4.80
## 1st Qu.:18.95 1st Qu.: 6.600 1st Qu.:13.40 1st Qu.: 27.45
## Median :31.80 Median : 7.100 Median :14.30 Median : 33.10
## Mean :37.26 Mean : 7.297 Mean :14.38 Mean : 34.27
## 3rd Qu.:49.70 3rd Qu.: 7.900 3rd Qu.:15.25 3rd Qu.: 39.45
## Max. :98.30 Max. :25.200 Max. :37.30 Max. :100.00
## DPSTEXPA DPSTADFP DPSTURNR DPSTBLFP
## Min. : 0.00 Min. : 9.50 Min. : 1.10 Min. : 0.000
## 1st Qu.:10.20 1st Qu.:20.05 1st Qu.:15.20 1st Qu.: 1.100
## Median :11.40 Median :24.00 Median :18.40 Median : 3.900
## Mean :11.36 Mean :24.57 Mean :18.93 Mean : 7.989
## 3rd Qu.:12.70 3rd Qu.:28.70 3rd Qu.:22.15 3rd Qu.:10.200
## Max. :17.80 Max. :65.00 Max. :37.00 Max. :80.200
## DPSTHIFP DPSTWHFP DPSTINFP DPSTASFP
## Min. : 0.00 Min. : 1.90 Min. :0.0000 Min. : 0.000
## 1st Qu.: 6.95 1st Qu.: 58.35 1st Qu.:0.0000 1st Qu.: 0.000
## Median :13.70 Median : 76.50 Median :0.3000 Median : 0.600
## Mean :19.38 Mean : 69.71 Mean :0.3672 Mean : 1.273
## 3rd Qu.:23.20 3rd Qu.: 87.20 3rd Qu.:0.5000 3rd Qu.: 1.500
## Max. :97.90 Max. :100.00 Max. :3.5000 Max. :19.100
## DPSTPIFP DPSTTWFP DPSTREFP DPSTSPFP
## Min. :0.0000 Min. :0.000 Min. :37.60 Min. : 0.000
## 1st Qu.:0.0000 1st Qu.:0.400 1st Qu.:66.45 1st Qu.: 7.350
## Median :0.0000 Median :1.000 Median :72.70 Median : 9.300
## Mean :0.1675 Mean :1.109 Mean :72.09 Mean : 9.417
## 3rd Qu.:0.1000 3rd Qu.:1.600 3rd Qu.:77.20 3rd Qu.:11.400
## Max. :7.8000 Max. :4.900 Max. :96.30 Max. :22.800
## DPSTCOFP DPSTBIFP DPSTVOFP DPSTGOFP
## Min. : 0.000 Min. : 0.000 Min. : 0.000 Min. : 0.00
## 1st Qu.: 1.400 1st Qu.: 0.700 1st Qu.: 4.500 1st Qu.: 1.70
## Median : 3.400 Median : 2.600 Median : 5.900 Median : 3.80
## Mean : 3.856 Mean : 4.362 Mean : 5.923 Mean : 4.35
## 3rd Qu.: 5.550 3rd Qu.: 6.050 3rd Qu.: 7.200 3rd Qu.: 6.40
## Max. :16.700 Max. :42.400 Max. :19.600 Max. :30.80
## DPFVTOTK DPFTADPR DPFRAALLT DPFRAALLK
## Min. : 0 Min. :0.000 Min. :5.963e+06 Min. : 8923
## 1st Qu.: 337180 1st Qu.:1.170 1st Qu.:3.339e+07 1st Qu.:12380
## Median : 456871 Median :1.275 Median :7.206e+07 Median :13200
## Mean : 562124 Mean :1.189 Mean :1.784e+08 Mean :13806
## 3rd Qu.: 655840 3rd Qu.:1.369 3rd Qu.:1.933e+08 3rd Qu.:14370
## Max. :8108702 Max. :1.586 Max. :2.619e+09 Max. :65613
## DPFRAOPRT DPFRASTAP DZRVLOCP DPFRAFEDP
## Min. :5.937e+06 Min. : 3.60 Min. : 0.10 Min. : 1.50
## 1st Qu.:3.018e+07 1st Qu.:27.00 1st Qu.:30.75 1st Qu.: 9.55
## Median :6.079e+07 Median :43.30 Median :43.40 Median :12.80
## Mean :1.511e+08 Mean :41.53 Mean :45.22 Mean :13.26
## 3rd Qu.:1.614e+08 3rd Qu.:53.80 3rd Qu.:61.40 3rd Qu.:16.15
## Max. :2.213e+09 Max. :92.40 Max. :90.80 Max. :49.00
## DPFRAORVT DPFUNAB1T DPFUNA4T
## Min. : -135790 Min. : 0 Min. : 0
## 1st Qu.: 2844668 1st Qu.: 7372314 1st Qu.: 0
## Median : 9614629 Median : 16289265 Median : 0
## Mean : 27257245 Mean : 38593565 Mean : 1046271
## 3rd Qu.: 29362016 3rd Qu.: 42269075 3rd Qu.: 0
## Max. :405596099 Max. :662450197 Max. :126144201
## DPFEAALLT DPFEAOPFT DPFEAOPFK DPFEAINSP
## Min. :4.849e+06 Min. :4.183e+06 Min. : 7884 Min. :42.00
## 1st Qu.:3.334e+07 1st Qu.:2.786e+07 1st Qu.:10236 1st Qu.:54.75
## Median :7.904e+07 Median :5.643e+07 Median :11001 Median :57.00
## Mean :2.006e+08 Mean :1.476e+08 Mean :11125 Mean :56.72
## 3rd Qu.:2.167e+08 3rd Qu.:1.564e+08 3rd Qu.:11810 3rd Qu.:58.75
## Max. :2.656e+09 Max. :2.068e+09 Max. :19218 Max. :84.40
## DZEXADMP DZEXADSP DZEXPLAP DZEXOTHP
## Min. : 3.200 Min. : 1.700 Min. : 4.20 Min. : 5.90
## 1st Qu.: 6.100 1st Qu.: 5.100 1st Qu.:10.05 1st Qu.:17.55
## Median : 7.300 Median : 5.600 Median :11.00 Median :19.00
## Mean : 7.394 Mean : 5.727 Mean :11.37 Mean :18.76
## 3rd Qu.: 8.450 3rd Qu.: 6.000 3rd Qu.:12.20 3rd Qu.:20.25
## Max. :14.500 Max. :13.100 Max. :29.10 Max. :25.40
## DPFEAINST DPFEAINSK DPFPAREGP DPFPASPEP
## Min. :2.427e+06 Min. : 3759 Min. :22.00 Min. : 2.70
## 1st Qu.:1.469e+07 1st Qu.: 5806 1st Qu.:38.10 1st Qu.:10.40
## Median :3.124e+07 Median : 6222 Median :41.60 Median :12.60
## Mean :8.549e+07 Mean : 6294 Mean :41.88 Mean :12.76
## 3rd Qu.:9.076e+07 3rd Qu.: 6696 3rd Qu.:45.65 3rd Qu.:15.00
## Max. :1.177e+09 Max. :11236 Max. :72.50 Max. :42.20
## DPFPACOMP DPFPABILP DPFPAVOCP DPFPAGIFP
## Min. : 0.100 Min. :0.0000 Min. : 0.000 Min. :0.0000
## 1st Qu.: 5.450 1st Qu.:0.3000 1st Qu.: 3.000 1st Qu.:0.2000
## Median : 8.100 Median :0.8000 Median : 3.800 Median :0.4000
## Mean : 8.253 Mean :0.9087 Mean : 3.809 Mean :0.6972
## 3rd Qu.:10.450 3rd Qu.:1.3000 3rd Qu.: 4.500 3rd Qu.:0.8000
## Max. :25.600 Max. :4.4000 Max. :14.400 Max. :6.9000
## DPFPAATHP DPFPAHSAP DPFPREKP DPFPAOTHP
## Min. :0.000 Min. :0.000 Min. :0.0000 Min. :10.30
## 1st Qu.:1.700 1st Qu.:0.000 1st Qu.:0.1000 1st Qu.:22.85
## Median :2.400 Median :0.000 Median :0.6000 Median :25.40
## Mean :2.445 Mean :0.191 Mean :0.7824 Mean :25.58
## 3rd Qu.:3.050 3rd Qu.:0.150 3rd Qu.:1.2000 3rd Qu.:27.90
## Max. :7.200 Max. :2.200 Max. :6.4000 Max. :41.70
## DISTSIZE COMMTYPE PROPWLTH TAXRATE
## Length:323 Length:323 Length:323 Length:323
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
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