PAD 6833 Homework 3
Alisha Reyes
2025-02-10
library(readxl)
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 3.5.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.4 ✔ tidyr 1.3.1
## ✔ purrr 1.0.2
## ── 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 errorsdistrict<-read.csv("district_data.csv")summary(district)## DISTNAME DISTRICT DZCNTYNM REGION
## Length:1207 Min. : 1902 Length:1207 Min. : 1.00
## Class :character 1st Qu.: 60402 Class :character 1st Qu.: 6.00
## Mode :character Median :110902 Mode :character Median :10.00
## Mean :122486 Mean :10.49
## 3rd Qu.:182904 3rd Qu.:15.00
## Max. :254902 Max. :20.00
##
## DZRATING DZCAMPUS DPETALLC DPETBLAP
## Length:1207 Min. : 1.000 Min. : 4.0 Min. : 0.000
## Class :character 1st Qu.: 2.000 1st Qu.: 337.5 1st Qu.: 0.700
## Mode :character Median : 3.000 Median : 884.0 Median : 2.900
## Mean : 7.428 Mean : 4476.3 Mean : 8.765
## 3rd Qu.: 5.000 3rd Qu.: 2746.0 3rd Qu.:10.750
## Max. :273.000 Max. :193727.0 Max. :98.100
##
## DPETHISP DPETWHIP DPETINDP DPETASIP
## Min. : 0.00 Min. : 0.00 Min. : 0.0000 Min. : 0.000
## 1st Qu.: 21.00 1st Qu.:18.55 1st Qu.: 0.0000 1st Qu.: 0.000
## Median : 37.90 Median :44.40 Median : 0.2000 Median : 0.400
## Mean : 43.29 Mean :43.15 Mean : 0.3283 Mean : 1.614
## 3rd Qu.: 61.90 3rd Qu.:67.75 3rd Qu.: 0.4000 3rd Qu.: 1.000
## Max. :100.00 Max. :97.10 Max. :19.8000 Max. :54.300
##
## DPETPCIP DPETTWOP DPETECOP DPETLEPP
## Min. : 0.0000 Min. : 0.000 Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.0000 1st Qu.: 1.200 1st Qu.: 47.95 1st Qu.: 2.90
## Median : 0.0000 Median : 2.400 Median : 61.90 Median : 7.50
## Mean : 0.1005 Mean : 2.758 Mean : 60.75 Mean : 12.69
## 3rd Qu.: 0.1000 3rd Qu.: 3.900 3rd Qu.: 77.15 3rd Qu.: 17.00
## Max. :14.5000 Max. :15.000 Max. :100.00 Max. :100.00
##
## DPETSPEP DPETBILP DPETVOCP DPETGIFP
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.000
## 1st Qu.: 9.90 1st Qu.: 2.90 1st Qu.:23.00 1st Qu.: 3.100
## Median :12.10 Median : 7.30 Median :27.80 Median : 5.400
## Mean :12.27 Mean : 12.58 Mean :26.47 Mean : 5.574
## 3rd Qu.:14.20 3rd Qu.: 16.80 3rd Qu.:32.90 3rd Qu.: 7.500
## Max. :51.70 Max. :100.00 Max. :82.80 Max. :100.000
##
## DA0AT21R DA0912DR21R DAGC4X21R DAGC5X20R
## Min. : -1.00 Min. :-1.000 Min. : -1.00 Min. : -1.00
## 1st Qu.: 94.05 1st Qu.: 0.000 1st Qu.: 93.20 1st Qu.: 95.50
## Median : 95.40 Median : 0.400 Median : 96.90 Median : 98.30
## Mean : 94.76 Mean : 1.243 Mean : 93.91 Mean : 95.76
## 3rd Qu.: 96.40 3rd Qu.: 1.400 3rd Qu.:100.00 3rd Qu.:100.00
## Max. :100.00 Max. :50.500 Max. :100.00 Max. :100.00
## NA's :4 NA's :112 NA's :133 NA's :141
## DAGC6X19R DA0GR21N DA0GS21N DDA00A001S22R
## Min. : -1.00 Min. : 1.0 Min. : 0.0 Min. : 4.00
## 1st Qu.: 95.20 1st Qu.: 29.0 1st Qu.: 26.0 1st Qu.: 68.00
## Median : 98.20 Median : 69.0 Median : 61.0 Median : 76.00
## Mean : 95.72 Mean : 331.6 Mean : 278.9 Mean : 74.77
## 3rd Qu.:100.00 3rd Qu.: 208.0 3rd Qu.: 167.0 3rd Qu.: 83.00
## Max. :100.00 Max. :11588.0 Max. :9607.0 Max. :100.00
## NA's :149 NA's :126 NA's :126 NA's :5
## DDA00A001222R DDA00A001322R DDA00AR01S22R DDA00AR01222R
## Min. : 0.00 Min. : 0.00 Min. : -1.00 Min. : -1.00
## 1st Qu.:37.00 1st Qu.:15.00 1st Qu.: 70.00 1st Qu.: 43.00
## Median :46.00 Median :20.00 Median : 77.00 Median : 52.00
## Mean :46.48 Mean :21.05 Mean : 76.22 Mean : 52.12
## 3rd Qu.:55.00 3rd Qu.:26.00 3rd Qu.: 84.00 3rd Qu.: 61.00
## Max. :88.00 Max. :64.00 Max. :100.00 Max. :100.00
## NA's :5 NA's :5 NA's :5 NA's :5
## DDA00AR01322R DDA00AM01S22R DDA00AM01222R DDA00AM01322R
## Min. :-1.00 Min. : -1.00 Min. :-1.00 Min. :-1.00
## 1st Qu.:17.00 1st Qu.: 66.00 1st Qu.:30.00 1st Qu.:11.00
## Median :22.00 Median : 74.00 Median :40.00 Median :17.00
## Mean :23.64 Mean : 72.78 Mean :40.51 Mean :18.21
## 3rd Qu.:29.00 3rd Qu.: 82.00 3rd Qu.:50.00 3rd Qu.:23.00
## Max. :66.00 Max. :100.00 Max. :91.00 Max. :65.00
## NA's :5 NA's :5 NA's :5 NA's :5
## DDA00AC01S22R DDA00AC01222R DDA00AC01322R DDA00AS01S22R
## Min. : -1.00 Min. : -1.00 Min. :-1.00 Min. : -1.00
## 1st Qu.: 68.00 1st Qu.: 34.00 1st Qu.:10.00 1st Qu.: 66.00
## Median : 77.00 Median : 44.00 Median :16.00 Median : 75.00
## Mean : 75.04 Mean : 44.29 Mean :17.39 Mean : 73.09
## 3rd Qu.: 85.00 3rd Qu.: 55.00 3rd Qu.:23.00 3rd Qu.: 83.00
## Max. :100.00 Max. :100.00 Max. :56.00 Max. :100.00
## NA's :11 NA's :11 NA's :11 NA's :43
## DDA00AS01222R DDA00AS01322R DDB00A001S22R DDB00A001222R
## Min. : -1.0 Min. :-1.00 Min. : -1.00 Min. : -1.0
## 1st Qu.: 37.0 1st Qu.:17.00 1st Qu.: 50.00 1st Qu.: 21.0
## Median : 46.0 Median :24.00 Median : 63.00 Median : 31.0
## Mean : 45.7 Mean :25.29 Mean : 57.65 Mean : 31.5
## 3rd Qu.: 55.0 3rd Qu.:32.00 3rd Qu.: 74.50 3rd Qu.: 43.0
## Max. :100.0 Max. :77.00 Max. :100.00 Max. :100.0
## NA's :43 NA's :43 NA's :192 NA's :192
## DDB00A001322R DDH00A001S22R DDH00A001222R DDH00A001322R
## Min. :-1.00 Min. : -1.0 Min. : -1.00 Min. :-1.00
## 1st Qu.: 5.00 1st Qu.: 66.0 1st Qu.: 34.00 1st Qu.:12.00
## Median :11.00 Median : 73.0 Median : 41.00 Median :16.00
## Mean :12.45 Mean : 71.7 Mean : 41.63 Mean :16.86
## 3rd Qu.:17.00 3rd Qu.: 80.0 3rd Qu.: 49.00 3rd Qu.:21.00
## Max. :90.00 Max. :100.0 Max. :100.00 Max. :59.00
## NA's :192 NA's :6 NA's :6 NA's :6
## DDW00A001S22R DDW00A001222R DDW00A001322R DDI00A001S22R
## Min. : -1.00 Min. : -1.00 Min. :-1.00 Min. : -1.0
## 1st Qu.: 75.00 1st Qu.: 45.00 1st Qu.:19.00 1st Qu.: -1.0
## Median : 82.00 Median : 54.00 Median :26.00 Median : 66.0
## Mean : 78.69 Mean : 53.24 Mean :26.15 Mean : 50.8
## 3rd Qu.: 88.00 3rd Qu.: 63.00 3rd Qu.:33.00 3rd Qu.: 83.0
## Max. :100.00 Max. :100.00 Max. :79.00 Max. :100.0
## NA's :26 NA's :26 NA's :26 NA's :472
## DDI00A001222R DDI00A001322R DD300A001S22R DD300A001222R
## Min. : -1.00 Min. : -1.00 Min. : -1.0 Min. : -1.00
## 1st Qu.: -1.00 1st Qu.: -1.00 1st Qu.: 50.0 1st Qu.: 17.00
## Median : 35.00 Median : 11.00 Median : 89.0 Median : 67.00
## Mean : 32.08 Mean : 14.35 Mean : 67.8 Mean : 53.76
## 3rd Qu.: 54.00 3rd Qu.: 23.00 3rd Qu.: 96.0 3rd Qu.: 80.00
## Max. :100.00 Max. :100.00 Max. :100.0 Max. :100.00
## NA's :472 NA's :472 NA's :423 NA's :423
## DD300A001322R DD400A001S22R DD400A001222R DD400A001322R
## Min. : -1.00 Min. : -1.00 Min. : -1.00 Min. :-1.00
## 1st Qu.: 0.00 1st Qu.: -1.00 1st Qu.: -1.00 1st Qu.:-1.00
## Median : 37.00 Median : 60.00 Median : 22.50 Median : 0.00
## Mean : 33.08 Mean : 44.08 Mean : 29.23 Mean :14.05
## 3rd Qu.: 52.00 3rd Qu.: 83.00 3rd Qu.: 56.75 3rd Qu.:25.75
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :83.00
## NA's :423 NA's :797 NA's :797 NA's :797
## DD200A001S22R DD200A001222R DD200A001322R DDE00A001S22R
## Min. : -1.00 Min. : -1.00 Min. : -1.00 Min. : -1.00
## 1st Qu.: 64.00 1st Qu.: 33.00 1st Qu.: 10.00 1st Qu.: 63.00
## Median : 76.00 Median : 47.00 Median : 20.00 Median : 70.00
## Mean : 68.18 Mean : 43.98 Mean : 21.06 Mean : 69.68
## 3rd Qu.: 86.00 3rd Qu.: 60.00 3rd Qu.: 30.00 3rd Qu.: 77.00
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :133 NA's :133 NA's :133 NA's :10
## DDE00A001222R DDE00A001322R DA0CT21R DA0CC21R
## Min. : -1.00 Min. :-1.0 Min. : -2.00 Min. :-1.00
## 1st Qu.: 32.00 1st Qu.:12.0 1st Qu.: 40.42 1st Qu.:12.90
## Median : 39.00 Median :15.0 Median : 63.05 Median :23.55
## Mean : 39.23 Mean :15.9 Mean : 60.76 Mean :26.10
## 3rd Qu.: 46.00 3rd Qu.:19.0 3rd Qu.: 85.38 3rd Qu.:37.08
## Max. :100.00 Max. :80.0 Max. :100.00 Max. :97.70
## NA's :10 NA's :10 NA's :125 NA's :147
## DA0CSA21R DA0CAA21R DPSATOFC DPSTTOFC
## Min. : -1.0 Min. :-1.00 Min. : 1.0 Min. : 0.00
## 1st Qu.: 887.0 1st Qu.:16.30 1st Qu.: 58.9 1st Qu.: 30.57
## Median : 973.0 Median :19.00 Median : 144.1 Median : 72.00
## Mean : 823.9 Mean :16.13 Mean : 622.5 Mean : 307.06
## 3rd Qu.:1039.0 3rd Qu.:21.20 3rd Qu.: 405.2 3rd Qu.: 196.50
## Max. :1344.0 Max. :31.40 Max. :23716.2 Max. :10619.50
## NA's :262 NA's :236 NA's :3 NA's :3
## DPSCTOFP DPSSTOFP DPSUTOFP DPSTTOFP
## Min. : 0.000 Min. : 0.00 Min. : 0.000 Min. : 0.00
## 1st Qu.: 1.200 1st Qu.: 2.60 1st Qu.: 4.100 1st Qu.:46.60
## Median : 1.800 Median : 3.10 Median : 6.600 Median :50.80
## Mean : 2.178 Mean : 3.58 Mean : 7.169 Mean :50.98
## 3rd Qu.: 2.600 3rd Qu.: 3.90 3rd Qu.: 9.800 3rd Qu.:54.80
## Max. :14.900 Max. :100.00 Max. :49.700 Max. :88.30
## NA's :3 NA's :3 NA's :3 NA's :3
## DPSETOFP DPSXTOFP DPSCTOSA DPSSTOSA
## Min. : 0.00 Min. : 0.00 Min. : -2 Min. : -2
## 1st Qu.: 9.70 1st Qu.:19.38 1st Qu.: 95459 1st Qu.: 73469
## Median :12.60 Median :23.65 Median :106674 Median : 78723
## Mean :12.95 Mean :23.14 Mean :108039 Mean : 79435
## 3rd Qu.:16.20 3rd Qu.:27.50 3rd Qu.:119540 3rd Qu.: 84945
## Max. :48.80 Max. :55.40 Max. :270000 Max. :192500
## NA's :3 NA's :3 NA's :10 NA's :11
## DPSUTOSA DPSTTOSA DPSAMIFP DPSAKIDR
## Min. : -2 Min. : 36081 Min. : 0.00 Min. : 0.100
## 1st Qu.: 57969 1st Qu.: 50439 1st Qu.: 13.30 1st Qu.: 5.400
## Median : 63015 Median : 53382 Median : 26.60 Median : 6.300
## Mean : 62424 Mean : 53971 Mean : 35.24 Mean : 6.734
## 3rd Qu.: 67941 3rd Qu.: 56919 3rd Qu.: 50.62 3rd Qu.: 7.300
## Max. :228972 Max. :110560 Max. :100.00 Max. :349.100
## NA's :54 NA's :4 NA's :3 NA's :3
## DPSTKIDR DPST05FP DPSTEXPA DPSTADFP
## Min. :-2.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.:10.80 1st Qu.: 24.35 1st Qu.:10.07 1st Qu.:14.88
## Median :12.70 Median : 32.40 Median :12.00 Median :20.90
## Mean :12.56 Mean : 34.88 Mean :11.75 Mean :20.86
## 3rd Qu.:14.40 3rd Qu.: 41.65 3rd Qu.:13.90 3rd Qu.:26.12
## Max. :37.30 Max. :100.00 Max. :22.90 Max. :78.70
## NA's :3 NA's :3 NA's :3 NA's :3
## DPSTURNR DPSTBLFP DPSTHIFP DPSTWHFP
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 14.80 1st Qu.: 0.00 1st Qu.: 4.20 1st Qu.: 58.67
## Median : 19.50 Median : 1.60 Median : 10.10 Median : 82.40
## Mean : 21.51 Mean : 6.99 Mean : 19.05 Mean : 71.57
## 3rd Qu.: 25.90 3rd Qu.: 6.20 3rd Qu.: 22.50 3rd Qu.: 92.60
## Max. :100.00 Max. :100.00 Max. :100.00 Max. :100.00
## NA's :7 NA's :3 NA's :3 NA's :3
## DPSTINFP DPSTASFP DPSTPIFP DPSTTWFP
## Min. : 0.0000 Min. : 0.000 Min. :0.00000 Min. : 0.0000
## 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.:0.00000 1st Qu.: 0.0000
## Median : 0.0000 Median : 0.000 Median :0.00000 Median : 0.0000
## Mean : 0.3566 Mean : 1.118 Mean :0.08206 Mean : 0.7566
## 3rd Qu.: 0.3000 3rd Qu.: 0.900 3rd Qu.:0.00000 3rd Qu.: 1.2000
## Max. :16.7000 Max. :94.800 Max. :7.80000 Max. :11.7000
## NA's :3 NA's :3 NA's :3 NA's :3
## DPSTREFP DPSTSPFP DPSTCOFP DPSTBIFP
## Min. : 0.00 Min. : 0.000 Min. : 0.000 Min. : 0.000
## 1st Qu.: 71.00 1st Qu.: 4.500 1st Qu.: 0.000 1st Qu.: 0.000
## Median : 76.90 Median : 7.000 Median : 3.350 Median : 0.000
## Mean : 76.87 Mean : 7.145 Mean : 4.131 Mean : 2.311
## 3rd Qu.: 82.42 3rd Qu.: 9.600 3rd Qu.: 6.125 3rd Qu.: 2.100
## Max. :100.00 Max. :22.800 Max. :32.500 Max. :94.300
## NA's :3 NA's :3 NA's :3 NA's :3
## DPSTVOFP DPSTGOFP DPFVTOTK DPFTADPR
## Min. : 0.000 Min. : 0.000 Min. : 0 Min. :0.0000
## 1st Qu.: 4.800 1st Qu.: 0.000 1st Qu.: 238299 1st Qu.:0.9892
## Median : 7.000 Median : 1.200 Median : 419144 Median :1.1670
## Mean : 7.154 Mean : 2.308 Mean : 665067 Mean :1.0212
## 3rd Qu.: 9.425 3rd Qu.: 3.700 3rd Qu.: 670248 3rd Qu.:1.3017
## Max. :71.900 Max. :30.800 Max. :26416597 Max. :1.7480
## NA's :3 NA's :3 NA's :5 NA's :5
## DPFRAALLT DPFRAALLK DPFRAOPRT DPFRASTAP
## Min. :6.428e+05 Min. : 8923 Min. :6.428e+05 Min. : 1.70
## 1st Qu.:5.828e+06 1st Qu.: 12953 1st Qu.:5.524e+06 1st Qu.: 33.85
## Median :1.381e+07 Median : 14653 Median :1.241e+07 Median : 51.00
## Mean :5.995e+07 Mean : 16365 Mean :5.129e+07 Mean : 49.05
## 3rd Qu.:3.805e+07 3rd Qu.: 17081 3rd Qu.:3.241e+07 3rd Qu.: 64.80
## Max. :2.619e+09 Max. :214078 Max. :2.213e+09 Max. :103.40
## NA's :5 NA's :5 NA's :5 NA's :5
## DZRVLOCP DPFRAFEDP DPFRAORVT DPFUNAB1T
## Min. :-6.20 Min. : 0.00 Min. : -655726 Min. : -746998
## 1st Qu.:21.10 1st Qu.: 8.70 1st Qu.: 98311 1st Qu.: 1226730
## Median :35.30 Median :12.30 Median : 1093332 Median : 3589384
## Mean :37.92 Mean :13.04 Mean : 8659622 Mean : 13498263
## 3rd Qu.:53.70 3rd Qu.:16.20 3rd Qu.: 4471240 3rd Qu.: 9357248
## Max. :97.60 Max. :49.00 Max. :405596099 Max. :662450197
## NA's :5 NA's :5 NA's :5 NA's :5
## DPFUNA4T DPFEAALLT DPFEAOPFT DPFEAOPFK
## Min. : -7033092 Min. :6.229e+05 Min. :6.120e+05 Min. : 6755
## 1st Qu.: 0 1st Qu.:5.475e+06 1st Qu.:4.754e+06 1st Qu.: 10916
## Median : 0 Median :1.328e+07 Median :1.102e+07 Median : 12228
## Mean : 510514 Mean :6.597e+07 Mean :4.951e+07 Mean : 13121
## 3rd Qu.: 0 3rd Qu.:3.787e+07 3rd Qu.:3.038e+07 3rd Qu.: 14012
## Max. :126144201 Max. :2.656e+09 Max. :2.068e+09 Max. :178467
## NA's :5 NA's :5 NA's :5 NA's :5
## DPFEAINSP DZEXADMP DZEXADSP DZEXPLAP
## Min. :18.50 Min. : 2.700 Min. : 0.000 Min. : 0.20
## 1st Qu.:52.00 1st Qu.: 7.125 1st Qu.: 4.900 1st Qu.:10.40
## Median :55.10 Median : 8.800 Median : 5.700 Median :11.80
## Mean :54.73 Mean : 9.606 Mean : 6.015 Mean :12.46
## 3rd Qu.:57.80 3rd Qu.:11.200 3rd Qu.: 6.400 3rd Qu.:13.50
## Max. :84.40 Max. :35.800 Max. :22.700 Max. :43.10
## NA's :5 NA's :5 NA's :5 NA's :5
## DZEXOTHP DPFEAINST DPFEAINSK DPFPAREGP
## Min. : 0.30 Min. :2.439e+05 Min. : 3122 Min. : 0.00
## 1st Qu.:15.30 1st Qu.:2.563e+06 1st Qu.: 6056 1st Qu.:35.12
## Median :18.00 Median :6.013e+06 Median : 6702 Median :39.70
## Mean :17.15 Mean :2.835e+07 Mean : 7074 Mean :39.80
## 3rd Qu.:20.00 3rd Qu.:1.683e+07 3rd Qu.: 7577 3rd Qu.:43.90
## Max. :69.30 Max. :1.177e+09 Max. :54954 Max. :79.10
## NA's :5 NA's :5 NA's :5 NA's :5
## DPFPASPEP DPFPACOMP DPFPABILP DPFPAVOCP
## Min. : 0.000 Min. : 0.000 Min. : 0.0000 Min. : 0.00
## 1st Qu.: 5.800 1st Qu.: 6.500 1st Qu.: 0.1000 1st Qu.: 2.90
## Median : 8.900 Median : 9.200 Median : 0.4000 Median : 4.10
## Mean : 9.711 Mean : 9.883 Mean : 0.7496 Mean : 3.96
## 3rd Qu.:12.500 3rd Qu.:12.100 3rd Qu.: 1.0000 3rd Qu.: 5.20
## Max. :49.000 Max. :90.600 Max. :26.0000 Max. :19.80
## NA's :5 NA's :5 NA's :5 NA's :5
## DPFPAGIFP DPFPAATHP DPFPAHSAP DPFPREKP
## Min. :0.0000 Min. :0.000 Min. :0.0000 Min. : 0.0000
## 1st Qu.:0.0000 1st Qu.:1.600 1st Qu.:0.0000 1st Qu.: 0.0000
## Median :0.2000 Median :2.900 Median :0.0000 Median : 0.6000
## Mean :0.3823 Mean :2.809 Mean :0.1578 Mean : 0.8909
## 3rd Qu.:0.4000 3rd Qu.:4.000 3rd Qu.:0.1000 3rd Qu.: 1.3000
## Max. :6.9000 Max. :9.000 Max. :3.4000 Max. :31.7000
## NA's :5 NA's :5 NA's :5 NA's :5
## DPFPAOTHP DISTSIZE COMMTYPE PROPWLTH
## Min. : 3.50 Length:1207 Length:1207 Length:1207
## 1st Qu.:25.40 Class :character Class :character Class :character
## Median :28.70 Mode :character Mode :character Mode :character
## Mean :29.22
## 3rd Qu.:32.40
## Max. :76.30
## NA's :5
## TAXRATE
## Length:1207
## Class :character
## Mode :character
##
##
##
## str(district$DPETSPEP,district$DPFPASPEP)## num [1:1207] 14.6 12.1 13.1 10.5 13.5 14.5 14.7 10.4 11.6 11.9 ...glimpse(district)## Rows: 1,207
## Columns: 137
## $ DISTNAME <chr> "CAYUGA ISD", "ELKHART ISD", "FRANKSTON ISD", "NECHES IS…
## $ DISTRICT <int> 1902, 1903, 1904, 1906, 1907, 1908, 1909, 2901, 3801, 39…
## $ DZCNTYNM <chr> "001 ANDERSON", "001 ANDERSON", "001 ANDERSON", "001 AND…
## $ REGION <int> 7, 7, 7, 7, 7, 7, 7, 18, 7, 7, 7, 7, 7, 7, 7, 2, 9, 9, 9…
## $ DZRATING <chr> "A", "A", "A", "A", "B", "B", "B", "B", "A", "A", "B", "…
## $ DZCAMPUS <int> 3, 4, 3, 2, 6, 4, 2, 6, 4, 5, 17, 5, 6, 2, 4, 4, 2, 3, 3…
## $ DPETALLC <int> 574, 1150, 808, 342, 3360, 1332, 361, 4131, 995, 2799, 7…
## $ DPETBLAP <dbl> 4.4, 4.0, 8.5, 8.2, 25.1, 19.7, 0.3, 0.8, 15.7, 7.2, 28.…
## $ DPETHISP <dbl> 11.5, 11.8, 11.3, 13.5, 42.9, 26.2, 8.6, 68.7, 31.2, 27.…
## $ DPETWHIP <dbl> 79.1, 80.3, 75.2, 75.1, 27.3, 48.0, 87.0, 28.2, 48.5, 60…
## $ DPETINDP <dbl> 0.0, 0.3, 0.4, 0.3, 0.2, 0.7, 0.0, 0.3, 0.1, 0.3, 0.1, 0…
## $ DPETASIP <dbl> 0.5, 0.2, 1.0, 0.3, 0.7, 0.5, 0.6, 0.3, 1.0, 1.0, 1.1, 0…
## $ DPETPCIP <dbl> 0.0, 0.0, 0.0, 0.0, 0.1, 0.1, 0.0, 0.0, 0.1, 0.1, 0.1, 0…
## $ DPETTWOP <dbl> 4.5, 3.4, 3.6, 2.6, 3.7, 4.9, 3.6, 1.7, 3.4, 3.0, 3.0, 3…
## $ DPETECOP <dbl> 40.8, 45.4, 54.2, 54.1, 81.6, 74.0, 46.8, 49.6, 57.8, 50…
## $ DPETLEPP <dbl> 1.0, 2.8, 4.1, 2.0, 17.7, 7.1, 0.6, 14.2, 5.1, 6.9, 20.5…
## $ DPETSPEP <dbl> 14.6, 12.1, 13.1, 10.5, 13.5, 14.5, 14.7, 10.4, 11.6, 11…
## $ DPETBILP <dbl> 1.0, 2.7, 4.1, 2.0, 16.1, 6.8, 0.6, 15.2, 5.0, 6.0, 26.9…
## $ DPETVOCP <dbl> 30.5, 31.8, 43.9, 29.5, 30.6, 38.7, 37.7, 24.8, 18.9, 34…
## $ DPETGIFP <dbl> 6.1, 4.6, 7.3, 5.6, 2.3, 3.2, 3.3, 6.8, 9.2, 6.0, 13.0, …
## $ DA0AT21R <dbl> 96.7, 96.0, 95.4, 95.8, 93.7, 94.5, 96.7, 92.8, 97.3, 95…
## $ DA0912DR21R <dbl> 0.0, 0.3, 0.4, 0.0, 0.0, 0.0, 0.0, 0.4, 0.4, 0.7, 2.2, 0…
## $ DAGC4X21R <dbl> 100.0, 100.0, 95.2, 95.8, 99.0, 97.8, 100.0, 96.8, 100.0…
## $ DAGC5X20R <dbl> 100.0, 98.9, 100.0, 97.0, 99.6, 97.0, 100.0, 97.2, 100.0…
## $ DAGC6X19R <dbl> 96.0, 98.8, 33.3, 100.0, 98.6, 97.4, 100.0, 96.7, 100.0,…
## $ DA0GR21N <int> 36, 91, 41, 23, 201, 95, 32, 293, 52, 196, 495, 104, 109…
## $ DA0GS21N <int> 34, 79, 40, 17, 198, 77, 27, 238, 52, 154, 463, 80, 95, …
## $ DDA00A001S22R <int> 84, 85, 83, 90, 74, 69, 86, 76, 82, 86, 69, 77, 76, 70, …
## $ DDA00A001222R <int> 62, 59, 57, 64, 46, 40, 55, 47, 56, 60, 43, 47, 45, 40, …
## $ DDA00A001322R <int> 33, 30, 25, 27, 20, 16, 25, 21, 30, 31, 20, 21, 17, 19, …
## $ DDA00AR01S22R <int> 81, 85, 84, 87, 72, 70, 86, 75, 82, 84, 69, 76, 76, 77, …
## $ DDA00AR01222R <int> 67, 64, 63, 67, 48, 45, 66, 50, 60, 62, 46, 50, 48, 57, …
## $ DDA00AR01322R <int> 39, 34, 24, 30, 20, 19, 31, 22, 31, 31, 20, 21, 18, 28, …
## $ DDA00AM01S22R <int> 88, 84, 85, 94, 75, 66, 81, 76, 81, 88, 66, 77, 80, 68, …
## $ DDA00AM01222R <int> 65, 49, 57, 69, 44, 34, 42, 44, 53, 62, 37, 43, 44, 26, …
## $ DDA00AM01322R <int> 34, 23, 26, 27, 20, 14, 19, 21, 29, 33, 18, 20, 17, 12, …
## $ DDA00AC01S22R <int> 85, 86, 81, 90, 78, 73, 96, 75, 83, 84, 74, 80, 79, 57, …
## $ DDA00AC01222R <int> 54, 63, 49, 54, 48, 41, 45, 46, 57, 52, 47, 49, 45, 29, …
## $ DDA00AC01322R <int> 22, 29, 21, 23, 22, 15, 16, 18, 27, 21, 18, 21, 15, 7, 2…
## $ DDA00AS01S22R <int> 78, 90, 74, 83, 72, 68, 92, 81, 82, 87, 70, 79, 59, 75, …
## $ DDA00AS01222R <int> 47, 63, 48, 51, 42, 38, 73, 50, 51, 60, 48, 46, 35, 39, …
## $ DDA00AS01322R <int> 21, 42, 26, 26, 20, 15, 38, 27, 32, 36, 31, 24, 18, 28, …
## $ DDB00A001S22R <int> 60, 46, 74, 88, 64, 56, -1, 71, 68, 71, 58, 75, 69, -1, …
## $ DDB00A001222R <int> 17, 22, 38, 48, 33, 26, -1, 41, 38, 37, 31, 36, 38, -1, …
## $ DDB00A001322R <int> 3, 8, 6, 19, 11, 11, -1, 13, 14, 14, 12, 14, 12, -1, 14,…
## $ DDH00A001S22R <int> 74, 85, 75, 91, 73, 69, 87, 72, 81, 81, 69, 79, 73, 55, …
## $ DDH00A001222R <int> 53, 56, 46, 69, 44, 36, 57, 42, 50, 53, 41, 47, 40, 30, …
## $ DDH00A001322R <int> 24, 25, 19, 26, 19, 12, 20, 17, 24, 24, 17, 21, 15, 15, …
## $ DDW00A001S22R <int> 87, 88, 85, 89, 83, 75, 86, 84, 88, 89, 82, 77, 82, 72, …
## $ DDW00A001222R <int> 66, 61, 62, 66, 60, 48, 55, 58, 67, 66, 63, 48, 54, 40, …
## $ DDW00A001322R <int> 35, 32, 28, 29, 29, 21, 26, 29, 40, 35, 36, 21, 22, 19, …
## $ DDI00A001S22R <int> NA, 100, 80, -1, 75, NA, NA, 83, -1, 62, 88, 80, NA, NA,…
## $ DDI00A001222R <int> NA, 100, 20, -1, 50, NA, NA, 28, -1, 8, 63, 40, NA, NA, …
## $ DDI00A001322R <int> NA, 100, 20, -1, 17, NA, NA, 6, -1, 0, 50, 0, NA, NA, NA…
## $ DD300A001S22R <int> 33, -1, 84, -1, 85, 100, NA, 100, 93, 97, 92, 67, 100, N…
## $ DD300A001222R <int> 33, -1, 53, -1, 77, 100, NA, 87, 73, 82, 81, 17, 100, NA…
## $ DD300A001322R <int> 17, -1, 16, -1, 44, 88, NA, 67, 53, 56, 57, 0, 75, NA, N…
## $ DD400A001S22R <int> NA, NA, NA, NA, -1, -1, NA, NA, -1, -1, -1, -1, NA, NA, …
## $ DD400A001222R <int> NA, NA, NA, NA, -1, -1, NA, NA, -1, -1, -1, -1, NA, NA, …
## $ DD400A001322R <int> NA, NA, NA, NA, -1, -1, NA, NA, -1, -1, -1, -1, NA, NA, …
## $ DD200A001S22R <int> 83, 77, 75, -1, 74, 62, 88, 85, 74, 83, 75, 79, 82, 57, …
## $ DD200A001222R <int> 54, 46, 58, -1, 44, 38, 50, 58, 48, 50, 43, 44, 54, 48, …
## $ DD200A001322R <int> 34, 23, 28, -1, 18, 13, 6, 31, 13, 29, 23, 19, 10, 33, 2…
## $ DDE00A001S22R <int> 76, 77, 77, 86, 70, 65, 81, 67, 77, 78, 66, 72, 72, 65, …
## $ DDE00A001222R <int> 50, 42, 49, 53, 40, 34, 45, 36, 48, 46, 39, 40, 39, 34, …
## $ DDE00A001322R <int> 23, 19, 17, 17, 16, 14, 17, 14, 23, 19, 16, 17, 13, 15, …
## $ DA0CT21R <dbl> 58.3, 51.6, 92.7, 87.0, 43.3, 40.0, 12.5, 42.0, 9.6, 38.…
## $ DA0CC21R <dbl> 19.0, 27.7, 36.8, 15.0, 49.4, 28.9, -1.0, 35.8, 60.0, 60…
## $ DA0CSA21R <int> 980, 979, 980, 1007, 1048, 990, -1, 1041, 1132, 1109, 94…
## $ DA0CAA21R <dbl> NA, -1.0, -1.0, 18.8, 21.0, -1.0, -1.0, 22.3, NA, 23.1, …
## $ DPSATOFC <dbl> 99.9, 186.6, 146.7, 60.1, 553.4, 265.1, 68.8, 566.4, 134…
## $ DPSTTOFC <dbl> 46.7, 104.9, 74.5, 30.2, 260.3, 120.6, 39.0, 287.9, 67.2…
## $ DPSCTOFP <dbl> 1.5, 1.1, 1.4, 3.1, 2.1, 1.1, 4.1, 1.5, 4.5, 0.9, 1.4, 1…
## $ DPSSTOFP <dbl> 5.0, 2.1, 3.5, 5.0, 3.4, 4.6, 3.4, 2.6, 3.1, 3.9, 4.1, 3…
## $ DPSUTOFP <dbl> 5.4, 4.9, 2.0, 1.7, 8.3, 4.4, 3.0, 5.8, 10.0, 6.0, 8.8, …
## $ DPSTTOFP <dbl> 46.8, 56.2, 50.8, 50.3, 47.0, 45.5, 56.7, 50.8, 50.0, 49…
## $ DPSETOFP <dbl> 14.8, 16.2, 15.0, 13.7, 19.7, 19.2, 9.8, 15.4, 11.1, 8.2…
## $ DPSXTOFP <dbl> 26.5, 19.5, 27.4, 26.2, 19.5, 25.2, 23.0, 23.9, 21.4, 31…
## $ DPSCTOSA <int> 93333, 100313, 98293, 85537, 99324, 121228, 81398, 12093…
## $ DPSSTOSA <int> 73300, 79305, 71215, 81593, 80415, 69527, 84885, 85630, …
## $ DPSUTOSA <int> 59550, 60616, 58022, 77642, 63829, 63612, 59419, 71267, …
## $ DPSTTOSA <int> 55570, 47916, 50382, 55346, 48825, 44741, 53637, 62805, …
## $ DPSAMIFP <dbl> 15.6, 13.4, 10.9, 16.3, 32.1, 29.9, 1.9, 41.3, 22.2, 18.…
## $ DPSAKIDR <dbl> 5.7, 6.2, 5.5, 5.7, 6.1, 5.0, 5.2, 7.3, 7.4, 6.5, 5.5, 6…
## $ DPSTKIDR <dbl> 12.3, 11.0, 10.8, 11.3, 12.9, 11.0, 9.3, 14.4, 14.8, 13.…
## $ DPST05FP <dbl> 10.4, 23.8, 32.7, 9.7, 33.8, 44.8, 17.9, 21.5, 35.0, 21.…
## $ DPSTEXPA <dbl> 16.7, 13.5, 12.8, 14.8, 12.7, 10.3, 15.4, 13.8, 10.2, 13…
## $ DPSTADFP <dbl> 14.8, 19.0, 30.7, 9.6, 15.4, 17.4, 16.9, 24.3, 18.5, 22.…
## $ DPSTURNR <dbl> 19.1, 13.9, 21.6, 18.3, 17.9, 30.6, 14.6, 11.5, 17.0, 9.…
## $ DPSTBLFP <dbl> 8.3, 2.9, 4.0, 6.5, 9.6, 11.6, 0.0, 1.4, 4.4, 0.5, 12.1,…
## $ DPSTHIFP <dbl> 0.0, 6.7, 1.3, 0.0, 13.8, 6.6, 0.0, 25.7, 8.9, 5.6, 12.1…
## $ DPSTWHFP <dbl> 91.7, 90.5, 93.3, 93.5, 74.6, 80.9, 100.0, 69.0, 86.7, 9…
## $ DPSTINFP <dbl> 0.0, 0.0, 0.0, 0.0, 0.0, 0.8, 0.0, 0.3, 0.0, 0.0, 0.5, 0…
## $ DPSTASFP <dbl> 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.7, 0.0, 0.0, 0.3, 0…
## $ DPSTPIFP <dbl> 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0…
## $ DPSTTWFP <dbl> 0.0, 0.0, 1.3, 0.0, 1.9, 0.0, 0.0, 2.8, 0.0, 0.0, 1.2, 0…
## $ DPSTREFP <dbl> 81.6, 71.5, 87.6, 70.0, 71.4, 71.4, 61.0, 41.7, 82.7, 66…
## $ DPSTSPFP <dbl> 9.9, 8.4, 7.5, 5.5, 10.2, 6.4, 5.8, 14.4, 6.8, 9.6, 9.7,…
## $ DPSTCOFP <dbl> 0.0, 4.9, 2.7, 12.0, 5.0, 6.1, 19.2, 6.5, 7.4, 9.2, 0.9,…
## $ DPSTBIFP <dbl> 0.0, 0.7, 0.0, 0.0, 2.6, 0.0, 0.0, 9.0, 0.0, 0.7, 5.6, 0…
## $ DPSTVOFP <dbl> 8.5, 13.0, 2.2, 10.8, 9.0, 10.8, 10.5, 6.0, 3.1, 7.4, 5.…
## $ DPSTGOFP <dbl> 0.0, 1.5, 0.0, 1.7, 1.8, 5.3, 3.4, 22.4, 0.0, 6.7, 9.3, …
## $ DPFVTOTK <int> 551481, 250124, 373882, 339519, 337763, 381133, 333729, …
## $ DPFTADPR <dbl> 1.055, 1.244, 1.341, 1.370, 1.405, 1.053, 1.131, 1.116, …
## $ DPFRAALLT <dbl> 10600571, 16544197, 10632871, 5044735, 59631485, 1830403…
## $ DPFRAALLK <int> 19814, 13787, 13845, 14925, 17549, 13538, 14588, 13569, …
## $ DPFRAOPRT <dbl> 10525571, 15623002, 9815575, 4573108, 45806947, 18204035…
## $ DPFRASTAP <dbl> 47.2, 61.8, 58.2, 64.2, 48.3, 51.5, 64.1, 8.8, 88.5, 65.…
## $ DZRVLOCP <dbl> 34.4, 25.7, 30.5, 27.7, 30.6, 32.5, 26.5, 82.8, 2.8, 23.…
## $ DPFRAFEDP <dbl> 18.4, 12.5, 11.3, 8.1, 21.1, 15.9, 9.5, 8.3, 8.7, 10.7, …
## $ DPFRAORVT <int> 75000, 921195, 817296, 471627, 13824538, 100000, 174480,…
## $ DPFUNAB1T <int> 3306025, 6071780, 3880100, 930315, 10006405, 8510495, 17…
## $ DPFUNA4T <int> 0, 0, 0, 0, 0, 0, 0, 0, 6123738, 0, 0, 0, 0, 0, 0, 0, 0,…
## $ DPFEAALLT <dbl> 9222524, 15181525, 10569512, 5061803, 52684829, 17702691…
## $ DPFEAOPFT <int> 8878441, 13694502, 9568092, 4709122, 43017866, 17289992,…
## $ DPFEAOPFK <int> 16595, 11412, 12458, 13932, 12660, 12788, 12748, 11447, …
## $ DPFEAINSP <dbl> 49.6, 60.3, 54.2, 53.7, 54.6, 50.6, 61.7, 56.7, 58.7, 58…
## $ DZEXADMP <dbl> 9.1, 6.9, 8.3, 10.7, 8.3, 8.5, 6.4, 7.6, 12.8, 4.6, 7.8,…
## $ DZEXADSP <dbl> 3.7, 4.8, 6.1, 8.7, 6.2, 7.0, 6.6, 5.0, 5.3, 6.2, 5.8, 6…
## $ DZEXPLAP <dbl> 10.2, 10.5, 13.6, 10.3, 10.8, 10.5, 9.6, 11.2, 8.3, 11.3…
## $ DZEXOTHP <dbl> 27.4, 17.4, 17.8, 16.6, 20.1, 23.3, 15.6, 19.5, 14.8, 19…
## $ DPFEAINST <int> 4405076, 8261144, 5184733, 2529704, 23492731, 8750034, 2…
## $ DPFEAINSK <int> 8234, 6884, 6751, 7484, 6914, 6472, 7869, 6491, 5827, 61…
## $ DPFPAREGP <dbl> 32.9, 44.0, 42.5, 40.3, 43.2, 36.8, 40.6, 41.6, 51.0, 35…
## $ DPFPASPEP <dbl> 28.9, 8.8, 8.4, 10.1, 6.1, 9.4, 9.9, 10.9, 9.2, 10.3, 10…
## $ DPFPACOMP <dbl> 5.9, 7.6, 6.1, 8.6, 7.1, 8.9, 13.4, 10.3, 10.7, 10.3, 11…
## $ DPFPABILP <dbl> 0.1, 0.0, 0.0, 0.1, 1.0, 0.2, 0.2, 2.0, 0.3, 0.7, 0.9, 0…
## $ DPFPAVOCP <dbl> 3.3, 6.9, 5.3, 4.5, 4.2, 4.1, 6.8, 3.6, 1.5, 4.9, 3.1, 5…
## $ DPFPAGIFP <dbl> 0.0, 0.0, 0.1, 0.0, 0.1, 0.1, 0.0, 0.5, 0.8, 3.7, 0.5, 0…
## $ DPFPAATHP <dbl> 3.7, 3.8, 6.7, 0.0, 3.5, 4.7, 2.3, 3.5, 1.1, 2.2, 1.4, 3…
## $ DPFPAHSAP <dbl> 0.0, 0.0, 0.0, 0.0, 0.7, 0.0, 0.0, 0.1, 0.0, 0.0, 0.0, 0…
## $ DPFPREKP <dbl> 0.0, 0.0, 0.2, 0.7, 0.9, 0.8, 0.0, 0.0, 0.0, 1.6, 1.7, 0…
## $ DPFPAOTHP <dbl> 24.1, 26.8, 28.6, 34.1, 30.7, 32.4, 24.4, 26.4, 24.5, 26…
## $ DISTSIZE <chr> "500 to 999", "1,000 to 1,599", "500 to 999", "Under 500…
## $ COMMTYPE <chr> "Rural", "Non-metropolitan Stable", "Rural", "Rural", "I…
## $ PROPWLTH <chr> "$539,089 to < $573,876", "$234,712 to < $298,152", "$35…
## $ TAXRATE <chr> "Under $1.0809", "$1.2148 to under $1.3239", "$1.3239 an…summary(district$DPETSPEP)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00 9.90 12.10 12.27 14.20 51.70summary(district$DPFPASPEP)## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.000 5.800 8.900 9.711 12.500 49.000 5DPFPASPEP has missing values with 5 NA’s
district_variables<-district %>% select(DISTNAME,DPETSPEP,DPFPASPEP)
head(district_variables)## DISTNAME DPETSPEP DPFPASPEP
## 1 CAYUGA ISD 14.6 28.9
## 2 ELKHART ISD 12.1 8.8
## 3 FRANKSTON ISD 13.1 8.4
## 4 NECHES ISD 10.5 10.1
## 5 PALESTINE ISD 13.5 6.1
## 6 WESTWOOD ISD 14.5 9.4district_variables_cleaned<-district_variables %>% filter(DPFPASPEP>0)1201 observations when cleaned versus the initial 1207
compare_two<-district %>% select(DPFPASPEP, DPETSPEP)
compare_two<-compare_two %>% filter(DPFPASPEP>0)
ggplot(compare_two,aes(DPFPASPEP, DPETSPEP)) + geom_point()
cor(district_variables_cleaned$DPETSPEP, district_variables_cleaned$DPFPASPEP)## [1] 0.371033Not correlated, what I view is the number of students and expenditure on the students is low. Particularly maybe one of those students requires higher cost due to higher needs but those are rare.
ggplot(data=compare_two, mapping = aes(x=DPFPASPEP, y=DPETSPEP)) + geom_point() + labs(title = "Students in Special Education and Expenditure on Program", x="Expenditure (dollars)", y= "Students in Special Education")