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 errors
library(readxl)
district<-read_excel("district.xls")
bilingual<-district%>%select(DPETBILP,DPSTBIFP)
summary(district$DPETBILP)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.00 2.90 7.30 12.58 16.80 100.00
summary(district$DPSTBIFP)
## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 0.000 0.000 0.000 2.311 2.100 94.300 3
bilingual_clean<-bilingual%>%na.omit(.)
ggplot(bilingual_clean,aes(DPETBILP,DPSTBIFP))+geom_point()

cor(bilingual_clean$DPETBILP,bilingual_clean$DPSTBIFP)
## [1] 0.5593534