Intro Stuff

setwd( "C:/Users/Jerome/Documents/Data_Science_110/Datasets")
library(tidyverse)
## -- Attaching packages ----------------------------------------------------------------------------------------------- tidyverse 1.3.0 --
## v ggplot2 3.3.2     v purrr   0.3.4
## v tibble  3.0.1     v dplyr   1.0.0
## v tidyr   1.1.0     v stringr 1.4.0
## v readr   1.3.1     v forcats 0.5.0
## -- Conflicts -------------------------------------------------------------------------------------------------- tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag()    masks stats::lag()
Week_4_MoCo <-read.csv("Week_4_MoCo.csv")

Frequencies

##install.packages("gmodels")
library(gmodels)
## Warning: package 'gmodels' was built under R version 4.0.2
Week_4_MoCo <-read.csv("Week_4_MoCo.csv")
CrossTable(Week_4_MoCo$Grad_Rate, Week_4_MoCo$Predom_Race)
## 
##  
##    Cell Contents
## |-------------------------|
## |                       N |
## | Chi-square contribution |
## |           N / Row Total |
## |           N / Col Total |
## |         N / Table Total |
## |-------------------------|
## 
##  
## Total Observations in Table:  25 
## 
##  
##                       | Week_4_MoCo$Predom_Race 
## Week_4_MoCo$Grad_Rate |           Black |  Black/Hispanic |            Even | Hispanic/Latinx |           White |       Row Total | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                    74 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                       |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  77.2 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                       |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  79.3 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                       |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  80.6 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                       |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  81.7 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                       |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  83.7 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                       |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                    85 |               0 |               1 |               0 |               0 |               0 |               1 | 
##                       |           0.080 |          10.580 |           0.120 |           0.360 |           0.360 |                 | 
##                       |           0.000 |           1.000 |           0.000 |           0.000 |           0.000 |           0.040 | 
##                       |           0.000 |           0.500 |           0.000 |           0.000 |           0.000 |                 | 
##                       |           0.000 |           0.040 |           0.000 |           0.000 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  85.3 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                       |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  85.4 |               0 |               1 |               0 |               0 |               0 |               1 | 
##                       |           0.080 |          10.580 |           0.120 |           0.360 |           0.360 |                 | 
##                       |           0.000 |           1.000 |           0.000 |           0.000 |           0.000 |           0.040 | 
##                       |           0.000 |           0.500 |           0.000 |           0.000 |           0.000 |                 | 
##                       |           0.000 |           0.040 |           0.000 |           0.000 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  86.6 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                       |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  86.7 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                       |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  87.9 |               1 |               0 |               0 |               0 |               0 |               1 | 
##                       |          10.580 |           0.080 |           0.120 |           0.360 |           0.360 |                 | 
##                       |           1.000 |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 | 
##                       |           0.500 |           0.000 |           0.000 |           0.000 |           0.000 |                 | 
##                       |           0.040 |           0.000 |           0.000 |           0.000 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  90.2 |               0 |               0 |               0 |               0 |               1 |               1 | 
##                       |           0.080 |           0.080 |           0.120 |           0.360 |           1.138 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           1.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           0.111 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  90.4 |               0 |               0 |               0 |               0 |               1 |               1 | 
##                       |           0.080 |           0.080 |           0.120 |           0.360 |           1.138 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           1.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           0.111 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  91.3 |               0 |               0 |               1 |               0 |               0 |               1 | 
##                       |           0.080 |           0.080 |           6.453 |           0.360 |           0.360 |                 | 
##                       |           0.000 |           0.000 |           1.000 |           0.000 |           0.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.333 |           0.000 |           0.000 |                 | 
##                       |           0.000 |           0.000 |           0.040 |           0.000 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  91.6 |               1 |               0 |               0 |               0 |               0 |               1 | 
##                       |          10.580 |           0.080 |           0.120 |           0.360 |           0.360 |                 | 
##                       |           1.000 |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 | 
##                       |           0.500 |           0.000 |           0.000 |           0.000 |           0.000 |                 | 
##                       |           0.040 |           0.000 |           0.000 |           0.000 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  92.4 |               0 |               0 |               0 |               0 |               1 |               1 | 
##                       |           0.080 |           0.080 |           0.120 |           0.360 |           1.138 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           1.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           0.111 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  93.2 |               0 |               0 |               1 |               0 |               0 |               1 | 
##                       |           0.080 |           0.080 |           6.453 |           0.360 |           0.360 |                 | 
##                       |           0.000 |           0.000 |           1.000 |           0.000 |           0.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.333 |           0.000 |           0.000 |                 | 
##                       |           0.000 |           0.000 |           0.040 |           0.000 |           0.000 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  93.9 |               0 |               0 |               0 |               0 |               1 |               1 | 
##                       |           0.080 |           0.080 |           0.120 |           0.360 |           1.138 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           1.000 |           0.040 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           0.111 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                  94.9 |               0 |               0 |               1 |               0 |               1 |               2 | 
##                       |           0.160 |           0.160 |           2.407 |           0.720 |           0.109 |                 | 
##                       |           0.000 |           0.000 |           0.500 |           0.000 |           0.500 |           0.080 | 
##                       |           0.000 |           0.000 |           0.333 |           0.000 |           0.111 |                 | 
##                       |           0.000 |           0.000 |           0.040 |           0.000 |           0.040 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                    95 |               0 |               0 |               0 |               0 |               4 |               4 | 
##                       |           0.320 |           0.320 |           0.480 |           1.440 |           4.551 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           1.000 |           0.160 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           0.444 |                 | 
##                       |           0.000 |           0.000 |           0.000 |           0.000 |           0.160 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##          Column Total |               2 |               2 |               3 |               9 |               9 |              25 | 
##                       |           0.080 |           0.080 |           0.120 |           0.360 |           0.360 |                 | 
## ----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
## 
## 

Frequency FARMS

CrossTable(Week_4_MoCo$FARMS_Rate, Week_4_MoCo$Predom_Race)
## 
##  
##    Cell Contents
## |-------------------------|
## |                       N |
## | Chi-square contribution |
## |           N / Row Total |
## |           N / Col Total |
## |         N / Table Total |
## |-------------------------|
## 
##  
## Total Observations in Table:  25 
## 
##  
##                        | Week_4_MoCo$Predom_Race 
## Week_4_MoCo$FARMS_Rate |           Black |  Black/Hispanic |            Even | Hispanic/Latinx |           White |       Row Total | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                      2 |               0 |               0 |               1 |               0 |               0 |               1 | 
##                        |           0.080 |           0.080 |           6.453 |           0.360 |           0.360 |                 | 
##                        |           0.000 |           0.000 |           1.000 |           0.000 |           0.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.333 |           0.000 |           0.000 |                 | 
##                        |           0.000 |           0.000 |           0.040 |           0.000 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                      5 |               0 |               0 |               0 |               0 |               2 |               2 | 
##                        |           0.160 |           0.160 |           0.240 |           0.720 |           2.276 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           1.000 |           0.080 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.222 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.080 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                    5.2 |               0 |               0 |               0 |               0 |               1 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           0.360 |           1.138 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           1.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.111 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                    7.3 |               0 |               0 |               0 |               0 |               1 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           0.360 |           1.138 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           1.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.111 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                    7.4 |               0 |               0 |               0 |               0 |               1 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           0.360 |           1.138 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           1.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.111 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                   10.2 |               0 |               0 |               0 |               0 |               1 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           0.360 |           1.138 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           1.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.111 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                   15.7 |               0 |               0 |               0 |               0 |               1 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           0.360 |           1.138 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           1.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.111 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                   15.8 |               0 |               0 |               0 |               0 |               1 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           0.360 |           1.138 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           1.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.111 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                   21.6 |               0 |               0 |               0 |               0 |               1 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           0.360 |           1.138 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           1.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.111 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                   22.1 |               0 |               0 |               1 |               0 |               0 |               1 | 
##                        |           0.080 |           0.080 |           6.453 |           0.360 |           0.360 |                 | 
##                        |           0.000 |           0.000 |           1.000 |           0.000 |           0.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.333 |           0.000 |           0.000 |                 | 
##                        |           0.000 |           0.000 |           0.040 |           0.000 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                   24.1 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                     33 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                   33.3 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                   35.5 |               1 |               0 |               0 |               0 |               0 |               1 | 
##                        |          10.580 |           0.080 |           0.120 |           0.360 |           0.360 |                 | 
##                        |           1.000 |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 | 
##                        |           0.500 |           0.000 |           0.000 |           0.000 |           0.000 |                 | 
##                        |           0.040 |           0.000 |           0.000 |           0.000 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                     36 |               1 |               0 |               0 |               0 |               0 |               1 | 
##                        |          10.580 |           0.080 |           0.120 |           0.360 |           0.360 |                 | 
##                        |           1.000 |           0.000 |           0.000 |           0.000 |           0.000 |           0.040 | 
##                        |           0.500 |           0.000 |           0.000 |           0.000 |           0.000 |                 | 
##                        |           0.040 |           0.000 |           0.000 |           0.000 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                   36.3 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                     37 |               0 |               0 |               1 |               0 |               0 |               1 | 
##                        |           0.080 |           0.080 |           6.453 |           0.360 |           0.360 |                 | 
##                        |           0.000 |           0.000 |           1.000 |           0.000 |           0.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.333 |           0.000 |           0.000 |                 | 
##                        |           0.000 |           0.000 |           0.040 |           0.000 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                   37.9 |               0 |               1 |               0 |               0 |               0 |               1 | 
##                        |           0.080 |          10.580 |           0.120 |           0.360 |           0.360 |                 | 
##                        |           0.000 |           1.000 |           0.000 |           0.000 |           0.000 |           0.040 | 
##                        |           0.000 |           0.500 |           0.000 |           0.000 |           0.000 |                 | 
##                        |           0.000 |           0.040 |           0.000 |           0.000 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                   43.6 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                   46.9 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                     48 |               0 |               1 |               0 |               0 |               0 |               1 | 
##                        |           0.080 |          10.580 |           0.120 |           0.360 |           0.360 |                 | 
##                        |           0.000 |           1.000 |           0.000 |           0.000 |           0.000 |           0.040 | 
##                        |           0.000 |           0.500 |           0.000 |           0.000 |           0.000 |                 | 
##                        |           0.000 |           0.040 |           0.000 |           0.000 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                   49.7 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                     50 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##                   50.5 |               0 |               0 |               0 |               1 |               0 |               1 | 
##                        |           0.080 |           0.080 |           0.120 |           1.138 |           0.360 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           1.000 |           0.000 |           0.040 | 
##                        |           0.000 |           0.000 |           0.000 |           0.111 |           0.000 |                 | 
##                        |           0.000 |           0.000 |           0.000 |           0.040 |           0.000 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
##           Column Total |               2 |               2 |               3 |               9 |               9 |              25 | 
##                        |           0.080 |           0.080 |           0.120 |           0.360 |           0.360 |                 | 
## -----------------------|-----------------|-----------------|-----------------|-----------------|-----------------|-----------------|
## 
## 

Correlation

##library(ggplot2)
##Week_4_MoCo <- read.csv ("Week_4_MoCo.csv")
# Scatter plot with correlation coefficient
#:::::::::::::::::::::::::::::::::::::::::::::::::
##MoCoPlot <- ggplot(Week_4_MoCo, aes(FARMS_Rate, Grad_Rate,)) + geom_point()
# print(MoCoPlot + ggtitle("FARMS_Rate vs. Grad_Rate MoCo High Schools 2018-19")) 
   ##title(main = "FARMS_Rate vs. Grad_Rate MoCo High Schools 2018-19")
# Add correlation coefficient
#sp + stat_cor(p.accuracy = 0.001, r.accuracy = 0.01)
# `geom_smooth()` using formula 'y ~ x'