Analysis using R
Boxplot of Pre-primary Age Male Out-of-School Rates by Continent
![](images/R boxplot.png)
Polar Chart Average Pre-primary Female Out-of-School Rates by Continent
![](images/R Chart.png)
A heat map of Out-of-School Rates by Education Level and Continent
![](images/R Heat map.png)
A Bivariate Chart of lower Secondary Age Out-Of-School Rates by Gender and Continent
![](images/R OSR.png)