HDS 3.3-3.4

Author

Ryo Takahashi

library(tidyverse)
ggplot(
  data = midwest,
  mapping = aes(
    x = popasian, 
    y = percollege,
    color = state,
    shape = state,
    size = state
  )
) +
  geom_point() + 
  labs(
    x = "Number of Asians",
    y = "Percentage of College Educated (%)",
    title = "Relationship between Number of Asians and Education Level",
    color = "State",
    shape = "State",
    size = "State"
  )
Warning: Using size for a discrete variable is not advised.

ggplot(data = midwest, 
       aes(
         x = percollege,
         y = percbelowpoverty,
         color = state)
       ) +
  geom_boxplot() +
  labs(
    x = "Percentage of College Educated",
    y = "Percentage Below Poverty",
    title = "Education Level vs. Poverty Rate",
    color = "State"
  )
Warning: Orientation is not uniquely specified when both the x and y aesthetics are
continuous. Picking default orientation 'x'.