# add code hereAE 06: Sales taxes + data joining
Application exercise
  Getting started
Packages
We’ll use the tidyverse package for this analysis.
Data
The data are available in the data folder:
sales-taxes-25.csvus-regions.csv
# add code hereAnd let’s take a look at the data.
# add code hereJoining
Join the sales tax data with region data and save the joined data frame as a new data frame, not overwriting either data frame that goes into the join.
# add code hereCalculate the average sales tax of states in each region. What is surprising in the output?
# add code hereIdentify the state with NA for region.
# add code hereApply a fix for the NA in region, and calculate the mean sales taxes for regions again. Display the results in ascending order of mean sales tax.
# add code here