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in the last few lessons you learned how to get multiple variables from the Census Bureau and you learned how to get those variables over multiple years in this lesson youll learn how choropleth are makes it easy to calculate the changes in these variables over multiple years take a moment to read the help file for the function calculate percent change recall that all data in choropleth are is in the same form a data frame with one column called region and one column called value if you give calculate percent change to data frames in this form it will return a third data frame the data frame it returns will have the same regions as the data frames you gave it but the value column will represent the percent change between the value columns of the two data frames continuing with our example from earlier in this module here is code to create and view the percent change in per capita income between 2010 and 2015 youll notice though that there are a lot of columns in the resulting data fra