The data was then used to form a textfile that would be compatible with Wordaizer, the app that would sort through the word counts and establish a hierarchy for the visualization of the data. In order to do this all text files for zipcodes within a particular region were combined. Additionally, bitmaps were created for each region that would act as the mask to confine the words to in Wordaizer. 

Below: Bitmap of the North Side.