A friend named Winston wants to buy a rental to use as an AirBnb in Boston, Massechusetts. He is asking for some charts showing how competitive the market is throughout the different neighborhoods (shown as zipcodes) in Boston. He also wants to know how much demand there is for different sized housing throughout the city. Since the data is from AirBnb, there is no information on the price of each house or the square footage, but it does show the number of bedrooms/bathrooms, earnings, and the different locations of AirBnbs throughout the city.

After analysing the charts, Winston narrows down his area of interest into 4 zipcodes (02109, 02115, 02116, 02118). He asks for some additional charts that go further in depth on the compitition within these specific zipcodes.

After looking through all of the charts (and doing some additional research on Zillow), Winston is making a well informed business decision to buy a one bedroom condo within zipcode 02116.