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are you looking to analyze rent prices for an entire city or county well in this video im going to show you how to get rental data at the zip code level using python my name is arielle herrera with the analytics arial channel we bridge the gap between real estate and technology current rental data is hard to get for free but now it does not have to be using apis that update data monthly this video will be split into two parts first we will get the rental data for all zip codes in accounting second we will visualize the data in tableau so that we can easily spot trends and emerging neighborhoods well be able to do this all for free and if you also enjoy data-driven solutions like me then please subscribe as well like this content if you want to see more rent data solutions alright lets get started [Music] for this tutorial were going to be using python in order to get rental data so make sure you make a clone of the notebook which is in the link below this will open within your own