> POIs are tagged with user-generated category tags such as “Amenity,” “Hotel,” “Shop,” “Restaurant,” “Mailbox,” etc. We found 11,000 labeled points of interest in Portland in the 2016 dataset.

Did you use the API or the shape file in here ?

Can you share the list of relevant Census feature to get the names, re-writing them from the picture takes time.