The Film Location In San Francisco database (https://data.sfgov.org/Culture-and-Recreation/Film-Locations-in-San-Francisco/yitu-d5am) has a lot of information – from title, release, locations, fun facts, distributors, directors, writers, and actors (actor_1, actor_2, and actor_3). I started with wanting to cram in everything but quickly realized that it would make the speech bubble too long.

I decided to only use 4 data points for my chatbot and quickly realized that I have to make quite a few pieces of speech to accommodate different data quantity and make the bot sound natural.