This week I did some code cleanup/refactoring necessary to get our demo ready. This involved pushing to our prod instead of test database & changing query frequency to match the data upload cycle etc. In terms of new implementation, I modified our architecture to use multiple pub-sub clients via threads. For next steps, I will integrate this multi-client architecture with the webapp, likely via Flask asynchronous requests and locks on shared data structures on the backend server.