I’ve reviewed the data and started building the scraper that will database it all. It looks like there are a good number of ads that are already transcribed and all those that are transcribed also have summary statistics associated with them that satisfy the features you outlined (How many, year, state, time of year, ect…) So my next step after databasing is going to be generating analysis and views of the existing transcribed data to get a better understanding of it and decide if there are any more features needed before developing the AI to transcribe and extract features on the remaining ads. Ill send that analysis to you for review to make sure im on the right track before getting too far into the model building.