Birth Certificate Scraping

Professor Linda Bui is a gem who really helped me enjoy my economics degree at Brandeis. So when she asked me if I could scrape all birth certificates from 1900 to 1950 in Massachusetts, I said “maybe”, rather than “no”.
I ended up using matlab to do OCR with a combination of models. The forms were either hand written or were machine printed, and I generated seperate models for each. The full accuracy of the system (having zero errors on the 21 fields) was about 40%. 80% got 18 of 21 fields correct.
Ultimately the algorithm I designed was too resource intensive to be runnable on the full set of data. I hadn’t considered that using a proprietary codebase like matlab would have the drawback that I wouldn’t be able to scale it on rented server time.
I ended up passing this project off to a research assistant of Prof. Bui’s, and I don’t know what ended up happening to it.