Thanks so much for the add'l context, that all sounds very real. I have worked in/around academic projects, and maintaining otherwise useful assets and data that follow on from individual projects sounds like a somewhat ubiquitous challenge. I am a systems admin and IT consultant by day, my interests in ML and cartographic endeavors are extra-curricular, but I appreciate what you're doing!