Modus In: A Drop in Replacement for Pandas

As a PhD student I started this project called mode in which is a drop in replacement for pandas. It basically keeps the same pandas API and all the all the semantics. And it just takes out everything underneath. We've also been expanding this in the startup that I'm currently working at with ponder where we are basically mapping this algebra down to cloud data warehouses so you can have a pandas interface all the same pan of semantics. All of this is possible because of the formalism that I talked about and because of the kind of, you know, the ability for us to map these different data data the different data models that exist out there to each other.