With pandas you put it into the data base. You just do a general, sic search query and then it shows you the information i'm looking for,. But in like, a data frame form at which is sweet. And i've used that for a couple of projects. I built a tool and react, sorry. Id notes, a python podcast, but a, it's called diversity orgs. Dot te hah is like their design work much better than mine. Very goll yes, you ma, ra van, your message is clean and simple. Jaalie: "Diversity works"