Pandas is the best interface for putting with matplotlib (better than matplotlib itself). What issues are you running into with the Python ecosystem? I ask be

Pandas is the best interface for putting with matplotlib (better than matplotlib itself). What issues are you running into with the Python ecosystem? I ask because I'm in the middle of writing Effective Polars, and my experience is that many things like Xgboost, matplotlib, etc work fine with Polars. (Sadly/oddly/ironically some libraries now have issues with Pandas 2 pyarrow types but work with Polars.)