Feature Importance to Predict Mushrooms' Edibility in Python

This article aims at leveraging feature importance to assess whether all the columns within a dataset need to be used for prediction or not. Imagine you're enjoying a walk in the woods and you find some mushrooms on the side of the path. Wouldn't it be nice to input some of their features into an ML-powered application that can detect with confidence edible qualities? I'm personally not into mushroom hunting but I'm definitely into food, and I can already smell a nice dish of "tagliolini ai funghi" in front of me after a long walk. Mushrooms are fungi, part of a kingdom of their own separate from plants and animals.