The difference between feature importance and feature weights in XGBoost

I am trying to analyze the output of running xgb classifier. I haven't been able to find a proper explanation of the difference between the feature weights and the features importance chart. Here is a sample screenshot (not from my dataset but the same analysis I am running). I will appreciate explanations or references to where I can get any. Thanks in advance Screenshot