Machine Learning, Feature Sele, F1 Score, Classification, Imbalanced Class.
using Gradient Boosting. Since, in Gradient Boosting tree height is monitored and always restricted to low tree height. As exposing tree to higher tree height leads to overfitting. data1=pd.merge(data1, data1[['region','department','avg_training_score']]. groupby(['region','department']).