dthboyd

import pandas as pd
import numpy as np
import matplotlib
import matplotlib.pyplot as plt
import seaborn as sns
import missingno
import warnings
warnings.filterwarnings("ignore")
%matplotlib inline

dthboyd

dthboyd

model = XGBClassifier(silent=False, 
                      scale_pos_weight=1,
                      learning_rate=0.01,  
                      colsample_bytree = 0.4,
                      subsample = 0.8,
                      objective='binary:logistic', 
                      n_estimators=1000, 
                      reg_alpha = 0.3,
                      max_depth=4, 
                      gamma=10)

dthboyd

dthboyd

dthboyd

dthboyd