Machine learning classification prediction shap map heat map mse auc ap actual combat

Effect:

 

 

 Code:

import matplotlib
import pandas as pd
import sklearn
import numpy as np
from pandas import DataFrame
import seaborn as sns
import matplotlib.pyplot as plt
from matplotlib.font_manager import FontProperties
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.model_selection import KFold
from sklearn.metrics import classification_report
from sklearn.model_selection import learning_curve
from sklearn.model_selection import validation_curve
from sklearn.model_selection import cross_val_score
from sklearn.preprocessing import StandardScaler
fro