A Machine Learning-Based Water Potability Prediction Model by Using Synthetic Minority Oversampling Technique and Explainable AI

Table 6

Classification report for different machine learning classifiers.

Model name	Class label	Classification report
		Precision	Recall	F1- score	Accuracy
RFT	Not portable	0.83	0.80	0.82	0.81
	Portable	0.80	0.81	0.81
XGBoost	Not portable	0.82	0.79	0.80	0.80
	Portable	0.79	0.82	0.80
Decision Tree	Not portable	0.74	0.71	0.73	0.73
	Portable	0.71	0.74	0.73
AdaBoost	Not portable	0.74	0.60	0.66	0.70
	Portable	0.65	0.78	0.71
SVC	Not portable	0.74	0.81	0.77	0.75
	Portable	0.78	0.70	0.73