Table 1.

Features importance in the balanced data.

Random Forest		Information Gain
Attribute	Rank	Attribute	Rank
Age	0.4702	Age	0.75627
BMI	0.404	Ever_married	0.09382
Avg_glucose_level	0.1139	BMI	0.06991
Ever_married	0.0929	Avg_glucose_level	0.06265
Work_type	0.0898	Work_type	0.05651
Smoking_status	0.0661	Heart_disease	0.02777
Residence_type	0.0537	Smoking_status	0.02554
Gender	0.0500	Residence_type	0.02129
Heart_disease	0.0499	Gender	0.01667
Hypertension	0.0177	Hypertension	0.00523