Age : Age of the patient Sex : Sex of the patient exang: exercise induced angina (1 = yes; 0 = no) ca: number of major vessels (0-3) cp : Chest Pain type chest pain type : Value 1: typical angina Value 2: atypical angina Value 3: non-anginal pain Value 4: asymptomatic
trtbps : resting blood pressure (in mm Hg) chol : cholestoral in mg/dl fetched via BMI sensor fbs : (fasting blood sugar > 120 mg/dl) (1 = true; 0 = false) rest_ecg : resting electrocardiographic results : Value 0: normal Value 1: having ST-T wave abnormality (T wave inversions and/or ST elevation or depression of > 0.05 mV) Value 2: showing probable or definite left ventricular hypertrophy by Estes' criteria
thalach : maximum heart rate achieved target : 0= less chance of heart attack 1= more chance of heart attack
Pandas, numpy, filterwarnings, ski-learn, matplotlib, seaborn, xgboost
Best models: Logistic Regression and Random Forest Classifier with 95% accuracy score.