"Accuracy OF Models" linearregression = 0.57% svm = 0.89% RF = 0.87% log = 0.91% DT = 0.86%
Data Dictionary
age = Age of the patient
sex = Sex of the patient
cp = Chest pain type ~ 0 = Typical Angina, 1 = Atypical Angina, 2 = Non-anginal Pain, 3 = 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
restecg = Resting electrocardiographic results ~ 0 = Normal, 1 = ST-T wave normality, 2 = Left ventricular hypertrophy
thalachh = Maximum heart rate achieved
oldpeak = Previous peak
slp = Slope
caa = Number of major vessels
thall = Thalium Stress Test result ~ (0,3)
exng = Exercise induced angina ~ 1 = Yes, 0 = No
output = Target variable
Task {
To perform EDA and predict if a person is prone to a heart attack or not.}