Table 4.
Description of the dataset features.
| Feature | Type | Description |
|---|---|---|
| Age | numeric | Years of age |
| Sex | categorical | 1: male, 0: female |
| CP | numeric | Type of chest pain 1: typical angina 2: atypical angina 3: non-anginal pain 4: no symptoms |
| Trestbps | numeric | Standing blood pressure of the patient (in mm Hg) |
| Chol | numeric | Serum cholesterol (in mg/dl) |
| Fbs | categorical | If fasting blood sugar >120 mg/dL (1 = true; 0 = false) |
| Restecg | numeric | 0: means “normal”. 1: averaging an aberrant ST-T wave (T wave inversions and/or ST elevation or depression of >0.05 mV) 2: demonstrating probable or definite left ventricular hypertrophy according to Estes’ criteria |
| Thalach | numeric | Attained maximum heart rate. |
| Exang | categorical | Angina induced by exercise (1 = yes; 0 = no) |
| Oldpeak | numeric | Exercise-induced ST depression in comparison to resting |
| Slope | numeric | The peak exercise’s slope ST-segment V 1: up-sloping 2: flat 3: down-sloping |
| Ca | numeric | Number of significant vessels (0–3) colored by fluoroscopy |
| Thal | numeric | 3 = normal; 6 = fixed defect; 7 = reversable defect |
|
Num (target
variable) |
categorical | Heart disease diagnosis (angiographic disease status) 0: less than 50% diameter narrowing 1: more than 50% diameter narrowing |