Table 1.
Description of the features used in the Z-Alizadeh-Sani dataset with their valid ranges.
| Feature Type | Feature Name | Range | Measurement | |||
|---|---|---|---|---|---|---|
| Mean | Std. Error of Mean | Std. Deviation | Variance | |||
| Demographic | Age | (30–80) | 58.90 | 0.6 | 10.39 | 108 |
| Demographic | Weight | (48–120) | 73.83 | 0.69 | 11.99 | 143.7 |
| Demographic | Length | (140–188) | 164.72 | 0.54 | 9.33 | 87.01 |
| Demographic | Sex | Male, Female | --- | --- | --- | --- |
| Demographic | BMI (body mass index Kb/m2) | (18–41) | 27.25 | 0.24 | 4.1 | 16.8 |
| Demographic | DM (diabetes mellitus) | (0, 1) | 0.3 | 0.03 | 0.46 | 0.21 |
| Demographic | HTN (hypertension) | (0, 1) | 0.6 | 0.03 | 0.49 | 0.24 |
| Demographic | Current smoker | (0, 1) | 0.21 | 0.02 | 0.41 | 0.17 |
| Demographic | Ex-smoker | (0, 1) | 0.03 | 0.01 | 0.18 | 0.03 |
| Demographic | FH (family history) | (0, 1) | 0.16 | 0.02 | 0.37 | 0.13 |
| Demographic | Obesity | Yes if MBI > 25, No otherwise | --- | --- | --- | --- |
| Demographic | CRF (chronic renal failure) | Yes, No | --- | --- | --- | --- |
| Demographic | CVA (cerebrovascular accident) | Yes, No | --- | --- | --- | --- |
| Demographic | Airway disease | Yes, No | --- | --- | --- | --- |
| Demographic | Thyroid disease | Yes, No | --- | --- | --- | --- |
| Demographic | CHF (congestive heart failure) | Yes, No | --- | --- | --- | --- |
| Demographic | DPL (dyslipidemia) | Yes, No | --- | --- | --- | --- |
| Symptom and examination | BP (blood pressure mm Hg) | (90–190) | 129.55 | 1.09 | 18.94 | 358.65 |
| Symptom and examination | PR (pulse rate ppm) | (50–110) | 75.14 | 0.51 | 8.91 | 79.42 |
| Symptom and examination | Edema | (0, 1) | 0.04 | 0.01 | 0.2 | 0.04 |
| Symptom and examination | Weak peripheral pulse | Yes, No | --- | --- | --- | --- |
| Symptom and examination | Lung rates | Yes, No | --- | --- | --- | --- |
| Symptom and examination | Systolic murmur | Yes, No | --- | --- | --- | --- |
| Symptom and examination | Diastolic murmur | Yes, No | --- | --- | --- | --- |
| Symptom and examination | Typical chest pain | (0, 1) | 0.54 | 0.03 | 0.5 | 0.25 |
| Symptom and examination | Dyspnea | Yes, No | --- | --- | --- | --- |
| Symptom and examination | Function class | 1, 2, 3, 4 | 0.66 | 0.06 | 1.03 | 1.07 |
| Symptom and examination | Atypical | Yes, No | --- | --- | --- | --- |
| Symptom and examination | Nonanginal chest pain | Yes, No | --- | --- | --- | --- |
| Symptom and examination | Exertional chest pain | Yes, No | --- | --- | --- | --- |
| Symptom and examination | Low TH Ang (low-threshold angina) | Yes, No | --- | --- | --- | --- |
| ECG | Rhythm | Sin, AF | --- | --- | --- | --- |
| ECG | Q wave | (0, 1) | 0.05 | 0.01 | 0.22 | 0.05 |
| ECG | ST elevation | (0, 1) | 0.05 | 0.01 | 0.21 | 0.04 |
| ECG | ST depression | (0, 1) | 0.23 | 0.02 | 0.42 | 0.18 |
| ECG | T inversion | (0, 1) | 0.3 | 0.03 | 0.46 | 0.21 |
| ECG | LVH (left ventricular hypertrophy) | Yes, No | --- | --- | --- | --- |
| ECG | Poor R-wave progression | Yes, No | --- | --- | --- | --- |
| Laboratory and echo | FBS (fasting blood sugar mg/dL) | (62–400) | 119.18 | 2.99 | 52.08 | 2712.29 |
| Laboratory and echo | Cr (creatine mg/dL) | (0.5–2.2) | 1.06 | 0.02 | 0.26 | 0.07 |
| Laboratory and echo | TG (triglyceride mg/dL) | (37–1050) | 150.34 | 5.63 | 97.96 | 9596.05 |
| Laboratory and echo | LDL (low-density lipoprotein mg/dL) | (18–232) | 104.64 | 2.03 | 35.4 | 1252.93 |
| Laboratory and echo | HDL (high-density lipoprotein mg/dL) | (15–111) | 40.23 | 0.61 | 10.56 | 111.49 |
| Laboratory and echo | BUN (blood urea nitrogen mg/dL) | (6–52) | 17.5 | 0.4 | 6.96 | 48.4 |
| Laboratory and echo | ESR (erythrocyte sedimentation rate mm/h) | (1–90) | 19.46 | 0.92 | 15.94 | 253.97 |
| Laboratory and echo | HB (hemoglobin g/dL) | (8.9–17.6) | 13.15 | 0.09 | 1.61 | 2.59 |
| Laboratory and echo | K (potassium mEq/lit) | (3.0–6.6) | 4.23 | 0.03 | 0.46 | 0.21 |
| Laboratory and echo | Na (sodium mEq/lit) | (128–156) | 141 | 0.22 | 3.81 | 14.5 |
| Laboratory and echo | WBC (white blood cell cells/mL) | (3700–18.000) | 7562.05 | 138.67 | 2413.74 | 5,826,137.52 |
| Laboratory and echo | Lymph (lymphocyte %) | (7–60) | 32.4 | 0.57 | 9.97 | 99.45 |
| Laboratory and echo | Neut (neutrophil %) | (32–89) | 60.15 | 0.59 | 10.18 | 103.68 |
| Laboratory and echo | PLT (platelet 1000/mL) | (25–742) | 221.49 | 3.49 | 60.8 | 3696.18 |
| Laboratory and echo | EF (ejection fraction %) | (15–60) | 47.23 | 0.51 | 8.93 | 79.7 |
| Laboratory and echo | Region with RWMA | (0–4) | 0.62 | 0.07 | 1.13 | 1.28 |
| Laboratory and echo | VHD (valvular heart disease) | Normal, Mild, Moderate, Severe | --- | --- | --- | --- |
| Categorical | Target class: Cath | CAD, Normal | --- | --- | --- | --- |