Table 2 Detailed overview of PIMA dataset features
S. No | Selected feature | Details | Range | Average |
|---|---|---|---|---|
1 | Pregnancies (F1) | The frequency with which a woman gives birth | 0-17 | 3.85 |
2 | Glucose (F2) | Plasma glucose levels at 2 hours in a glucose tolerance test administered orally | 0-199 | 120.90 |
3 | Blood Pressure (F3) | Diastolic blood pressure (when blood flows into the arteries that connect the heart) (mm Hg) | 0-122 | 69.11 |
4 | Skin Thickness (F4) | The thickness of the triceps skin fold (mm) | 0-99 | 20.54 |
5 | Insulin (F5) | Insulin concentration in serum throughout a 2-hour time period (mu U/ml) | 0-846 | 79.81 |
6 | BMI (F6) | Body mass index (weight in kg/(height in m2) | 0-67.1 | 31.99 |
7 | Diabetes Pedigree Function (F7) | The function that calculates diabetes risk based on family history | 0.08-2.42 | 0.47 |
8 | Age (F8) | The participants age in years | 21-81 | 33.24 |
9 | Outcome (Label) | Diabetes class variable Yes means that the patient has diabetes, and No means that the patient doesn’t have diabetes. | Yes/No | Yes/No |