Table 3.
Dataset description
| S.no | Attribute Name | Data Type, Description and Normal Range |
|---|---|---|
| 1 | Glucose | Numeric This measures Blood Sugar Levels, significant for diagnosing Diabetes. Normal Range 70–140 mg/dL |
| 2 | Cholesterol | Numeric: Measures total Cholesterol in Blood. High levels increase risk of cardiovascular disease. Desirable Range 125-200-mg/dL |
| 3 | Hemoglobin | Numeric: Represents protein in RBC that carries oxygen. Low value indicates Anemia, whereas high signifies dehydration. Range 13.5–17.5 g/dl |
| 4 | Platelets | Numeric: Helps in Clotting of Blood. Low level (thrombocytopenia) causing increase in risk of bleeding, while high level (thrombocytosis) causes clot formation. Range 150,000-450,000 per µL |
| 5 | White Blood Cells | Numeric: Vital for immune system Range 4000–11,000 per mm3 |
| 6 | Red Blood Cells | Numeric: Main function is to carry oxygen throughout the body. Abnormal levels indicate anemia. Range 4.2–5.4 million/ µL. |
| 7 | Hematocrit | Numeric: This indicates percentage of RBC in blood. Range: 38–52% |
| 8 | Mean Corpuscular Volume | Numeric: Indicates a measure of average size of RBC. Low value indicates iron deficiency. Range:80–100 fL. |
| 9 | Mean Corpuscular Hemoglobin | Numeric: This shows average hemoglobin content per RBC. Range 27–33 pg |
| 10 | Mean Corpuscular Hemoglobin Concentration | Numeric: Indicates Hemoglobin concentration in RBC. Range 32–36 g/dL. |
| 11 | Insulin | Numeric: Information about the hormone that regulates blood glucose levels. Range 5–25 µU/mL |
| 12 | BMI | Numeric: Body Mass Index, analyses weight status of a person. Higher values indicates overweight and vice versa. Range 18.5–24.9 kg/m2 |
| 13 | Systolic Blood Pressure | Numeric: Informs about pressure in arteries during heartbeats, high values indicates hypertension Range 90–120 mmHg. |
| 14 | Diastolic Blood Pressure | Numeric: Informs about pressure in arteries between heartbeats, low value suggests shock or dehydration Range: 60–80 mmHg. |
| 15 | Triglycerides | Numeric: Indicates whether a person has fat in the blood or not. High level indicates risk of cardio disease. Range 50–150 mg/dL |
| 16 | HbA1c | Numeric: Measures average blood sugar over 2–3 months, where values > 6.5% indicates diabetes. Range 4–6% |
| 17 | LDL Cholesterol | Numeric: Indicates amount of ‘Bad’ cholesterol that causes artery blockage. Range 70-130 mg/dL |
| 18 | HDL Cholesterol | Numeric: Indicates amount of ‘Good’ cholesterol that removes excess cholesterol from blood. Low level is undesirable as it might cause heart disease. Range 40-60 mg/dL |
| 19 | ALT | Numeric: Alanine Aminotransferase, a liver enzyme level, whose high value indicates liver damage. Range 10–40 U/L |
| 20 | AHT | Numeric: Aspartate Aminotransferase, another liver enzyme level, whose high value indicates liver disease or muscle damage. Range 10–40 U/L |
| 21 | Heart Rate | Numeric: Number of heartbeats per minute. Both extreme low and high are undesirable. Range: 60-100 bpm. |
| 22 | Creatinine | Numeric: Indicates level of waste product filtered by kidneys, where high level indicates abnormality in kidney functioning. Range 0.6–1.2 mg/dL |
| 23 | Troponin | Numeric: Indicates protein in heart muscle, where slight elevations indicate cardiac damage. Range: 0-0.04 ng/mL |
| 24 | C-Reactive Protein | Numeric: Marker of inflammation. High level undesirable. Range: 0–3 mg/L |