Research Article

An Enhanced Machine Learning Framework for Type 2 Diabetes Classification Using Imbalanced Data with Missing Values

Table 3

Dataset attributes description.

No.Attribute nameAttribute descriptionAttribute type

1PregnanciesNumber of pregnancies of a womanNumeric
2Glucose (mg/dl)Plasma glucose concentration for 2 hours in an oral glucose tolerance testNumeric
3Blood pressure (mmHg)Diastolic blood pressureNumeric
4Skin thickness (mm)Triceps skinfold thicknessNumeric
5Insulin (mu U/ml)2-hour serum insulinNumeric
6BMI (kg/m2)Body mass index (weight in kg/(height in m)2)Continuous
7Diabetes pedigree functionDiabetes pedigree functionContinuous
8AgeAge in yearsNumeric
9OutcomeTarget variable (0 or 1) 0 for negative, 1 for positiveBinary