TABLE 1.

Feature selection values obtained for the dataset

Features	Chi‐squared test	Extra trees	LASSO
# of pregnancies	111.52	0.102	0.0
Glucose	1437.40	0.220	0.0062
Blood pressure	53.66	0.087	0.0
Skin fold thickness	143.69	0.092	0.0
Insulin	6882.18	0.137	0.0003
BMI	109.12	0.128	0.0005
Age	181.30	0.125	0.0002
Diabetes pedigree	5.39	0.106	0.0