Use of Machine Learning and Routine Laboratory Tests for Diabetes Mellitus Screening

Table 1

Description of the preprocessed dataset.

Attribute	Description	Min.	Max.	Mean	SD
HbA1c	Glycated hemoglobin (%, percent)	3.20	18.30	5.92	1.01
Age	Age of the patient (year)	20	99	56.75	16.25
CR	Creatinine (mg/dl, milligram/decaliter)	0.29	18.23	0.92	0.37
FPG	Fast plasma glucose (mg/dl, milligram/decaliter)	38.00	626.00	102.05	29.99
Baso%	Percent bashophils (%, percent)	0.10	3.70	0.75	0.32
MCHC	Mean corpuscular hemoglobin concentration (g/dl, gram/decaliter)	24.90	38.90	33.44	0.91
MCH	Mean corpuscular hemoglobin (pg, picogram)	14.90	42.30	29.70	1.47
HT	Erythrocytes (%, percent)	16.30	60.30	41.20	3.87
LC	Leukocytes (unit per mm2)	720.00	27710	6504.8	1819.6
Linfo%	Percent lymphocytes (unit per mm2)	4.10	85.30	34.14	8.21
Mono%	Percent monocytes (unit per mm2)	0.70	34.30	6.13	1.53
MPV	Mean platelet volume (%, percent)	5.60	19.20	8.62	1.07
PLT	Absolute platelet count (unit per mm2)	4.00	796.0	251.9	67.46
RDW	Red cell distribution width (%, percent)	10.80	26.80	13.60	0.95
SEG%	Percent segmented neutrophils (unit per mm2)	6.70	93.90	55.73	8.72
MVC	Mean corpuscular volume (ft, femtoliter)	52.20	127.2	88.81	4.89