TABLE 1. Details Information of the Attributes of the UCI CKD Dataset [22], [27].

Attributes	Description	Type of test	Attribute Type	Attribute values
age	Age	–	numeric	years
bp	Blood Pressure	–	numeric	mm/Hg
sg	Specific Gravity	Urine	numeric	1.005, 1.010, 1.015, 1.020, 1.025
al	Albumin	Urine	numeric	0, 1, 2, 3, 4, 5
su	Sugar	Urine	numeric	0, 1, 2, 3, 4, 5
rbc	Red Blood Cells	Urine	nominal	normal, abnormal
pc	Pus Cell	Urine	nominal	normal, abnormal
pcc	Pus Cell Clumps	Urine	nominal	present, notpresent
ba	Bacteria	Urine	nominal	present, notpresent
bgr	Blood Glucose Random	Blood	numeric	mgs/dl
bu	Blood Urea	Blood	numeric	mgs/dl
sc	Serum Creatinine	Blood	numeric	mgs/dl
sod	Sodium	Blood	numeric	mEq/l
pot	potassium	Blood	numeric	mEq/l
hemo	Hemoglobin	Blood	numeric	gms
pcv	Packed Cell Volume	Blood	numeric	–
wbcc	White Blood Cell Count	Blood	numeric	cells/cumm
rbcc	Red Blood Cell Count	Blood	numeric	millions/cmm
htn	Hypertension	–	numeric	yes, no
dm	Diabetes Mellitus	–	numeric	yes, no
cad	Coronary Artery Disease	–	nominal	yes, no
appet	Appetite	–	nominal	good, poor
pe	pedal Edema	–	nominal	yes, no
ane	Anemia	–	nominal	yes, no
class	Class	–	nominal	ckd, notckd