Chronic kidney disease (CKD) is a type of kidney disease in which there is gradual loss of kidney function over a period of months or years. Early on there are typically no symptoms. Later, leg swelling, feeling tired, vomiting, loss of appetite, or confusion may develop. Complications may include heart disease, high blood pressure, bone disease, or anemia.
In this project I have build a model which predicts the Chronic Kidney Disease based on the patient's report with a 97% accuracy. in this model following parameters is taken under evaluation:
- age - linear value
- bp - linear value
- sg - linear value
- al - linear value
- su - linear value
- rbc - boolean value (1 - normal, 0 - abnormal)
- pc - boolean value (1 - normal, 0 - abnormal)
- pcc - boolean value (1 - present, 0 - notpresent)
- ba - boolean value (1 - present, 0 - notpresent)
- bgr - linear value
- bu - linear value
- sc - linear value
- sod - linear value
- pot - linear value
- hemo - linear value
- pcv - linear value
- wc - linear value
- rc - linear value
- htn - boolean value (1 - yes, 0 - no)
- dm - boolean value (1 - yes, 0 - no)
- cad - boolean value (1 - yes, 0 - no)
- appet - boolean value (1 - good, 0 - poor)
- pe - boolean value (1 - yes, 0 - no)
- ane - boolean value (1 - yes, 0 - no)
- classification - boolean value (1 - ckd, 0 - notckd)