Chronic Kidney Disease

What is Chronic Kidney Disease

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.

AI Solution

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:

1. age - linear value
2. bp - linear value
3. sg - linear value
4. al - linear value
5. su - linear value
6. rbc - boolean value (1 - normal, 0 - abnormal)
7. pc - boolean value (1 - normal, 0 - abnormal)
8. pcc - boolean value (1 - present, 0 - notpresent)
9. ba - boolean value (1 - present, 0 - notpresent)
10. bgr - linear value
11. bu - linear value
12. sc - linear value
13. sod - linear value
14. pot - linear value
15. hemo - linear value
16. pcv - linear value
17. wc - linear value
18. rc - linear value
19. htn - boolean value (1 - yes, 0 - no)
20. dm - boolean value (1 - yes, 0 - no)
21. cad - boolean value (1 - yes, 0 - no)
22. appet - boolean value (1 - good, 0 - poor)
23. pe - boolean value (1 - yes, 0 - no)
24. ane - boolean value (1 - yes, 0 - no)
25. classification - boolean value (1 - ckd, 0 - notckd)