Early Discovery of Chronic Kidney Disease by Attributing Missing Values

Chronic kidney disease is a common complaint that mainly affects the elderly. This leads to a more dangerous stage in humans where the kidneys stop working within a few days. However, many people who complain about their habitual behavior can live a long life. But, does not work out for all. There is no early prognosis for detecting the early symptoms of chronic kidney failure. Chronic kidney disease can only be diagnosed when tests show high levels of the substance in the body's urine and blood, indicating that the kidneys are not functioning properly. Detecting the disease early can treat CKD, which may not lead to higher stages such as kidney failure and often death. There are too many possibilities of missing values while generating test results. Therefore, numerous missing values during medical testing are calculated by KNN imputation with machine learning algorithms.