Over 800 million people worldwide suffer from chronic kidney disease, a degenerative illness that affects more than 10% of the global population. It is one of the few non-communicable diseases that has seen an increase in related deaths over the past 20 years is chronic renal disease, which has become one of the primary causes of death worldwide (Kovesdy, 2022). This study aims to investigate the association between various blood parameters, comorbidities, and the presence of chronic kidney disease using a dataset obtained from kaggle.