According to the PDP diagram, we can speculate that the number of hospitalizations, NYHA cardiac function classification, age, glomerular filtration rate, BNP, absolute neutrophil value and RBC volume distribution width are important predictors of survival prognosis in patients with chronic heart failure. Here, NPPB is linked to congestive heart failure.