TNNI3 and hydrops fetalis: This study compares seven ML algorithms to mine and examines the test big data, and finally the HF-Lab9 model containing 9 features of cTnI, TG, URBC, Urea, PAB, TT, γ-GT, GLU, and SG were constructed using the XgBoost algorithm.