RF_parameters.txt

# RF: Random Forest
DERMATITIS
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
BRAIN DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
VIRAL INFECTIOUS DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
PARKINSON'S DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 3}
PRIMARY IMMUNODEFICIENCY DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
PSORIASIS
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 3}
BACTERIAL INFECTIOUS DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
NON-HODGKIN LYMPHOMA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 3}
PARASITIC INFECTIOUS DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RHEUMATIC DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RESPIRATORY SYSTEM DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
ISCHEMIA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
GOUT
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
RESPIRATORY SYSTEM CANCER
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
LUNG DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
COLLAGEN DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
SCHIZOPHRENIA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
HEMATOLOGIC CANCER
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
OSTEOARTHRITIS
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
HYPERTENSION
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
ASTHMA
RF 0 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
MUSCULOSKELETAL SYSTEM CANCER
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
ULCERATIVE COLITIS
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
THYROID GLAND DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
BENIGN NEOPLASM
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 2}
PROSTATE CANCER
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
SUBSTANCE-RELATED DISORDER
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
MALE REPRODUCTIVE ORGAN CANCER
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
CELIAC DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
MACULAR DEGENERATION
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
DEMYELINATING DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
LYSOSOMAL STORAGE DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
KIDNEY DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
ACQUIRED IMMUNODEFICIENCY SYNDROME
RF 0 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
GENETIC DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
GONADAL DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
FEMALE REPRODUCTIVE ORGAN CANCER
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
THORACIC CANCER
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
APLASTIC ANEMIA
RF 0 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
ACUTE LYMPHOCYTIC LEUKEMIA
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
BRONCHIAL DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
CARCINOMA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
HYPERSENSITIVITY REACTION TYPE I DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
MUSCULAR DYSTROPHY
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
CARDIOMYOPATHY
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
HEPATOBILIARY DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
GASTROINTESTINAL SYSTEM CANCER
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
AUTISTIC DISORDER
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
CROHN'S DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
BIPOLAR DISORDER
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
NEPHRITIS
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
CONGENITAL HYPOPLASTIC ANEMIA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
LIVER CIRRHOSIS
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
NUTRITION DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
PRIMARY CILIARY DYSKINESIA
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
CONNECTIVE TISSUE CANCER
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
TYPE 1 DIABETES MELLITUS
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
LUNG CARCINOMA
RF 0 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
NON-SMALL CELL LUNG CARCINOMA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
UPPER RESPIRATORY TRACT DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
PSYCHOTIC DISORDER
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
MYELOMA
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
OSTEOCHONDRODYSPLASIA
RF 0 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
CATARACT
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
CHRONIC KIDNEY FAILURE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
GLAUCOMA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
OBESITY
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
SUBSTANCE DEPENDENCE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
CARBOHYDRATE METABOLISM DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
LARGE INTESTINE CANCER
RF 0 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RETINAL DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
DIABETES MELLITUS
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
TYPE 2 DIABETES MELLITUS
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
EPILEPSY SYNDROME
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
INTESTINAL CANCER
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
ATOPIC DERMATITIS
RF 0 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
ENDOCRINE GLAND CANCER
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
VASCULAR DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
AUTOIMMUNE DISEASE OF GASTROINTESTINAL TRACT
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
DEVELOPMENTAL DISORDER OF MENTAL HEALTH
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
INTRINSIC CARDIOMYOPATHY
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
SPECIFIC DEVELOPMENTAL DISORDER
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
HEMOLYTIC ANEMIA
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
HEPATOCELLULAR CARCINOMA
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
LIVER CARCINOMA
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
TAUOPATHY
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
CILIOPATHY
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
LYMPHOBLASTIC LEUKEMIA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
LUNG CANCER
RF 0 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
REPRODUCTIVE ORGAN CANCER
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
LEUKOCYTE DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
FEMALE REPRODUCTIVE SYSTEM DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
SYNDROME
RF 0 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
AUTOSOMAL GENETIC DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
AUTOSOMAL RECESSIVE DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
AUTOSOMAL DOMINANT DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
MALIGNANT GLIOMA
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
ARTERY DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
DISEASE OF MENTAL HEALTH
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
MYOCARDIAL INFARCTION
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
NERVOUS SYSTEM CANCER
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
PARASITIC PROTOZOA INFECTIOUS DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 2}
CORNEAL DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
PANCREATIC CANCER
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
PERIPHERAL VASCULAR DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
MICROCEPHALY
RF 0 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
BLOOD COAGULATION DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
LEUKEMIA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
MOTOR NEURON DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
INFLAMMATORY BOWEL DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
RETINITIS PIGMENTOSA
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
LIVER DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
CHRONIC OBSTRUCTIVE PULMONARY DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
OSTEOPOROSIS
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RHEUMATOID ARTHRITIS
RF 0 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
ESSENTIAL HYPERTENSION
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
COLITIS
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
EYE AND ADNEXA DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
DISEASE BY INFECTIOUS AGENT
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
REFRACTIVE ERROR
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
CELL TYPE CANCER
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
ORGAN SYSTEM CANCER
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
GLOMERULONEPHRITIS
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
MELANOMA
RF 0 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
CHARCOT-MARIE-TOOTH DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
OBSTRUCTIVE LUNG DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 3}
BLOOD PLATELET DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
AUDITORY SYSTEM DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 3}
HEMORRHAGIC DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
BONE INFLAMMATION DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
MOUTH DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
PANCREAS DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
ENDOCRINE SYSTEM DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
METABOLIC SYNDROME X
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
IMMUNE SYSTEM CANCER
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
CELL TYPE BENIGN NEOPLASM
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
ATRIAL FIBRILLATION
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 2}
OROFACIAL CLEFT
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
NONSYNDROMIC DEAFNESS
RF 0 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
BONE MARROW CANCER
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
MALE INFERTILITY
RF 0 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
IMMUNE SYSTEM DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
DIARRHEA
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
ANEMIA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
HUMAN IMMUNODEFICIENCY VIRUS INFECTIOUS DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
HYPERSENSITIVITY REACTION TYPE II DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
SCLERODERMA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
SYSTEMIC SCLERODERMA
RF 0 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RETINAL DEGENERATION
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
SKIN DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
LOWER RESPIRATORY TRACT DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
MONOGENIC DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
KIDNEY CANCER
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
KIDNEY FAILURE
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
COLORECTAL CANCER
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 3}
AMINO ACID METABOLIC DISORDER
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
SYSTEMIC LUPUS ERYTHEMATOSUS
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
HEREDITARY SPASTIC PARAPLEGIA
RF 0 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
VITILIGO
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
GLUCOSE METABOLISM DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
HYPOGONADISM
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
HEREDITARY ATAXIA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
ARTERIOSCLEROTIC CARDIOVASCULAR DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
ARTERIOSCLEROSIS
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
MYELOID LEUKEMIA
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
HEART CONDUCTION DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
NORMOCYTIC ANEMIA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
ADENOMA
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
INHERITED METABOLIC DISORDER
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
OVERNUTRITION
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
LUPUS ERYTHEMATOSUS
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
ACQUIRED METABOLIC DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
CEREBROVASCULAR DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
CARDIOVASCULAR SYSTEM DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
NEURODEGENERATIVE DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
DISEASE OF METABOLISM
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
URINARY SYSTEM CANCER
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
SYNUCLEINOPATHY
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
ACUTE MYELOID LEUKEMIA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
DYSOSTOSIS
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
ATHEROSCLEROSIS
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
MINERAL METABOLISM DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
MULTIPLE SCLEROSIS
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
LIVER CANCER
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
ALZHEIMER'S DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
CARBOHYDRATE METABOLIC DISORDER
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
URINARY SYSTEM DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
INTEGUMENTARY SYSTEM DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
MUSCULOSKELETAL SYSTEM DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
REPRODUCTIVE SYSTEM DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
OVARIAN CANCER
RF 0 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 2}
BREAST CANCER
RF 0 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
SENSORY SYSTEM DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
INTELLECTUAL DISABILITY
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
PRIMARY BACTERIAL INFECTIOUS DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
NERVOUS SYSTEM DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
AMYOTROPHIC LATERAL SCLEROSIS
RF 0 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
MOVEMENT DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
NEUROMUSCULAR DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
CONGENITAL NERVOUS SYSTEM ABNORMALITY
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
LIPID METABOLISM DISORDER
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
MUSCLE TISSUE DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
CONNECTIVE TISSUE DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
B-CELL LYMPHOMA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
MITOCHONDRIAL METABOLISM DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
ANXIETY DISORDER
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
PERVASIVE DEVELOPMENTAL DISORDER
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
AUTISM SPECTRUM DISORDER
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
ADENOCARCINOMA
RF 0 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
EYE DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
INTESTINAL DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
TOXIC ENCEPHALOPATHY
RF 0 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
BONE DEVELOPMENT DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 3}
BONE REMODELING DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
MUSCULAR DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
BONE DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
NEUROPATHY
RF 0 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
MYOPATHY
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
CORONARY ARTERY DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 2}
LYMPHOID LEUKEMIA
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
HEMATOPOIETIC SYSTEM DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
LYMPHATIC SYSTEM DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
GASTROINTESTINAL SYSTEM DISEASE
RF 0 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
LENS DISEASE
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 3}
HEART DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
HYPERSENSITIVITY REACTION DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
LYMPHOMA
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 3 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 3}
COGNITIVE DISORDER
RF 0 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
ATTENTION DEFICIT HYPERACTIVITY DISORDER
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 2}
TOOTH DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
LIPID STORAGE DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 10, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
CENTRAL NERVOUS SYSTEM DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
BONE RESORPTION DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
MOOD DISORDER
RF 0 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 2}
PHYSICAL DISORDER
RF 0 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
RF 1 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 2}
RF 3 : {'max_features': 'sqrt', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 20, 'min_samples_leaf': 2}
CHROMOSOMAL DISEASE
RF 0 : {'max_features': 'sqrt', 'n_estimators': 5, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 10, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'auto', 'n_estimators': 20, 'min_samples_leaf': 3}
ARTHRITIS
RF 0 : {'max_features': 'sqrt', 'n_estimators': 20, 'min_samples_leaf': 1}
RF 1 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 3}
RF 2 : {'max_features': 'auto', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 3 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 1}
RF 4 : {'max_features': 'log2', 'n_estimators': 50, 'min_samples_leaf': 3}