{ "target": "contains_sugar", "task": "binary_classification", "positive_label": 1, "negative_label": 0, "tabular_features": [ "total_atom_count", "heavy_atom_count", "molecular_weight", "exact_molecular_weight", "van_der_walls_volume", "alogp", "topological_polar_surface_area", "rotatable_bond_count", "hydrogen_bond_acceptors", "hydrogen_bond_donors", "hydrogen_bond_acceptors_lipinski", "hydrogen_bond_donors_lipinski", "lipinski_rule_of_five_violations", "aromatic_rings_count", "qed_drug_likeliness", "formal_charge", "fractioncsp3", "number_of_minimal_rings", "np_likeness", "polarity_index", "flexibility_index", "aromatic_ring_ratio", "heteroatom_fraction", "volume_density", "BertzCT", "LabuteASA", "TPSA_RDKit", "NumAromaticRings_RDKit", "NumAliphaticRings", "NumSaturatedRings", "RingCount", "NHOHCount", "NOCount", "HeavyAtomMolWt", "MolLogP_RDKit", "MolMR", "FractionCSP3_RDKit", "NumRotBonds_RDKit", "HallKierAlpha", "Chi0v", "Chi1v", "Chi2v" ], "excluded_annotation_flags": [ "contains_sugar", "contains_ring_sugars", "contains_linear_sugars", "np_classifier_is_glycoside" ], "fp_radius": 2, "fp_nbits": 2048, "model_type": "lightgbm_binary_tabular_plus_morgan", "best_iteration": 320, "seed": 42 }