model_name,n_features,feature_names,auc,balanced_accuracy,ranking_accuracy,pseudo_r2,mean_predicted_probability,stable_topological_median_prob,vacuum_controls_median_prob,ring_basin_fragile_median_prob,ablated_or_damaged_median_prob zinfo_only,1,zinfo_component,0.7794117647058824,0.5,0.7794117647058824,0.14457381529329139,0.2608791485788195,0.24966058596474178,0.41864615653780707,0.11405320159881499,0.24966058596474178 zinfo_plus_basin,2,"zinfo_component,basin_component",1.0,0.75,1.0,0.3242206870008304,0.2610216354079344,0.3580412671073072,0.5071761363573504,0.05469033151347965,0.2144560846219842 zinfo_basin_topology_winding,4,"zinfo_component,basin_component,topology_component,winding_component",1.0,0.75,1.0,0.3480515545805417,0.261257912186671,0.33817519272437585,0.5698281213553652,0.06177050092450511,0.2067783459200947 full_closure,9,"zinfo_component,basin_component,topology_component,winding_component,core_component,flow_component,hazard_component,replay_rescue_component,phase_component",1.0,1.0,1.0,0.5897619629506632,0.2616784478326937,0.5274196585093468,0.715616042551869,0.06443287626865052,0.12152227214050887