feature,importance discharge_disposition_id,427 diag_1_target_encoded,339 number_inpatient_mean,300 num_lab_procedures,284 diag_2_target_encoded,248 diag_3_target_encoded,248 number_inpatient_sum,244 med_diagnosis_interaction,171 num_medications,146 payer_code_is_missing,133 diag_1_cat_target_encoded,127 medical_specialty_target_encoded,116 time_in_hospital,112 number_inpatient_max,107 diag_2_cat_target_encoded,99 diag_3_cat_target_encoded,90 number_diagnoses,89 admission_type_id,78 weight_is_missing,76 admission_source_id,69 total_visits,68 payer_code_target_encoded,67 los_medication_interaction,61 age_target_encoded,59 care_utilization_risk_score,56 number_inpatient,54 medical_specialty_is_missing,51 age_bucket,50 num_procedures,49 race_Caucasian,31 diabetesMed_Yes,30 unique_diagnosis_categories,29 insulin_Steady,22 insulin_No,19 glipizide_No,18 A1Cresult_is_missing,12 metformin_Steady,12 race_Other,11 insulin_Up,11 weight_75_100),10 gender_Male,10 acarbose_Steady,9 change_No,8 medication_complexity_score,8 race_is_missing,8 weight_50_75),8 pioglitazone_No,8 glipizide_Steady,8 A1Cresult_8,7 race_Hispanic,7 rosiglitazone_No,7 metformin_No,7 repaglinide_Up,6 weight_100_125),5 bmi_underweight,4 max_glu_serum_Norm,4 glyburide_No,4 glimepiride_No,3 bmi_normal,3 pioglitazone_Steady,3 glipizide_Up,3 race_Asian,3 glimepiride_Steady,3 max_glu_serum_300,3 repaglinide_No,3 glimepiride_Up,2 rosiglitazone_Steady,2 glyburide_Steady,2 bmi_overweight,2 repaglinide_Steady,2 weight_125_150),1 A1Cresult_Norm,1 pioglitazone_Up,1 glyburide_metformin_No,1 nateglinide_Steady,1 number_emergency,0 bmi_obese,0 tolazamide_Steady,0 tolazamide_Up,0 glyburide_metformin_Steady,0 glyburide_metformin_Up,0 chlorpropamide_No,0 chlorpropamide_Steady,0 chlorpropamide_Up,0 acetohexamide_Steady,0 metformin_Up,0 nateglinide_No,0 nateglinide_Up,0 weight_25_50),0 glyburide_Up,0 tolbutamide_Steady,0 gender_Unknown_Invalid,0 weight_0_25),0 weight_150_175),0 weight_175_200),0 rosiglitazone_Up,0 acarbose_No,0 acarbose_Up,0 miglitol_No,0 miglitol_Steady,0 miglitol_Up,0 number_outpatient_mean,0 number_outpatient_max,0 number_outpatient_sum,0 number_emergency_mean,0 number_emergency_max,0 number_emergency_sum,0 troglitazone_Steady,0 glipizide_metformin_Steady,0 glimepiride_pioglitazone_Steady,0 metformin_rosiglitazone_Steady,0 metformin_pioglitazone_Steady,0 number_outpatient,0