feature,importance number_inpatient_mean,0.1329191251757382 number_inpatient_sum,0.12216349088744241 number_inpatient_max,0.11277830997789617 diag_1_target_encoded,0.042141192352778675 diag_3_target_encoded,0.038852814802303494 diag_2_target_encoded,0.03850987583684705 num_lab_procedures,0.038389325979493356 med_diagnosis_interaction,0.03519254022827208 num_medications,0.03003705459523165 time_in_hospital,0.024187301329904116 care_utilization_risk_score,0.02349023922714431 number_inpatient,0.02288068492437462 discharge_disposition_id,0.022623874817431194 total_visits,0.022510080851690806 diag_1_cat_target_encoded,0.01985468953151941 diag_3_cat_target_encoded,0.019201150326046537 diag_2_cat_target_encoded,0.018520236181290936 age_target_encoded,0.017479155337714245 medical_specialty_target_encoded,0.017231954472519503 num_procedures,0.015054755336894122 number_diagnoses,0.015033072055876985 admission_type_id,0.012900856487145075 los_medication_interaction,0.010774089054896083 payer_code_target_encoded,0.010663430151925857 age_bucket,0.010648349619864342 admission_source_id,0.010231495762580676 payer_code_is_missing,0.009803940752798593 unique_diagnosis_categories,0.009240149629109873 gender_Male,0.007317343528558311 medical_specialty_is_missing,0.007071141405126216 race_Caucasian,0.0053192308739035575 insulin_Steady,0.0052475952066824635 insulin_No,0.0052143279026447996 change_No,0.005075118450884063 diabetesMed_Yes,0.004215943389993113 medication_complexity_score,0.004181041818328842 A1Cresult_is_missing,0.003934802588399781 metformin_No,0.0037119200710726413 weight_is_missing,0.003482899007776682 metformin_Steady,0.003441737495069194 glipizide_No,0.0032739841407760308 glipizide_Steady,0.0030410354593309965 insulin_Up,0.0026770276088027532 glyburide_No,0.002648993688968285 A1Cresult_8,0.0023121217288053983 glyburide_Steady,0.0022846559080426806 pioglitazone_No,0.0018926573561802139 pioglitazone_Steady,0.0018542509601709508 rosiglitazone_No,0.0017854149656313727 rosiglitazone_Steady,0.0017737925756113695 glimepiride_No,0.0015456521572620157 glimepiride_Steady,0.0014345329601879032 A1Cresult_Norm,0.0013854739377970582 weight_75_100),0.0011192994361916974 max_glu_serum_Norm,0.0009285297802807649 race_is_missing,0.0008037370216883512 repaglinide_No,0.0007358361988236335 race_Hispanic,0.0006380430646520299 repaglinide_Steady,0.0006257475677116866 weight_50_75),0.0005555173838131999 bmi_normal,0.0005041657892998647 race_Other,0.0004869103652119539 weight_100_125),0.00045533921000919626 bmi_overweight,0.0004376975165968489 max_glu_serum_300,0.0003995527481171434 metformin_Up,0.00035547621392891757 glyburide_Up,0.00034697673668152484 race_Asian,0.00025468982608658873 nateglinide_Steady,0.00023961338813127168 glyburide_metformin_Steady,0.00023687002437319704 glipizide_Up,0.00023491204827834155 nateglinide_No,0.00022211069016711622 glyburide_metformin_No,0.00020521853583423103 acarbose_No,0.00015118745340052928 acarbose_Steady,0.00012102165782380482 pioglitazone_Up,0.00010103547365678268 repaglinide_Up,9.139508390322629e-05 glimepiride_Up,8.763236099559224e-05 weight_125_150),6.147143587014703e-05 rosiglitazone_Up,4.5484641050813676e-05 weight_0_25),2.7299938937200895e-05 weight_25_50),2.123102999099999e-05 bmi_underweight,2.1182958181665777e-05 bmi_obese,1.1752712447802424e-05 weight_150_175),8.766386984555456e-06 chlorpropamide_No,7.829065484680467e-06 chlorpropamide_Steady,7.104606490312663e-06 miglitol_No,3.83735381514065e-06 miglitol_Steady,3.4498787388936278e-06 tolbutamide_Steady,2.9456299962656145e-06 acarbose_Up,2.3978060334252642e-06 tolazamide_Steady,8.001075835421977e-07 chlorpropamide_Up,0.0 number_outpatient_mean,0.0 number_outpatient_max,0.0 number_outpatient_sum,0.0 metformin_pioglitazone_Steady,0.0 number_emergency,0.0 number_outpatient,0.0 number_emergency_mean,0.0 gender_Unknown_Invalid,0.0 troglitazone_Steady,0.0 metformin_rosiglitazone_Steady,0.0 glimepiride_pioglitazone_Steady,0.0 glipizide_metformin_Steady,0.0 glyburide_metformin_Up,0.0 tolazamide_Up,0.0 number_emergency_max,0.0 miglitol_Up,0.0 weight_175_200),0.0 nateglinide_Up,0.0 acetohexamide_Steady,0.0 number_emergency_sum,0.0