Optimization started at 2023-03-22 17:28:57.136340
--------------------------------
Loading column definition...
Checking column definition...
Loading data...
Dropping columns / rows...
Checking for NA values...
Setting data types...
Dropping columns / rows...
Encoding data...
	Updated column definition:
		id: REAL_VALUED (ID)
		time: DATE (TIME)
		gl: REAL_VALUED (TARGET)
		Height: REAL_VALUED (STATIC_INPUT)
		Weight: REAL_VALUED (STATIC_INPUT)
		Gender: REAL_VALUED (STATIC_INPUT)
		Race: REAL_VALUED (STATIC_INPUT)
		EduLevel: REAL_VALUED (STATIC_INPUT)
		AnnualInc: REAL_VALUED (STATIC_INPUT)
		MaritalStatus: REAL_VALUED (STATIC_INPUT)
		DaysWkEx: REAL_VALUED (STATIC_INPUT)
		DaysWkDrinkAlc: REAL_VALUED (STATIC_INPUT)
		DaysMonBingeAlc: REAL_VALUED (STATIC_INPUT)
		T1DDiagAge: REAL_VALUED (STATIC_INPUT)
		NumHospDKA: REAL_VALUED (STATIC_INPUT)
		NumSHSinceT1DDiag: REAL_VALUED (STATIC_INPUT)
		InsDeliveryMethod: REAL_VALUED (STATIC_INPUT)
		UnitsInsTotal: REAL_VALUED (STATIC_INPUT)
		NumMeterCheckDay: REAL_VALUED (STATIC_INPUT)
		Aspirin: REAL_VALUED (STATIC_INPUT)
		Simvastatin: REAL_VALUED (STATIC_INPUT)
		Lisinopril: REAL_VALUED (STATIC_INPUT)
		Vitamin D: REAL_VALUED (STATIC_INPUT)
		Multivitamin preparation: REAL_VALUED (STATIC_INPUT)
		Omeprazole: REAL_VALUED (STATIC_INPUT)
		atorvastatin: REAL_VALUED (STATIC_INPUT)
		Synthroid: REAL_VALUED (STATIC_INPUT)
		vitamin D3: REAL_VALUED (STATIC_INPUT)
		Hypertension: REAL_VALUED (STATIC_INPUT)
		Hyperlipidemia: REAL_VALUED (STATIC_INPUT)
		Hypothyroidism: REAL_VALUED (STATIC_INPUT)
		Depression: REAL_VALUED (STATIC_INPUT)
		Coronary artery disease: REAL_VALUED (STATIC_INPUT)
		Diabetic peripheral neuropathy: REAL_VALUED (STATIC_INPUT)
		Dyslipidemia: REAL_VALUED (STATIC_INPUT)
		Chronic kidney disease: REAL_VALUED (STATIC_INPUT)
		Osteoporosis: REAL_VALUED (STATIC_INPUT)
		Proliferative diabetic retinopathy: REAL_VALUED (STATIC_INPUT)
		Hypercholesterolemia: REAL_VALUED (STATIC_INPUT)
		Erectile dysfunction: REAL_VALUED (STATIC_INPUT)
		Type I diabetes mellitus: REAL_VALUED (STATIC_INPUT)
		time_year: REAL_VALUED (KNOWN_INPUT)
		time_month: REAL_VALUED (KNOWN_INPUT)
		time_day: REAL_VALUED (KNOWN_INPUT)
		time_hour: REAL_VALUED (KNOWN_INPUT)
		time_minute: REAL_VALUED (KNOWN_INPUT)
Interpolating data...
	Dropped segments: 1416
	Extracted segments: 681
	Interpolated values: 140564
	Percent of values interpolated: 24.24%
Splitting data...
	Train: 431798 (69.72%)
	Val: 57067 (9.21%)
	Test: 72421 (11.69%)
	Test OOD: 58048 (9.37%)
Scaling data...
	Scaled columns: ['id', 'gl', 'Height', 'Weight', 'Gender', 'Race', 'EduLevel', 'AnnualInc', 'MaritalStatus', 'DaysWkEx', 'DaysWkDrinkAlc', 'DaysMonBingeAlc', 'T1DDiagAge', 'NumHospDKA', 'NumSHSinceT1DDiag', 'InsDeliveryMethod', 'UnitsInsTotal', 'NumMeterCheckDay', 'Aspirin', 'Simvastatin', 'Lisinopril', 'Vitamin D', 'Multivitamin preparation', 'Omeprazole', 'atorvastatin', 'Synthroid', 'vitamin D3', 'Hypertension', 'Hyperlipidemia', 'Hypothyroidism', 'Depression', 'Coronary artery disease', 'Diabetic peripheral neuropathy', 'Dyslipidemia', 'Chronic kidney disease', 'Osteoporosis', 'Proliferative diabetic retinopathy', 'Hypercholesterolemia', 'Erectile dysfunction', 'Type I diabetes mellitus', 'time_year', 'time_month', 'time_day', 'time_hour', 'time_minute']
Data formatting complete.
--------------------------------
	Train: 428864 (69.12%)
	Val: 58289 (9.39%)
	Test: 73116 (11.78%)
	Test OOD: 60217 (9.70%)
	Scaled columns: ['id', 'gl', 'Height', 'Weight', 'Gender', 'Race', 'EduLevel', 'AnnualInc', 'MaritalStatus', 'DaysWkEx', 'DaysWkDrinkAlc', 'DaysMonBingeAlc', 'T1DDiagAge', 'NumHospDKA', 'NumSHSinceT1DDiag', 'InsDeliveryMethod', 'UnitsInsTotal', 'NumMeterCheckDay', 'Aspirin', 'Simvastatin', 'Lisinopril', 'Vitamin D', 'Multivitamin preparation', 'Omeprazole', 'atorvastatin', 'Synthroid', 'vitamin D3', 'Hypertension', 'Hyperlipidemia', 'Hypothyroidism', 'Depression', 'Coronary artery disease', 'Diabetic peripheral neuropathy', 'Dyslipidemia', 'Chronic kidney disease', 'Osteoporosis', 'Proliferative diabetic retinopathy', 'Hypercholesterolemia', 'Erectile dysfunction', 'Type I diabetes mellitus', 'time_year', 'time_month', 'time_day', 'time_hour', 'time_minute']
	Seed: 10 ID mean of (MSE, MAE): [747.8655978045025, 16.607816643918525]
	Seed: 10 OOD mean of (MSE, MAE) stats: [821.0195078321021, 17.97957206711372]
	Seed: 10 ID median of (MSE, MAE): [182.73254113864016, 11.344260811731695]
	Seed: 10 OOD median of (MSE, MAE) stats: [234.31061454485814, 12.836273169508326]
	Train: 429967 (69.36%)
	Val: 58465 (9.43%)
	Test: 72372 (11.67%)
	Test OOD: 59106 (9.53%)
	Scaled columns: ['id', 'gl', 'Height', 'Weight', 'Gender', 'Race', 'EduLevel', 'AnnualInc', 'MaritalStatus', 'DaysWkEx', 'DaysWkDrinkAlc', 'DaysMonBingeAlc', 'T1DDiagAge', 'NumHospDKA', 'NumSHSinceT1DDiag', 'InsDeliveryMethod', 'UnitsInsTotal', 'NumMeterCheckDay', 'Aspirin', 'Simvastatin', 'Lisinopril', 'Vitamin D', 'Multivitamin preparation', 'Omeprazole', 'atorvastatin', 'Synthroid', 'vitamin D3', 'Hypertension', 'Hyperlipidemia', 'Hypothyroidism', 'Depression', 'Coronary artery disease', 'Diabetic peripheral neuropathy', 'Dyslipidemia', 'Chronic kidney disease', 'Osteoporosis', 'Proliferative diabetic retinopathy', 'Hypercholesterolemia', 'Erectile dysfunction', 'Type I diabetes mellitus', 'time_year', 'time_month', 'time_day', 'time_hour', 'time_minute']
	Seed: 11 ID mean of (MSE, MAE): [744.278595270701, 16.642201962977467]
	Seed: 11 OOD mean of (MSE, MAE) stats: [837.0149021052963, 18.254173227346133]
	Seed: 11 ID median of (MSE, MAE): [186.29401454166796, 11.443765793388797]
	Seed: 11 OOD median of (MSE, MAE) stats: [243.32161471532635, 12.983299733089979]
	Train: 430782 (69.60%)
	Val: 55990 (9.05%)
	Test: 72317 (11.68%)
	Test OOD: 59861 (9.67%)
	Scaled columns: ['id', 'gl', 'Height', 'Weight', 'Gender', 'Race', 'EduLevel', 'AnnualInc', 'MaritalStatus', 'DaysWkEx', 'DaysWkDrinkAlc', 'DaysMonBingeAlc', 'T1DDiagAge', 'NumHospDKA', 'NumSHSinceT1DDiag', 'InsDeliveryMethod', 'UnitsInsTotal', 'NumMeterCheckDay', 'Aspirin', 'Simvastatin', 'Lisinopril', 'Vitamin D', 'Multivitamin preparation', 'Omeprazole', 'atorvastatin', 'Synthroid', 'vitamin D3', 'Hypertension', 'Hyperlipidemia', 'Hypothyroidism', 'Depression', 'Coronary artery disease', 'Diabetic peripheral neuropathy', 'Dyslipidemia', 'Chronic kidney disease', 'Osteoporosis', 'Proliferative diabetic retinopathy', 'Hypercholesterolemia', 'Erectile dysfunction', 'Type I diabetes mellitus', 'time_year', 'time_month', 'time_day', 'time_hour', 'time_minute']
	Seed: 12 ID mean of (MSE, MAE): [735.0457134546973, 16.480569797620213]
	Seed: 12 OOD mean of (MSE, MAE) stats: [867.2910728004425, 18.35266143163228]
	Seed: 12 ID median of (MSE, MAE): [178.41681040908156, 11.207907231568404]
	Seed: 12 OOD median of (MSE, MAE) stats: [232.877674659537, 12.916011866813554]
	Train: 429588 (69.32%)
	Val: 57592 (9.29%)
	Test: 72490 (11.70%)
	Test OOD: 60048 (9.69%)
	Scaled columns: ['id', 'gl', 'Height', 'Weight', 'Gender', 'Race', 'EduLevel', 'AnnualInc', 'MaritalStatus', 'DaysWkEx', 'DaysWkDrinkAlc', 'DaysMonBingeAlc', 'T1DDiagAge', 'NumHospDKA', 'NumSHSinceT1DDiag', 'InsDeliveryMethod', 'UnitsInsTotal', 'NumMeterCheckDay', 'Aspirin', 'Simvastatin', 'Lisinopril', 'Vitamin D', 'Multivitamin preparation', 'Omeprazole', 'atorvastatin', 'Synthroid', 'vitamin D3', 'Hypertension', 'Hyperlipidemia', 'Hypothyroidism', 'Depression', 'Coronary artery disease', 'Diabetic peripheral neuropathy', 'Dyslipidemia', 'Chronic kidney disease', 'Osteoporosis', 'Proliferative diabetic retinopathy', 'Hypercholesterolemia', 'Erectile dysfunction', 'Type I diabetes mellitus', 'time_year', 'time_month', 'time_day', 'time_hour', 'time_minute']
	Seed: 13 ID mean of (MSE, MAE): [741.5578141528916, 16.42279846254476]
	Seed: 13 OOD mean of (MSE, MAE) stats: [903.8365462231527, 18.879355150614693]
	Seed: 13 ID median of (MSE, MAE): [177.149780583931, 11.164521749051238]
	Seed: 13 OOD median of (MSE, MAE) stats: [255.0345408800255, 13.392517060315903]
	Train: 421878 (68.10%)
	Val: 57592 (9.30%)
	Test: 72450 (11.69%)
	Test OOD: 67606 (10.91%)
	Scaled columns: ['id', 'gl', 'Height', 'Weight', 'Gender', 'Race', 'EduLevel', 'AnnualInc', 'MaritalStatus', 'DaysWkEx', 'DaysWkDrinkAlc', 'DaysMonBingeAlc', 'T1DDiagAge', 'NumHospDKA', 'NumSHSinceT1DDiag', 'InsDeliveryMethod', 'UnitsInsTotal', 'NumMeterCheckDay', 'Aspirin', 'Simvastatin', 'Lisinopril', 'Vitamin D', 'Multivitamin preparation', 'Omeprazole', 'atorvastatin', 'Synthroid', 'vitamin D3', 'Hypertension', 'Hyperlipidemia', 'Hypothyroidism', 'Depression', 'Coronary artery disease', 'Diabetic peripheral neuropathy', 'Dyslipidemia', 'Chronic kidney disease', 'Osteoporosis', 'Proliferative diabetic retinopathy', 'Hypercholesterolemia', 'Erectile dysfunction', 'Type I diabetes mellitus', 'time_year', 'time_month', 'time_day', 'time_hour', 'time_minute']
	Seed: 14 ID mean of (MSE, MAE): [746.6249146030514, 16.554961353387586]
	Seed: 14 OOD mean of (MSE, MAE) stats: [837.6506872100771, 18.051196196254725]
	Seed: 14 ID median of (MSE, MAE): [182.1683500499272, 11.36023804869616]
	Seed: 14 OOD median of (MSE, MAE) stats: [225.88925370942113, 12.623781269973241]
	Train: 432386 (69.84%)
	Val: 57484 (9.28%)
	Test: 72769 (11.75%)
	Test OOD: 56503 (9.13%)
	Scaled columns: ['id', 'gl', 'Height', 'Weight', 'Gender', 'Race', 'EduLevel', 'AnnualInc', 'MaritalStatus', 'DaysWkEx', 'DaysWkDrinkAlc', 'DaysMonBingeAlc', 'T1DDiagAge', 'NumHospDKA', 'NumSHSinceT1DDiag', 'InsDeliveryMethod', 'UnitsInsTotal', 'NumMeterCheckDay', 'Aspirin', 'Simvastatin', 'Lisinopril', 'Vitamin D', 'Multivitamin preparation', 'Omeprazole', 'atorvastatin', 'Synthroid', 'vitamin D3', 'Hypertension', 'Hyperlipidemia', 'Hypothyroidism', 'Depression', 'Coronary artery disease', 'Diabetic peripheral neuropathy', 'Dyslipidemia', 'Chronic kidney disease', 'Osteoporosis', 'Proliferative diabetic retinopathy', 'Hypercholesterolemia', 'Erectile dysfunction', 'Type I diabetes mellitus', 'time_year', 'time_month', 'time_day', 'time_hour', 'time_minute']
	Seed: 15 ID mean of (MSE, MAE): [733.6178655569515, 16.443345594974367]
	Seed: 15 OOD mean of (MSE, MAE) stats: [985.6565137213247, 19.57645198175924]
	Seed: 15 ID median of (MSE, MAE): [179.92482140560944, 11.261992817304522]
	Seed: 15 OOD median of (MSE, MAE) stats: [278.1892383066512, 14.076290554625382]
	Train: 440247 (71.04%)
	Val: 57712 (9.31%)
	Test: 72728 (11.74%)
	Test OOD: 49031 (7.91%)
	Scaled columns: ['id', 'gl', 'Height', 'Weight', 'Gender', 'Race', 'EduLevel', 'AnnualInc', 'MaritalStatus', 'DaysWkEx', 'DaysWkDrinkAlc', 'DaysMonBingeAlc', 'T1DDiagAge', 'NumHospDKA', 'NumSHSinceT1DDiag', 'InsDeliveryMethod', 'UnitsInsTotal', 'NumMeterCheckDay', 'Aspirin', 'Simvastatin', 'Lisinopril', 'Vitamin D', 'Multivitamin preparation', 'Omeprazole', 'atorvastatin', 'Synthroid', 'vitamin D3', 'Hypertension', 'Hyperlipidemia', 'Hypothyroidism', 'Depression', 'Coronary artery disease', 'Diabetic peripheral neuropathy', 'Dyslipidemia', 'Chronic kidney disease', 'Osteoporosis', 'Proliferative diabetic retinopathy', 'Hypercholesterolemia', 'Erectile dysfunction', 'Type I diabetes mellitus', 'time_year', 'time_month', 'time_day', 'time_hour', 'time_minute']
	Seed: 16 ID mean of (MSE, MAE): [726.20245092088, 16.3958427268518]
	Seed: 16 OOD mean of (MSE, MAE) stats: [981.4797385485332, 18.953174499474528]
	Seed: 16 ID median of (MSE, MAE): [178.35762061854493, 11.192453606664209]
	Seed: 16 OOD median of (MSE, MAE) stats: [245.05784616709715, 13.106045007980432]
	Train: 424721 (68.43%)
	Val: 58780 (9.47%)
	Test: 71774 (11.56%)
	Test OOD: 65403 (10.54%)
	Scaled columns: ['id', 'gl', 'Height', 'Weight', 'Gender', 'Race', 'EduLevel', 'AnnualInc', 'MaritalStatus', 'DaysWkEx', 'DaysWkDrinkAlc', 'DaysMonBingeAlc', 'T1DDiagAge', 'NumHospDKA', 'NumSHSinceT1DDiag', 'InsDeliveryMethod', 'UnitsInsTotal', 'NumMeterCheckDay', 'Aspirin', 'Simvastatin', 'Lisinopril', 'Vitamin D', 'Multivitamin preparation', 'Omeprazole', 'atorvastatin', 'Synthroid', 'vitamin D3', 'Hypertension', 'Hyperlipidemia', 'Hypothyroidism', 'Depression', 'Coronary artery disease', 'Diabetic peripheral neuropathy', 'Dyslipidemia', 'Chronic kidney disease', 'Osteoporosis', 'Proliferative diabetic retinopathy', 'Hypercholesterolemia', 'Erectile dysfunction', 'Type I diabetes mellitus', 'time_year', 'time_month', 'time_day', 'time_hour', 'time_minute']
	Seed: 17 ID mean of (MSE, MAE): [727.0665182315788, 16.41856433328879]
	Seed: 17 OOD mean of (MSE, MAE) stats: [1004.9546981488567, 19.716257354965638]
	Seed: 17 ID median of (MSE, MAE): [177.83269862178253, 11.215808631600613]
	Seed: 17 OOD median of (MSE, MAE) stats: [269.8725065103039, 13.876074003407432]
	Train: 423608 (68.50%)
	Val: 56273 (9.10%)
	Test: 72496 (11.72%)
	Test OOD: 65997 (10.67%)
	Scaled columns: ['id', 'gl', 'Height', 'Weight', 'Gender', 'Race', 'EduLevel', 'AnnualInc', 'MaritalStatus', 'DaysWkEx', 'DaysWkDrinkAlc', 'DaysMonBingeAlc', 'T1DDiagAge', 'NumHospDKA', 'NumSHSinceT1DDiag', 'InsDeliveryMethod', 'UnitsInsTotal', 'NumMeterCheckDay', 'Aspirin', 'Simvastatin', 'Lisinopril', 'Vitamin D', 'Multivitamin preparation', 'Omeprazole', 'atorvastatin', 'Synthroid', 'vitamin D3', 'Hypertension', 'Hyperlipidemia', 'Hypothyroidism', 'Depression', 'Coronary artery disease', 'Diabetic peripheral neuropathy', 'Dyslipidemia', 'Chronic kidney disease', 'Osteoporosis', 'Proliferative diabetic retinopathy', 'Hypercholesterolemia', 'Erectile dysfunction', 'Type I diabetes mellitus', 'time_year', 'time_month', 'time_day', 'time_hour', 'time_minute']
	Seed: 18 ID mean of (MSE, MAE): [722.1909952687499, 16.36869346719989]
	Seed: 18 OOD mean of (MSE, MAE) stats: [997.7298884575196, 19.85792049427079]
	Seed: 18 ID median of (MSE, MAE): [177.48505233786102, 11.200524413129683]
	Seed: 18 OOD median of (MSE, MAE) stats: [282.9486811027375, 14.180766225075985]
	Train: 422428 (68.44%)
	Val: 55913 (9.06%)
	Test: 72070 (11.68%)
	Test OOD: 66811 (10.82%)
	Scaled columns: ['id', 'gl', 'Height', 'Weight', 'Gender', 'Race', 'EduLevel', 'AnnualInc', 'MaritalStatus', 'DaysWkEx', 'DaysWkDrinkAlc', 'DaysMonBingeAlc', 'T1DDiagAge', 'NumHospDKA', 'NumSHSinceT1DDiag', 'InsDeliveryMethod', 'UnitsInsTotal', 'NumMeterCheckDay', 'Aspirin', 'Simvastatin', 'Lisinopril', 'Vitamin D', 'Multivitamin preparation', 'Omeprazole', 'atorvastatin', 'Synthroid', 'vitamin D3', 'Hypertension', 'Hyperlipidemia', 'Hypothyroidism', 'Depression', 'Coronary artery disease', 'Diabetic peripheral neuropathy', 'Dyslipidemia', 'Chronic kidney disease', 'Osteoporosis', 'Proliferative diabetic retinopathy', 'Hypercholesterolemia', 'Erectile dysfunction', 'Type I diabetes mellitus', 'time_year', 'time_month', 'time_day', 'time_hour', 'time_minute']
	Seed: 19 ID mean of (MSE, MAE): [739.5602454603428, 16.39331629557157]
	Seed: 19 OOD mean of (MSE, MAE) stats: [874.7108095852512, 18.696549641847426]
	Seed: 19 ID median of (MSE, MAE): [175.03996268269026, 11.093156136811842]
	Seed: 19 OOD median of (MSE, MAE) stats: [252.1824719200251, 13.36551637696292]
ID mean of (MSE, MAE): [736.4010710724349, 16.472811063833493] +- [8.586299147644612, 0.09117283055589553]
OOD mean of (MSE, MAE): [911.1344364632556, 18.83173120452792] +- [70.0852786306005, 0.6575592546056531]
ID median of (MSE, MAE): [179.54016523897357, 11.248462923994717] +- [3.1404791201386013, 0.09965425884080836]
OOD median of (MSE, MAE): [251.96844425159824, 13.335657526775316] +- [18.590890128745688, 0.5165320381500675]
