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scalekmm_50.log
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2022-08-10 09:16:33,464 - __main__ - INFO - Starting forestcover.arff
2022-08-10 09:16:33,852 - __main__ - INFO - Read data forestcover.arff
2022-08-10 09:16:33,857 - __main__ - INFO - Train Length = 50
2022-08-10 09:16:33,857 - __main__ - INFO - Test Length = 50
2022-08-10 09:16:33,857 - __main__ - INFO - Num of features = 54
2022-08-10 09:16:33,857 - __main__ - INFO - Got training and test data.
2022-08-10 09:16:33,884 - __main__ - INFO - Full : Time = 0.007001399993896484; NMSE = 0.0026247942673878304
2022-08-10 09:16:33,917 - __main__ - INFO - Ensemble Test 5 : Time = 0.004801273345947266; NMSE = 0.002455626351246675; Total Time = 0.024006366729736328
2022-08-10 09:16:33,944 - __main__ - INFO - Ensemble Train 5 : Time = 0.0035010814666748048; NMSE = 0.0026179086446736486; Total Time = 0.017505407333374023
2022-08-10 09:16:34,051 - __main__ - INFO - Bagging Train 5-23 : Time = 0.0032187648441480555; NMSE = 0.0016763739780488787; Total Time = 0.07403159141540527
2022-08-10 09:16:34,625 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.003788137435913086; NMSE = 0.0016242391584132315; Total Time = 0.4356358051300049
2022-08-10 09:16:34,658 - __main__ - INFO - Ensemble Test 5 : Time = 0.004400396347045898; NMSE = 0.002462191655859935; Total Time = 0.022001981735229492
2022-08-10 09:16:34,674 - __main__ - INFO - Ensemble Train 5 : Time = 0.0018003463745117187; NMSE = 0.0020605527517160585; Total Time = 0.009001731872558594
2022-08-10 09:16:34,761 - __main__ - INFO - Bagging Train 5-23 : Time = 0.002869916998821756; NMSE = 0.0018156548715984747; Total Time = 0.06600809097290039
2022-08-10 09:16:35,177 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.0027142296666684356; NMSE = 0.001518651035199008; Total Time = 0.3121364116668701
2022-08-10 09:16:35,204 - __main__ - INFO - Ensemble Test 5 : Time = 0.004233789443969726; NMSE = 0.0025242431964007696; Total Time = 0.021168947219848633
2022-08-10 09:16:35,226 - __main__ - INFO - Ensemble Train 5 : Time = 0.0030415534973144533; NMSE = 0.0030474720751048094; Total Time = 0.015207767486572266
2022-08-10 09:16:35,309 - __main__ - INFO - Bagging Train 5-23 : Time = 0.002588437951129416; NMSE = 0.0016702928286249524; Total Time = 0.05953407287597656
2022-08-10 09:16:35,740 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.0029038263403851055; NMSE = 0.001540484082417008; Total Time = 0.3339400291442871
2022-08-10 09:16:35,763 - __main__ - INFO - Ensemble Test 5 : Time = 0.0033005237579345702; NMSE = 0.0024786146245549027; Total Time = 0.01650261878967285
2022-08-10 09:16:35,782 - __main__ - INFO - Ensemble Train 5 : Time = 0.002801942825317383; NMSE = 0.0016491735581307058; Total Time = 0.014009714126586914
2022-08-10 09:16:35,871 - __main__ - INFO - Bagging Train 5-23 : Time = 0.0029395144918690557; NMSE = 0.0016901322896582794; Total Time = 0.06760883331298828
2022-08-10 09:16:36,293 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.0028123834858769957; NMSE = 0.0015345942734899581; Total Time = 0.3234241008758545
2022-08-10 09:16:36,320 - __main__ - INFO - Ensemble Test 5 : Time = 0.004001235961914063; NMSE = 0.0023576285876514046; Total Time = 0.020006179809570312
2022-08-10 09:16:36,342 - __main__ - INFO - Ensemble Train 5 : Time = 0.0032005786895751955; NMSE = 0.0028412606724656673; Total Time = 0.016002893447875977
2022-08-10 09:16:36,426 - __main__ - INFO - Bagging Train 5-23 : Time = 0.002696576325789742; NMSE = 0.0017739679608975848; Total Time = 0.06202125549316406
2022-08-10 09:16:36,831 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.002718168756236201; NMSE = 0.0018051402815117568; Total Time = 0.3125894069671631
2022-08-10 09:16:36,854 - __main__ - INFO - Ensemble Test 5 : Time = 0.0030001163482666015; NMSE = 0.0024501588064967748; Total Time = 0.015000581741333008
2022-08-10 09:16:36,874 - __main__ - INFO - Ensemble Train 5 : Time = 0.0030011653900146483; NMSE = 0.0027458299304801287; Total Time = 0.015005826950073242
2022-08-10 09:16:37,051 - __main__ - INFO - Bagging Train 5-50 : Time = 0.002585611343383789; NMSE = 0.0015409170066633996; Total Time = 0.12928056716918945
2022-08-10 09:16:37,932 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.002710702896118164; NMSE = 0.0015643619281194684; Total Time = 0.677675724029541
2022-08-10 09:16:37,959 - __main__ - INFO - Ensemble Test 5 : Time = 0.004001045227050781; NMSE = 0.0024623465368708818; Total Time = 0.020005226135253906
2022-08-10 09:16:37,974 - __main__ - INFO - Ensemble Train 5 : Time = 0.0021013259887695313; NMSE = 0.0028491433442860686; Total Time = 0.010506629943847656
2022-08-10 09:16:38,156 - __main__ - INFO - Bagging Train 5-50 : Time = 0.002660660743713379; NMSE = 0.0015709107966619265; Total Time = 0.13303303718566895
2022-08-10 09:16:39,042 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.0027015151977539064; NMSE = 0.0014952507762324293; Total Time = 0.6753787994384766
2022-08-10 09:16:39,074 - __main__ - INFO - Ensemble Test 5 : Time = 0.005001497268676758; NMSE = 0.002505772129043513; Total Time = 0.02500748634338379
2022-08-10 09:16:39,091 - __main__ - INFO - Ensemble Train 5 : Time = 0.0020004749298095704; NMSE = 0.0021958055752407486; Total Time = 0.010002374649047852
2022-08-10 09:16:39,274 - __main__ - INFO - Bagging Train 5-50 : Time = 0.002801213264465332; NMSE = 0.0015904322245043217; Total Time = 0.1400606632232666
2022-08-10 09:16:40,146 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.0026120948791503906; NMSE = 0.0014662752116335268; Total Time = 0.6530237197875977
2022-08-10 09:16:40,170 - __main__ - INFO - Ensemble Test 5 : Time = 0.003400754928588867; NMSE = 0.002528448200308901; Total Time = 0.017003774642944336
2022-08-10 09:16:40,195 - __main__ - INFO - Ensemble Train 5 : Time = 0.004101943969726562; NMSE = 0.0034171992204338757; Total Time = 0.020509719848632812
2022-08-10 09:16:40,387 - __main__ - INFO - Bagging Train 5-50 : Time = 0.0029012489318847655; NMSE = 0.0016501364129918388; Total Time = 0.14506244659423828
2022-08-10 09:16:41,287 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.0027297296524047853; NMSE = 0.001527523516705343; Total Time = 0.6824324131011963
2022-08-10 09:16:41,316 - __main__ - INFO - Ensemble Test 5 : Time = 0.004476308822631836; NMSE = 0.0025229001230286886; Total Time = 0.02238154411315918
2022-08-10 09:16:41,337 - __main__ - INFO - Ensemble Train 5 : Time = 0.0033013343811035155; NMSE = 0.0020171906300279663; Total Time = 0.016506671905517578
2022-08-10 09:16:41,517 - __main__ - INFO - Bagging Train 5-50 : Time = 0.002430596351623535; NMSE = 0.001479976241973608; Total Time = 0.12152981758117676
2022-08-10 09:16:42,397 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.002677471160888672; NMSE = 0.0015626353085132503; Total Time = 0.669367790222168
2022-08-10 09:16:42,424 - __main__ - INFO - Ensemble Test 5 : Time = 0.004201745986938477; NMSE = 0.002357847806480443; Total Time = 0.021008729934692383
2022-08-10 09:16:42,441 - __main__ - INFO - Ensemble Train 5 : Time = 0.0023007869720458986; NMSE = 0.002799274989812398; Total Time = 0.011503934860229492
2022-08-10 09:16:42,822 - __main__ - INFO - Bagging Train 5-100 : Time = 0.002754967212677002; NMSE = 0.0015082791276212124; Total Time = 0.2754967212677002
2022-08-10 09:16:44,573 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.0026302127838134766; NMSE = 0.0015217574145592403; Total Time = 1.3151063919067383
2022-08-10 09:16:44,600 - __main__ - INFO - Ensemble Test 5 : Time = 0.0026006221771240233; NMSE = 0.0024612052181636557; Total Time = 0.013003110885620117
2022-08-10 09:16:44,619 - __main__ - INFO - Ensemble Train 5 : Time = 0.002600431442260742; NMSE = 0.00221030988332802; Total Time = 0.013002157211303711
2022-08-10 09:16:44,993 - __main__ - INFO - Bagging Train 5-100 : Time = 0.00263066291809082; NMSE = 0.0015825318733475552; Total Time = 0.26306629180908203
2022-08-10 09:16:46,770 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.0026798114776611327; NMSE = 0.0015437946224382193; Total Time = 1.3399057388305664
2022-08-10 09:16:46,797 - __main__ - INFO - Ensemble Test 5 : Time = 0.003000688552856445; NMSE = 0.0024944820699314353; Total Time = 0.015003442764282227
2022-08-10 09:16:46,814 - __main__ - INFO - Ensemble Train 5 : Time = 0.0020006656646728515; NMSE = 0.0021662436938639966; Total Time = 0.010003328323364258
2022-08-10 09:16:47,177 - __main__ - INFO - Bagging Train 5-100 : Time = 0.0027206969261169434; NMSE = 0.0015688974531470226; Total Time = 0.27206969261169434
2022-08-10 09:16:48,951 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.0027176733016967772; NMSE = 0.001618393993842386; Total Time = 1.3588366508483887
2022-08-10 09:16:48,980 - __main__ - INFO - Ensemble Test 5 : Time = 0.004700994491577149; NMSE = 0.0023518034059380978; Total Time = 0.023504972457885742
2022-08-10 09:16:48,996 - __main__ - INFO - Ensemble Train 5 : Time = 0.00200037956237793; NMSE = 0.0019346791274064475; Total Time = 0.010001897811889648
2022-08-10 09:16:49,362 - __main__ - INFO - Bagging Train 5-100 : Time = 0.0026748037338256837; NMSE = 0.001492952557247937; Total Time = 0.26748037338256836
2022-08-10 09:16:51,161 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.002747166156768799; NMSE = 0.0015977137244840712; Total Time = 1.3735830783843994
2022-08-10 09:16:51,184 - __main__ - INFO - Ensemble Test 5 : Time = 0.0032005786895751955; NMSE = 0.002451387457155835; Total Time = 0.016002893447875977
2022-08-10 09:16:51,205 - __main__ - INFO - Ensemble Train 5 : Time = 0.003101491928100586; NMSE = 0.0032342019696297024; Total Time = 0.01550745964050293
2022-08-10 09:16:51,572 - __main__ - INFO - Bagging Train 5-100 : Time = 0.0027057361602783204; NMSE = 0.0015759860635641834; Total Time = 0.27057361602783203
2022-08-10 09:16:53,327 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.00267508602142334; NMSE = 0.0015733067485888602; Total Time = 1.33754301071167
2022-08-10 09:16:53,356 - __main__ - INFO - Ensemble Test 5 : Time = 0.004601097106933594; NMSE = 0.002512646548621071; Total Time = 0.02300548553466797
2022-08-10 09:16:53,372 - __main__ - INFO - Ensemble Train 5 : Time = 0.0020003318786621094; NMSE = 0.002087168937355916; Total Time = 0.010001659393310547
2022-08-10 09:16:53,907 - __main__ - INFO - Bagging Train 5-150 : Time = 0.0025776465733846027; NMSE = 0.0015698872517336947; Total Time = 0.38664698600769043
2022-08-10 09:16:56,600 - __main__ - INFO - Bagging Train ENS 5-150 : Time = 0.002726684888203939; NMSE = 0.0015554508256715909; Total Time = 2.045013666152954
2022-08-10 09:16:56,629 - __main__ - INFO - Ensemble Test 5 : Time = 0.004601192474365234; NMSE = 0.0025101151803714255; Total Time = 0.023005962371826172
2022-08-10 09:16:56,649 - __main__ - INFO - Ensemble Train 5 : Time = 0.0029017448425292967; NMSE = 0.0016829701316527531; Total Time = 0.014508724212646484
2022-08-10 09:16:57,208 - __main__ - INFO - Bagging Train 5-150 : Time = 0.0027406756083170575; NMSE = 0.0016176457914849473; Total Time = 0.4111013412475586
2022-08-10 09:16:59,925 - __main__ - INFO - Bagging Train ENS 5-150 : Time = 0.0027723429997762042; NMSE = 0.0016090282901064514; Total Time = 2.0792572498321533
2022-08-10 09:16:59,952 - __main__ - INFO - Ensemble Test 5 : Time = 0.004001474380493164; NMSE = 0.002398739158518384; Total Time = 0.02000737190246582
2022-08-10 09:16:59,974 - __main__ - INFO - Ensemble Train 5 : Time = 0.0032004833221435545; NMSE = 0.001957145243940456; Total Time = 0.016002416610717773
2022-08-10 09:17:00,574 - __main__ - INFO - Bagging Train 5-150 : Time = 0.0029306538899739583; NMSE = 0.0015838470952448122; Total Time = 0.43959808349609375
2022-08-10 09:17:03,218 - __main__ - INFO - Bagging Train ENS 5-150 : Time = 0.0026816377639770506; NMSE = 0.0015356210496418484; Total Time = 2.011228322982788
2022-08-10 09:17:03,247 - __main__ - INFO - Ensemble Test 5 : Time = 0.004399919509887695; NMSE = 0.0024947485376132384; Total Time = 0.021999597549438477
2022-08-10 09:17:03,263 - __main__ - INFO - Ensemble Train 5 : Time = 0.0022005081176757813; NMSE = 0.0014981504375578072; Total Time = 0.011002540588378906
2022-08-10 09:17:03,797 - __main__ - INFO - Bagging Train 5-150 : Time = 0.002574620246887207; NMSE = 0.001532890104922707; Total Time = 0.38619303703308105
2022-08-10 09:17:06,424 - __main__ - INFO - Bagging Train ENS 5-150 : Time = 0.0026780389149983724; NMSE = 0.0015353724788916673; Total Time = 2.0085291862487793
2022-08-10 09:17:06,450 - __main__ - INFO - Ensemble Test 5 : Time = 0.0043027400970458984; NMSE = 0.002379314556267265; Total Time = 0.021513700485229492
2022-08-10 09:17:06,473 - __main__ - INFO - Ensemble Train 5 : Time = 0.0031998157501220703; NMSE = 0.0035159585398962883; Total Time = 0.01599907875061035
2022-08-10 09:17:07,037 - __main__ - INFO - Bagging Train 5-150 : Time = 0.0026556889216105143; NMSE = 0.0015202087027050399; Total Time = 0.39835333824157715
2022-08-10 09:17:09,687 - __main__ - INFO - Bagging Train ENS 5-150 : Time = 0.0026691052118937176; NMSE = 0.001540546065261983; Total Time = 2.001828908920288
2022-08-10 09:17:09,713 - __main__ - INFO - Ensemble Test 5 : Time = 0.0029994487762451173; NMSE = 0.0024111552713994254; Total Time = 0.014997243881225586
2022-08-10 09:17:09,729 - __main__ - INFO - Ensemble Train 5 : Time = 0.00200037956237793; NMSE = 0.0021617832949149675; Total Time = 0.010001897811889648
2022-08-10 09:17:10,458 - __main__ - INFO - Bagging Train 5-200 : Time = 0.002641105651855469; NMSE = 0.0015238580456258474; Total Time = 0.5282211303710938
2022-08-10 09:17:14,061 - __main__ - INFO - Bagging Train ENS 5-200 : Time = 0.002762298583984375; NMSE = 0.0015314652499483395; Total Time = 2.762298583984375
2022-08-10 09:17:14,088 - __main__ - INFO - Ensemble Test 5 : Time = 0.004401206970214844; NMSE = 0.00247618486728708; Total Time = 0.02200603485107422
2022-08-10 09:17:14,105 - __main__ - INFO - Ensemble Train 5 : Time = 0.002200746536254883; NMSE = 0.002632469661209405; Total Time = 0.011003732681274414
2022-08-10 09:17:14,828 - __main__ - INFO - Bagging Train 5-200 : Time = 0.0026949894428253173; NMSE = 0.001540955182329453; Total Time = 0.5389978885650635
2022-08-10 09:17:18,456 - __main__ - INFO - Bagging Train ENS 5-200 : Time = 0.0027803001403808596; NMSE = 0.0015506011764255508; Total Time = 2.7803001403808594
2022-08-10 09:17:18,481 - __main__ - INFO - Ensemble Test 5 : Time = 0.003902149200439453; NMSE = 0.002509860887883759; Total Time = 0.019510746002197266
2022-08-10 09:17:18,497 - __main__ - INFO - Ensemble Train 5 : Time = 0.0021999359130859377; NMSE = 0.002496890858707721; Total Time = 0.010999679565429688
2022-08-10 09:17:19,218 - __main__ - INFO - Bagging Train 5-200 : Time = 0.0026956772804260253; NMSE = 0.0015774795557348853; Total Time = 0.5391354560852051
2022-08-10 09:17:22,818 - __main__ - INFO - Bagging Train ENS 5-200 : Time = 0.0027293541431427; NMSE = 0.0015352139443813554; Total Time = 2.7293541431427
2022-08-10 09:17:22,846 - __main__ - INFO - Ensemble Test 5 : Time = 0.0036008358001708984; NMSE = 0.0024902566281679466; Total Time = 0.018004179000854492
2022-08-10 09:17:22,866 - __main__ - INFO - Ensemble Train 5 : Time = 0.0032007694244384766; NMSE = 0.0028869307008059846; Total Time = 0.016003847122192383
2022-08-10 09:17:23,598 - __main__ - INFO - Bagging Train 5-200 : Time = 0.0026289165019989015; NMSE = 0.0015816261375218496; Total Time = 0.5257833003997803
2022-08-10 09:17:27,288 - __main__ - INFO - Bagging Train ENS 5-200 : Time = 0.0028261024951934813; NMSE = 0.001577304403205359; Total Time = 2.8261024951934814
2022-08-10 09:17:27,312 - __main__ - INFO - Ensemble Test 5 : Time = 0.003602457046508789; NMSE = 0.002440606033544582; Total Time = 0.018012285232543945
2022-08-10 09:17:27,336 - __main__ - INFO - Ensemble Train 5 : Time = 0.003600740432739258; NMSE = 0.0019293267597266777; Total Time = 0.01800370216369629
2022-08-10 09:17:28,142 - __main__ - INFO - Bagging Train 5-200 : Time = 0.0029534649848937987; NMSE = 0.0015785425869189094; Total Time = 0.5906929969787598
2022-08-10 09:17:32,090 - __main__ - INFO - Bagging Train ENS 5-200 : Time = 0.0029550001621246338; NMSE = 0.0015039102927964995; Total Time = 2.955000162124634
2022-08-10 09:17:32,146 - __main__ - INFO - Ensemble Test 10 : Time = 0.004100942611694336; NMSE = 0.002488806319449434; Total Time = 0.04100942611694336
2022-08-10 09:17:32,184 - __main__ - INFO - Ensemble Train 10 : Time = 0.002800583839416504; NMSE = 0.001580738734852207; Total Time = 0.02800583839416504
2022-08-10 09:17:32,368 - __main__ - INFO - Bagging Train 10-46 : Time = 0.002859421398328698; NMSE = 0.0016117636113541804; Total Time = 0.13153338432312012
2022-08-10 09:17:34,396 - __main__ - INFO - Bagging Train ENS 10-46 : Time = 0.0033588684123495353; NMSE = 0.0015986093532722478; Total Time = 1.5450794696807861
2022-08-10 09:17:34,458 - __main__ - INFO - Ensemble Test 10 : Time = 0.00438840389251709; NMSE = 0.0023521965642458154; Total Time = 0.0438840389251709
2022-08-10 09:17:34,502 - __main__ - INFO - Ensemble Train 10 : Time = 0.0034008026123046875; NMSE = 0.0021784547982449075; Total Time = 0.034008026123046875
2022-08-10 09:17:34,694 - __main__ - INFO - Bagging Train 10-46 : Time = 0.002946843271670134; NMSE = 0.001515866964043355; Total Time = 0.13555479049682617
2022-08-10 09:17:36,337 - __main__ - INFO - Bagging Train ENS 10-46 : Time = 0.0028006242669146994; NMSE = 0.0013964661215112952; Total Time = 1.2882871627807617
2022-08-10 09:17:36,387 - __main__ - INFO - Ensemble Test 10 : Time = 0.003201723098754883; NMSE = 0.0023072451099287964; Total Time = 0.03201723098754883
2022-08-10 09:17:36,427 - __main__ - INFO - Ensemble Train 10 : Time = 0.0029782772064208983; NMSE = 0.001995494465289347; Total Time = 0.029782772064208984
2022-08-10 09:17:36,627 - __main__ - INFO - Bagging Train 10-46 : Time = 0.0031551485476286516; NMSE = 0.0015163026565959338; Total Time = 0.14513683319091797
2022-08-10 09:17:38,433 - __main__ - INFO - Bagging Train ENS 10-46 : Time = 0.0030104300250177797; NMSE = 0.0017406556075075864; Total Time = 1.3847978115081787
2022-08-10 09:17:38,521 - __main__ - INFO - Ensemble Test 10 : Time = 0.00686497688293457; NMSE = 0.002412225936912284; Total Time = 0.0686497688293457
2022-08-10 09:17:38,577 - __main__ - INFO - Ensemble Train 10 : Time = 0.004097294807434082; NMSE = 0.0015001904017093112; Total Time = 0.04097294807434082
2022-08-10 09:17:38,771 - __main__ - INFO - Bagging Train 10-46 : Time = 0.002985394519308339; NMSE = 0.0016842039579985013; Total Time = 0.1373281478881836
2022-08-10 09:17:40,469 - __main__ - INFO - Bagging Train ENS 10-46 : Time = 0.0028617382049560547; NMSE = 0.001472623669840744; Total Time = 1.3163995742797852
2022-08-10 09:17:40,526 - __main__ - INFO - Ensemble Test 10 : Time = 0.004200959205627441; NMSE = 0.002504169225902232; Total Time = 0.042009592056274414
2022-08-10 09:17:40,561 - __main__ - INFO - Ensemble Train 10 : Time = 0.0024513483047485353; NMSE = 0.002615131552888563; Total Time = 0.02451348304748535
2022-08-10 09:17:40,733 - __main__ - INFO - Bagging Train 10-46 : Time = 0.0028375750002653704; NMSE = 0.0014775785890844848; Total Time = 0.13052845001220703
2022-08-10 09:17:42,523 - __main__ - INFO - Bagging Train ENS 10-46 : Time = 0.0030521677887958027; NMSE = 0.0014668725812822605; Total Time = 1.4039971828460693
2022-08-10 09:17:42,587 - __main__ - INFO - Ensemble Test 10 : Time = 0.004546689987182617; NMSE = 0.0023573488754494894; Total Time = 0.04546689987182617
2022-08-10 09:17:42,633 - __main__ - INFO - Ensemble Train 10 : Time = 0.0035006523132324217; NMSE = 0.0015896788958802241; Total Time = 0.03500652313232422
2022-08-10 09:17:42,841 - __main__ - INFO - Bagging Train 10-50 : Time = 0.002939138412475586; NMSE = 0.001501110100390554; Total Time = 0.1469569206237793
2022-08-10 09:17:44,880 - __main__ - INFO - Bagging Train ENS 10-50 : Time = 0.003140260696411133; NMSE = 0.0015024250917508696; Total Time = 1.5701303482055664
2022-08-10 09:17:44,943 - __main__ - INFO - Ensemble Test 10 : Time = 0.004902505874633789; NMSE = 0.0023449111568573694; Total Time = 0.04902505874633789
2022-08-10 09:17:44,995 - __main__ - INFO - Ensemble Train 10 : Time = 0.003500819206237793; NMSE = 0.0025983617852176743; Total Time = 0.03500819206237793
2022-08-10 09:17:45,246 - __main__ - INFO - Bagging Train 10-50 : Time = 0.0035513496398925782; NMSE = 0.0015823227058761305; Total Time = 0.1775674819946289
2022-08-10 09:17:47,153 - __main__ - INFO - Bagging Train ENS 10-50 : Time = 0.0029521141052246094; NMSE = 0.0015247299422562071; Total Time = 1.4760570526123047
2022-08-10 09:17:47,208 - __main__ - INFO - Ensemble Test 10 : Time = 0.004123067855834961; NMSE = 0.0024415707574247524; Total Time = 0.04123067855834961
2022-08-10 09:17:47,246 - __main__ - INFO - Ensemble Train 10 : Time = 0.0026511669158935545; NMSE = 0.001702802775213462; Total Time = 0.026511669158935547
2022-08-10 09:17:47,424 - __main__ - INFO - Bagging Train 10-50 : Time = 0.0027529430389404298; NMSE = 0.0015317704734169456; Total Time = 0.13764715194702148
2022-08-10 09:17:49,872 - __main__ - INFO - Bagging Train ENS 10-50 : Time = 0.003833357334136963; NMSE = 0.0014882427596952248; Total Time = 1.9166786670684814
2022-08-10 09:17:49,927 - __main__ - INFO - Ensemble Test 10 : Time = 0.004251837730407715; NMSE = 0.0023725374358790447; Total Time = 0.04251837730407715
2022-08-10 09:17:49,964 - __main__ - INFO - Ensemble Train 10 : Time = 0.0020508766174316406; NMSE = 0.0020282836636047437; Total Time = 0.020508766174316406
2022-08-10 09:17:50,146 - __main__ - INFO - Bagging Train 10-50 : Time = 0.002732992172241211; NMSE = 0.0014595871037690385; Total Time = 0.13664960861206055
2022-08-10 09:17:51,987 - __main__ - INFO - Bagging Train ENS 10-50 : Time = 0.0028868842124938963; NMSE = 0.0014615329686061998; Total Time = 1.4434421062469482
2022-08-10 09:17:52,043 - __main__ - INFO - Ensemble Test 10 : Time = 0.003852176666259766; NMSE = 0.0023007066071163763; Total Time = 0.038521766662597656
2022-08-10 09:17:52,080 - __main__ - INFO - Ensemble Train 10 : Time = 0.002850985527038574; NMSE = 0.002134159404839607; Total Time = 0.028509855270385742
2022-08-10 09:17:52,277 - __main__ - INFO - Bagging Train 10-50 : Time = 0.002960963249206543; NMSE = 0.0015223793945016565; Total Time = 0.14804816246032715
2022-08-10 09:17:54,117 - __main__ - INFO - Bagging Train ENS 10-50 : Time = 0.002848118782043457; NMSE = 0.0016172691563955536; Total Time = 1.4240593910217285
2022-08-10 09:17:54,173 - __main__ - INFO - Ensemble Test 10 : Time = 0.004251337051391602; NMSE = 0.0023510723256396165; Total Time = 0.042513370513916016
2022-08-10 09:17:54,210 - __main__ - INFO - Ensemble Train 10 : Time = 0.0024999380111694336; NMSE = 0.0025585186430682094; Total Time = 0.024999380111694336
2022-08-10 09:17:54,595 - __main__ - INFO - Bagging Train 10-100 : Time = 0.00291412353515625; NMSE = 0.0015100015927672866; Total Time = 0.291412353515625
2022-08-10 09:17:58,156 - __main__ - INFO - Bagging Train ENS 10-100 : Time = 0.002758692502975464; NMSE = 0.0014807560489045694; Total Time = 2.758692502975464
2022-08-10 09:17:58,207 - __main__ - INFO - Ensemble Test 10 : Time = 0.004050660133361817; NMSE = 0.0024602732699496167; Total Time = 0.040506601333618164
2022-08-10 09:17:58,242 - __main__ - INFO - Ensemble Train 10 : Time = 0.002604031562805176; NMSE = 0.002764640522371882; Total Time = 0.026040315628051758
2022-08-10 09:17:58,585 - __main__ - INFO - Bagging Train 10-100 : Time = 0.002454836368560791; NMSE = 0.0014854674326254516; Total Time = 0.2454836368560791
2022-08-10 09:18:01,882 - __main__ - INFO - Bagging Train ENS 10-100 : Time = 0.0025589849948883057; NMSE = 0.001443052237427117; Total Time = 2.5589849948883057
2022-08-10 09:18:01,929 - __main__ - INFO - Ensemble Test 10 : Time = 0.0030008792877197266; NMSE = 0.002386519571138924; Total Time = 0.030008792877197266
2022-08-10 09:18:01,964 - __main__ - INFO - Ensemble Train 10 : Time = 0.0029009103775024412; NMSE = 0.0023638978906194603; Total Time = 0.029009103775024414
2022-08-10 09:18:02,327 - __main__ - INFO - Bagging Train 10-100 : Time = 0.0026706838607788086; NMSE = 0.0014941662992441571; Total Time = 0.26706838607788086
2022-08-10 09:18:06,068 - __main__ - INFO - Bagging Train ENS 10-100 : Time = 0.0029063308238983154; NMSE = 0.0014585276886480134; Total Time = 2.9063308238983154
2022-08-10 09:18:06,128 - __main__ - INFO - Ensemble Test 10 : Time = 0.004451107978820801; NMSE = 0.002347811772914814; Total Time = 0.04451107978820801
2022-08-10 09:18:06,163 - __main__ - INFO - Ensemble Train 10 : Time = 0.002100563049316406; NMSE = 0.0023878898751615533; Total Time = 0.021005630493164062
2022-08-10 09:18:06,500 - __main__ - INFO - Bagging Train 10-100 : Time = 0.002460906505584717; NMSE = 0.0014608385533171628; Total Time = 0.24609065055847168
2022-08-10 09:18:10,288 - __main__ - INFO - Bagging Train ENS 10-100 : Time = 0.0029283294677734375; NMSE = 0.0015340755287230688; Total Time = 2.9283294677734375
2022-08-10 09:18:10,348 - __main__ - INFO - Ensemble Test 10 : Time = 0.004178595542907715; NMSE = 0.002488226676093151; Total Time = 0.04178595542907715
2022-08-10 09:18:10,388 - __main__ - INFO - Ensemble Train 10 : Time = 0.002500462532043457; NMSE = 0.002438646544860388; Total Time = 0.02500462532043457
2022-08-10 09:20:30,276 - __main__ - INFO - Starting forestcover.arff
2022-08-10 09:20:30,664 - __main__ - INFO - Read data forestcover.arff
2022-08-10 09:20:30,673 - __main__ - INFO - Train Length = 50
2022-08-10 09:20:30,673 - __main__ - INFO - Test Length = 50
2022-08-10 09:20:30,673 - __main__ - INFO - Num of features = 54
2022-08-10 09:20:30,673 - __main__ - INFO - Got training and test data.
2022-08-10 09:20:30,701 - __main__ - INFO - Full : Time = 0.00900125503540039; NMSE = 0.0010229918740482541
2022-08-10 09:20:30,734 - __main__ - INFO - Ensemble Test 5 : Time = 0.004599666595458985; NMSE = 0.0008773095861532565; Total Time = 0.022998332977294922
2022-08-10 09:20:30,759 - __main__ - INFO - Ensemble Train 5 : Time = 0.003400707244873047; NMSE = 0.0010331052660759255; Total Time = 0.017003536224365234
2022-08-10 09:20:30,872 - __main__ - INFO - Bagging Train 5-23 : Time = 0.0034185077833092732; NMSE = 0.0004947111529214767; Total Time = 0.07862567901611328
2022-08-10 09:20:31,650 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.005344144157741381; NMSE = 0.00040036858663264433; Total Time = 0.6145765781402588
2022-08-10 09:20:31,679 - __main__ - INFO - Ensemble Test 5 : Time = 0.004200935363769531; NMSE = 0.0008012942548246936; Total Time = 0.021004676818847656
2022-08-10 09:20:31,696 - __main__ - INFO - Ensemble Train 5 : Time = 0.0024005889892578123; NMSE = 0.0016810150762659895; Total Time = 0.012002944946289062
2022-08-10 09:20:31,788 - __main__ - INFO - Bagging Train 5-23 : Time = 0.0028706322545590606; NMSE = 0.00046669052231633853; Total Time = 0.0660245418548584
2022-08-10 09:20:32,195 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.002732291428939156; NMSE = 0.0003504527906249319; Total Time = 0.31421351432800293
2022-08-10 09:20:32,217 - __main__ - INFO - Ensemble Test 5 : Time = 0.0034008026123046875; NMSE = 0.0007831114854577708; Total Time = 0.017004013061523438
2022-08-10 09:20:32,237 - __main__ - INFO - Ensemble Train 5 : Time = 0.00340123176574707; NMSE = 0.0012684677249282772; Total Time = 0.01700615882873535
2022-08-10 09:20:32,316 - __main__ - INFO - Bagging Train 5-23 : Time = 0.002305269241333008; NMSE = 0.00034452386505524636; Total Time = 0.05302119255065918
2022-08-10 09:20:32,738 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.002765790275905443; NMSE = 0.00040058115591341624; Total Time = 0.318065881729126
2022-08-10 09:20:32,761 - __main__ - INFO - Ensemble Test 5 : Time = 0.003400850296020508; NMSE = 0.0007421987915879251; Total Time = 0.01700425148010254
2022-08-10 09:20:32,783 - __main__ - INFO - Ensemble Train 5 : Time = 0.003400707244873047; NMSE = 0.0012106462009226207; Total Time = 0.017003536224365234
2022-08-10 09:20:32,869 - __main__ - INFO - Bagging Train 5-23 : Time = 0.002482870350713315; NMSE = 0.00033522865851104774; Total Time = 0.05710601806640625
2022-08-10 09:20:33,282 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.0027964757836383323; NMSE = 0.00037108474875399423; Total Time = 0.3215947151184082
2022-08-10 09:20:33,310 - __main__ - INFO - Ensemble Test 5 : Time = 0.004001617431640625; NMSE = 0.0008640340347964537; Total Time = 0.020008087158203125
2022-08-10 09:20:33,327 - __main__ - INFO - Ensemble Train 5 : Time = 0.0023998737335205076; NMSE = 0.001340937861419631; Total Time = 0.011999368667602539
2022-08-10 09:20:33,416 - __main__ - INFO - Bagging Train 5-23 : Time = 0.002847111743429433; NMSE = 0.0003909808898175818; Total Time = 0.06548357009887695
2022-08-10 09:20:33,812 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.0026355183642843495; NMSE = 0.00038532161529897875; Total Time = 0.3030846118927002
2022-08-10 09:20:33,834 - __main__ - INFO - Ensemble Test 5 : Time = 0.0033243656158447265; NMSE = 0.0008612966527954316; Total Time = 0.016621828079223633
2022-08-10 09:20:33,858 - __main__ - INFO - Ensemble Train 5 : Time = 0.003701448440551758; NMSE = 0.0009437908800919577; Total Time = 0.01850724220275879
2022-08-10 09:20:33,948 - __main__ - INFO - Bagging Train 5-23 : Time = 0.00304419061411982; NMSE = 0.00046796051606722754; Total Time = 0.07001638412475586
2022-08-10 09:20:34,400 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.0030314445495605467; NMSE = 0.0004168482457449131; Total Time = 0.3486161231994629
2022-08-10 09:20:34,428 - __main__ - INFO - Ensemble Test 5 : Time = 0.004200935363769531; NMSE = 0.0007574879276233072; Total Time = 0.021004676818847656
2022-08-10 09:20:34,449 - __main__ - INFO - Ensemble Train 5 : Time = 0.003200054168701172; NMSE = 0.0011193233394768; Total Time = 0.01600027084350586
2022-08-10 09:20:34,529 - __main__ - INFO - Bagging Train 5-23 : Time = 0.002478889797044837; NMSE = 0.00032793157139292354; Total Time = 0.05701446533203125
2022-08-10 09:20:34,926 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.0025052568186884343; NMSE = 0.00037608193319328464; Total Time = 0.2881045341491699
2022-08-10 09:20:34,954 - __main__ - INFO - Ensemble Test 5 : Time = 0.004200935363769531; NMSE = 0.0007802453642530379; Total Time = 0.021004676818847656
2022-08-10 09:20:34,969 - __main__ - INFO - Ensemble Train 5 : Time = 0.0020004749298095704; NMSE = 0.001388647939786046; Total Time = 0.010002374649047852
2022-08-10 09:20:35,081 - __main__ - INFO - Bagging Train 5-23 : Time = 0.0036541689997134003; NMSE = 0.00040904205126174987; Total Time = 0.0840458869934082
2022-08-10 09:20:35,513 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.0028021936831266986; NMSE = 0.0003264118505833538; Total Time = 0.3222522735595703
2022-08-10 09:20:35,542 - __main__ - INFO - Ensemble Test 5 : Time = 0.004302263259887695; NMSE = 0.0007762180496632378; Total Time = 0.021511316299438477
2022-08-10 09:20:35,567 - __main__ - INFO - Ensemble Train 5 : Time = 0.0041015625; NMSE = 0.0013585002987474887; Total Time = 0.0205078125
2022-08-10 09:20:35,653 - __main__ - INFO - Bagging Train 5-23 : Time = 0.00269646229951278; NMSE = 0.000448373145763214; Total Time = 0.062018632888793945
2022-08-10 09:20:36,062 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.0027789447618567424; NMSE = 0.0003612685170547097; Total Time = 0.3195786476135254
2022-08-10 09:20:36,089 - __main__ - INFO - Ensemble Test 5 : Time = 0.0040008544921875; NMSE = 0.000809739000077472; Total Time = 0.0200042724609375
2022-08-10 09:20:36,106 - __main__ - INFO - Ensemble Train 5 : Time = 0.00200037956237793; NMSE = 0.0009460876633151621; Total Time = 0.010001897811889648
2022-08-10 09:20:36,191 - __main__ - INFO - Bagging Train 5-23 : Time = 0.0027491839035697603; NMSE = 0.0004637932939943089; Total Time = 0.06323122978210449
2022-08-10 09:20:36,600 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.002618319055308466; NMSE = 0.0003893892305598817; Total Time = 0.30110669136047363
2022-08-10 09:20:36,629 - __main__ - INFO - Ensemble Test 5 : Time = 0.0042022705078125; NMSE = 0.0007548142966576477; Total Time = 0.0210113525390625
2022-08-10 09:20:36,646 - __main__ - INFO - Ensemble Train 5 : Time = 0.0030005931854248046; NMSE = 0.0011792872363536701; Total Time = 0.015002965927124023
2022-08-10 09:20:36,841 - __main__ - INFO - Bagging Train 5-50 : Time = 0.0029213428497314453; NMSE = 0.00038040131134518053; Total Time = 0.14606714248657227
2022-08-10 09:20:37,739 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.002686656951904297; NMSE = 0.0003461503290663542; Total Time = 0.6716642379760742
2022-08-10 09:20:37,768 - __main__ - INFO - Ensemble Test 5 : Time = 0.0046008586883544925; NMSE = 0.0008607977569046979; Total Time = 0.02300429344177246
2022-08-10 09:20:37,790 - __main__ - INFO - Ensemble Train 5 : Time = 0.003000783920288086; NMSE = 0.001044140570386517; Total Time = 0.01500391960144043
2022-08-10 09:20:37,984 - __main__ - INFO - Bagging Train 5-50 : Time = 0.002874617576599121; NMSE = 0.0003897261282299546; Total Time = 0.14373087882995605
2022-08-10 09:20:38,871 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.0027433452606201174; NMSE = 0.00031369764246648896; Total Time = 0.6858363151550293
2022-08-10 09:20:38,894 - __main__ - INFO - Ensemble Test 5 : Time = 0.0032009124755859376; NMSE = 0.0008666561252033928; Total Time = 0.016004562377929688
2022-08-10 09:20:38,916 - __main__ - INFO - Ensemble Train 5 : Time = 0.0036008358001708984; NMSE = 0.0017933343521755792; Total Time = 0.018004179000854492
2022-08-10 09:20:39,095 - __main__ - INFO - Bagging Train 5-50 : Time = 0.0025708293914794922; NMSE = 0.00040260047665737327; Total Time = 0.1285414695739746
2022-08-10 09:20:39,996 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.002745515823364258; NMSE = 0.00040451523920354953; Total Time = 0.6863789558410645
2022-08-10 09:20:40,019 - __main__ - INFO - Ensemble Test 5 : Time = 0.003198575973510742; NMSE = 0.0007662455963456126; Total Time = 0.01599287986755371
2022-08-10 09:20:40,041 - __main__ - INFO - Ensemble Train 5 : Time = 0.0038149356842041016; NMSE = 0.0014729198899078775; Total Time = 0.019074678421020508
2022-08-10 09:20:40,223 - __main__ - INFO - Bagging Train 5-50 : Time = 0.002824416160583496; NMSE = 0.0003133138748391253; Total Time = 0.1412208080291748
2022-08-10 09:20:41,158 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.0028248958587646484; NMSE = 0.0003340448062696289; Total Time = 0.7062239646911621
2022-08-10 09:20:41,190 - __main__ - INFO - Ensemble Test 5 : Time = 0.004802560806274414; NMSE = 0.0008282992165997927; Total Time = 0.02401280403137207
2022-08-10 09:20:41,215 - __main__ - INFO - Ensemble Train 5 : Time = 0.0033014774322509765; NMSE = 0.0015367650141760866; Total Time = 0.016507387161254883
2022-08-10 09:20:41,431 - __main__ - INFO - Bagging Train 5-50 : Time = 0.003200864791870117; NMSE = 0.0003574233403862718; Total Time = 0.16004323959350586
2022-08-10 09:20:42,389 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.002955474853515625; NMSE = 0.0003584340439336851; Total Time = 0.7388687133789062
2022-08-10 09:20:42,420 - __main__ - INFO - Ensemble Test 5 : Time = 0.0050030708312988285; NMSE = 0.0007702228975803093; Total Time = 0.02501535415649414
2022-08-10 09:20:42,438 - __main__ - INFO - Ensemble Train 5 : Time = 0.0024006843566894533; NMSE = 0.0018499754500279563; Total Time = 0.012003421783447266
2022-08-10 09:32:17,119 - __main__ - INFO - Starting forestcover.arff
2022-08-10 09:32:17,507 - __main__ - INFO - Read data forestcover.arff
2022-08-10 09:32:17,516 - __main__ - INFO - Train Length = 50
2022-08-10 09:32:17,516 - __main__ - INFO - Test Length = 50
2022-08-10 09:32:17,516 - __main__ - INFO - Num of features = 54
2022-08-10 09:32:17,516 - __main__ - INFO - Got training and test data.
2022-08-10 09:32:39,992 - __main__ - INFO - Starting forestcover.arff
2022-08-10 09:32:40,379 - __main__ - INFO - Read data forestcover.arff
2022-08-10 09:32:40,390 - __main__ - INFO - Train Length = 50
2022-08-10 09:32:40,390 - __main__ - INFO - Test Length = 50
2022-08-10 09:32:40,390 - __main__ - INFO - Num of features = 54
2022-08-10 09:32:40,390 - __main__ - INFO - Got training and test data.
2022-08-10 09:32:58,457 - __main__ - INFO - Starting forestcover.arff
2022-08-10 09:32:58,844 - __main__ - INFO - Read data forestcover.arff
2022-08-10 09:32:58,854 - __main__ - INFO - Train Length = 50
2022-08-10 09:32:58,854 - __main__ - INFO - Test Length = 50
2022-08-10 09:32:58,854 - __main__ - INFO - Num of features = 54
2022-08-10 09:32:58,855 - __main__ - INFO - Got training and test data.
2022-08-10 09:32:58,885 - __main__ - INFO - Full : Time = 0.011000633239746094; NMSE = 0.0008318162836673766
2022-08-10 09:32:58,916 - __main__ - INFO - Ensemble Test 5 : Time = 0.004600954055786133; NMSE = 0.0006901478017050229; Total Time = 0.023004770278930664
2022-08-10 09:32:58,938 - __main__ - INFO - Ensemble Train 5 : Time = 0.0026006221771240233; NMSE = 0.0010885665324607608; Total Time = 0.013003110885620117
2022-08-10 09:32:59,043 - __main__ - INFO - Bagging Train 5-23 : Time = 0.003242357917453932; NMSE = 0.00038040322159949377; Total Time = 0.07457423210144043
2022-08-10 09:32:59,691 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.0044582926708719006; NMSE = 0.00040099331557527277; Total Time = 0.5127036571502686
2022-08-10 09:32:59,725 - __main__ - INFO - Ensemble Test 5 : Time = 0.004581594467163086; NMSE = 0.0006611726459335164; Total Time = 0.02290797233581543
2022-08-10 09:32:59,747 - __main__ - INFO - Ensemble Train 5 : Time = 0.0033000946044921876; NMSE = 0.000816482369735286; Total Time = 0.016500473022460938
2022-08-10 09:32:59,841 - __main__ - INFO - Bagging Train 5-23 : Time = 0.0028272711712381115; NMSE = 0.0004213426953501306; Total Time = 0.06502723693847656
2022-08-10 09:33:00,280 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.0028674498848293138; NMSE = 0.0003643912775386011; Total Time = 0.3297567367553711
2022-08-10 09:33:00,308 - __main__ - INFO - Ensemble Test 5 : Time = 0.0038195133209228517; NMSE = 0.0006557251452558414; Total Time = 0.019097566604614258
2022-08-10 09:33:00,330 - __main__ - INFO - Ensemble Train 5 : Time = 0.003301048278808594; NMSE = 0.001216870073964764; Total Time = 0.01650524139404297
2022-08-10 09:33:00,421 - __main__ - INFO - Bagging Train 5-23 : Time = 0.002936021141383959; NMSE = 0.00042478850239810505; Total Time = 0.06752848625183105
2022-08-10 09:33:00,922 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.003412640613058339; NMSE = 0.00043474452452935857; Total Time = 0.392453670501709
2022-08-10 09:33:00,952 - __main__ - INFO - Ensemble Test 5 : Time = 0.004301834106445313; NMSE = 0.0007212576416970075; Total Time = 0.021509170532226562
2022-08-10 09:33:00,972 - __main__ - INFO - Ensemble Train 5 : Time = 0.0031023025512695312; NMSE = 0.0010387252338980774; Total Time = 0.015511512756347656
2022-08-10 09:33:01,068 - __main__ - INFO - Bagging Train 5-23 : Time = 0.0029796310093091883; NMSE = 0.00030275193256476996; Total Time = 0.06853151321411133
2022-08-10 09:33:01,498 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.0028145105942435885; NMSE = 0.00033163591863470085; Total Time = 0.3236687183380127
2022-08-10 09:33:01,527 - __main__ - INFO - Ensemble Test 5 : Time = 0.004601049423217774; NMSE = 0.0007160686039743351; Total Time = 0.023005247116088867
2022-08-10 09:33:01,548 - __main__ - INFO - Ensemble Train 5 : Time = 0.0029013633728027345; NMSE = 0.0014454679957715834; Total Time = 0.014506816864013672
2022-08-10 09:33:01,650 - __main__ - INFO - Bagging Train 5-23 : Time = 0.003283407377160114; NMSE = 0.00046976230773999866; Total Time = 0.07551836967468262
2022-08-10 09:33:02,055 - __main__ - INFO - Bagging Train ENS 5-23 : Time = 0.0026618377022121264; NMSE = 0.0003164109428551292; Total Time = 0.30611133575439453
2022-08-10 09:33:02,085 - __main__ - INFO - Ensemble Test 5 : Time = 0.004801416397094726; NMSE = 0.0006422136660362465; Total Time = 0.024007081985473633
2022-08-10 09:33:02,103 - __main__ - INFO - Ensemble Train 5 : Time = 0.002800655364990234; NMSE = 0.001296311124623345; Total Time = 0.014003276824951172
2022-08-10 09:33:02,293 - __main__ - INFO - Bagging Train 5-50 : Time = 0.002840471267700195; NMSE = 0.00031838125926344227; Total Time = 0.14202356338500977
2022-08-10 09:33:03,177 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.0026648330688476564; NMSE = 0.0003115539371492201; Total Time = 0.6662082672119141
2022-08-10 09:33:03,204 - __main__ - INFO - Ensemble Test 5 : Time = 0.004200887680053711; NMSE = 0.0007151768006323276; Total Time = 0.021004438400268555
2022-08-10 09:33:03,219 - __main__ - INFO - Ensemble Train 5 : Time = 0.0020004749298095704; NMSE = 0.0012118781647410938; Total Time = 0.010002374649047852
2022-08-10 09:33:03,396 - __main__ - INFO - Bagging Train 5-50 : Time = 0.0025209760665893554; NMSE = 0.0002959666712592217; Total Time = 0.12604880332946777
2022-08-10 09:33:04,316 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.002830669403076172; NMSE = 0.0003221982453804962; Total Time = 0.707667350769043
2022-08-10 09:33:04,348 - __main__ - INFO - Ensemble Test 5 : Time = 0.004700231552124024; NMSE = 0.0006822730647133751; Total Time = 0.023501157760620117
2022-08-10 09:33:04,371 - __main__ - INFO - Ensemble Train 5 : Time = 0.0038007259368896484; NMSE = 0.001164161666883982; Total Time = 0.019003629684448242
2022-08-10 09:33:04,578 - __main__ - INFO - Bagging Train 5-50 : Time = 0.003052496910095215; NMSE = 0.00035066934794694617; Total Time = 0.15262484550476074
2022-08-10 09:33:05,472 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.0027221126556396485; NMSE = 0.00030406934095192085; Total Time = 0.6805281639099121
2022-08-10 09:33:05,499 - __main__ - INFO - Ensemble Test 5 : Time = 0.0035143375396728517; NMSE = 0.0006878160465796791; Total Time = 0.017571687698364258
2022-08-10 09:33:05,520 - __main__ - INFO - Ensemble Train 5 : Time = 0.003000688552856445; NMSE = 0.0011654314591291375; Total Time = 0.015003442764282227
2022-08-10 09:33:05,727 - __main__ - INFO - Bagging Train 5-50 : Time = 0.0029514122009277346; NMSE = 0.0003275670892654114; Total Time = 0.14757061004638672
2022-08-10 09:33:06,688 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.002974228858947754; NMSE = 0.0002894367036420951; Total Time = 0.7435572147369385
2022-08-10 09:33:06,719 - __main__ - INFO - Ensemble Test 5 : Time = 0.0047057151794433595; NMSE = 0.0008043250081666785; Total Time = 0.023528575897216797
2022-08-10 09:33:06,747 - __main__ - INFO - Ensemble Train 5 : Time = 0.003600883483886719; NMSE = 0.0012443597575777549; Total Time = 0.018004417419433594
2022-08-10 09:33:06,933 - __main__ - INFO - Bagging Train 5-50 : Time = 0.0027808523178100585; NMSE = 0.000323435105388754; Total Time = 0.13904261589050293
2022-08-10 09:33:07,863 - __main__ - INFO - Bagging Train ENS 5-50 : Time = 0.002864706039428711; NMSE = 0.00031586403444970205; Total Time = 0.7161765098571777
2022-08-10 09:33:07,887 - __main__ - INFO - Ensemble Test 5 : Time = 0.0032007694244384766; NMSE = 0.0006790879837911116; Total Time = 0.016003847122192383
2022-08-10 09:33:07,908 - __main__ - INFO - Ensemble Train 5 : Time = 0.002702808380126953; NMSE = 0.000825008623923013; Total Time = 0.013514041900634766
2022-08-10 09:33:08,304 - __main__ - INFO - Bagging Train 5-100 : Time = 0.0029251551628112792; NMSE = 0.0003260435384354369; Total Time = 0.29251551628112793
2022-08-10 09:33:10,190 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.002909139156341553; NMSE = 0.0003117541533915892; Total Time = 1.4545695781707764
2022-08-10 09:33:10,220 - __main__ - INFO - Ensemble Test 5 : Time = 0.004601669311523437; NMSE = 0.0006836688671125335; Total Time = 0.023008346557617188
2022-08-10 09:33:10,242 - __main__ - INFO - Ensemble Train 5 : Time = 0.0031997203826904298; NMSE = 0.0010857784818603486; Total Time = 0.01599860191345215
2022-08-10 09:33:10,625 - __main__ - INFO - Bagging Train 5-100 : Time = 0.002755887508392334; NMSE = 0.00032931164270456214; Total Time = 0.2755887508392334
2022-08-10 09:33:12,473 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.0027900567054748534; NMSE = 0.00030899062047586273; Total Time = 1.3950283527374268
2022-08-10 09:33:12,500 - __main__ - INFO - Ensemble Test 5 : Time = 0.003800821304321289; NMSE = 0.0007168952131560218; Total Time = 0.019004106521606445
2022-08-10 09:33:12,524 - __main__ - INFO - Ensemble Train 5 : Time = 0.0032010555267333986; NMSE = 0.0011531914882896813; Total Time = 0.016005277633666992
2022-08-10 09:33:12,933 - __main__ - INFO - Bagging Train 5-100 : Time = 0.0030728888511657713; NMSE = 0.0003217114914175156; Total Time = 0.30728888511657715
2022-08-10 09:33:14,926 - __main__ - INFO - Bagging Train ENS 5-100 : Time = 0.003038870334625244; NMSE = 0.0003228781631853721; Total Time = 1.519435167312622
2022-08-10 09:33:14,951 - __main__ - INFO - Ensemble Test 5 : Time = 0.0036008358001708984; NMSE = 0.0006486251778085178; Total Time = 0.018004179000854492
2022-08-10 09:33:14,972 - __main__ - INFO - Ensemble Train 5 : Time = 0.003101205825805664; NMSE = 0.0010198755577680062; Total Time = 0.01550602912902832
2022-08-10 09:33:15,381 - __main__ - INFO - Bagging Train 5-100 : Time = 0.003014676570892334; NMSE = 0.00033110019402959293; Total Time = 0.3014676570892334