preprocessing time for sampling: 8.39094090461731
amortized time for sample size  10 is:  0.0031955914497375486
preprocessing time for sampling: 8.513643980026245
amortized time for sample size  20 is:  0.0031167261600494383
preprocessing time for sampling: 8.431483030319214
amortized time for sample size  30 is:  0.0030895961920420325
preprocessing time for sampling: 8.50383996963501
amortized time for sample size  40 is:  0.003044280767440796
preprocessing time for sampling: 8.431250095367432
amortized time for sample size  50 is:  0.0029695985794067382
preprocessing time for sampling: 8.55939793586731
amortized time for sample size  60 is:  0.003005337715148925
preprocessing time for sampling: 8.420415878295898
amortized time for sample size  70 is:  0.002977726834160941
preprocessing time for sampling: 8.411969900131226
amortized time for sample size  80 is:  0.0029540362954139717
preprocessing time for sampling: 8.414973020553589
amortized time for sample size  90 is:  0.002964260445700751
preprocessing time for sampling: 8.473736047744751
amortized time for sample size  100 is:  0.002935588836669922
preprocessing time for sampling: 8.501814126968384
amortized time for sample size  110 is:  0.003047889080914584
preprocessing time for sampling: 8.486868143081665
amortized time for sample size  120 is:  0.003121454377969106
preprocessing time for sampling: 8.489796876907349
amortized time for sample size  130 is:  0.002949695312059843
preprocessing time for sampling: 8.436031103134155
amortized time for sample size  140 is:  0.002925679053579058
preprocessing time for sampling: 8.37925910949707
amortized time for sample size  150 is:  0.0030093509515126543
preprocessing time for sampling: 8.395953893661499
amortized time for sample size  160 is:  0.0029809637069702142
preprocessing time for sampling: 8.38792610168457
amortized time for sample size  170 is:  0.003041356423321892
preprocessing time for sampling: 8.366261005401611
amortized time for sample size  180 is:  0.003124530090226067
preprocessing time for sampling: 8.301323890686035
amortized time for sample size  190 is:  0.0032313687550394165
preprocessing time for sampling: 8.56105375289917
amortized time for sample size  200 is:  0.003168409430980682
preprocessing time for sampling: 8.58940315246582
amortized time for sample size  210 is:  0.0031578401270366844
preprocessing time for sampling: 8.372833967208862
amortized time for sample size  220 is:  0.0031936068968339395
preprocessing time for sampling: 8.587331771850586
amortized time for sample size  230 is:  0.0033063241606173304
preprocessing time for sampling: 8.58194088935852
amortized time for sample size  240 is:  0.003293801337480545
preprocessing time for sampling: 8.564118146896362
amortized time for sample size  250 is:  0.003164144439697266
preprocessing time for sampling: 8.562494993209839
amortized time for sample size  260 is:  0.0031574578376916745
preprocessing time for sampling: 8.587535858154297
amortized time for sample size  270 is:  0.0032064282187709097
preprocessing time for sampling: 8.616349935531616
amortized time for sample size  280 is:  0.0032623618159975326
preprocessing time for sampling: 8.768060207366943
amortized time for sample size  290 is:  0.0033308559615036534
preprocessing time for sampling: 8.436520099639893
amortized time for sample size  300 is:  0.0032235116243362425
preprocessing time for sampling: 8.62450885772705
amortized time for sample size  310 is:  0.00323654047904476
preprocessing time for sampling: 8.590069055557251
amortized time for sample size  320 is:  0.0030341073125600814
preprocessing time for sampling: 8.449699878692627
amortized time for sample size  330 is:  0.0030324972976337778
preprocessing time for sampling: 8.501940965652466
amortized time for sample size  340 is:  0.0031073865329518035
preprocessing time for sampling: 8.654319286346436
amortized time for sample size  350 is:  0.0030521794795989998
preprocessing time for sampling: 8.608076810836792
amortized time for sample size  360 is:  0.003048363480303022
preprocessing time for sampling: 8.61008620262146
amortized time for sample size  370 is:  0.002994115410624324
preprocessing time for sampling: 8.529721975326538
amortized time for sample size  380 is:  0.003007993447153192
preprocessing time for sampling: 8.49816107749939
amortized time for sample size  390 is:  0.003051467302518014
preprocessing time for sampling: 8.629041910171509
amortized time for sample size  400 is:  0.003138550436496735
preprocessing time for sampling: 8.751146078109741
amortized time for sample size  410 is:  0.0031012823872449916
preprocessing time for sampling: 8.553063869476318
amortized time for sample size  420 is:  0.0029779322260902043
preprocessing time for sampling: 8.488367319107056
amortized time for sample size  430 is:  0.0030969573508861457
preprocessing time for sampling: 8.546676874160767
amortized time for sample size  440 is:  0.0030606600425460125
preprocessing time for sampling: 8.488432884216309
amortized time for sample size  450 is:  0.002994246922598945
preprocessing time for sampling: 8.584145069122314
amortized time for sample size  460 is:  0.003027633184972016
preprocessing time for sampling: 8.512078046798706
amortized time for sample size  470 is:  0.002981647582764321
preprocessing time for sampling: 8.48405385017395
amortized time for sample size  480 is:  0.0030881586174170174
preprocessing time for sampling: 8.497204065322876
amortized time for sample size  490 is:  0.0030474306223343827
preprocessing time for sampling: 8.544894933700562
amortized time for sample size  500 is:  0.0030805924415588377
beta =  0.4 

mean of accuracies: [np.float64(0.73), np.float64(0.8400000000000001), np.float64(0.86), np.float64(0.9), np.float64(0.86), np.float64(0.9000000000000001), np.float64(0.9200000000000002), np.float64(0.9400000000000001), np.float64(0.9200000000000002), np.float64(0.9), np.float64(0.95), np.float64(0.96), np.float64(0.9400000000000001), np.float64(0.95), np.float64(1.0), np.float64(0.96), np.float64(0.9400000000000001), np.float64(0.95), np.float64(0.99), np.float64(0.99), np.float64(1.0), np.float64(0.99), np.float64(0.97), np.float64(1.0), np.float64(0.99), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(0.9800000000000001), np.float64(1.0), np.float64(0.99), np.float64(0.99), np.float64(0.99), np.float64(0.99), np.float64(0.99), np.float64(0.99), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(0.99), np.float64(1.0)] 

variance of accuracies: [np.float64(0.14866068747318506), np.float64(0.09165151389911681), np.float64(0.10198039027185571), np.float64(0.10954451150103324), np.float64(0.10198039027185571), np.float64(0.07745966692414831), np.float64(0.059999999999999984), np.float64(0.07999999999999999), np.float64(0.059999999999999984), np.float64(0.1), np.float64(0.06708203932499368), np.float64(0.06633249580710798), np.float64(0.06633249580710798), np.float64(0.06708203932499367), np.float64(0.0), np.float64(0.06633249580710798), np.float64(0.06633249580710798), np.float64(0.04999999999999999), np.float64(0.029999999999999992), np.float64(0.029999999999999992), np.float64(0.0), np.float64(0.029999999999999992), np.float64(0.04582575694955839), np.float64(0.0), np.float64(0.029999999999999992), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.039999999999999994), np.float64(0.0), np.float64(0.029999999999999992), np.float64(0.029999999999999992), np.float64(0.029999999999999992), np.float64(0.029999999999999992), np.float64(0.029999999999999992), np.float64(0.029999999999999992), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.029999999999999992), np.float64(0.0)] 


preprocessing time for sampling: 8.407536745071411
amortized time for sample size  10 is:  0.0032129945755004887
preprocessing time for sampling: 8.667049884796143
amortized time for sample size  20 is:  0.003146050333976745
preprocessing time for sampling: 8.353974103927612
amortized time for sample size  30 is:  0.002928815046946208
preprocessing time for sampling: 8.35271406173706
amortized time for sample size  40 is:  0.002964907169342041
preprocessing time for sampling: 8.319827795028687
amortized time for sample size  50 is:  0.0029323745727539065
preprocessing time for sampling: 8.292151927947998
amortized time for sample size  60 is:  0.0029015461206436163
preprocessing time for sampling: 8.27703309059143
amortized time for sample size  70 is:  0.0029364109039306634
preprocessing time for sampling: 8.282108068466187
amortized time for sample size  80 is:  0.002897904753684998
preprocessing time for sampling: 8.265000104904175
amortized time for sample size  90 is:  0.0028888010448879665
preprocessing time for sampling: 8.276984930038452
amortized time for sample size  100 is:  0.0031784852266311648
preprocessing time for sampling: 8.371004819869995
amortized time for sample size  110 is:  0.0032877780957655473
preprocessing time for sampling: 8.364238262176514
amortized time for sample size  120 is:  0.002889931758244832
preprocessing time for sampling: 8.377640962600708
amortized time for sample size  130 is:  0.00290614940569951
preprocessing time for sampling: 8.363928079605103
amortized time for sample size  140 is:  0.0028974394457680834
preprocessing time for sampling: 8.369426965713501
amortized time for sample size  150 is:  0.0028958147525787346
preprocessing time for sampling: 8.383697032928467
amortized time for sample size  160 is:  0.002926252245903015
preprocessing time for sampling: 8.285094738006592
amortized time for sample size  170 is:  0.0028997694744783294
preprocessing time for sampling: 8.40650486946106
amortized time for sample size  180 is:  0.0289170386923684
preprocessing time for sampling: 8.517526865005493
amortized time for sample size  190 is:  0.0029820078925082553
preprocessing time for sampling: 8.333842039108276
amortized time for sample size  200 is:  0.002904219770431518
preprocessing time for sampling: 8.336007118225098
amortized time for sample size  210 is:  0.0030015767074766607
preprocessing time for sampling: 8.35053539276123
amortized time for sample size  220 is:  0.002982679204507308
preprocessing time for sampling: 8.719320058822632
amortized time for sample size  230 is:  0.0030044027307759165
preprocessing time for sampling: 8.456271886825562
amortized time for sample size  240 is:  0.0030271018346150714
preprocessing time for sampling: 8.754286289215088
amortized time for sample size  250 is:  0.002971250705718994
preprocessing time for sampling: 8.419465065002441
amortized time for sample size  260 is:  0.0029236629284345177
preprocessing time for sampling: 8.37647294998169
amortized time for sample size  270 is:  0.002918725702497694
preprocessing time for sampling: 8.379950046539307
amortized time for sample size  280 is:  0.0029191481300762717
preprocessing time for sampling: 8.361494064331055
amortized time for sample size  290 is:  0.002913771851309414
preprocessing time for sampling: 8.346832036972046
amortized time for sample size  300 is:  0.0028981111685434987
preprocessing time for sampling: 8.30005407333374
amortized time for sample size  310 is:  0.0029659017901266776
preprocessing time for sampling: 8.322390079498291
amortized time for sample size  320 is:  0.013943405643105509
preprocessing time for sampling: 8.405048847198486
amortized time for sample size  330 is:  0.002944378643324881
preprocessing time for sampling: 8.345897912979126
amortized time for sample size  340 is:  0.0029985651408924773
preprocessing time for sampling: 8.470100402832031
amortized time for sample size  350 is:  0.003032671785354614
preprocessing time for sampling: 8.403243064880371
amortized time for sample size  360 is:  0.0029121132956610785
preprocessing time for sampling: 8.367407083511353
amortized time for sample size  370 is:  0.0029440059404115416
preprocessing time for sampling: 8.377418279647827
amortized time for sample size  380 is:  0.0029351009820636955
preprocessing time for sampling: 8.385507822036743
amortized time for sample size  390 is:  0.0029302759415064106
preprocessing time for sampling: 8.37825608253479
amortized time for sample size  400 is:  0.0029365950405597684
preprocessing time for sampling: 8.367407083511353
amortized time for sample size  410 is:  0.02468208127486996
preprocessing time for sampling: 8.456475019454956
amortized time for sample size  420 is:  0.002953045998300825
preprocessing time for sampling: 8.44218921661377
amortized time for sample size  430 is:  0.0029286933111590014
preprocessing time for sampling: 8.450507879257202
amortized time for sample size  440 is:  0.003028956402431835
preprocessing time for sampling: 8.490411043167114
amortized time for sample size  450 is:  0.002989724689059788
preprocessing time for sampling: 8.44321084022522
amortized time for sample size  460 is:  0.002933901880098426
preprocessing time for sampling: 8.33751392364502
amortized time for sample size  470 is:  0.002932592960114175
preprocessing time for sampling: 8.270129919052124
amortized time for sample size  480 is:  0.002909042517344157
preprocessing time for sampling: 8.31460189819336
amortized time for sample size  490 is:  0.007371457771379121
preprocessing time for sampling: 8.286801815032959
amortized time for sample size  500 is:  0.0029246920537948605
beta =  0.6000000000000001 

mean of accuracies: [np.float64(0.8200000000000001), np.float64(0.9100000000000001), np.float64(0.9400000000000001), np.float64(0.9400000000000001), np.float64(0.99), np.float64(0.96), np.float64(0.9800000000000001), np.float64(0.9800000000000001), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(0.99), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0)] 

variance of accuracies: [np.float64(0.12489995996796797), np.float64(0.08306623862918074), np.float64(0.06633249580710798), np.float64(0.06633249580710798), np.float64(0.029999999999999992), np.float64(0.06633249580710798), np.float64(0.039999999999999994), np.float64(0.039999999999999994), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.029999999999999992), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0)] 

preprocessing time for sampling: 8.424010992050171
amortized time for sample size  10 is:  0.0028978388309478754
preprocessing time for sampling: 8.381633043289185
amortized time for sample size  20 is:  0.002923840165138244
preprocessing time for sampling: 8.386860847473145
amortized time for sample size  30 is:  0.003017853101094564
preprocessing time for sampling: 8.469853162765503
amortized time for sample size  40 is:  0.0029408752918243415
preprocessing time for sampling: 8.36623215675354
amortized time for sample size  50 is:  0.0029285822868347165
preprocessing time for sampling: 8.403778791427612
amortized time for sample size  60 is:  0.002987675984700521
preprocessing time for sampling: 8.38732385635376
amortized time for sample size  70 is:  0.002988708870751517
preprocessing time for sampling: 8.397915840148926
amortized time for sample size  80 is:  0.0029610755443572993
preprocessing time for sampling: 8.443528890609741
amortized time for sample size  90 is:  0.0029538535012139217
preprocessing time for sampling: 8.421640872955322
amortized time for sample size  100 is:  0.0030029076814651486
preprocessing time for sampling: 8.516681909561157
amortized time for sample size  110 is:  0.003005696643482555
preprocessing time for sampling: 8.403666973114014
amortized time for sample size  120 is:  0.002961802581946055
preprocessing time for sampling: 8.390320062637329
amortized time for sample size  130 is:  0.0029648303435398982
preprocessing time for sampling: 8.425106048583984
amortized time for sample size  140 is:  0.0030019291979925967
preprocessing time for sampling: 8.393976211547852
amortized time for sample size  150 is:  0.002994539705912272
preprocessing time for sampling: 8.506582975387573
amortized time for sample size  160 is:  0.002956121116876603
preprocessing time for sampling: 8.389092683792114
amortized time for sample size  170 is:  0.0029783830081715305
preprocessing time for sampling: 8.350678205490112
amortized time for sample size  180 is:  0.0029435070355733235
preprocessing time for sampling: 8.380383014678955
amortized time for sample size  190 is:  0.0029926175569233143
preprocessing time for sampling: 8.435139894485474
amortized time for sample size  200 is:  0.0029526503920555107
preprocessing time for sampling: 8.436539888381958
amortized time for sample size  210 is:  0.0029492321127936954
preprocessing time for sampling: 8.343345165252686
amortized time for sample size  220 is:  0.002990936116738752
preprocessing time for sampling: 8.453447341918945
amortized time for sample size  230 is:  0.0029794567771579904
preprocessing time for sampling: 8.388642072677612
amortized time for sample size  240 is:  0.0029727047880490614
preprocessing time for sampling: 8.425341844558716
amortized time for sample size  250 is:  0.002968778915405273
preprocessing time for sampling: 8.403233051300049
amortized time for sample size  260 is:  0.0029267207750907315
preprocessing time for sampling: 8.384318828582764
amortized time for sample size  270 is:  0.0029569055239359533
preprocessing time for sampling: 8.467419862747192
amortized time for sample size  280 is:  0.0030137003575052535
preprocessing time for sampling: 8.381472110748291
amortized time for sample size  290 is:  0.003012585779716229
preprocessing time for sampling: 8.420045614242554
amortized time for sample size  300 is:  0.0030226700464884436
preprocessing time for sampling: 8.452032089233398
amortized time for sample size  310 is:  0.003002489512966525
preprocessing time for sampling: 8.484848737716675
amortized time for sample size  320 is:  0.0029624122828245166
preprocessing time for sampling: 8.507220029830933
amortized time for sample size  330 is:  0.0030905027100534142
preprocessing time for sampling: 8.488934993743896
amortized time for sample size  340 is:  0.002985374282388126
preprocessing time for sampling: 8.392300128936768
amortized time for sample size  350 is:  0.002944440044675555
preprocessing time for sampling: 8.500417232513428
amortized time for sample size  360 is:  0.0030732964475949603
preprocessing time for sampling: 8.459113836288452
amortized time for sample size  370 is:  0.003061520531370833
preprocessing time for sampling: 8.386131048202515
amortized time for sample size  380 is:  0.0029251907624696432
preprocessing time for sampling: 8.379162788391113
amortized time for sample size  390 is:  0.0029487434289394276
preprocessing time for sampling: 8.400262832641602
amortized time for sample size  400 is:  0.002996258783340454
preprocessing time for sampling: 8.375590801239014
amortized time for sample size  410 is:  0.0029289729304429963
preprocessing time for sampling: 8.366554260253906
amortized time for sample size  420 is:  0.013394849958873934
preprocessing time for sampling: 8.427286148071289
amortized time for sample size  430 is:  0.0029576707717984224
preprocessing time for sampling: 8.404875040054321
amortized time for sample size  440 is:  0.0029199004281650885
preprocessing time for sampling: 8.422329902648926
amortized time for sample size  450 is:  0.0029335074848598898
preprocessing time for sampling: 8.399877071380615
amortized time for sample size  460 is:  0.002951654714086781
preprocessing time for sampling: 8.344636917114258
amortized time for sample size  470 is:  0.02384109133355161
preprocessing time for sampling: 996.0467457771301
amortized time for sample size  480 is:  0.04124883283178012
preprocessing time for sampling: 8.24595308303833
amortized time for sample size  490 is:  0.0232471256402074
preprocessing time for sampling: 8.329416990280151
amortized time for sample size  500 is:  0.002919438624382019
beta =  0.8 

mean of accuracies: [np.float64(0.93), np.float64(0.95), np.float64(1.0), np.float64(0.9800000000000001), np.float64(0.99), np.float64(1.0), np.float64(0.99), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0)] 

variance of accuracies: [np.float64(0.06403124237432847), np.float64(0.04999999999999999), np.float64(0.0), np.float64(0.039999999999999994), np.float64(0.029999999999999992), np.float64(0.0), np.float64(0.029999999999999992), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0)] 

preprocessing time for sampling: 8.392307996749878
amortized time for sample size  10 is:  0.002994861841201783
preprocessing time for sampling: 8.372751951217651
amortized time for sample size  20 is:  0.002965337038040161
preprocessing time for sampling: 8.395141124725342
amortized time for sample size  30 is:  0.0030219639142354325
preprocessing time for sampling: 8.46664309501648
amortized time for sample size  40 is:  0.0030034268498420713
preprocessing time for sampling: 8.34443211555481
amortized time for sample size  50 is:  0.0030364249229431145
preprocessing time for sampling: 8.384074926376343
amortized time for sample size  60 is:  0.0030443239212036128
preprocessing time for sampling: 8.547565937042236
amortized time for sample size  70 is:  0.0031004476887839176
preprocessing time for sampling: 8.420289039611816
amortized time for sample size  80 is:  0.003044573694467545
preprocessing time for sampling: 8.483953952789307
amortized time for sample size  90 is:  0.002987677653630575
preprocessing time for sampling: 8.750566720962524
amortized time for sample size  100 is:  0.003148444819450379
preprocessing time for sampling: 8.463693857192993
amortized time for sample size  110 is:  0.003042041150006381
preprocessing time for sampling: 8.660795211791992
amortized time for sample size  120 is:  0.0031435008843739825
preprocessing time for sampling: 8.53395414352417
amortized time for sample size  130 is:  0.002938503925616924
preprocessing time for sampling: 8.442997932434082
amortized time for sample size  140 is:  0.0029330093179430277
preprocessing time for sampling: 8.434434175491333
amortized time for sample size  150 is:  0.003136729462941489
preprocessing time for sampling: 9.031591176986694
amortized time for sample size  160 is:  0.0031267090141773226
preprocessing time for sampling: 8.463476181030273
amortized time for sample size  170 is:  0.0031064179504618926
preprocessing time for sampling: 8.51070499420166
amortized time for sample size  180 is:  0.0030264028840594815
preprocessing time for sampling: 8.490782260894775
amortized time for sample size  190 is:  0.003019068328957808
preprocessing time for sampling: 8.507163286209106
amortized time for sample size  200 is:  0.002919510495662689
preprocessing time for sampling: 8.39758825302124
amortized time for sample size  210 is:  0.0029452683812096004
preprocessing time for sampling: 8.364211082458496
amortized time for sample size  220 is:  0.0029205343614925033
preprocessing time for sampling: 8.335426092147827
amortized time for sample size  230 is:  0.0029186833526777182
preprocessing time for sampling: 8.296732902526855
amortized time for sample size  240 is:  0.0029166058897972104
preprocessing time for sampling: 8.263936042785645
amortized time for sample size  250 is:  0.0029280990695953373
preprocessing time for sampling: 8.296181201934814
amortized time for sample size  260 is:  0.0029204278359046348
preprocessing time for sampling: 8.249211072921753
amortized time for sample size  270 is:  0.002895784881379869
preprocessing time for sampling: 8.303151845932007
amortized time for sample size  280 is:  0.03534616827113288
preprocessing time for sampling: 8.239897012710571
amortized time for sample size  290 is:  0.013181276666707004
preprocessing time for sampling: 8.300482034683228
amortized time for sample size  300 is:  0.0038668359994888306
preprocessing time for sampling: 8.26776123046875
amortized time for sample size  310 is:  0.0028654875832219272
preprocessing time for sampling: 8.267879247665405
amortized time for sample size  320 is:  0.0029312163367867464
preprocessing time for sampling: 8.143018007278442
amortized time for sample size  330 is:  0.0029253493294571394
preprocessing time for sampling: 8.367691993713379
amortized time for sample size  340 is:  0.0029300437744926005
preprocessing time for sampling: 8.393518209457397
amortized time for sample size  350 is:  0.0029490295682634625
preprocessing time for sampling: 8.374912023544312
amortized time for sample size  360 is:  0.005209487391842737
preprocessing time for sampling: 8.37973403930664
amortized time for sample size  370 is:  0.0029859461075550805
preprocessing time for sampling: 8.405463933944702
amortized time for sample size  380 is:  0.0029266099365133987
preprocessing time for sampling: 8.42804479598999
amortized time for sample size  390 is:  0.00325098756643442
preprocessing time for sampling: 8.644671440124512
amortized time for sample size  400 is:  0.003942391788959503
preprocessing time for sampling: 8.41216492652893
amortized time for sample size  410 is:  0.0029797964735728947
preprocessing time for sampling: 8.436623096466064
amortized time for sample size  420 is:  0.0029481707981654577
preprocessing time for sampling: 8.495474100112915
amortized time for sample size  430 is:  0.003071278588716374
preprocessing time for sampling: 8.578332901000977
amortized time for sample size  440 is:  0.0029353505752303384
preprocessing time for sampling: 8.4931161403656
amortized time for sample size  450 is:  0.0029347922219170462
preprocessing time for sampling: 8.374089002609253
amortized time for sample size  460 is:  0.0029359953092492146
preprocessing time for sampling: 8.31471300125122
amortized time for sample size  470 is:  0.002931520243908497
preprocessing time for sampling: 8.289720058441162
amortized time for sample size  480 is:  0.002923042804002762
preprocessing time for sampling: 8.243168115615845
amortized time for sample size  490 is:  0.003105207370252025
preprocessing time for sampling: 8.4181809425354
amortized time for sample size  500 is:  0.0031217705535888673
beta =  1.0 

mean of accuracies: [np.float64(0.9600000000000002), np.float64(0.99), np.float64(0.99), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0)] 

variance of accuracies: [np.float64(0.06633249580710798), np.float64(0.029999999999999992), np.float64(0.029999999999999992), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0)] 

preprocessing time for sampling: 11.176990985870361
amortized time for sample size  10 is:  0.003978414058685303
preprocessing time for sampling: 11.119006872177124
amortized time for sample size  20 is:  0.003904514789581299
preprocessing time for sampling: 10.9923677444458
amortized time for sample size  30 is:  0.0038996619383494056
preprocessing time for sampling: 11.045130968093872
amortized time for sample size  40 is:  0.003962133526802063
preprocessing time for sampling: 11.062375783920288
amortized time for sample size  50 is:  0.003878236198425293
preprocessing time for sampling: 11.05153203010559
amortized time for sample size  60 is:  0.003906543731689454
preprocessing time for sampling: 11.024429082870483
amortized time for sample size  70 is:  0.0038821586200169155
preprocessing time for sampling: 11.064831972122192
amortized time for sample size  80 is:  0.0038813226222991944
preprocessing time for sampling: 11.01924467086792
amortized time for sample size  90 is:  0.003874129586749606
preprocessing time for sampling: 11.002357006072998
amortized time for sample size  100 is:  0.003904714584350586
preprocessing time for sampling: 11.014102935791016
amortized time for sample size  110 is:  0.003885425242510709
preprocessing time for sampling: 11.018617153167725
amortized time for sample size  120 is:  0.0039007235566775006
preprocessing time for sampling: 11.02568793296814
amortized time for sample size  130 is:  0.003885390281677246
preprocessing time for sampling: 11.03200912475586
amortized time for sample size  140 is:  0.003864029015813555
preprocessing time for sampling: 11.011353969573975
amortized time for sample size  150 is:  0.0038791777610778806
preprocessing time for sampling: 11.032002925872803
amortized time for sample size  160 is:  0.0038958200067281718
preprocessing time for sampling: 11.029086351394653
amortized time for sample size  170 is:  0.003890356358359842
preprocessing time for sampling: 11.069630861282349
amortized time for sample size  180 is:  0.0038849977122412784
preprocessing time for sampling: 11.01936674118042
amortized time for sample size  190 is:  0.0038889508247375486
preprocessing time for sampling: 11.008704900741577
amortized time for sample size  200 is:  0.003863146483898162
preprocessing time for sampling: 11.025001764297485
amortized time for sample size  210 is:  0.0038702658471607026
preprocessing time for sampling: 11.048360109329224
amortized time for sample size  220 is:  0.0038687523061578925
preprocessing time for sampling: 11.015565872192383
amortized time for sample size  230 is:  0.003873273538506549
preprocessing time for sampling: 10.983458995819092
amortized time for sample size  240 is:  0.0038833211660385136
preprocessing time for sampling: 11.008359909057617
amortized time for sample size  250 is:  0.003879947443008423
preprocessing time for sampling: 11.018659830093384
amortized time for sample size  260 is:  0.003874967556733351
preprocessing time for sampling: 10.995609998703003
amortized time for sample size  270 is:  0.003862936664510656
preprocessing time for sampling: 11.134219884872437
amortized time for sample size  280 is:  0.0038518210819789333
preprocessing time for sampling: 11.059993982315063
amortized time for sample size  290 is:  0.003873752166484964
preprocessing time for sampling: 10.982123136520386
amortized time for sample size  300 is:  0.0038751958290735877
preprocessing time for sampling: 11.000051021575928
amortized time for sample size  310 is:  0.0038696036877170683
preprocessing time for sampling: 10.99477505683899
amortized time for sample size  320 is:  0.0038598497733473773
preprocessing time for sampling: 11.004849910736084
amortized time for sample size  330 is:  0.00384725867618214
preprocessing time for sampling: 11.005820989608765
amortized time for sample size  340 is:  0.003847974181175233
preprocessing time for sampling: 10.979420185089111
amortized time for sample size  350 is:  0.003867484610421317
preprocessing time for sampling: 11.000859022140503
amortized time for sample size  360 is:  0.0038621798290146723
preprocessing time for sampling: 11.008097887039185
amortized time for sample size  370 is:  0.0038640873045534697
preprocessing time for sampling: 10.994724035263062
amortized time for sample size  380 is:  0.003853586441592166
preprocessing time for sampling: 10.990597009658813
amortized time for sample size  390 is:  0.0038553686508765585
preprocessing time for sampling: 11.23404598236084
amortized time for sample size  400 is:  0.0038551292717456808
preprocessing time for sampling: 10.995880842208862
amortized time for sample size  410 is:  0.003870942016927208
preprocessing time for sampling: 11.052065134048462
amortized time for sample size  420 is:  0.003841772596041362
preprocessing time for sampling: 10.90531587600708
amortized time for sample size  430 is:  0.0038610754068507704
preprocessing time for sampling: 11.021275997161865
amortized time for sample size  440 is:  0.0038984303203496076
preprocessing time for sampling: 11.02406120300293
amortized time for sample size  450 is:  0.0038720539993709986
preprocessing time for sampling: 10.983067035675049
amortized time for sample size  460 is:  0.0038829479891320934
preprocessing time for sampling: 10.970694303512573
amortized time for sample size  470 is:  0.003871690080520954
preprocessing time for sampling: 10.976587057113647
amortized time for sample size  480 is:  0.0038684563140074413
preprocessing time for sampling: 10.989560842514038
amortized time for sample size  490 is:  0.003889217381574669
preprocessing time for sampling: 11.009205102920532
amortized time for sample size  500 is:  0.003788125004768372
beta =  1.2000000000000002 

mean of accuracies: [np.float64(0.99), np.float64(1.0), np.float64(1.0), np.float64(0.99), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0), np.float64(1.0)] 

variance of accuracies: [np.float64(0.029999999999999992), np.float64(0.0), np.float64(0.0), np.float64(0.029999999999999992), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0), np.float64(0.0)] 

