google-research

1
epoch,accuracy,ctemp,ctemp/batch_normalization/beta:0,ctemp/batch_normalization/gamma:0,ctemp/batch_normalization_1/beta:0,ctemp/batch_normalization_1/gamma:0,ctemp/batch_normalization_10/beta:0,ctemp/batch_normalization_10/gamma:0,ctemp/batch_normalization_11/beta:0,ctemp/batch_normalization_11/gamma:0,ctemp/batch_normalization_12/beta:0,ctemp/batch_normalization_12/gamma:0,ctemp/batch_normalization_13/beta:0,ctemp/batch_normalization_13/gamma:0,ctemp/batch_normalization_14/beta:0,ctemp/batch_normalization_14/gamma:0,ctemp/batch_normalization_15/beta:0,ctemp/batch_normalization_15/gamma:0,ctemp/batch_normalization_16/beta:0,ctemp/batch_normalization_16/gamma:0,ctemp/batch_normalization_17/beta:0,ctemp/batch_normalization_17/gamma:0,ctemp/batch_normalization_18/beta:0,ctemp/batch_normalization_18/gamma:0,ctemp/batch_normalization_19/beta:0,ctemp/batch_normalization_19/gamma:0,ctemp/batch_normalization_2/beta:0,ctemp/batch_normalization_2/gamma:0,ctemp/batch_normalization_20/beta:0,ctemp/batch_normalization_20/gamma:0,ctemp/batch_normalization_3/beta:0,ctemp/batch_normalization_3/gamma:0,ctemp/batch_normalization_4/beta:0,ctemp/batch_normalization_4/gamma:0,ctemp/batch_normalization_5/beta:0,ctemp/batch_normalization_5/gamma:0,ctemp/batch_normalization_6/beta:0,ctemp/batch_normalization_6/gamma:0,ctemp/batch_normalization_7/beta:0,ctemp/batch_normalization_7/gamma:0,ctemp/batch_normalization_8/beta:0,ctemp/batch_normalization_8/gamma:0,ctemp/batch_normalization_9/beta:0,ctemp/batch_normalization_9/gamma:0,ctemp/conv2d/bias:0,ctemp/conv2d/kernel:0,ctemp/conv2d_1/bias:0,ctemp/conv2d_1/kernel:0,ctemp/conv2d_10/bias:0,ctemp/conv2d_10/kernel:0,ctemp/conv2d_11/bias:0,ctemp/conv2d_11/kernel:0,ctemp/conv2d_12/bias:0,ctemp/conv2d_12/kernel:0,ctemp/conv2d_13/bias:0,ctemp/conv2d_13/kernel:0,ctemp/conv2d_14/bias:0,ctemp/conv2d_14/kernel:0,ctemp/conv2d_15/bias:0,ctemp/conv2d_15/kernel:0,ctemp/conv2d_16/bias:0,ctemp/conv2d_16/kernel:0,ctemp/conv2d_17/bias:0,ctemp/conv2d_17/kernel:0,ctemp/conv2d_18/bias:0,ctemp/conv2d_18/kernel:0,ctemp/conv2d_19/bias:0,ctemp/conv2d_19/kernel:0,ctemp/conv2d_2/bias:0,ctemp/conv2d_2/kernel:0,ctemp/conv2d_20/bias:0,ctemp/conv2d_20/kernel:0,ctemp/conv2d_3/bias:0,ctemp/conv2d_3/kernel:0,ctemp/conv2d_4/bias:0,ctemp/conv2d_4/kernel:0,ctemp/conv2d_5/bias:0,ctemp/conv2d_5/kernel:0,ctemp/conv2d_6/bias:0,ctemp/conv2d_6/kernel:0,ctemp/conv2d_7/bias:0,ctemp/conv2d_7/kernel:0,ctemp/conv2d_8/bias:0,ctemp/conv2d_8/kernel:0,ctemp/conv2d_9/bias:0,ctemp/conv2d_9/kernel:0,ctemp/dense/bias:0,ctemp/dense/kernel:0,ens_acc,ens_acc_sem,ens_brier,ens_brier_reliab,ens_brier_res,ens_brier_unc,ens_ce,ens_ce_sem,ens_ece,ens_gacc,ens_gce,ens_size,ktemp/batch_normalization/beta:0,ktemp/batch_normalization/gamma:0,ktemp/batch_normalization_1/beta:0,ktemp/batch_normalization_1/gamma:0,ktemp/batch_normalization_10/beta:0,ktemp/batch_normalization_10/gamma:0,ktemp/batch_normalization_11/beta:0,ktemp/batch_normalization_11/gamma:0,ktemp/batch_normalization_12/beta:0,ktemp/batch_normalization_12/gamma:0,ktemp/batch_normalization_13/beta:0,ktemp/batch_normalization_13/gamma:0,ktemp/batch_normalization_14/beta:0,ktemp/batch_normalization_14/gamma:0,ktemp/batch_normalization_15/beta:0,ktemp/batch_normalization_15/gamma:0,ktemp/batch_normalization_16/beta:0,ktemp/batch_normalization_16/gamma:0,ktemp/batch_normalization_17/beta:0,ktemp/batch_normalization_17/gamma:0,ktemp/batch_normalization_18/beta:0,ktemp/batch_normalization_18/gamma:0,ktemp/batch_normalization_19/beta:0,ktemp/batch_normalization_19/gamma:0,ktemp/batch_normalization_2/beta:0,ktemp/batch_normalization_2/gamma:0,ktemp/batch_normalization_20/beta:0,ktemp/batch_normalization_20/gamma:0,ktemp/batch_normalization_3/beta:0,ktemp/batch_normalization_3/gamma:0,ktemp/batch_normalization_4/beta:0,ktemp/batch_normalization_4/gamma:0,ktemp/batch_normalization_5/beta:0,ktemp/batch_normalization_5/gamma:0,ktemp/batch_normalization_6/beta:0,ktemp/batch_normalization_6/gamma:0,ktemp/batch_normalization_7/beta:0,ktemp/batch_normalization_7/gamma:0,ktemp/batch_normalization_8/beta:0,ktemp/batch_normalization_8/gamma:0,ktemp/batch_normalization_9/beta:0,ktemp/batch_normalization_9/gamma:0,ktemp/conv2d/bias:0,ktemp/conv2d/kernel:0,ktemp/conv2d_1/bias:0,ktemp/conv2d_1/kernel:0,ktemp/conv2d_10/bias:0,ktemp/conv2d_10/kernel:0,ktemp/conv2d_11/bias:0,ktemp/conv2d_11/kernel:0,ktemp/conv2d_12/bias:0,ktemp/conv2d_12/kernel:0,ktemp/conv2d_13/bias:0,ktemp/conv2d_13/kernel:0,ktemp/conv2d_14/bias:0,ktemp/conv2d_14/kernel:0,ktemp/conv2d_15/bias:0,ktemp/conv2d_15/kernel:0,ktemp/conv2d_16/bias:0,ktemp/conv2d_16/kernel:0,ktemp/conv2d_17/bias:0,ktemp/conv2d_17/kernel:0,ktemp/conv2d_18/bias:0,ktemp/conv2d_18/kernel:0,ktemp/conv2d_19/bias:0,ktemp/conv2d_19/kernel:0,ktemp/conv2d_2/bias:0,ktemp/conv2d_2/kernel:0,ktemp/conv2d_20/bias:0,ktemp/conv2d_20/kernel:0,ktemp/conv2d_3/bias:0,ktemp/conv2d_3/kernel:0,ktemp/conv2d_4/bias:0,ktemp/conv2d_4/kernel:0,ktemp/conv2d_5/bias:0,ktemp/conv2d_5/kernel:0,ktemp/conv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2
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3
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4
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5
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9
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10
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11
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12
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13
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14
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15
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16
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17
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18
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19
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20
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21
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23
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24
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25
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102
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104
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105
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106
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107
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108
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109
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110
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111
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112
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113
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120
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127
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142
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409
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410
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411
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412
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413
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430
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470
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471
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472
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473
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519
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520
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541
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569
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570
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571
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572
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581
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582
580,0.9971354,0.03814446878041997,28.156478881835938,67.74549865722656,6.863192558288574,31.721242904663086,-1.597137451171875,-26.097875595092773,-9.737195014953613,-15.975560188293457,-8.326807975769043,41.17778778076172,-3.4385673999786377,10.963095664978027,3.7688331604003906,-14.914421081542969,0.07210779190063477,-2.667367935180664,0.13370466232299805,-2.195941925048828,1.6335954666137695,-3.821870803833008,-8.846907615661621,0.3377408981323242,6.462363243103027,-22.665340423583984,-2.015843152999878,66.42073822021484,-1.3090603351593018,-3.609628200531006,2.3650951385498047,-63.051273345947266,-10.450237274169922,34.89564514160156,-45.31999206542969,194.77694702148438,-0.2551231384277344,36.40516662597656,7.419471263885498,19.987224578857422,-8.165668487548828,-14.111632347106934,-8.423273086547852,-11.262614250183105,0.3384742736816406,1.5335642496744792,0.07413096725940704,0.3470417128668891,0.12025623768568039,-0.0004349847634633382,0.10668369382619858,-0.06820307837592231,-0.02322334609925747,-0.023145899176597595,0.04795832931995392,0.13886417282952201,-0.03427407518029213,-0.03530924850040012,-0.017493965104222298,0.006321065541770723,-0.018909556791186333,-0.004791609942913055,0.05235597863793373,0.033005724350611367,-0.020668402314186096,0.017825191219647724,0.13304689526557922,-0.008676628271738688,0.13183651864528656,0.31653274430169,-0.08696957677602768,-0.02001602782143487,0.0527397096157074,-0.15033850404951307,-0.12465549260377884,-0.3852381176418728,0.09981955587863922,0.24256054560343424,0.23318713903427124,1.070423338148329,-0.029074665158987045,0.3437180784013536,0.11669978499412537,0.1264834933810764,0.020127875730395317,2.781437635421753,-3.7423049926757814,-0.2876883506774902,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,9,0.018230505287647247,0.013358604162931442,0.008881141431629658,0.011453446000814438,0.008479337207973003,0.009613778442144394,0.0028808373026549816,0.008719667792320251,0.005859707947820425,0.008920055814087391,0.000873504439368844,0.006328555289655924,0.005129172001034021,0.007035789079964161,0.006878262385725975,0.015324276871979237,0.006307595409452915,0.009792697615921497,0.007792459335178137,0.013420411385595798,0.0036775788757950068,0.007214747369289398,0.00624809879809618,0.010395979508757591,0.0119192935526371,0.013293158262968063,0.008202586323022842,0.00706062326207757,0.006913953460752964,0.01022602804005146,0.004045721609145403,0.011139506474137306,0.007248878479003906,0.005005720071494579,0.0017517677042633295,0.0140792615711689,0.003860240336507559,0.009264243766665459,0.005228880792856216,0.01197406928986311,0.005305715836584568,0.018585041165351868,7.579871453344822e-05,0.021991948286692303,0.0001284618047066033,0.003668172078000175,9.711853635963053e-05,0.0021750573068857193,8.756874012760818e-05,0.0019810309426652063,0.0001042892545228824,0.0021939430799749163,0.00013149535516276956,0.0017332561934987705,8.062386041274294e-05,0.0016082455921504232,8.945753506850451e-05,0.0018223904901080662,0.00011936123337363824,0.0019862912595272064,8.589314529672265e-05,0.0020257137301895353,7.856373849790543e-05,0.0017174114990565511,0.00012706071720458567,0.00165371120803886,0.00012939926818944514,0.0029895055211252635,0.0001078908535419032,0.0007932696801920732,0.0001573497720528394,0.003581427037715912,0.0001959962391993031,0.003101741688119041,9.726525604492053e-05,0.0031187530193063947,0.00011755152809200808,0.0021287035197019577,7.010074477875605e-05,0.0020599311424626243,0.00010547893907641992,0.002537879678938124,7.154778722906485e-05,0.0029429534915834665,0.011661756783723831,0.013242000341415405,0.2441860465116279,0.07468923057119052,0.1,0.009368073,1e-04,0.31601256,0.8949,0.707955559939146,0.64269763
583
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615
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617
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618
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619
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620
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621
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622
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623
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624
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625
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630
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705
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706
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707
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708
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709
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710
708,0.9854768,0.2846322488728601,-245.94561767578125,-73.24188995361328,-54.54479217529297,49.81864929199219,-211.98599243164062,566.8475341796875,-15.76442813873291,9.017257690429688,-119.5196533203125,322.73046875,-21.873600006103516,37.90203094482422,-25.239925384521484,165.34788513183594,2.9641056060791016,61.490501403808594,3.768533706665039,16.924419403076172,-7.269448280334473,47.96634292602539,-23.773889541625977,-3.1634178161621094,-8.513729095458984,32.422332763671875,117.27816772460938,146.6612548828125,-21.43567657470703,73.10008239746094,-5.714395523071289,255.11334228515625,74.04873657226562,63.07365417480469,-61.58197021484375,41.19096374511719,47.033836364746094,84.52189636230469,83.4485855102539,-247.29751586914062,-27.097768783569336,-66.70207214355469,-26.84686279296875,9.571006774902344,3.7420806884765625,-5.038817229094328,-0.7484005689620972,1.5054347780015733,-0.23703628778457642,-0.3149608506096734,-0.12290424108505249,1.2610435485839844,-1.0731799602508545,-0.42928870519002277,-0.7150642275810242,0.7311601108974881,-0.12539871037006378,0.5274990929497613,-0.09380749613046646,0.26961681577894425,0.4733451008796692,-2.461524486541748,0.07658730447292328,0.0377637247244517,-1.3930237293243408,0.09305376476711696,-0.3958742320537567,0.10661676857206556,-0.12112408876419067,0.01714907752143012,0.656822144985199,0.05010356174574958,-0.09284943342208862,-0.470565054151747,-0.11099416017532349,1.7692094379001193,-0.4889516532421112,-1.386455429924859,0.667056143283844,-0.10763253106011285,0.03401881456375122,2.10508304172092,0.5357634425163269,-0.5364382531907823,1.2258975505828857,-9.71897029876709,29.989993286132812,5.652163314819336,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,12,0.19593754410743713,0.1966225802898407,0.11306009441614151,0.11790391057729721,0.1008438691496849,0.21905682981014252,0.024061881005764008,0.1898770034313202,0.055080845952034,0.08921708911657333,0.015166940167546272,0.10550571233034134,0.07691533863544464,0.13830500841140747,0.10041674971580505,0.22408856451511383,0.09994953870773315,0.12297552824020386,0.10416862368583679,0.18024569749832153,0.05836721509695053,0.10645481944084167,0.07766978442668915,0.15514987707138062,0.08845911920070648,0.11714956164360046,0.10248218476772308,0.0761282742023468,0.06591524183750153,0.08573246002197266,0.03830565884709358,0.10138138383626938,0.08079924434423447,0.11416026949882507,0.019335778430104256,0.1108020469546318,0.04779043421149254,0.10398507118225098,0.060971491038799286,0.09242027997970581,0.061200860887765884,0.15963290631771088,0.00011806109978351742,0.21607045774106626,0.00013067122199572623,0.054766452974743314,0.00012368839816190302,0.029128826326794095,8.359033381566405e-05,0.027223517497380573,8.817189518595114e-05,0.025200679898262024,0.00010075478348881006,0.02480301260948181,0.00014927626762073487,0.022649099429448444,0.00013134749315213412,0.0277269184589386,0.00013126865087542683,0.032627806067466736,9.29379602894187e-05,0.02932862440745036,0.0001036980320350267,0.02288080917464362,9.646701801102608e-05,0.02045533061027527,8.352240547537804e-05,0.04880986942185296,0.00012526483624242246,0.009595885872840881,8.764892118051648e-05,0.0369107723236084,0.00011508941679494455,0.03122409184773763,6.054406549083069e-05,0.042474210262298584,6.512109393952414e-05,0.04023151265250312,9.401481656823307e-05,0.03275173902511597,8.653084660181776e-05,0.03166156013806661,0.00012779227108694613,0.040642715990543365,0.1605440616607666,0.16064847707748414,0.2441860465116279,0.10868614432521355,0.1,0.041354682,1e-04,0.9222071,0.8765,0.8050008895993233,0.7376682
711
709,0.98745996,0.25837358261240295,64.21363067626953,154.401123046875,-28.718530654907227,103.31965637207031,-20.684219360351562,50.81599426269531,-36.566680908203125,99.63092803955078,-49.75321960449219,155.98995971679688,-6.48567008972168,45.35037612915039,16.922687530517578,-59.59030532836914,-13.326112747192383,13.657066345214844,-13.091435432434082,25.468814849853516,8.821666717529297,-22.592605590820312,-42.8645133972168,25.59711456298828,-12.80999755859375,25.821033477783203,-55.70592498779297,199.48919677734375,-4.656181812286377,25.610897064208984,28.957969665527344,-135.9606170654297,-93.92908477783203,47.70428466796875,-114.70745849609375,375.19451904296875,-24.57794189453125,95.39842224121094,10.907953262329102,245.38211059570312,12.344037055969238,172.02001953125,12.684707641601562,13.108535766601562,-2.1723644733428955,6.40186451099537,0.18632161617279053,0.25612078772650826,0.1708194613456726,0.23196715778774685,0.44273489713668823,0.13349996672736275,0.35972467064857483,0.10929173231124878,-0.10056644678115845,0.39443572362263996,-0.1399509608745575,0.22527074813842773,0.14265592396259308,-0.04770199457804362,-0.05744266137480736,1.840325951576233,-0.025199618190526962,-0.0023476945029364694,0.06679461896419525,-0.0015092939138412476,0.2078075408935547,0.04898170961274041,0.1961321234703064,0.56804535124037,-0.041860081255435944,0.03119447496202257,0.6000105142593384,-1.3597097396850586,0.8178408741950989,-0.7058055665757921,0.3464082181453705,-0.5058868196275499,0.15379980206489563,1.8429323832194011,-0.03868985176086426,1.2440076404147677,0.18945108354091644,0.9223767386542426,-0.6343205571174622,9.11515998840332,-19.654098510742188,1.9361515045166016,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,12,0.14002829790115356,0.19441086053848267,0.15266090631484985,0.18578533828258514,0.05084354057908058,0.09822982549667358,0.022177843376994133,0.09819589555263519,0.059433262795209885,0.09412481635808945,0.019245652481913567,0.07688064873218536,0.047923289239406586,0.08782307803630829,0.07587562501430511,0.12063257396221161,0.07508786767721176,0.08274416625499725,0.06962044537067413,0.10310408473014832,0.061361923813819885,0.08058331161737442,0.083245649933815,0.1399984210729599,0.04329337924718857,0.25687289237976074,0.14386191964149475,0.11353617161512375,0.11434029042720795,0.17432540655136108,0.0301559716463089,0.07376382499933243,0.07252660393714905,0.12720061838626862,0.01726563461124897,0.060729656368494034,0.04412993788719177,0.09133575111627579,0.026871871203184128,0.06431440263986588,0.026000944897532463,0.1030808538198471,7.016503514023498e-05,0.16206019013016312,0.00017313181888312101,0.03759220904774136,0.00017111681518144906,0.0219039519627889,9.783227869775146e-05,0.019976311259799533,0.0001399848988512531,0.01966459055741628,0.0001079691865015775,0.017343097262912326,9.604259685147554e-05,0.01620457238621182,0.00011669639206957072,0.01754748158984714,0.00012459933350328356,0.020813897252082825,0.0001286512560909614,0.018619332048628066,6.732615293003619e-05,0.016104708115259807,0.00011447141878306866,0.01459557314713796,5.796757250209339e-05,0.034271240234375,9.029245120473206e-05,0.009314432740211487,0.00013404669880401343,0.030907935566372342,0.00014703346823807806,0.026659992006089952,0.0001440537307644263,0.03591591782040066,0.0001609324390301481,0.029026120901107788,0.00010066320828627795,0.021960443920559354,8.906838775146753e-05,0.021817530194918316,7.822888437658548e-05,0.031010601669549942,0.3028773307800293,0.25980048179626464,0.2441860465116279,0.10382747560357436,0.1,0.036516607,1e-04,0.9045558,0.8812,0.7155702236294746,0.64829445
712
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713
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714
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715
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716
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719
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720
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721
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722
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723
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732
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733
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734
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741
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742
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743
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