Code and stored results for the IEEE Communications Letters submission
Semantic Multiplexing Gain in Wireless Systems via Expanded Embeddings: A BERT Case Study. Includes the shared library, all experiment scripts (training with and without SNR-aware MAML, the token-domain comparison, the K sweep, and DistilBERT), the replot script that regenerates every figure from the stored results, the supplementary probe-versus-cosine analysis, and the raw results behind every figure in the letter.
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config,epoch,loss,cos10_test
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mamlK_U4_K1,1,0.3395769918461641,0.5970553267002106
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mamlK_U4_K1,2,0.21661824176708858,0.663407347202301
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mamlK_U4_K1,3,0.19135330920418103,0.6789607079327107
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mamlK_U4_K1,4,0.1688267623881499,0.7170000022649765
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mamlK_U4_K1,5,0.1635581833620866,0.7278023535013198
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mamlK_U4_K1,6,0.15552770368754865,0.7321064358949662
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mamlK_U4_K1,7,0.14887250925103823,0.6956483569741249
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mamlK_U4_K1,8,0.14149590991437436,0.7095583683252334
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mamlK_U4_K1,9,0.13910339325666427,0.7492142748832703
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mamlK_U4_K1,10,0.1388827312240998,0.7676383137702942
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mamlK_U4_K1,11,0.13788577896853288,0.7622184693813324
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mamlK_U4_K1,12,0.13349383287131786,0.7443693269789219
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mamlK_U4_K1,13,0.1310288365681966,0.7836207801103592
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mamlK_U4_K1,14,0.12814960218966007,0.7553350067138672
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mamlK_U4_K1,15,0.12337705274422964,0.7800710442662239
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mamlK_U4_K1,16,0.1274088058869044,0.7629242312908172
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mamlK_U4_K1,17,0.12006955457230409,0.7605716925859451
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mamlK_U4_K1,18,0.12000012544294199,0.7955571794509888
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mamlK_U4_K1,19,0.12327828153967857,0.7970682632923126
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mamlK_U4_K1,20,0.1210594833890597,0.7731149177253246
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mamlK_U4_K1,21,0.12155996484061082,0.756924899816513
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mamlK_U4_K1,24,0.11489173091948032,0.7824297499656677
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mamlK_U4_K1,25,0.11486184932291507,0.794362416267395
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mamlK_U4_K1,26,0.1178030712902546,0.8119315755367279
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mamlK_U4_K1,30,0.11183028814693292,0.7978107976913452
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mamlK_U4_K1,31,0.11258448326339324,0.7875527828931809
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mamlK_U4_K1,32,0.10674354664981366,0.807917720079422
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mamlK_U4_K1,71,0.10354454388221104,0.806251373887062
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mamlK_U4_K1,72,0.10152822078516086,0.8281261730194092
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mamlK_U4_K1,73,0.10400646410882473,0.7800723713636398
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mamlK_U4_K1,75,0.10166229440520207,0.8314117884635925
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mamlK_U4_K1,97,0.09882214875270923,0.8182688345015049
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mamlK_U4_K1,99,0.10176315414408843,0.7878685969673097
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mamlK_U4_K1,103,0.10178076980014641,0.8354748725891114
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mamlK_U4_K1,109,0.10068597142895062,0.821098415851593
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mamlK_U4_K1,110,0.10075642358511687,0.8095153947174549
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mamlK_U4_K1,111,0.1003301202878356,0.7819948774576188
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mamlK_U4_K1,112,0.09819000442822774,0.7827690821886063
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mamlK_U4_K1,117,0.10070577573031186,0.8058769750595093
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mamlK_U4_K1,118,0.09746629691372315,0.8393159770965576
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mamlK_U4_K1,195,0.09657523507873217,0.8037195234373212
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mamlK_U4_K1,196,0.09581249800821146,0.8372018289193511
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mamlK_U4_K1,197,0.09729957985381285,0.8372089326381683
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mamlK_U4_K1,198,0.09797621207932632,0.8609340286254883
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mamlK_U4_K1,199,0.09215858279416958,0.8411007606983185
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||||
mamlK_U4_K1,200,0.10175504104544719,0.8155054910480977
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||||
mamlK_U4_K2,1,0.33009643415609996,0.6404661571979523
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||||
mamlK_U4_K2,2,0.19751283938686054,0.6994542908668518
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||||
mamlK_U4_K2,3,0.17039189050594966,0.7177034470438958
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||||
mamlK_U4_K2,4,0.14683493509888648,0.7549881333112717
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||||
mamlK_U4_K2,5,0.14214098391433558,0.7775750946998596
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||||
mamlK_U4_K2,6,0.13506576031446457,0.7752245557308197
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||||
mamlK_U4_K2,7,0.12746123112738134,0.7501543098688126
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||||
mamlK_U4_K2,8,0.11961887220541637,0.7510023427009582
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||||
mamlK_U4_K2,9,0.11707525449494521,0.7949222242832183
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||||
mamlK_U4_K2,10,0.1160093462963899,0.8069861221313477
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||||
mamlK_U4_K2,11,0.11613710142672062,0.8104732394218445
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||||
mamlK_U4_K2,12,0.11103422440588474,0.7845612713694572
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||||
mamlK_U4_K2,13,0.10783838329215845,0.829844833612442
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||||
mamlK_U4_K2,14,0.1055389762793978,0.8013944083452225
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||||
mamlK_U4_K2,15,0.10058609920243422,0.825480352640152
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||||
mamlK_U4_K2,16,0.10422575173278649,0.8074200689792633
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||||
mamlK_U4_K2,17,0.0977033347884814,0.8080903881788254
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||||
mamlK_U4_K2,18,0.09779747154563666,0.8424500906467438
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||||
mamlK_U4_K2,19,0.10029875294615825,0.8373576498031616
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mamlK_U4_K2,20,0.09697070773690938,0.822427898645401
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||||
mamlK_U4_K2,21,0.09771630429973205,0.8044733768701553
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||||
mamlK_U4_K2,22,0.09742746957888206,0.8173106171935797
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||||
mamlK_U4_K2,23,0.0940728797763586,0.8494027149677277
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mamlK_U4_K2,24,0.09212705266972383,0.8311388707160949
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||||
mamlK_U4_K2,25,0.09275115575641393,0.8395859718322753
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||||
mamlK_U4_K2,26,0.09503940892716249,0.8576833415031433
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||||
mamlK_U4_K2,27,0.09258263846238454,0.8396793757379055
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||||
mamlK_U4_K2,28,0.08518289295335611,0.8477391874790192
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||||
mamlK_U4_K2,29,0.0926529020195206,0.8371598333120346
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||||
mamlK_U4_K2,30,0.08894754163920879,0.838513525724411
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||||
mamlK_U4_K2,31,0.09006083675970634,0.8333994972705842
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||||
mamlK_U4_K2,32,0.08352234294017157,0.8553407979011536
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||||
mamlK_U4_K2,33,0.08576047949492932,0.8528991091251373
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||||
mamlK_U4_K2,34,0.08683417117844025,0.8335630869865418
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||||
mamlK_U4_K2,35,0.08950441027681033,0.8431726503372192
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||||
mamlK_U4_K2,36,0.08654742788523435,0.8442901051044465
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||||
mamlK_U4_K2,37,0.08113688422987858,0.8236390700936318
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||||
mamlK_U4_K2,38,0.08492758976916472,0.8210196077823639
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||||
mamlK_U4_K2,39,0.08577215957144896,0.8526832580566406
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||||
mamlK_U4_K2,40,0.08500203839192788,0.8752001440525055
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||||
mamlK_U4_K2,41,0.0875444091608127,0.832539399266243
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||||
mamlK_U4_K2,42,0.08181945122778415,0.8507491916418075
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||||
mamlK_U4_K2,43,0.0819054234897097,0.855202659368515
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||||
mamlK_U4_K2,44,0.08617788020521402,0.8713641655445099
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||||
mamlK_U4_K2,45,0.08566913985957703,0.8247881694883108
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||||
mamlK_U4_K2,46,0.08179564539343119,0.845501013994217
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||||
mamlK_U4_K2,47,0.08488825548440218,0.8631465661525727
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||||
mamlK_U4_K2,48,0.08409984057148298,0.8472438031435012
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||||
mamlK_U4_K2,49,0.08584492423882087,0.8509540104866028
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||||
mamlK_U4_K2,50,0.08346907168626785,0.8511415147781372
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||||
mamlK_U4_K2,51,0.07990209377060334,0.8689575326442719
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||||
mamlK_U4_K2,52,0.08410337423284849,0.8508306980133057
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||||
mamlK_U4_K2,53,0.0876126375173529,0.8162707450985909
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||||
mamlK_U4_K2,54,0.08224932204931974,0.8585407197475433
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||||
mamlK_U4_K2,55,0.07941148596505324,0.8515629267692566
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||||
mamlK_U4_K2,56,0.08050316243122022,0.8528003656864166
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||||
mamlK_U4_K2,57,0.08418187294155359,0.8606536877155304
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||||
mamlK_U4_K2,58,0.07984441542377074,0.8503201460838318
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||||
mamlK_U4_K2,59,0.08024106806765,0.8378407073020935
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||||
mamlK_U4_K2,60,0.08427959077060222,0.8442935156822204
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||||
mamlK_U4_K2,61,0.08412512136002381,0.8403443485498429
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||||
mamlK_U4_K2,62,0.08018926820407311,0.8648817265033721
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||||
mamlK_U4_K2,63,0.0827678702150782,0.8695954430103302
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||||
mamlK_U4_K2,64,0.07892433275779089,0.8678577411174774
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||||
mamlK_U4_K2,65,0.0809398095185558,0.875778557062149
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||||
mamlK_U4_K2,66,0.08101528149098158,0.8603648030757904
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||||
mamlK_U4_K2,67,0.07788739221791427,0.8478634390234947
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||||
mamlK_U4_K2,68,0.08084647183616957,0.8469989037513733
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||||
mamlK_U4_K2,69,0.07827158911774555,0.8807501482963562
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||||
mamlK_U4_K2,70,0.08120915131022532,0.8573072373867034
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||||
mamlK_U4_K2,71,0.08105391882359982,0.8508509695529938
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||||
mamlK_U4_K2,72,0.07951286915689706,0.8748018336296082
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||||
mamlK_U4_K2,73,0.07970122794310251,0.8358339044451714
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||||
mamlK_U4_K2,74,0.0810572030643622,0.8612137591838837
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||||
mamlK_U4_K2,75,0.07919702704995871,0.8776061081886292
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||||
mamlK_U4_K2,76,0.07858887599160273,0.86496661901474
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||||
mamlK_U4_K2,77,0.07765222957978646,0.8753225308656692
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||||
mamlK_U4_K2,78,0.07947905781368414,0.8770309418439866
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||||
mamlK_U4_K2,79,0.07928254247953494,0.8619640278816223
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||||
mamlK_U4_K2,80,0.07918823627134164,0.8512284314632416
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||||
mamlK_U4_K2,81,0.08322223893056313,0.8404453146457672
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||||
mamlK_U4_K2,82,0.07693830855190754,0.8610380899906158
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||||
mamlK_U4_K2,83,0.07837418059508006,0.8755573546886444
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||||
mamlK_U4_K2,84,0.07821022428572177,0.8421213680505752
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||||
mamlK_U4_K2,85,0.07899662643671036,0.8438133424520493
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||||
mamlK_U4_K2,86,0.07688808182875316,0.8383115620538593
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||||
mamlK_U4_K2,87,0.07651500377804041,0.8694952100515365
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||||
mamlK_U4_K2,88,0.08036992385983467,0.8497046792507171
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||||
mamlK_U4_K2,89,0.0797459103539586,0.8506973469257355
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||||
mamlK_U4_K2,90,0.07704815251131852,0.814814225435257
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||||
mamlK_U4_K2,91,0.07920575883239507,0.8628109717369079
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||||
mamlK_U4_K2,92,0.0758451631044348,0.8538785624504089
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||||
mamlK_U4_K2,93,0.08011396041760842,0.8848290908336639
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||||
mamlK_U4_K2,94,0.07990490927050511,0.8457126104831696
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||||
mamlK_U4_K2,95,0.07785357461621364,0.8530737908184528
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||||
mamlK_U4_K2,96,0.07866809281210105,0.8682119965553283
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||||
mamlK_U4_K2,97,0.07645941035201152,0.8568860089033842
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||||
mamlK_U4_K2,98,0.08080260435740153,0.8890300059318542
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||||
mamlK_U4_K2,99,0.07903780496368805,0.8393355929851531
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||||
mamlK_U4_K2,100,0.07707939996073643,0.8576977205276489
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||||
mamlK_U4_K2,101,0.07986088172843059,0.8742614844441414
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||||
mamlK_U4_K2,102,0.07917260184884072,0.8708767062425613
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||||
mamlK_U4_K2,103,0.07859754203508297,0.8767391210794448
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||||
mamlK_U4_K2,104,0.0729678421964248,0.8789809787273407
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||||
mamlK_U4_K2,105,0.078183617045482,0.8899980449676513
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||||
mamlK_U4_K2,106,0.07746515375872454,0.8696281227469445
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||||
mamlK_U4_K2,107,0.0752659889558951,0.8551996064186096
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||||
mamlK_U4_K2,108,0.07916913042465845,0.8740159738063812
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||||
mamlK_U4_K2,109,0.0784177461018165,0.865906138420105
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||||
mamlK_U4_K2,110,0.07712566965570053,0.8549001354724168
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||||
mamlK_U4_K2,111,0.07774128833164771,0.8428320151567459
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||||
mamlK_U4_K2,112,0.07541980938365062,0.8340257841348648
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||||
mamlK_U4_K2,113,0.07555310793220997,0.8776209282875062
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||||
mamlK_U4_K2,114,0.07783369682729244,0.8660740208625793
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||||
mamlK_U4_K2,115,0.07674313404907783,0.8622547125816346
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||||
mamlK_U4_K2,116,0.07566199239343405,0.8766952967643737
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||||
mamlK_U4_K2,117,0.07742926287154357,0.8505650591850281
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||||
mamlK_U4_K2,118,0.07415519341826439,0.8777812373638153
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||||
mamlK_U4_K2,119,0.07849369635184605,0.8740108346939087
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||||
mamlK_U4_K2,120,0.07369030458231766,0.8489554125070572
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||||
mamlK_U4_K2,121,0.0749422255034248,0.8669265341758728
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||||
mamlK_U4_K2,122,0.07500049248337745,0.861528360247612
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||||
mamlK_U4_K2,123,0.07508466145644585,0.866158322095871
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||||
mamlK_U4_K2,124,0.07766974025716385,0.8837520587444305
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||||
mamlK_U4_K2,125,0.07510182210554679,0.8593252754211426
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||||
mamlK_U4_K2,126,0.07917135852078597,0.877312958240509
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||||
mamlK_U4_K2,127,0.07660577376683553,0.8634454041719437
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||||
mamlK_U4_K2,128,0.07532547718534867,0.8676647818088532
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||||
mamlK_U4_K2,129,0.07596221605936686,0.8548863589763641
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||||
mamlK_U4_K2,130,0.077189445545276,0.8642340287566185
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||||
mamlK_U4_K2,131,0.07637575346976519,0.8782050967216491
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||||
mamlK_U4_K2,132,0.07474295294533173,0.8849943315982819
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||||
mamlK_U4_K2,133,0.07758577205240727,0.8829876577854157
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||||
mamlK_U4_K2,134,0.07335151422768832,0.8453819990158081
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||||
mamlK_U4_K2,135,0.07516057658940553,0.8734569084644318
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||||
mamlK_U4_K2,136,0.07502908387531837,0.8600116789340972
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||||
mamlK_U4_K2,137,0.07770987803737323,0.8648132121562958
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||||
mamlK_U4_K2,138,0.07721029867728552,0.8802397286891938
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||||
mamlK_U4_K2,139,0.07497594498097897,0.887419992685318
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||||
mamlK_U4_K2,140,0.07795365696152051,0.8670073223114013
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||||
mamlK_U4_K2,141,0.0765503795693318,0.8800798547267914
|
||||
mamlK_U4_K2,142,0.07600562581171592,0.8807691311836243
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||||
mamlK_U4_K2,143,0.07625699379791816,0.8786227405071259
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||||
mamlK_U4_K2,144,0.07385005053132772,0.8826266646385192
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||||
mamlK_U4_K2,145,0.07578502754370371,0.8639318192005158
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||||
mamlK_U4_K2,146,0.07244726891318957,0.8444139909744263
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||||
mamlK_U4_K2,147,0.08025744455556075,0.8742389309406281
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||||
mamlK_U4_K2,148,0.07382677593578894,0.858665382862091
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||||
mamlK_U4_K2,149,0.07600895341485739,0.8650531363487244
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||||
mamlK_U4_K2,150,0.07478892865280311,0.8782731914520263
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||||
mamlK_U4_K2,151,0.07528852264086405,0.8503567552566529
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||||
mamlK_U4_K2,152,0.07859414044767618,0.8611944818496704
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||||
mamlK_U4_K2,153,0.07693977219363053,0.8736291658878327
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||||
mamlK_U4_K2,154,0.07658144281556209,0.8795509481430054
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||||
mamlK_U4_K2,155,0.07420840689291557,0.8625108706951141
|
||||
mamlK_U4_K2,156,0.07445351575811704,0.8700329601764679
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||||
mamlK_U4_K2,157,0.07533411675443252,0.8796775019168854
|
||||
mamlK_U4_K2,158,0.07505279827862978,0.8864823198318481
|
||||
mamlK_U4_K2,159,0.07462280741582314,0.8799738252162933
|
||||
mamlK_U4_K2,160,0.07364192470908165,0.8728257191181182
|
||||
mamlK_U4_K2,161,0.07715789119402568,0.8933019423484803
|
||||
mamlK_U4_K2,162,0.0766900130485495,0.8530915887653827
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||||
mamlK_U4_K2,163,0.07709434696783622,0.8557748764753341
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||||
mamlK_U4_K2,164,0.07601463935027519,0.8647226530313492
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||||
mamlK_U4_K2,165,0.07520459307978551,0.8626968514919281
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||||
mamlK_U4_K2,166,0.07480562787503003,0.8410029348731041
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||||
mamlK_U4_K2,167,0.07382521180436015,0.8970024859905243
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||||
mamlK_U4_K2,168,0.0741474213451147,0.8644079852104187
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||||
mamlK_U4_K2,169,0.07877997777114312,0.8915906190872193
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||||
mamlK_U4_K2,170,0.07819596990942955,0.8531449621915818
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||||
mamlK_U4_K2,171,0.07584197665254275,0.8599755465984344
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||||
mamlK_U4_K2,172,0.07572295269618431,0.8826698207855225
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||||
mamlK_U4_K2,173,0.07274133364359538,0.8454445844888687
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||||
mamlK_U4_K2,174,0.07673519194126129,0.8589300870895386
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||||
mamlK_U4_K2,175,0.07668255116790533,0.8670554399490357
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||||
mamlK_U4_K2,176,0.07312167560060819,0.864880884885788
|
||||
mamlK_U4_K2,177,0.07731563272575537,0.8784602761268616
|
||||
mamlK_U4_K2,178,0.07467003023872773,0.8690685838460922
|
||||
mamlK_U4_K2,179,0.07420870902637641,0.8789830446243286
|
||||
mamlK_U4_K2,180,0.07308677614976962,0.8737964344024658
|
||||
mamlK_U4_K2,181,0.0745140562703212,0.85428745418787
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||||
mamlK_U4_K2,182,0.07427270623544852,0.8767592340707779
|
||||
mamlK_U4_K2,183,0.07721575987835726,0.8856483566761016
|
||||
mamlK_U4_K2,184,0.07093844663351774,0.8691560482978821
|
||||
mamlK_U4_K2,185,0.0701368560642004,0.8931281465291977
|
||||
mamlK_U4_K2,186,0.0739590199291706,0.856842908859253
|
||||
mamlK_U4_K2,187,0.07421348863591751,0.8778711783885956
|
||||
mamlK_U4_K2,188,0.07115227452168862,0.8655005168914794
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||||
mamlK_U4_K2,189,0.07617760819693406,0.8469596752524375
|
||||
mamlK_U4_K2,190,0.07654514133930207,0.8594996654987335
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||||
mamlK_U4_K2,191,0.07330102030187845,0.878177763223648
|
||||
mamlK_U4_K2,192,0.07693664040416479,0.8629058760404587
|
||||
mamlK_U4_K2,193,0.07394562887648741,0.8856277394294739
|
||||
mamlK_U4_K2,194,0.07082576231410107,0.842761322259903
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||||
mamlK_U4_K2,195,0.07486165312429269,0.8504951947927475
|
||||
mamlK_U4_K2,196,0.07434852339327336,0.8827377158403397
|
||||
mamlK_U4_K2,197,0.0752689757073919,0.8782028257846832
|
||||
mamlK_U4_K2,198,0.07601615959157547,0.900384577512741
|
||||
mamlK_U4_K2,199,0.07087323567519585,0.8825874209403992
|
||||
mamlK_U4_K2,200,0.07997377313052614,0.8654782837629318
|
||||
mamlK_U4_K8,1,0.4779631220300992,0.5218560743331909
|
||||
mamlK_U4_K8,2,0.23905222594738007,0.6792358481884002
|
||||
mamlK_U4_K8,3,0.18147014014422894,0.7208914625644683
|
||||
mamlK_U4_K8,4,0.15055276423692704,0.7708174192905426
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mamlK_U4_K8,5,0.14128380725781123,0.7926760315895081
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mamlK_U4_K8,6,0.12824171476066112,0.8032137858867645
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mamlK_U4_K8,7,0.11776311251024406,0.7746306386590004
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mamlK_U4_K8,8,0.1074277855704228,0.7891612917184829
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mamlK_U4_K8,9,0.10303358559807142,0.8299821317195892
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mamlK_U4_K8,10,0.10054248961309592,0.8459873366355896
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mamlK_U4_K8,11,0.0977603208522002,0.8454595196247101
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mamlK_U4_K8,12,0.09262214314192534,0.8343739348649979
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mamlK_U4_K8,13,0.088804429123799,0.8629938220977783
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mamlK_U4_K8,14,0.08515530495593945,0.8525386583805085
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mamlK_U4_K8,15,0.07906328241030375,0.8669246089458466
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mamlK_U4_K8,16,0.08032574063787858,0.8604840934276581
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mamlK_U4_K8,17,0.07496412508189679,0.8630585432052612
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mamlK_U4_K8,18,0.07406545748313267,0.8816358673572541
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mamlK_U4_K8,19,0.07546724513173103,0.8858630764484405
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mamlK_U4_K8,20,0.07205935560166836,0.8764482045173645
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mamlK_U4_K8,21,0.07199544588724772,0.8631847333908081
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mamlK_U4_K8,22,0.07193882702539364,0.8703910311311484
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mamlK_U4_K8,23,0.0686386434858044,0.8941591203212738
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mamlK_U4_K8,24,0.06663852225989103,0.8849314951896667
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mamlK_U4_K8,25,0.06567058954387903,0.8925490248203277
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mamlK_U4_K8,26,0.06764999195933342,0.9016448211669922
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mamlK_U4_K8,27,0.06502218319724004,0.8826518581807613
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mamlK_U4_K8,28,0.05909692148367564,0.9007911098003387
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mamlK_U4_K8,29,0.06351759045074383,0.888796900510788
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mamlK_U4_K8,30,0.060910760474701724,0.8955352973937988
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mamlK_U4_K8,31,0.06196829771002134,0.8874075281620025
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mamlK_U4_K8,32,0.05644836450616519,0.9074052202701569
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mamlK_U4_K8,33,0.057740512217084566,0.9028492844104767
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mamlK_U4_K8,34,0.05792104292660952,0.8965217685699463
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mamlK_U4_K8,35,0.06055275437732537,0.9030590569972992
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mamlK_U4_K8,36,0.05747922111302614,0.8954496139287949
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mamlK_U4_K8,37,0.054461800654729206,0.8852898293733596
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mamlK_U4_K8,38,0.05669976758460204,0.8828799104690552
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mamlK_U4_K8,39,0.057326951970656716,0.9069823884963989
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mamlK_U4_K8,40,0.05562142616758744,0.9228259885311126
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mamlK_U4_K8,41,0.056953598024944464,0.8979138338565826
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mamlK_U4_K8,42,0.05238298699259758,0.9023919695615769
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mamlK_U4_K8,43,0.05281001061201095,0.9102864873409271
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mamlK_U4_K8,44,0.056227827581266564,0.9165967273712158
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mamlK_U4_K8,45,0.05671533782655994,0.8842040574550629
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mamlK_U4_K8,46,0.05140675840899348,0.911913492679596
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mamlK_U4_K8,47,0.053315665225187936,0.9172633159160614
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mamlK_U4_K8,48,0.054122454139093557,0.9081482481956482
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mamlK_U4_K8,49,0.056235977640996374,0.9098136830329895
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mamlK_U4_K8,50,0.05336583575854699,0.909479022026062
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mamlK_U4_K8,51,0.050722224302589894,0.922106202840805
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mamlK_U4_K8,52,0.052740548557291426,0.9128444647789001
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mamlK_U4_K8,53,0.05585971401383479,0.8837545025348663
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mamlK_U4_K8,54,0.05109009997919202,0.9184091424942017
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mamlK_U4_K8,55,0.04981609096750617,0.9129302978515625
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mamlK_U4_K8,56,0.05034565056363741,0.9072384810447693
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mamlK_U4_K8,57,0.05392729749282201,0.915323349237442
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mamlK_U4_K8,58,0.04984411620224516,0.9051778745651246
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mamlK_U4_K8,59,0.04943579879278938,0.9060387516021728
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mamlK_U4_K8,60,0.05210168012107412,0.9042724931240081
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mamlK_U4_K8,61,0.053020734402040644,0.9040648138523102
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mamlK_U4_K8,62,0.0493498490874966,0.9204268443584442
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mamlK_U4_K8,63,0.05151050047948957,0.9245637631416321
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mamlK_U4_K8,64,0.048734364062547685,0.9229525899887085
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mamlK_U4_K8,65,0.04999003152052561,0.9255816066265106
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mamlK_U4_K8,66,0.04980439253772299,0.9184465742111206
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mamlK_U4_K8,67,0.04705699571718772,0.9034612339735031
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mamlK_U4_K8,68,0.04975722283124924,0.9102222228050232
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mamlK_U4_K8,69,0.047271586464097105,0.9334056138992309
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mamlK_U4_K8,70,0.04922019510840376,0.9129670470952987
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mamlK_U4_K8,71,0.049509449706723295,0.9152740627527237
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mamlK_U4_K8,72,0.04765419605498512,0.928230996131897
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mamlK_U4_K8,73,0.04799282111848394,0.9038844287395478
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mamlK_U4_K8,74,0.048781947984049716,0.9238899147510529
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mamlK_U4_K8,75,0.04753747931371133,0.9296437633037568
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mamlK_U4_K8,76,0.047252054599424206,0.9271022891998291
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mamlK_U4_K8,77,0.04558431272705396,0.9272428321838379
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mamlK_U4_K8,78,0.0481410486313204,0.929426521062851
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mamlK_U4_K8,79,0.04766047046830257,0.9206611275672912
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mamlK_U4_K8,80,0.047961000899473825,0.9129423344135285
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mamlK_U4_K8,81,0.05075534423813224,0.9032941746711731
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mamlK_U4_K8,82,0.04508847988521059,0.9260913872718811
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mamlK_U4_K8,83,0.04695217610026399,0.931098209619522
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mamlK_U4_K8,84,0.04728463528056939,0.902416033744812
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mamlK_U4_K8,85,0.046226587016135454,0.9134788656234741
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mamlK_U4_K8,86,0.04504619709526499,0.904334981366992
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mamlK_U4_K8,87,0.043947319140036904,0.9281575644016266
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mamlK_U4_K8,88,0.04702356739590565,0.9173953318595887
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mamlK_U4_K8,89,0.04712517554561297,0.9085967606306076
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mamlK_U4_K8,90,0.045631353799253704,0.8883070302009582
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mamlK_U4_K8,91,0.04667507576445738,0.9227060890197754
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mamlK_U4_K8,92,0.04412580339858929,0.9164861834049225
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mamlK_U4_K8,93,0.04830271106213331,0.937560864686966
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mamlK_U4_K8,94,0.04687190885345141,0.9109290826320648
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mamlK_U4_K8,95,0.04599330607180794,0.9103593727946282
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mamlK_U4_K8,96,0.04639992384240031,0.9260409581661224
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mamlK_U4_K8,97,0.045589470819880566,0.9152871699631214
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mamlK_U4_K8,98,0.048632444112251205,0.9368037819862366
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mamlK_U4_K8,99,0.04776907954365015,0.9071453016996384
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mamlK_U4_K8,100,0.045159862879663705,0.9187269639968872
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mamlK_U4_K8,101,0.04775585522254308,0.9269299256801605
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mamlK_U4_K8,102,0.0464935635526975,0.9279921305179596
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mamlK_U4_K8,103,0.04451344801733891,0.9344207990169525
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mamlK_U4_K8,104,0.042567297207812466,0.9329907190799713
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mamlK_U4_K8,105,0.045497030957291525,0.9426866602897644
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mamlK_U4_K8,106,0.04576344070956111,0.921606302857399
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mamlK_U4_K8,107,0.042682510353624824,0.9218176829814911
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mamlK_U4_K8,108,0.04616001067683101,0.9318635451793671
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mamlK_U4_K8,109,0.046299802145610254,0.920188130736351
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mamlK_U4_K8,110,0.044982517628620065,0.9136863873898983
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mamlK_U4_K8,111,0.044354827615122,0.9123714852333069
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mamlK_U4_K8,112,0.04368219742551446,0.9059731781482696
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mamlK_U4_K8,113,0.04377598489324252,0.9350841248035431
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mamlK_U4_K8,114,0.045482099012782176,0.9279284679889679
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mamlK_U4_K8,115,0.04554533720016479,0.9237250006198883
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mamlK_U4_K8,116,0.044231869392096994,0.9316341328620911
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mamlK_U4_K8,117,0.045082571376115085,0.9117023973166942
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mamlK_U4_K8,118,0.04259504518782099,0.9364819550514221
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mamlK_U4_K8,119,0.045883758161216974,0.9326616275310516
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mamlK_U4_K8,120,0.04125504024947683,0.9134474474191666
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mamlK_U4_K8,121,0.041810687780380246,0.9241221788525581
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mamlK_U4_K8,122,0.04282815216730038,0.9292815673351288
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mamlK_U4_K8,123,0.04266041820247968,0.9280487847328186
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mamlK_U4_K8,124,0.044364120395233235,0.936419312953949
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mamlK_U4_K8,125,0.04247118879109621,0.9227976202964783
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mamlK_U4_K8,126,0.0460307758487761,0.9341438019275665
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mamlK_U4_K8,127,0.04377921528493365,0.924741443991661
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mamlK_U4_K8,128,0.043116927767793335,0.9314820396900177
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mamlK_U4_K8,129,0.04339456543947259,0.9138414144515992
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mamlK_U4_K8,130,0.043798081732044615,0.9210628312826157
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mamlK_U4_K8,131,0.043559580196936926,0.9359981536865234
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mamlK_U4_K8,132,0.04170446819315354,0.9426365578174591
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mamlK_U4_K8,133,0.04446362294877569,0.9384375298023224
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mamlK_U4_K8,134,0.0418021728284657,0.9175786828994751
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mamlK_U4_K8,135,0.043493542969226834,0.9279124981164932
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mamlK_U4_K8,136,0.042993830156823,0.9264187860488892
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mamlK_U4_K8,137,0.044605811287959415,0.9323660790920257
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mamlK_U4_K8,138,0.044286446180194616,0.9380956745147705
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mamlK_U4_K8,139,0.04319346609835823,0.942953290939331
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mamlK_U4_K8,140,0.04432633345325788,0.929705913066864
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mamlK_U4_K8,141,0.04371677356461684,0.9349844694137573
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mamlK_U4_K8,142,0.04353654883181055,0.9383136737346649
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mamlK_U4_K8,143,0.04367546576385697,0.9354643368721008
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mamlK_U4_K8,144,0.041613030085961025,0.9381922364234925
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mamlK_U4_K8,145,0.04262268448248505,0.9285154962539672
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mamlK_U4_K8,146,0.04042875016729037,0.9156563115119934
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mamlK_U4_K8,147,0.046729983209321896,0.9331570887565612
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mamlK_U4_K8,148,0.04209206994002064,0.9224640035629272
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mamlK_U4_K8,149,0.043427394926548006,0.9270243394374847
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mamlK_U4_K8,150,0.04198032721877098,0.9402234518527984
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mamlK_U4_K8,151,0.04226738051821788,0.9176333004236221
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mamlK_U4_K8,152,0.04550106109430393,0.9295529711246491
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mamlK_U4_K8,153,0.04412522895882527,0.9327342891693116
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mamlK_U4_K8,154,0.04346378943572442,0.9387084555625915
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mamlK_U4_K8,155,0.040683036719759307,0.9233161008358002
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mamlK_U4_K8,156,0.042999583793183166,0.9294557863473892
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mamlK_U4_K8,157,0.04285053016617894,0.9395448267459869
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mamlK_U4_K8,158,0.042279991923520964,0.9420728731155396
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mamlK_U4_K8,159,0.04184378054613869,0.938912742137909
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mamlK_U4_K8,160,0.040890439618378877,0.9331023383140564
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mamlK_U4_K8,161,0.044424817965676384,0.9469376182556153
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mamlK_U4_K8,162,0.04358690325791637,0.9232855385541916
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mamlK_U4_K8,163,0.04441141473129392,0.9210169994831086
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mamlK_U4_K8,164,0.04287119815746943,0.9287175559997558
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mamlK_U4_K8,165,0.04223649861291051,0.9247390687465668
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mamlK_U4_K8,166,0.04204685707266132,0.9069620609283447
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mamlK_U4_K8,167,0.041341771067430574,0.9463892436027527
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mamlK_U4_K8,168,0.041193387092401584,0.9297560715675354
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mamlK_U4_K8,169,0.0442957843405505,0.9429472196102142
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mamlK_U4_K8,170,0.04473894990359743,0.9180112385749817
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mamlK_U4_K8,171,0.04344633239631852,0.923888647556305
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mamlK_U4_K8,172,0.04251364936431249,0.9378248107433319
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mamlK_U4_K8,173,0.04013625531767805,0.9099926733970642
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mamlK_U4_K8,174,0.04395431150992712,0.922145824432373
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mamlK_U4_K8,175,0.04366889546935757,0.927090163230896
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mamlK_U4_K8,176,0.04034995252887408,0.93624183177948
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mamlK_U4_K8,177,0.044224687373886504,0.933515704870224
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mamlK_U4_K8,178,0.04161312356591225,0.9275222307443619
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mamlK_U4_K8,179,0.04161462208256125,0.9307364004850388
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mamlK_U4_K8,180,0.04066770110279322,0.9321164637804031
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mamlK_U4_K8,181,0.040599294907102984,0.9210462868213654
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mamlK_U4_K8,182,0.04146114056929946,0.9348333179950714
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mamlK_U4_K8,183,0.043211357481777665,0.942536209821701
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mamlK_U4_K8,184,0.039732915591448544,0.9329590368270874
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mamlK_U4_K8,185,0.03888906336079041,0.9380114656686783
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mamlK_U4_K8,186,0.04069843170543512,0.9172812688350678
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mamlK_U4_K8,187,0.041107887911299865,0.9397376418113709
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mamlK_U4_K8,188,0.03884282003467281,0.9309276950359344
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mamlK_U4_K8,189,0.04263716956600547,0.914151092171669
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mamlK_U4_K8,190,0.042940374420334895,0.9162731644511223
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mamlK_U4_K8,191,0.04099056159456571,0.9358823013305664
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mamlK_U4_K8,192,0.04398662489528457,0.9257796490192414
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mamlK_U4_K8,193,0.04205015392974019,0.9392344427108764
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mamlK_U4_K8,194,0.03937658442805211,0.9096033501625062
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mamlK_U4_K8,195,0.04244757450496157,0.9171342733502388
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mamlK_U4_K8,196,0.04186845818534493,0.9388355338573455
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mamlK_U4_K8,197,0.04185678826024135,0.9393337917327881
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mamlK_U4_K8,198,0.04370603165278832,0.9497280025482178
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mamlK_U4_K8,199,0.03947611791392167,0.9407294797897339
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mamlK_U4_K8,200,0.046147463197509446,0.923610799908638
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mamlD_U4_K4,1,0.33226974586645763,0.7072442746162415
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mamlD_U4_K4,2,0.17677475623786448,0.7602711629867553
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mamlD_U4_K4,3,0.1448475058376789,0.783854731619358
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mamlD_U4_K4,4,0.12020382655163606,0.814984410405159
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mamlD_U4_K4,5,0.11537383700410525,0.8354198861122132
|
||||
mamlD_U4_K4,6,0.10766624535123508,0.8278951597213745
|
||||
mamlD_U4_K4,7,0.10021830345193546,0.8006813091039657
|
||||
mamlD_U4_K4,8,0.09247000811000665,0.8177136993408203
|
||||
mamlD_U4_K4,9,0.09013969005395969,0.8477715253829956
|
||||
mamlD_U4_K4,10,0.0891475497931242,0.8643319392204285
|
||||
mamlD_U4_K4,11,0.08907465686400731,0.8655763745307923
|
||||
mamlD_U4_K4,12,0.08367027290165424,0.8450695098564028
|
||||
mamlD_U4_K4,13,0.08100369604925314,0.8799751842021942
|
||||
mamlD_U4_K4,14,0.07926372083524863,0.8626924604177475
|
||||
mamlD_U4_K4,15,0.07365076714505751,0.8779079747200013
|
||||
mamlD_U4_K4,16,0.0767112746834755,0.8699885833263398
|
||||
mamlD_U4_K4,17,0.07051228248824676,0.8677393686771393
|
||||
mamlD_U4_K4,18,0.07126029013345639,0.8892756295204163
|
||||
mamlD_U4_K4,19,0.07396258503198623,0.8958798789978027
|
||||
mamlD_U4_K4,20,0.0701787693053484,0.8781686514616013
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||||
mamlD_U4_K4,21,0.07021890625357628,0.8641251504421235
|
||||
mamlD_U4_K4,22,0.07097932344923417,0.8709613773971796
|
||||
mamlD_U4_K4,23,0.067776012532413,0.8977204287052154
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||||
mamlD_U4_K4,24,0.06593359860281149,0.8864236354827881
|
||||
mamlD_U4_K4,25,0.06577742870897055,0.8942761540412902
|
||||
mamlD_U4_K4,26,0.0682281036178271,0.9049929404258727
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||||
mamlD_U4_K4,27,0.0659653755525748,0.8859848852455616
|
||||
mamlD_U4_K4,28,0.0599904407809178,0.9027950048446656
|
||||
mamlD_U4_K4,29,0.0653015545134743,0.8889790588617325
|
||||
mamlD_U4_K4,30,0.062404386351505914,0.8966039460897446
|
||||
mamlD_U4_K4,31,0.06378314279019832,0.8865257000923157
|
||||
mamlD_U4_K4,32,0.05806770576785008,0.906207126379013
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||||
mamlD_U4_K4,33,0.059646516144275664,0.9038380932807922
|
||||
mamlD_U4_K4,34,0.0600526828939716,0.8928085041046142
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||||
mamlD_U4_K4,35,0.06303705995281537,0.8979040801525116
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||||
mamlD_U4_K4,36,0.06020684272671739,0.8944093811511994
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||||
mamlD_U4_K4,37,0.056072589127967754,0.8780849593877792
|
||||
mamlD_U4_K4,38,0.0591437874486049,0.8754855984449387
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||||
mamlD_U4_K4,39,0.06000196353842815,0.9038444465398788
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||||
mamlD_U4_K4,40,0.05908978711813688,0.9190565812587738
|
||||
mamlD_U4_K4,41,0.0600906153023243,0.8876453137397766
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||||
mamlD_U4_K4,42,0.055646294547865786,0.8961232960224151
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||||
mamlD_U4_K4,43,0.05668414675320188,0.9031804275512695
|
||||
mamlD_U4_K4,44,0.06053298554072777,0.9184056341648101
|
||||
mamlD_U4_K4,45,0.059651808571070435,0.8761727607250214
|
||||
mamlD_U4_K4,46,0.055535307048509515,0.9027179086208343
|
||||
mamlD_U4_K4,47,0.05750930075223247,0.9118513488769531
|
||||
mamlD_U4_K4,48,0.05781642417733868,0.8970184171199799
|
||||
mamlD_U4_K4,49,0.059838524299363295,0.9061286163330078
|
||||
mamlD_U4_K4,50,0.05751658910885453,0.9048182320594788
|
||||
mamlD_U4_K4,51,0.054772061283389725,0.9153175806999206
|
||||
mamlD_U4_K4,52,0.057227188299099604,0.9023577749729157
|
||||
mamlD_U4_K4,53,0.06031815850486358,0.8746447360515595
|
||||
mamlD_U4_K4,54,0.055270860698074104,0.9127678370475769
|
||||
mamlD_U4_K4,55,0.05397566540166736,0.906368271112442
|
||||
mamlD_U4_K4,56,0.05474784299110373,0.8978208255767822
|
||||
mamlD_U4_K4,57,0.05862275324140986,0.9143995618820191
|
||||
mamlD_U4_K4,58,0.05436739023774862,0.9001333135366439
|
||||
mamlD_U4_K4,59,0.054555159453302624,0.8980947136878967
|
||||
mamlD_U4_K4,60,0.05685729818418622,0.8991078412532807
|
||||
mamlD_U4_K4,61,0.058151018271843595,0.8931859922409058
|
||||
mamlD_U4_K4,62,0.05398393329853813,0.9139244389533997
|
||||
mamlD_U4_K4,63,0.056122340777268014,0.9154566299915313
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||||
mamlD_U4_K4,64,0.05301577487339576,0.9189777481555939
|
||||
mamlD_U4_K4,65,0.054918188334753114,0.9212599790096283
|
||||
mamlD_U4_K4,66,0.05467476099729538,0.9101110601425171
|
||||
mamlD_U4_K4,67,0.05194011902436614,0.8963859722018241
|
||||
mamlD_U4_K4,68,0.0549555604532361,0.9001881390810013
|
||||
mamlD_U4_K4,69,0.05250753067433834,0.9276944887638092
|
||||
mamlD_U4_K4,70,0.05503080276151498,0.9016196215152741
|
||||
mamlD_U4_K4,71,0.05488684472317497,0.9066729021072387
|
||||
mamlD_U4_K4,72,0.05359344453240434,0.9201527678966522
|
||||
mamlD_U4_K4,73,0.05427974117298921,0.8956168949604034
|
||||
mamlD_U4_K4,74,0.05475098236153523,0.9159560787677765
|
||||
mamlD_U4_K4,75,0.05281189353515704,0.9215204071998596
|
||||
mamlD_U4_K4,76,0.05264789244780938,0.9185412907600403
|
||||
mamlD_U4_K4,77,0.051409392865995565,0.9221062177419662
|
||||
mamlD_U4_K4,78,0.05349850337331494,0.9248423945903778
|
||||
mamlD_U4_K4,79,0.05382979394868016,0.9127719509601593
|
||||
mamlD_U4_K4,80,0.053457854880640907,0.9004097282886505
|
||||
mamlD_U4_K4,81,0.056950522201756636,0.8939985719323158
|
||||
mamlD_U4_K4,82,0.05090698417276144,0.914024121761322
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||||
mamlD_U4_K4,83,0.0529921709621946,0.922695838212967
|
||||
mamlD_U4_K4,84,0.053284227320303516,0.8929305797815323
|
||||
mamlD_U4_K4,85,0.05285409294068813,0.9010648596286773
|
||||
mamlD_U4_K4,86,0.05130229050914446,0.8942721292749047
|
||||
mamlD_U4_K4,87,0.05001533610746264,0.9206917119026184
|
||||
mamlD_U4_K4,88,0.05392462734753887,0.9077650117874145
|
||||
mamlD_U4_K4,89,0.05362904659161965,0.9001771813631058
|
||||
mamlD_U4_K4,90,0.052035900683452686,0.8782391160726547
|
||||
mamlD_U4_K4,91,0.052584297036131225,0.9124891722202301
|
||||
mamlD_U4_K4,92,0.05022508302082618,0.9077244758605957
|
||||
mamlD_U4_K4,93,0.054565017335116865,0.9335999476909638
|
||||
mamlD_U4_K4,94,0.0531883321578304,0.9036381077766419
|
||||
mamlD_U4_K4,95,0.05216884396970272,0.9015415945649147
|
||||
mamlD_U4_K4,96,0.0530705667535464,0.9171244978904725
|
||||
mamlD_U4_K4,97,0.05148339337358872,0.9067597711086273
|
||||
mamlD_U4_K4,98,0.05486183729643623,0.931991959810257
|
||||
mamlD_U4_K4,99,0.053760130659987526,0.8953824180364609
|
||||
mamlD_U4_K4,100,0.05132714407518506,0.9088386845588684
|
||||
mamlD_U4_K4,101,0.053888792774329584,0.9230603194236755
|
||||
mamlD_U4_K4,102,0.0527850770081083,0.9184340858459472
|
||||
mamlD_U4_K4,103,0.05152679332221548,0.9252682280540466
|
||||
mamlD_U4_K4,104,0.04825870852296551,0.9282627916336059
|
||||
mamlD_U4_K4,105,0.05150640400747458,0.9349008071422577
|
||||
mamlD_U4_K4,106,0.051715812385082244,0.9155999025702477
|
||||
mamlD_U4_K4,107,0.04935547518233458,0.909106433391571
|
||||
mamlD_U4_K4,108,0.052696935342003905,0.9248205316066742
|
||||
mamlD_U4_K4,109,0.05243582926069697,0.9151817715167999
|
||||
mamlD_U4_K4,110,0.05094705957919359,0.9041129250079394
|
||||
mamlD_U4_K4,111,0.05081009749944011,0.8941559112071991
|
||||
mamlD_U4_K4,112,0.05004351894681652,0.8896460205316543
|
||||
mamlD_U4_K4,113,0.050028850734233854,0.928802660703659
|
||||
mamlD_U4_K4,114,0.05225728334859014,0.9190279865264892
|
||||
mamlD_U4_K4,115,0.05163899037986994,0.9149557113647461
|
||||
mamlD_U4_K4,116,0.05058057485769192,0.9194704449176788
|
||||
mamlD_U4_K4,117,0.05200697081784407,0.905641396343708
|
||||
mamlD_U4_K4,118,0.048949986242999635,0.9267030274868011
|
||||
mamlD_U4_K4,119,0.052872367488841214,0.9211409950256347
|
||||
mamlD_U4_K4,120,0.04799026660621166,0.899388080239296
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||||
mamlD_U4_K4,121,0.048778135298440856,0.9122915583848953
|
||||
mamlD_U4_K4,122,0.049206985756754876,0.9172151899337768
|
||||
mamlD_U4_K4,123,0.04927736043309172,0.9171838593482972
|
||||
mamlD_U4_K4,124,0.05120278758307298,0.9308539128303528
|
||||
mamlD_U4_K4,125,0.04889334943766395,0.9104605150222779
|
||||
mamlD_U4_K4,126,0.052975892921288806,0.9274392080307007
|
||||
mamlD_U4_K4,127,0.050311327235152324,0.9167815577983857
|
||||
mamlD_U4_K4,128,0.049772387879590194,0.9209587621688843
|
||||
mamlD_U4_K4,129,0.04997918299088876,0.9006694430857897
|
||||
mamlD_U4_K4,130,0.05016263517240683,0.912883588373661
|
||||
mamlD_U4_K4,131,0.05020913464327653,0.9251600801944733
|
||||
mamlD_U4_K4,132,0.04885625268643101,0.9323220777511597
|
||||
mamlD_U4_K4,133,0.051198460465917986,0.9299926042556763
|
||||
mamlD_U4_K4,134,0.04823922702421745,0.9025299048423767
|
||||
mamlD_U4_K4,135,0.049459049670646585,0.9139180135726929
|
||||
mamlD_U4_K4,136,0.049267774193237225,0.9145679724216461
|
||||
mamlD_U4_K4,137,0.05096803734699885,0.9186458110809326
|
||||
mamlD_U4_K4,138,0.05099628301337361,0.9309629034996033
|
||||
mamlD_U4_K4,139,0.04935644599298636,0.9355896592140198
|
||||
mamlD_U4_K4,140,0.05138297356665134,0.9187753987312317
|
||||
mamlD_U4_K4,141,0.05071673834696412,0.926981908082962
|
||||
mamlD_U4_K4,142,0.05012833488484224,0.9287077867984772
|
||||
mamlD_U4_K4,143,0.050881257249663275,0.9253663563728333
|
||||
mamlD_U4_K4,144,0.0484694933022062,0.9285207271575928
|
||||
mamlD_U4_K4,145,0.0493666319300731,0.9173754668235778
|
||||
mamlD_U4_K4,146,0.047217747842272124,0.9045787739753723
|
||||
mamlD_U4_K4,147,0.05380128918215633,0.9247326457500458
|
||||
mamlD_U4_K4,148,0.04834152360757192,0.9107429003715515
|
||||
mamlD_U4_K4,149,0.0503358512185514,0.9167406404018402
|
||||
mamlD_U4_K4,150,0.04861355886484186,0.9314720213413239
|
||||
mamlD_U4_K4,151,0.049152215557793776,0.9025949084758759
|
||||
mamlD_U4_K4,152,0.05237987481678526,0.9191000699996948
|
||||
mamlD_U4_K4,153,0.050817638095468284,0.924338185787201
|
||||
mamlD_U4_K4,154,0.05072446197271347,0.9293682527542114
|
||||
mamlD_U4_K4,155,0.04761107598741849,0.9084386062622071
|
||||
mamlD_U4_K4,156,0.04906454727674524,0.9223668110370636
|
||||
mamlD_U4_K4,157,0.0496505764623483,0.9320311737060547
|
||||
mamlD_U4_K4,158,0.049232835943500204,0.9339154553413391
|
||||
mamlD_U4_K4,159,0.04919609226907293,0.9278384900093078
|
||||
mamlD_U4_K4,160,0.04731551618004839,0.9251616835594177
|
||||
mamlD_U4_K4,161,0.051343967095017436,0.9402533411979676
|
||||
mamlD_U4_K4,162,0.050502766985446215,0.9112370407581329
|
||||
mamlD_U4_K4,163,0.051261143249770005,0.9096662175655365
|
||||
mamlD_U4_K4,164,0.04977377268796166,0.9198521399497985
|
||||
mamlD_U4_K4,165,0.048813525419682265,0.9133789455890655
|
||||
mamlD_U4_K4,166,0.04894803042834004,0.8936040103435516
|
||||
mamlD_U4_K4,167,0.04804897318904599,0.9391674268245697
|
||||
mamlD_U4_K4,168,0.047860090658068656,0.9183463680744172
|
||||
mamlD_U4_K4,169,0.05172237353399396,0.9353018832206726
|
||||
mamlD_U4_K4,170,0.0518186297826469,0.907518447637558
|
||||
mamlD_U4_K4,171,0.050250552849223216,0.9118054795265198
|
||||
mamlD_U4_K4,172,0.04976588887472948,0.9315401470661163
|
||||
mamlD_U4_K4,173,0.04685487166047096,0.9027909225225449
|
||||
mamlD_U4_K4,174,0.05097919645408789,0.9141061782836915
|
||||
mamlD_U4_K4,175,0.05025861306115985,0.9179960542917251
|
||||
mamlD_U4_K4,176,0.04739398056020339,0.9242080414295196
|
||||
mamlD_U4_K4,177,0.05126929888501763,0.9251568830013275
|
||||
mamlD_U4_K4,178,0.04801142251739899,0.9206536984443665
|
||||
mamlD_U4_K4,179,0.048808847920348244,0.9248807525634766
|
||||
mamlD_U4_K4,180,0.04759013945857684,0.9204864507913589
|
||||
mamlD_U4_K4,181,0.047790721617639066,0.9091754364967346
|
||||
mamlD_U4_K4,182,0.04788981263215343,0.9251405346393585
|
||||
mamlD_U4_K4,183,0.05014867844680945,0.9331622576713562
|
||||
mamlD_U4_K4,184,0.04662734099353353,0.9213172328472138
|
||||
mamlD_U4_K4,185,0.04500006351619959,0.933356506228447
|
||||
mamlD_U4_K4,186,0.047374907185633974,0.9065024596452713
|
||||
mamlD_U4_K4,187,0.04821119980265697,0.9290335690975189
|
||||
mamlD_U4_K4,188,0.04545490994428595,0.9162960052490234
|
||||
mamlD_U4_K4,189,0.0501812063343823,0.9009342265129089
|
||||
mamlD_U4_K4,190,0.04982624230906367,0.9044142286479473
|
||||
mamlD_U4_K4,191,0.048000499351571004,0.9249812185764312
|
||||
mamlD_U4_K4,192,0.05098871215557059,0.9133920872211456
|
||||
mamlD_U4_K4,193,0.04835366445283095,0.931778039932251
|
||||
mamlD_U4_K4,194,0.04584052532290419,0.8967518651485443
|
||||
mamlD_U4_K4,195,0.04918509343639016,0.901038418263197
|
||||
mamlD_U4_K4,196,0.04879093502337734,0.927699345946312
|
||||
mamlD_U4_K4,197,0.04918769733980298,0.9293132257461548
|
||||
mamlD_U4_K4,198,0.050241120532155036,0.9447884798049927
|
||||
mamlD_U4_K4,199,0.04578717742115259,0.930838119983673
|
||||
mamlD_U4_K4,200,0.05384820915137728,0.911318576335907
|
||||
|
Executable
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|
After Width: | Height: | Size: 82 KiB |
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|
After Width: | Height: | Size: 130 KiB |
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+619
@@ -0,0 +1,619 @@
|
||||
{
|
||||
"meta": {
|
||||
"epochs": 200,
|
||||
"steps": 300,
|
||||
"trials": 500
|
||||
},
|
||||
"probe_clean_acc": 0.8554999828338623,
|
||||
"baseline_U1_K1": {
|
||||
"U": 1,
|
||||
"K": 1,
|
||||
"train_s": 239.5449607372284,
|
||||
"snr": {
|
||||
"0": {
|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
Executable
+367
@@ -0,0 +1,367 @@
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
}
|
||||
Executable
+142
@@ -0,0 +1,142 @@
|
||||
{
|
||||
"mamlK_U4_K1": {
|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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Executable
+152
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||||
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Executable
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Executable
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After Width: | Height: | Size: 120 KiB |
Reference in New Issue
Block a user