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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6
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8
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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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23
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24
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25
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34
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102
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103
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104
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105
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110
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111
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112
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113
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390
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410
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419
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420
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421
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471
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510
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540
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541
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579
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580
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581
579,0.9967548,0.013374142944522667,9.982200622558594,-42.1057243347168,-22.15707778930664,-44.66154479980469,-7.216756820678711,18.189517974853516,-3.2979238033294678,6.566608905792236,-15.533979415893555,65.00382995605469,-1.1773345470428467,16.00565528869629,2.635495662689209,-11.251935958862305,2.131608247756958,-18.819759368896484,2.106762647628784,2.040132999420166,5.553642272949219,-17.913341522216797,-1.7576558589935303,-12.935710906982422,4.85963773727417,-13.165533065795898,-17.791786193847656,-35.75177001953125,-0.25129401683807373,-4.410310745239258,4.270317554473877,-134.20437622070312,-33.108551025390625,-19.796192169189453,-10.062040328979492,59.124595642089844,-30.865942001342773,63.212642669677734,4.210766792297363,68.19908142089844,1.048929214477539,41.86450958251953,1.7052125930786133,11.718847274780273,-0.6710867881774902,-0.9133923848470052,0.46182772517204285,0.04053854942321777,0.1934354603290558,0.10367527272966173,0.043284572660923004,0.06707686848110622,0.07237066328525543,0.17896725071801078,-0.45060449838638306,0.19849673906962076,-0.019035734236240387,0.017096209857198928,-0.11538200080394745,0.01123121463590198,-0.008191075176000595,0.2794198989868164,-0.01890483871102333,-9.67052247789171e-05,0.0030872374773025513,0.00040917471051216125,0.14017461240291595,0.0017058269845114814,-0.1778227686882019,-0.41590627034505206,-0.1669422686100006,-0.005652770813968446,0.5565849542617798,-0.4187689357333713,0.4498129189014435,-0.8641519546508789,-0.014982238411903381,0.13641544183095297,1.2151148319244385,0.37433094448513454,0.37307101488113403,-0.3044306966993544,0.056469760835170746,0.2849426799350315,-0.04727518558502197,1.4907708168029785,-0.9944376945495605,-0.28640522956848147,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,9,0.0258181169629097,0.042613621801137924,0.012862413190305233,0.01635783165693283,0.008210359141230583,0.015190172009170055,0.0038299651350826025,0.006327090784907341,0.008719575591385365,0.012260114774107933,0.0022187773138284683,0.008071382530033588,0.009751150384545326,0.013946754857897758,0.006223972421139479,0.012856608256697655,0.008015872910618782,0.009355857968330383,0.008946736343204975,0.018833186477422714,0.00440236646682024,0.00990163441747427,0.005467191804200411,0.009643349796533585,0.006297693122178316,0.02097928710281849,0.0041835736483335495,0.004813259467482567,0.008020870387554169,0.006953917443752289,0.002223761286586523,0.010099539533257484,0.008641846477985382,0.011814636178314686,0.0031999486964195967,0.010893421247601509,0.007520976942032576,0.013877533376216888,0.008390678092837334,0.01328196469694376,0.009131801314651966,0.01190707366913557,0.0010624100686982274,0.010594948574348732,0.0012818287359550595,0.004734451572100322,0.0008130405331030488,0.0035040006041526794,0.0016230426263064146,0.003199080212248696,0.0009585184743627906,0.003284453103939692,0.001177255529910326,0.002974816080596712,0.0009850944625213742,0.002837072437008222,0.001138209830969572,0.0031833528644508785,0.0010306683834642172,0.003614413319155574,0.001060541602782905,0.0033476363039678996,0.001462707412429154,0.0029684669441647,0.00122452259529382,0.0025576698697275585,0.0011767304968088865,0.005041251579920451,0.0010180643294006586,0.001713298157685333,0.0015344686107710004,0.0042724087834358215,0.0008508031605742872,0.00351875482334031,0.0006441103760153055,0.004775092005729675,0.0011101753916591406,0.003902681585815218,0.0008536406676284969,0.003595458964506785,0.001054049702361226,0.0035472214221954346,0.0009521989850327373,0.004301367327570915,0.009742304682731628,0.006471068412065506,0.2441860465116279,0.07815291495659413,0.1,0.010480264,0.001,0.34556812,0.901,0.6515843167901039,0.5839776
582
580,0.99717546,-0.004950233544740685,-9.895919799804688,30.523914337158203,-4.3054914474487305,5.5581817626953125,3.43782639503479,-16.163307189941406,-3.1184723377227783,-15.322303771972656,2.554762125015259,-11.01771068572998,-0.1537373960018158,-13.204405784606934,4.849769115447998,-22.449604034423828,1.173240303993225,-5.86383581161499,1.4716442823410034,-3.182476758956909,-2.501742362976074,7.628115653991699,0.8107010126113892,0.12016832828521729,-3.404660224914551,5.519408226013184,-7.078892707824707,10.970842361450195,0.009195268154144287,-4.0345563888549805,-9.367591857910156,33.28705596923828,-6.439745903015137,-14.640052795410156,-10.590439796447754,27.655614852905273,-1.2148165702819824,-26.76351547241211,-0.9109757542610168,-8.093643188476562,-2.550288677215576,-19.976974487304688,-2.962676525115967,-10.001642227172852,1.0852136611938477,0.3567796636510778,0.008288957178592682,0.10112761126624213,-0.02029842510819435,0.01946751442220476,0.32563352584838867,-0.015259431468115913,0.08050303906202316,-0.018208899431758456,0.11733071506023407,-0.002701300713751051,0.0091643575578928,-0.04328138298458523,-0.0390174575150013,-0.004427749249670241,-0.06411857903003693,-0.12620888650417328,0.04224906861782074,0.026894205146365695,-0.07991950213909149,0.03071063094668918,-0.09338054805994034,0.013004538085725572,-0.1524515151977539,0.056758390532599554,-0.03162282332777977,0.012400918536716037,0.05115197226405144,0.030669993824428983,0.43743833899497986,0.2042462560865614,0.10132774710655212,0.0429989927344852,0.19161929190158844,0.15210441748301187,0.15215298533439636,-0.10553708341386583,-0.15378722548484802,0.0022084075543615553,-0.04188692569732666,0.37798425555229187,-2.9737592697143556,-0.25741424560546877,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,9,0.01694660261273384,0.02458375133574009,0.02847849391400814,0.023078875616192818,0.014544730074703693,0.019102463498711586,0.010144483298063278,0.0164644792675972,0.006226435303688049,0.013368165120482445,0.005321643315255642,0.01976688951253891,0.009216087870299816,0.014845075085759163,0.015417452901601791,0.022386085242033005,0.014760522171854973,0.014692535623908043,0.01564936898648739,0.021659959107637405,0.011997347697615623,0.018712637946009636,0.015004419721662998,0.020885825157165527,0.009841450490057468,0.00769546115770936,0.017989814281463623,0.014735870063304901,0.014670292846858501,0.02404221147298813,0.006044276058673859,0.020934808999300003,0.01223195344209671,0.009354016743600368,0.003208401147276163,0.021435890346765518,0.01063384860754013,0.015824556350708008,0.014035231433808804,0.029012631624937057,0.011833494529128075,0.023517511785030365,0.000757971138227731,0.01650805385024459,0.0012845757883042097,0.005060550653272205,0.0009710555896162987,0.004055083625846439,0.0008756750030443072,0.003968436270952225,0.001042849849909544,0.004122522556119495,0.0013150281738489866,0.003950436909993489,0.0008062392007559538,0.003354068017668194,0.0008945348672568798,0.0036461700995763144,0.0011936535593122244,0.00430692033842206,0.0008588602067902684,0.0039573415286011165,0.000785553886089474,0.0032736238920026356,0.0012701934901997447,0.0032438826229837206,0.0012939299922436476,0.0057505038049485944,0.0010789924999698997,0.0018341367443402608,0.0015733964974060655,0.005455528282456928,0.0019601196981966496,0.00509098834461636,0.0009727093856781721,0.006281784011258019,0.0011752768186852336,0.004973749319712321,0.0007010548142716289,0.004205932633744346,0.0010548768332228065,0.00467079339755906,0.0007153864135034382,0.005920988507568836,0.030569645762443542,0.023533114790916444,0.2441860465116279,0.0770565801132948,0.1,0.009518091,0.001,0.31601256,0.8981,0.6572880454361438,0.58981633
583
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584
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617
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621
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625
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710
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711
709,0.9853766,-0.16361940912983333,-62.951690673828125,-247.1285400390625,-36.45453643798828,-113.47635650634766,47.93507766723633,-129.85064697265625,2.2646799087524414,8.754676818847656,21.53634262084961,-64.55484008789062,-19.242597579956055,63.685813903808594,5.792123794555664,2.1630516052246094,-5.037323951721191,15.431602478027344,-5.640686988830566,-19.42587661743164,59.40727996826172,-130.42633056640625,-32.4112548828125,64.29270935058594,-35.15950012207031,64.02922058105469,-9.697113990783691,-36.55818176269531,-4.368173599243164,18.400314331054688,-15.482711791992188,41.617008209228516,-28.012229919433594,-115.16720581054688,-2.3413162231445312,-66.10310363769531,-38.912437438964844,-259.25634765625,-31.05518913269043,-184.08740234375,29.83052635192871,-45.98933410644531,32.382041931152344,-27.477327346801758,-9.28343391418457,-1.8161157678674769,-0.9320792555809021,-0.4561723603142632,-0.02864847332239151,-0.2321219974093967,1.0227727890014648,-0.25567852126227486,1.0245317220687866,-0.23854197396172416,0.789202094078064,-0.12304902076721191,0.14998620748519897,0.38971630732218426,0.5347181558609009,0.04030600190162659,0.6115010976791382,-0.15990805625915527,-0.4761919677257538,-0.06333339214324951,-0.22409924864768982,-0.10088387462827894,0.1592601090669632,0.1425953573650784,1.6849442720413208,-0.9931306838989258,3.0476596355438232,0.059459567070007324,0.25072184205055237,-0.7069962819417318,2.353344440460205,0.21983822186787924,1.3413352966308594,-0.22241444057888454,-0.8070940375328064,-0.4412340058220757,0.012193679809570312,-0.6035834948221842,-1.1427781581878662,-0.7134823799133301,0.346923291683197,-12.271178245544434,6.423321533203125,1.5711093902587892,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,nan,12,0.10481437295675278,0.3053221106529236,0.21319112181663513,0.2603740096092224,0.08423449099063873,0.11226204037666321,0.039639540016651154,0.18394434452056885,0.11491972208023071,0.15146809816360474,0.024569571018218994,0.19014230370521545,0.11303264647722244,0.16529905796051025,0.10932806879281998,0.19518330693244934,0.11101989448070526,0.1782359927892685,0.13961520791053772,0.21645915508270264,0.06825675815343857,0.1052190512418747,0.08897953480482101,0.16769538819789886,0.09254112839698792,0.2297237366437912,0.1754837930202484,0.11749106645584106,0.07127156853675842,0.15264347195625305,0.03897672891616821,0.22513562440872192,0.1302855759859085,0.10876347124576569,0.019342362880706787,0.2437291145324707,0.10905878990888596,0.1716228723526001,0.09419013559818268,0.27840352058410645,0.08670856058597565,0.16493947803974152,0.0007016229210421443,0.20032806749697085,0.0017306751105934381,0.06672900252872044,0.0017109374748542905,0.035468214088016085,0.0009782637935131788,0.03208563725153605,0.0013998491922393441,0.03427430987358093,0.0010798724833875895,0.026417467329237197,0.0009601082419976592,0.023580080933041044,0.001166911912150681,0.02838645378748576,0.0012460269499570131,0.032380033284425735,0.0012863376177847385,0.02788245677947998,0.0006733337067998946,0.023497644397947524,0.0011446683201938868,0.022851877742343478,0.0005794173921458423,0.05959345897038778,0.0009028071071952581,0.012541845440864563,0.0013404244091361761,0.045509162876341075,0.001470261486247182,0.03661095102628072,0.0014409206341952085,0.05415022373199463,0.00160919688642025,0.04090187284681532,0.0010061722714453936,0.035664247141944036,0.0008907194714993238,0.03511334127850003,0.0007826660294085741,0.04639435186982155,0.29635133743286135,0.24387338161468505,0.2441860465116279,0.10983785239931865,0.1,0.04152119,0.001,0.9045558,0.8654,0.7993877139687539,0.7310535
712
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713
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714
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715
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720
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721
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722
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732
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733
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734
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735
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736
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741
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742
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743
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