gryf/coach
1
0
Fork 0
mirror of https://github.com/gryf/coach.git synced 2026-04-04 11:13:31 +02:00
Code Issues Projects Releases Wiki Activity

new traces

Browse Source
This commit is contained in:
itaicaspi-intel
2018-09-12 15:29:42 +03:00
parent 673911ff7f
commit fa4895f840
76 changed files with 12786 additions and 12606 deletions
Download Patch File Download Diff File Expand all files Collapse all files

52
rl_coach/traces/Atari_DQN_with_PER_space_invaders/trace.csv
View File

@@ -1,26 +1,26 @@
Episode #,Training Iter,In Heatup,ER #Transitions,ER #Episodes,Episode Length,Total steps,Epsilon,Shaped Training Reward,Training Reward,Update Target Network,Evaluation Reward,Shaped Evaluation Reward,Success Rate,Loss/Mean,Loss/Stdev,Loss/Max,Loss/Min,Learning Rate/Mean,Learning Rate/Stdev,Learning Rate/Max,Learning Rate/Min,Grads (unclipped)/Mean,Grads (unclipped)/Stdev,Grads (unclipped)/Max,Grads (unclipped)/Min,Q/Mean,Q/Stdev,Q/Max,Q/Min
1,0.0,1.0,486.0,486.0,486.0,486.0,1.0,,,0.0,,,,,,,,,,,,,,,,,,,
2,0.0,1.0,573.0,573.0,87.0,573.0,1.0,,,0.0,,,,,,,,,,,,,,,,,,,
3,0.0,1.0,722.0,722.0,149.0,722.0,1.0,,,0.0,,,,,,,,,,,,,,,,,,,
4,0.0,1.0,1057.0,1057.0,335.0,1057.0,1.0,,,0.0,,,,,,,,,,,,,,,,,,,
5,63.0,0.0,1310.0,1310.0,253.0,1310.0,0.9997723000000076,4.0,50.0,0.0,,,,0.003875652090250191,0.006230668056782436,0.04718368873000145,2.2094836822361685e-05,0.00025,0.0,0.00025,0.00025,0.01209846,0.018056398,0.1446681,0.0014401993,,,,
6,191.0,0.0,1821.0,1821.0,511.0,1821.0,0.9993124000000226,12.0,185.0,0.0,,,,0.003655906816839981,0.0017923743519973538,0.008377103134989737,0.00027508928906172514,0.0002500000000000001,1.0842021724855042e-19,0.00025,0.00025,0.013568986000000002,0.0035154566,0.026353458,0.007167939,,,,
7,296.0,0.0,2240.0,2240.0,419.0,2240.0,0.998935300000035,5.0,100.0,0.0,,,,0.003318573732810494,0.0015315255248514966,0.007952019572257996,0.00021419327822513878,0.0002500000000000001,1.0842021724855042e-19,0.00025,0.00025,0.014484913,0.003961455,0.033718556000000004,0.0059639704,0.040829557999999995,0.021066558,0.07627003,0.013901123
8,339.0,0.0,2414.0,2414.0,174.0,2414.0,0.9987787000000402,1.0,5.0,0.0,,,,0.003183173737217954,0.0015401180638853654,0.006335136014968157,0.00038450717693194747,0.00025,0.0,0.00025,0.00025,0.015692346,0.0040802797,0.025410485,0.009213975,0.10701928,0.10879564,0.30108258,-0.011487618
9,368.0,0.0,2529.0,2529.0,115.0,2529.0,0.9986752000000436,3.0,30.0,0.0,,,,0.003484182040015834,0.0017209235393860082,0.0067713456228375435,0.00019597783102653918,0.0002500000000000001,5.421010862427521e-20,0.00025,0.00025,0.015461218999999998,0.0044411486,0.025622195,0.005317989699999999,,,,
10,411.0,0.0,2702.0,2702.0,173.0,2702.0,0.9985195000000489,3.0,75.0,0.0,,,,0.003653256459497349,0.0013851372165254595,0.006258142180740832,0.0008657328435219824,0.00025,0.0,0.00025,0.00025,0.017220842,0.0031612364,0.025344394,0.009269036999999999,,,,
11,465.0,0.0,2915.0,2915.0,213.0,2915.0,0.9983278000000549,3.0,20.0,0.0,,,,0.0032540040171951195,0.0013094868857552425,0.006947712041437626,0.0004492675070650876,0.00025,0.0,0.00025,0.00025,0.016636208,0.004167957,0.027587958,0.009301778,,,,
12,510.0,0.0,3097.0,3097.0,182.0,3097.0,0.9981640000000604,4.0,60.0,0.0,,,,0.003109362826216966,0.0013988949206461794,0.006362042855471373,0.0003950340324081481,0.00025,0.0,0.00025,0.00025,0.016663404,0.004190624,0.027471463999999998,0.010103953,,,,
13,550.0,0.0,3258.0,3258.0,161.0,3258.0,0.9980191000000652,3.0,75.0,0.0,,,,0.0035577299742726607,0.001388862490205299,0.008318169042468071,0.0004163705743849278,0.00025,0.0,0.00025,0.00025,0.017404305,0.0035805209999999997,0.02947828,0.012193107,,,,
14,594.0,0.0,3433.0,3433.0,175.0,3433.0,0.9978616000000704,4.0,50.0,0.0,,,,0.003484184082142662,0.001732970471266746,0.007269437424838544,0.0006064289482310414,0.00025,0.0,0.00025,0.00025,0.019197596,0.0056097833,0.03633184,0.009341977,,,,
15,630.0,0.0,3578.0,3578.0,145.0,3578.0,0.9977311000000748,2.0,25.0,0.0,,,,0.0037337387426911537,0.0015802323114164785,0.007099532522261144,0.0005637581925839187,0.00025,0.0,0.00025,0.00025,0.018333083,0.0047576996,0.031882799999999996,0.010614046,,,,
16,675.0,0.0,3756.0,3756.0,178.0,3756.0,0.99757090000008,0.0,0.0,0.0,,,,0.0036686222513460298,0.0014980166633852432,0.007150433491915464,0.0005505527369678019,0.00025,0.0,0.00025,0.00025,0.018643329,0.004285918499999999,0.029188786,0.009071933,,,,
17,779.0,0.0,4171.0,4171.0,415.0,4171.0,0.9971974000000924,6.0,80.0,0.0,,,,0.003027278060192027,0.0014114358437464045,0.007179290056228638,0.00035245553590357304,0.0002500000000000001,1.0842021724855042e-19,0.00025,0.00025,0.017073763999999998,0.004743929,0.03250031,0.0089325765,0.008589801,0.041869998,0.065109685,-0.06993793
18,802.0,0.0,4265.0,4265.0,94.0,4265.0,0.9971128000000952,1.0,30.0,0.0,,,,0.002608991115424863,0.0016136469631561243,0.006101616192609072,0.0004670571361202746,0.0002500000000000001,5.421010862427521e-20,0.00025,0.00025,0.016327688,0.004186721,0.02735403,0.011188851000000001,,,,
19,859.0,0.0,4494.0,4494.0,229.0,4494.0,0.9969067000001018,5.0,100.0,0.0,,,,0.002831909199972359,0.0013861029304045335,0.006143730133771896,0.00027022871654480696,0.00025,0.0,0.00025,0.00025,0.016310083,0.0043867540000000005,0.027778333,0.007568861999999999,0.046633485999999995,0.052421506,0.14200787,-0.033771105
20,925.0,0.0,4758.0,4758.0,264.0,4758.0,0.9966691000001096,6.0,75.0,0.0,,,,0.0030004231411462213,0.0014101580596944704,0.007745119743049146,0.000437128881458193,0.00025,0.0,0.00025,0.00025,0.018002652,0.0047670375,0.030942027999999996,0.009946148,0.056299467,0.06465223,0.2402926,-0.024710407
21,952.0,0.0,4866.0,4866.0,108.0,4866.0,0.9965719000001128,0.0,0.0,0.0,,,,0.0030828455604093442,0.001222012049279153,0.005216440185904503,0.0004437630705069751,0.00025,0.0,0.00025,0.00025,0.01797254,0.004588888,0.029642342000000002,0.011304895,,,,
22,989.0,0.0,5012.0,5012.0,146.0,5012.0,0.9964405000001172,2.0,45.0,0.0,,,,0.002605638285684917,0.0011707703827911154,0.005040653981268406,0.00027624226640909905,0.00025,0.0,0.00025,0.00025,0.014817067,0.0034752183,0.023371994,0.00671804,,,,
23,1130.0,0.0,5575.0,5575.0,563.0,5575.0,0.995933800000134,9.0,305.0,0.0,,,,0.002375550828799804,0.0011445915311848994,0.005559086799621582,0.00019633854390122,0.00025,0.0,0.00025,0.00025,0.014003215,0.003680551,0.026976977000000003,0.0064814542,0.058442097,0.038910393,0.12662977,-0.038043927000000005
24,1161.0,0.0,5702.0,5702.0,127.0,5702.0,0.9958195000001376,3.0,75.0,0.0,,,,0.002494539588599676,0.0010564055929805105,0.005466931965202093,0.0005216930294409393,0.0002500000000000001,5.421010862427521e-20,0.00025,0.00025,0.014305183,0.0035644062,0.02292288,0.008908606,,,,
25,1228.0,0.0,5970.0,5970.0,268.0,5970.0,0.9955783000001456,0.0,0.0,0.0,,,,0.0021856559421091033,0.0011062408831445708,0.005686123855412006,0.0002359695208724588,0.00025,0.0,0.00025,0.00025,0.013199517,0.0036920388,0.024785466000000003,0.006574779300000001,,,,
Episode #,Training Iter,In Heatup,ER #Transitions,ER #Episodes,Episode Length,Total steps,Epsilon,Shaped Training Reward,Training Reward,Update Target Network,Evaluation Reward,Shaped Evaluation Reward,Success Rate,Loss/Mean,Loss/Stdev,Loss/Max,Loss/Min,Learning Rate/Mean,Learning Rate/Stdev,Learning Rate/Max,Learning Rate/Min,Grads (unclipped)/Mean,Grads (unclipped)/Stdev,Grads (unclipped)/Max,Grads (unclipped)/Min,Discounted Return/Mean,Discounted Return/Stdev,Discounted Return/Max,Discounted Return/Min,Q/Mean,Q/Stdev,Q/Max,Q/Min
1,0.0,1.0,486.0,486.0,486.0,486.0,1.0,,,0.0,,,,,,,,,,,,,,,,1.027285241237078,0.8961037725396955,3.502959469093688,0.0,,,,
2,0.0,1.0,573.0,573.0,87.0,573.0,1.0,,,0.0,,,,,,,,,,,,,,,,0.2991949731169189,0.4147830569909918,1.0,0.0,,,,
3,0.0,1.0,722.0,722.0,149.0,722.0,1.0,,,0.0,,,,,,,,,,,,,,,,1.089942054123867,0.6773639260883686,1.9560606270183023,0.0,,,,
4,0.0,1.0,1057.0,1057.0,335.0,1057.0,1.0,,,0.0,,,,,,,,,,,,,,,,1.6150170189100268,1.2171006279541683,4.3034191502088746,0.0,,,,
5,63.0,0.0,1310.0,1310.0,253.0,1310.0,0.9997723000000076,4.0,50.0,0.0,,,,0.005109202163559588,0.006644729727199222,0.04764580726623535,1.3183480405132285e-05,0.00025,0.0,0.00025,0.00025,0.013519267,0.015397271,0.11750877,0.0010043144,1.222244018436626,0.936837542398956,3.1882608013105234,0.0,,,,
6,191.0,0.0,1821.0,1821.0,511.0,1821.0,0.9993124000000226,12.0,185.0,0.0,,,,0.00485087334413052,0.002713731984112081,0.011721758171916008,0.00026730389799922705,0.0002500000000000001,1.0842021724855042e-19,0.00025,0.00025,0.017303153999999998,0.0053161266,0.033556815,0.007327091,2.2788441379494553,1.4480347036158143,5.334774783194502,0.0,,,,
7,296.0,0.0,2240.0,2240.0,419.0,2240.0,0.998935300000035,5.0,100.0,0.0,,,,0.0046935698821298074,0.002123739322185295,0.01283388864248991,0.00030128471553325653,0.0002500000000000001,1.0842021724855042e-19,0.00025,0.00025,0.019991936000000002,0.0050188279999999995,0.037825644,0.0079848645,0.8555964976400694,1.0053707470132562,3.3749244373511424,0.0,0.022227847999999998,0.019901505,0.043740325,-0.013208518
8,339.0,0.0,2414.0,2414.0,174.0,2414.0,0.9987787000000402,1.0,5.0,0.0,,,,0.004928239204292728,0.0020712643406458143,0.00949070695787668,0.0005535380914807321,0.00025,0.0,0.00025,0.00025,0.022211848,0.005014984,0.03487437,0.012367811000000001,0.3973882352674416,0.32154192970544776,1.0,0.0,0.12187975,0.09768122,0.26016974,-0.018181328
9,368.0,0.0,2529.0,2529.0,115.0,2529.0,0.9986752000000436,3.0,30.0,0.0,,,,0.004931809064666075,0.0021389635478543815,0.012947684153914452,0.0019566710107028484,0.0002500000000000001,5.421010862427521e-20,0.00025,0.00025,0.023665477999999997,0.007522414399999999,0.052453473,0.013190613,0.6324934579648669,0.8584618010459154,2.5898325667156983,0.0,,,,
10,411.0,0.0,2702.0,2702.0,173.0,2702.0,0.9985195000000489,3.0,75.0,0.0,,,,0.004735770288768203,0.002382846652794767,0.009951505810022354,0.0008040203247219324,0.00025,0.0,0.00025,0.00025,0.024901329,0.0063486459999999995,0.04445335,0.015387693999999999,1.0608731055181009,0.7741962088105712,2.3536752936697938,0.0,,,,
11,465.0,0.0,2915.0,2915.0,213.0,2915.0,0.9983278000000549,3.0,20.0,0.0,,,,0.004829961579196366,0.0020574665947583615,0.010273397900164127,0.0007140584057196975,0.00025,0.0,0.00025,0.00025,0.025302371,0.006292670500000001,0.04320265400000001,0.0144736,0.9256049353481748,0.5663397851070973,1.7696505901309243,0.0,,,,
12,510.0,0.0,3097.0,3097.0,182.0,3097.0,0.9981640000000604,4.0,60.0,0.0,,,,0.0027069961361121386,0.002082697011936235,0.012323932722210884,0.0003875927068293095,0.00025,0.0,0.00025,0.00025,0.014567738,0.006485510999999999,0.04721776,0.0072065409999999995,1.3110499512651883,0.7061102045075827,2.617221396387248,0.0,,,,
13,550.0,0.0,3258.0,3258.0,161.0,3258.0,0.9980191000000652,3.0,75.0,0.0,,,,0.002841024359804578,0.0013159307049278785,0.005496966186910868,0.00048402749234810466,0.00025,0.0,0.00025,0.00025,0.014706117,0.0032470564,0.022621624,0.009809383,1.0703466266135009,0.8490488659932097,2.503485520019768,0.0,,,,
14,594.0,0.0,3433.0,3433.0,175.0,3433.0,0.9978616000000704,4.0,50.0,0.0,,,,0.003004245682034728,0.0013917433867090205,0.006274733226746321,0.0005688919918611647,0.00025,0.0,0.00025,0.00025,0.015371343,0.0036695802,0.02386936,0.008327322,1.3808433281553778,0.7416611931247653,2.5777888872395627,0.0,,,,
15,630.0,0.0,3578.0,3578.0,145.0,3578.0,0.9977311000000748,2.0,25.0,0.0,,,,0.002770724596403953,0.001379406934408562,0.0062045715749263755,0.00032843893859535456,0.00025,0.0,0.00025,0.00025,0.015296696,0.0040239790000000004,0.02464723,0.008413383,0.3767929397358389,0.4664994895961535,1.5753547499769285,0.0,,,,
16,675.0,0.0,3756.0,3756.0,178.0,3756.0,0.99757090000008,0.0,0.0,0.0,,,,0.0029412518508086737,0.0015695806621785356,0.007634700275957584,0.0004385213542263955,0.00025,0.0,0.00025,0.00025,0.016245693000000002,0.005185027,0.036562647999999996,0.010281325,0.0,0.0,0.0,0.0,,,,
17,779.0,0.0,4171.0,4171.0,415.0,4171.0,0.9971974000000924,6.0,80.0,0.0,,,,0.0025979703395233424,0.0011716058513348887,0.007265660911798476,0.0001775840064510703,0.0002500000000000001,1.0842021724855042e-19,0.00025,0.00025,0.014886473,0.0037650878,0.026265499999999997,0.0046373084,1.2064564511640037,0.9581523932003888,3.7053456169634456,0.0,0.025268772999999998,0.031956796,0.06619469,-0.019865535
18,802.0,0.0,4265.0,4265.0,94.0,4265.0,0.9971128000000952,1.0,30.0,0.0,,,,0.002766348644281211,0.0013898341669422176,0.007497622165828944,0.000944632338359952,0.0002500000000000001,5.421010862427521e-20,0.00025,0.00025,0.01588387,0.0052003902,0.03411659,0.009723878,0.4758686413166112,0.3805813846183533,1.0,0.0,,,,
19,859.0,0.0,4494.0,4494.0,229.0,4494.0,0.9969067000001018,5.0,100.0,0.0,,,,0.0024714343507136953,0.0013473575021048759,0.007473943755030631,0.0003096564905717969,0.00025,0.0,0.00025,0.00025,0.015645703,0.0044700815000000005,0.033086676,0.0069206680000000005,1.7352332608258287,0.8915224300531083,3.1694045534542283,0.0,0.036270775,0.04929908,0.13315588,-0.018592108
20,925.0,0.0,4758.0,4758.0,264.0,4758.0,0.9966691000001096,6.0,75.0,0.0,,,,0.002845598067282341,0.0012255590763663713,0.006424555089324714,0.0004704671737272293,0.00025,0.0,0.00025,0.00025,0.01692575,0.0037792347999999996,0.028671494,0.010078756999999999,1.689846122458243,1.273814066516635,3.9579986855743465,0.0,0.054854717000000004,0.05534945,0.15613228,-0.009998313
21,952.0,0.0,4866.0,4866.0,108.0,4866.0,0.9965719000001128,0.0,0.0,0.0,,,,0.002853455830168409,0.001397822531321339,0.007332308217883109,0.000737558351829648,0.00025,0.0,0.00025,0.00025,0.017479947,0.004376444,0.030206406,0.01124808,0.0,0.0,0.0,0.0,,,,
22,989.0,0.0,5012.0,5012.0,146.0,5012.0,0.9964405000001172,2.0,45.0,0.0,,,,0.0026794478803316858,0.0011618792868513831,0.004971560090780258,0.00035609633778221905,0.00025,0.0,0.00025,0.00025,0.015238602,0.0030655032,0.021991309,0.010308336,0.920688534667319,0.5000778477909199,1.8097278682212583,0.0,,,,
23,1096.0,0.0,5441.0,5441.0,429.0,5441.0,0.99605440000013,6.0,105.0,0.0,,,,0.002629319344871356,0.0011724846004769849,0.005449161864817143,0.00044546127901412547,0.0002500000000000001,1.0842021724855042e-19,0.00025,0.00025,0.016436351000000002,0.0037974370000000003,0.027812889,0.008626205,1.2475527983921246,0.7067378799978371,2.9556949727128736,0.0,0.05807725,0.050866842,0.17836033,-0.04308027
24,1170.0,0.0,5737.0,5737.0,296.0,5737.0,0.9957880000001388,4.0,80.0,0.0,,,,0.0026722191463262345,0.0013386005393860115,0.007470845244824886,0.0004896125174127518,0.0002500000000000001,5.421010862427521e-20,0.00025,0.00025,0.016547307,0.004948175,0.0411756,0.0074825925,1.2178376196698089,0.8258058074749828,3.03999691070777,0.0,,,,
25,1186.0,0.0,5800.0,5800.0,63.0,5800.0,0.9957313000001404,1.0,10.0,0.0,,,,0.0027753642061725263,0.0012452546551415544,0.004621786531060934,0.000532475532963872,0.00025,0.0,0.00025,0.00025,0.01667763,0.0037144085,0.022935195,0.010432839000000001,0.13727421034342713,0.33638380923838584,1.0,0.0,,,,
1 Episode # Training Iter In Heatup ER #Transitions ER #Episodes Episode Length Total steps Epsilon Shaped Training Reward Training Reward Update Target Network Evaluation Reward Shaped Evaluation Reward Success Rate Loss/Mean Loss/Stdev Loss/Max Loss/Min Learning Rate/Mean Learning Rate/Stdev Learning Rate/Max Learning Rate/Min Grads (unclipped)/Mean Grads (unclipped)/Stdev Grads (unclipped)/Max Grads (unclipped)/Min Discounted Return/Mean Discounted Return/Stdev Discounted Return/Max Discounted Return/Min Q/Mean Q/Stdev Q/Max Q/Min
2 1 0.0 1.0 486.0 486.0 486.0 486.0 1.0 0.0 1.027285241237078 0.8961037725396955 3.502959469093688 0.0
3 2 0.0 1.0 573.0 573.0 87.0 573.0 1.0 0.0 0.2991949731169189 0.4147830569909918 1.0 0.0
4 3 0.0 1.0 722.0 722.0 149.0 722.0 1.0 0.0 1.089942054123867 0.6773639260883686 1.9560606270183023 0.0
5 4 0.0 1.0 1057.0 1057.0 335.0 1057.0 1.0 0.0 1.6150170189100268 1.2171006279541683 4.3034191502088746 0.0
6 5 63.0 0.0 1310.0 1310.0 253.0 1310.0 0.9997723000000076 4.0 50.0 0.0 0.003875652090250191 0.005109202163559588 0.006230668056782436 0.006644729727199222 0.04718368873000145 0.04764580726623535 2.2094836822361685e-05 1.3183480405132285e-05 0.00025 0.0 0.00025 0.00025 0.01209846 0.013519267 0.018056398 0.015397271 0.1446681 0.11750877 0.0014401993 0.0010043144 1.222244018436626 0.936837542398956 3.1882608013105234 0.0
7 6 191.0 0.0 1821.0 1821.0 511.0 1821.0 0.9993124000000226 12.0 185.0 0.0 0.003655906816839981 0.00485087334413052 0.0017923743519973538 0.002713731984112081 0.008377103134989737 0.011721758171916008 0.00027508928906172514 0.00026730389799922705 0.0002500000000000001 1.0842021724855042e-19 0.00025 0.00025 0.013568986000000002 0.017303153999999998 0.0035154566 0.0053161266 0.026353458 0.033556815 0.007167939 0.007327091 2.2788441379494553 1.4480347036158143 5.334774783194502 0.0
8 7 296.0 0.0 2240.0 2240.0 419.0 2240.0 0.998935300000035 5.0 100.0 0.0 0.003318573732810494 0.0046935698821298074 0.0015315255248514966 0.002123739322185295 0.007952019572257996 0.01283388864248991 0.00021419327822513878 0.00030128471553325653 0.0002500000000000001 1.0842021724855042e-19 0.00025 0.00025 0.014484913 0.019991936000000002 0.003961455 0.0050188279999999995 0.033718556000000004 0.037825644 0.0059639704 0.0079848645 0.8555964976400694 1.0053707470132562 3.3749244373511424 0.0 0.040829557999999995 0.022227847999999998 0.021066558 0.019901505 0.07627003 0.043740325 0.013901123 -0.013208518
9 8 339.0 0.0 2414.0 2414.0 174.0 2414.0 0.9987787000000402 1.0 5.0 0.0 0.003183173737217954 0.004928239204292728 0.0015401180638853654 0.0020712643406458143 0.006335136014968157 0.00949070695787668 0.00038450717693194747 0.0005535380914807321 0.00025 0.0 0.00025 0.00025 0.015692346 0.022211848 0.0040802797 0.005014984 0.025410485 0.03487437 0.009213975 0.012367811000000001 0.3973882352674416 0.32154192970544776 1.0 0.0 0.10701928 0.12187975 0.10879564 0.09768122 0.30108258 0.26016974 -0.011487618 -0.018181328
10 9 368.0 0.0 2529.0 2529.0 115.0 2529.0 0.9986752000000436 3.0 30.0 0.0 0.003484182040015834 0.004931809064666075 0.0017209235393860082 0.0021389635478543815 0.0067713456228375435 0.012947684153914452 0.00019597783102653918 0.0019566710107028484 0.0002500000000000001 5.421010862427521e-20 0.00025 0.00025 0.015461218999999998 0.023665477999999997 0.0044411486 0.007522414399999999 0.025622195 0.052453473 0.005317989699999999 0.013190613 0.6324934579648669 0.8584618010459154 2.5898325667156983 0.0
11 10 411.0 0.0 2702.0 2702.0 173.0 2702.0 0.9985195000000489 3.0 75.0 0.0 0.003653256459497349 0.004735770288768203 0.0013851372165254595 0.002382846652794767 0.006258142180740832 0.009951505810022354 0.0008657328435219824 0.0008040203247219324 0.00025 0.0 0.00025 0.00025 0.017220842 0.024901329 0.0031612364 0.0063486459999999995 0.025344394 0.04445335 0.009269036999999999 0.015387693999999999 1.0608731055181009 0.7741962088105712 2.3536752936697938 0.0
12 11 465.0 0.0 2915.0 2915.0 213.0 2915.0 0.9983278000000549 3.0 20.0 0.0 0.0032540040171951195 0.004829961579196366 0.0013094868857552425 0.0020574665947583615 0.006947712041437626 0.010273397900164127 0.0004492675070650876 0.0007140584057196975 0.00025 0.0 0.00025 0.00025 0.016636208 0.025302371 0.004167957 0.006292670500000001 0.027587958 0.04320265400000001 0.009301778 0.0144736 0.9256049353481748 0.5663397851070973 1.7696505901309243 0.0
13 12 510.0 0.0 3097.0 3097.0 182.0 3097.0 0.9981640000000604 4.0 60.0 0.0 0.003109362826216966 0.0027069961361121386 0.0013988949206461794 0.002082697011936235 0.006362042855471373 0.012323932722210884 0.0003950340324081481 0.0003875927068293095 0.00025 0.0 0.00025 0.00025 0.016663404 0.014567738 0.004190624 0.006485510999999999 0.027471463999999998 0.04721776 0.010103953 0.0072065409999999995 1.3110499512651883 0.7061102045075827 2.617221396387248 0.0
14 13 550.0 0.0 3258.0 3258.0 161.0 3258.0 0.9980191000000652 3.0 75.0 0.0 0.0035577299742726607 0.002841024359804578 0.001388862490205299 0.0013159307049278785 0.008318169042468071 0.005496966186910868 0.0004163705743849278 0.00048402749234810466 0.00025 0.0 0.00025 0.00025 0.017404305 0.014706117 0.0035805209999999997 0.0032470564 0.02947828 0.022621624 0.012193107 0.009809383 1.0703466266135009 0.8490488659932097 2.503485520019768 0.0
15 14 594.0 0.0 3433.0 3433.0 175.0 3433.0 0.9978616000000704 4.0 50.0 0.0 0.003484184082142662 0.003004245682034728 0.001732970471266746 0.0013917433867090205 0.007269437424838544 0.006274733226746321 0.0006064289482310414 0.0005688919918611647 0.00025 0.0 0.00025 0.00025 0.019197596 0.015371343 0.0056097833 0.0036695802 0.03633184 0.02386936 0.009341977 0.008327322 1.3808433281553778 0.7416611931247653 2.5777888872395627 0.0
16 15 630.0 0.0 3578.0 3578.0 145.0 3578.0 0.9977311000000748 2.0 25.0 0.0 0.0037337387426911537 0.002770724596403953 0.0015802323114164785 0.001379406934408562 0.007099532522261144 0.0062045715749263755 0.0005637581925839187 0.00032843893859535456 0.00025 0.0 0.00025 0.00025 0.018333083 0.015296696 0.0047576996 0.0040239790000000004 0.031882799999999996 0.02464723 0.010614046 0.008413383 0.3767929397358389 0.4664994895961535 1.5753547499769285 0.0
17 16 675.0 0.0 3756.0 3756.0 178.0 3756.0 0.99757090000008 0.0 0.0 0.0 0.0036686222513460298 0.0029412518508086737 0.0014980166633852432 0.0015695806621785356 0.007150433491915464 0.007634700275957584 0.0005505527369678019 0.0004385213542263955 0.00025 0.0 0.00025 0.00025 0.018643329 0.016245693000000002 0.004285918499999999 0.005185027 0.029188786 0.036562647999999996 0.009071933 0.010281325 0.0 0.0 0.0 0.0
18 17 779.0 0.0 4171.0 4171.0 415.0 4171.0 0.9971974000000924 6.0 80.0 0.0 0.003027278060192027 0.0025979703395233424 0.0014114358437464045 0.0011716058513348887 0.007179290056228638 0.007265660911798476 0.00035245553590357304 0.0001775840064510703 0.0002500000000000001 1.0842021724855042e-19 0.00025 0.00025 0.017073763999999998 0.014886473 0.004743929 0.0037650878 0.03250031 0.026265499999999997 0.0089325765 0.0046373084 1.2064564511640037 0.9581523932003888 3.7053456169634456 0.0 0.008589801 0.025268772999999998 0.041869998 0.031956796 0.065109685 0.06619469 -0.06993793 -0.019865535
19 18 802.0 0.0 4265.0 4265.0 94.0 4265.0 0.9971128000000952 1.0 30.0 0.0 0.002608991115424863 0.002766348644281211 0.0016136469631561243 0.0013898341669422176 0.006101616192609072 0.007497622165828944 0.0004670571361202746 0.000944632338359952 0.0002500000000000001 5.421010862427521e-20 0.00025 0.00025 0.016327688 0.01588387 0.004186721 0.0052003902 0.02735403 0.03411659 0.011188851000000001 0.009723878 0.4758686413166112 0.3805813846183533 1.0 0.0
20 19 859.0 0.0 4494.0 4494.0 229.0 4494.0 0.9969067000001018 5.0 100.0 0.0 0.002831909199972359 0.0024714343507136953 0.0013861029304045335 0.0013473575021048759 0.006143730133771896 0.007473943755030631 0.00027022871654480696 0.0003096564905717969 0.00025 0.0 0.00025 0.00025 0.016310083 0.015645703 0.0043867540000000005 0.0044700815000000005 0.027778333 0.033086676 0.007568861999999999 0.0069206680000000005 1.7352332608258287 0.8915224300531083 3.1694045534542283 0.0 0.046633485999999995 0.036270775 0.052421506 0.04929908 0.14200787 0.13315588 -0.033771105 -0.018592108
21 20 925.0 0.0 4758.0 4758.0 264.0 4758.0 0.9966691000001096 6.0 75.0 0.0 0.0030004231411462213 0.002845598067282341 0.0014101580596944704 0.0012255590763663713 0.007745119743049146 0.006424555089324714 0.000437128881458193 0.0004704671737272293 0.00025 0.0 0.00025 0.00025 0.018002652 0.01692575 0.0047670375 0.0037792347999999996 0.030942027999999996 0.028671494 0.009946148 0.010078756999999999 1.689846122458243 1.273814066516635 3.9579986855743465 0.0 0.056299467 0.054854717000000004 0.06465223 0.05534945 0.2402926 0.15613228 -0.024710407 -0.009998313
22 21 952.0 0.0 4866.0 4866.0 108.0 4866.0 0.9965719000001128 0.0 0.0 0.0 0.0030828455604093442 0.002853455830168409 0.001222012049279153 0.001397822531321339 0.005216440185904503 0.007332308217883109 0.0004437630705069751 0.000737558351829648 0.00025 0.0 0.00025 0.00025 0.01797254 0.017479947 0.004588888 0.004376444 0.029642342000000002 0.030206406 0.011304895 0.01124808 0.0 0.0 0.0 0.0
23 22 989.0 0.0 5012.0 5012.0 146.0 5012.0 0.9964405000001172 2.0 45.0 0.0 0.002605638285684917 0.0026794478803316858 0.0011707703827911154 0.0011618792868513831 0.005040653981268406 0.004971560090780258 0.00027624226640909905 0.00035609633778221905 0.00025 0.0 0.00025 0.00025 0.014817067 0.015238602 0.0034752183 0.0030655032 0.023371994 0.021991309 0.00671804 0.010308336 0.920688534667319 0.5000778477909199 1.8097278682212583 0.0
24 23 1130.0 1096.0 0.0 5575.0 5441.0 5575.0 5441.0 563.0 429.0 5575.0 5441.0 0.995933800000134 0.99605440000013 9.0 6.0 305.0 105.0 0.0 0.002375550828799804 0.002629319344871356 0.0011445915311848994 0.0011724846004769849 0.005559086799621582 0.005449161864817143 0.00019633854390122 0.00044546127901412547 0.00025 0.0002500000000000001 0.0 1.0842021724855042e-19 0.00025 0.00025 0.014003215 0.016436351000000002 0.003680551 0.0037974370000000003 0.026976977000000003 0.027812889 0.0064814542 0.008626205 1.2475527983921246 0.7067378799978371 2.9556949727128736 0.0 0.058442097 0.05807725 0.038910393 0.050866842 0.12662977 0.17836033 -0.038043927000000005 -0.04308027
25 24 1161.0 1170.0 0.0 5702.0 5737.0 5702.0 5737.0 127.0 296.0 5702.0 5737.0 0.9958195000001376 0.9957880000001388 3.0 4.0 75.0 80.0 0.0 0.002494539588599676 0.0026722191463262345 0.0010564055929805105 0.0013386005393860115 0.005466931965202093 0.007470845244824886 0.0005216930294409393 0.0004896125174127518 0.0002500000000000001 5.421010862427521e-20 0.00025 0.00025 0.014305183 0.016547307 0.0035644062 0.004948175 0.02292288 0.0411756 0.008908606 0.0074825925 1.2178376196698089 0.8258058074749828 3.03999691070777 0.0
26 25 1228.0 1186.0 0.0 5970.0 5800.0 5970.0 5800.0 268.0 63.0 5970.0 5800.0 0.9955783000001456 0.9957313000001404 0.0 1.0 0.0 10.0 0.0 0.0021856559421091033 0.0027753642061725263 0.0011062408831445708 0.0012452546551415544 0.005686123855412006 0.004621786531060934 0.0002359695208724588 0.000532475532963872 0.00025 0.0 0.00025 0.00025 0.013199517 0.01667763 0.0036920388 0.0037144085 0.024785466000000003 0.022935195 0.006574779300000001 0.010432839000000001 0.13727421034342713 0.33638380923838584 1.0 0.0