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new traces

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

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@@ -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,Entropy/Mean,Entropy/Stdev,Entropy/Max,Entropy/Min,Advantages/Mean,Advantages/Stdev,Advantages/Max,Advantages/Min,Values/Mean,Values/Stdev,Values/Max,Values/Min,Value Loss/Mean,Value Loss/Stdev,Value Loss/Max,Value Loss/Min,Policy Loss/Mean,Policy Loss/Stdev,Policy Loss/Max,Policy Loss/Min
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2,0.0,1.0,123.0,1.0,123.0,371.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
3,0.0,1.0,88.0,1.0,88.0,459.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
4,0.0,1.0,187.0,1.0,187.0,646.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
5,0.0,1.0,86.0,1.0,86.0,732.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
6,0.0,1.0,331.0,1.0,331.0,1063.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
7,37.0,0.0,753.0,1.0,753.0,1816.0,0.0,18.0,275.0,0.0,,,,,,,,,,,,0.19276376,0.24904153,0.8257747,0.00013455142,1.7914727,0.00030057304,1.7917566000000003,1.7904335,0.2119369695934143,0.4029896256601249,1.8961015939712524,-0.038109242916107185,0.059407155999999996,0.06025871,0.20562454,-0.0059952493999999995,0.10879397,0.13543734,0.42884704,1.0928144400000001e-07,0.37946862,0.4819447,1.3135536,-0.039071497000000004
8,43.0,0.0,107.0,1.0,107.0,1923.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.015239561,0.0024996148,0.019516254,0.011843238999999998,1.7906417000000001,0.0002779353,1.7917081999999998,1.790199,-0.027609226256608964,0.013555497071717059,-0.002493098378181457,-0.054812923073768616,0.23526458,0.013103152,0.25880286,0.2149402,0.0010658596000000002,4.0590476e-05,0.0011093322,0.0010099161,-0.04934317,0.011472803,-0.039747406,-0.06998761
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17,132.0,0.0,185.0,1.0,185.0,3653.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.08596161,0.024157293,0.13088742,0.04359092,1.7865810000000002,0.0008728278999999999,1.7914173999999998,1.7849907999999999,-0.1145426501830419,0.06364297653654805,-0.008004307746887207,-0.26171672344207764,1.1001204,0.17392394,1.4450287,0.87743527,0.016055183,0.005272877,0.027343987,0.009870462,-0.20479403,0.033908524,-0.15814927,-0.26577490000000004
18,156.0,0.0,469.0,1.0,469.0,4122.0,0.0,7.0,300.0,0.0,,,,,,,,,,,,0.44079409999999997,0.6836350999999999,2.4870617000000004,0.025862668,1.7806060000000001,0.0046418053,1.7915317,1.7732808999999998,0.062453726452329876,0.3429879814155853,0.985063374042511,-0.20165133476257324,0.92002445,0.10120275599999999,1.1328447,0.7651458999999999,0.091498,0.13105219999999998,0.42509866,0.007523017,0.11129719,0.47185699999999997,1.4228208,-0.21573834
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22,203.0,0.0,113.0,1.0,113.0,5035.0,0.0,2.0,15.0,0.0,,,,,,,,,,,,0.64118826,0.86793905,2.3767917,0.18172713,1.7537029999999998,0.006172906,1.7896771,1.749237,0.08747740507125855,0.4437113729234238,1.7083609104156494,-0.18463540077209475,0.9569305,0.024823021,1.0054495,0.92341274,0.12694135,0.23306239999999998,0.5930651,0.009591491,0.15546985,0.65049607,1.4562124,-0.19140014
23,212.0,0.0,162.0,1.0,162.0,5197.0,0.0,1.0,5.0,0.0,,,,,,,,,,,,0.16368598,0.041053284,0.22597034,0.10290782,1.7606709999999999,0.004070151,1.7898455000000002,1.7559046999999999,-0.06407594718039036,0.13353017492122013,0.855490505695343,-0.17702490091323853,0.83308256,0.035228863,0.9194645,0.7807996,0.020336542,0.032399733,0.10603105,0.007155789,-0.11351252,0.08716212,0.11233470599999999,-0.18262672
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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,Entropy/Mean,Entropy/Stdev,Entropy/Max,Entropy/Min,Advantages/Mean,Advantages/Stdev,Advantages/Max,Advantages/Min,Values/Mean,Values/Stdev,Values/Max,Values/Min,Value Loss/Mean,Value Loss/Stdev,Value Loss/Max,Value Loss/Min,Policy Loss/Mean,Policy Loss/Stdev,Policy Loss/Max,Policy Loss/Min
1,0.0,1.0,248.0,1.0,248.0,248.0,0.0,,,0.0,,,,,,,,,,,,,,,,0.8700310430476327,0.7405333778534565,2.2328769490220686,0.0,,,,,,,,,,,,,,,,,,,,
2,0.0,1.0,123.0,1.0,123.0,371.0,0.0,,,0.0,,,,,,,,,,,,,,,,0.3899670547558481,0.3819119128698883,1.0,0.0,,,,,,,,,,,,,,,,,,,,
3,0.0,1.0,88.0,1.0,88.0,459.0,0.0,,,0.0,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,,,,,,,,,,,,,,,,,,,,
4,0.0,1.0,187.0,1.0,187.0,646.0,0.0,,,0.0,,,,,,,,,,,,,,,,0.7890979761079344,0.4557561638352592,1.6825545950103868,0.0,,,,,,,,,,,,,,,,,,,,
5,0.0,1.0,86.0,1.0,86.0,732.0,0.0,,,0.0,,,,,,,,,,,,,,,,0.6919135855443926,0.7222189379050715,1.8429431933839264,0.0,,,,,,,,,,,,,,,,,,,,
6,0.0,1.0,331.0,1.0,331.0,1063.0,0.0,,,0.0,,,,,,,,,,,,,,,,1.274934530443537,0.6459615236299282,2.6500575414623486,0.0,,,,,,,,,,,,,,,,,,,,
7,19.0,0.0,397.0,1.0,397.0,1460.0,0.0,7.0,95.0,0.0,,,,,,,,,,,,0.13294017,0.26560363,0.95947796,0.00017420061,1.5215566513574144,0.8818366235165885,3.39289946333453,0.0,1.7916964,2.4401676e-05,1.7917565,1.7916276000000002,0.16945798030696765,0.4201839883771904,1.9003207683563232,-0.00874817930161953,0.009627631999999999,0.01605518,0.04531254,-0.012639573999999999,0.103175715,0.22770043,0.90946233,2.5499614e-07,0.30363909999999994,0.61167854,2.167231,-0.011617951000000001
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9,40.0,0.0,290.0,1.0,290.0,1867.0,0.0,6.0,125.0,0.0,,,,,,,,,,,,0.197952,0.29690674,0.8451991,0.0032722908,1.5347843551661826,0.9835813996683812,3.292459852881254,0.0,1.7915696,8.654648000000001e-05,1.7917546999999998,1.7914047,0.20967606950019088,0.4340480766901692,1.8721247911453247,-0.03139287233352661,0.118590616,0.025857812,0.17259428,0.07850897,0.12374656,0.20499732,0.699171,0.000139082,0.37619528,0.61407316,1.7494822,-0.030527878999999997
10,67.0,0.0,541.0,1.0,541.0,2408.0,0.0,10.0,150.0,0.0,,,,,,,,,,,,0.43392780000000003,0.69018596,2.5103388,0.012690847,1.5407734345932274,0.7374308486007165,3.1913177307618468,0.0,1.7898676,0.0019313908,1.7917521,1.7838042,0.1368366575584962,0.3821866825735704,1.6833410263061523,-0.2266237735748291,0.5796574999999999,0.29847825,1.2420191999999999,0.20709811,0.12345965,0.19106293,0.7305510000000001,0.00086669484,0.24575645,0.55341536,1.5624216,-0.22025344
11,103.0,0.0,719.0,1.0,719.0,3127.0,0.0,4.0,265.0,0.0,,,,,,,,,,,,0.7696304,1.0534219999999999,4.5883107,0.20982262,0.5000529664376541,0.3155616701055577,1.2852839300228704,0.0,1.7330086999999998,0.032707155,1.7916646,1.6918119999999999,-0.1928262794017792,0.3110840395133576,0.9662883281707764,-0.7654213905334473,2.7413027000000003,0.87306994,4.0872965,1.4272719999999999,0.16251078,0.14811237,0.5942803000000001,0.04653442,-0.3311862,0.44391584,1.0693518999999998,-0.7295906999999999
12,110.0,0.0,125.0,1.0,125.0,3252.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.64830524,0.14570446,0.8713232,0.40967187,0.0,0.0,0.0,0.0,1.7322674999999998,0.008331079,1.7875514,1.7221475,-0.3390433748563131,0.1860952368689896,-0.02489876747131348,-0.7148473262786865,3.3779035000000004,0.29400957,3.915662,3.0040746,0.102555595,0.017722348,0.13601841,0.08232693,-0.580518,0.079269625,-0.49676362,-0.73393583
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14,125.0,0.0,110.0,1.0,110.0,3542.0,0.0,2.0,15.0,0.0,,,,,,,,,,,,0.5603365,0.44900087,1.4505286,0.23346475,0.26726121404740866,0.5678831608822756,1.886384871716129,0.0,1.6766298,0.017514048,1.7838971999999997,1.6646906000000004,-0.06642887711524964,0.2906363544921973,0.8124067783355713,-0.3389033079147339,1.8652021,0.14376438,2.0759795,1.6610593999999996,0.09885417,0.09639954,0.2691703,0.02430382,-0.10850501,0.30545014,0.49729928,-0.3008583
15,142.0,0.0,323.0,1.0,323.0,3865.0,0.0,6.0,85.0,0.0,,,,,,,,,,,,0.2907247,0.22952405,0.9397981,0.13678089999999998,1.4641280448494032,0.7886166197229362,3.3693512112754416,0.0,1.7060072,0.015372376,1.7845702,1.6742373,-0.021261883713305,0.2849333218772128,1.7568998336791992,-0.26869165897369385,1.0191581,0.2351011,1.5227226,0.6685075,0.05634562,0.08670314400000001,0.32105459999999997,0.0057951915000000005,-0.030042402000000003,0.31857806,0.86974585,-0.23997994
16,158.0,0.0,316.0,1.0,316.0,4181.0,0.0,6.0,70.0,0.0,,,,,,,,,,,,0.42419335,0.44866773,1.4816209999999999,0.16453709,1.2409807920841736,0.924825710935198,3.019197433217251,0.0,1.7177186999999998,0.007914036,1.7871863999999997,1.7053918999999997,0.09762066185474397,0.3663829596597454,1.799560546875,-0.13183927536010742,0.66193163,0.022891942000000002,0.7179861999999999,0.62799495,0.07774628,0.11481432,0.37442863,0.006178042,0.15981184,0.43080088,1.0028645,-0.12928498
17,167.0,0.0,170.0,1.0,170.0,4351.0,0.0,2.0,50.0,0.0,,,,,,,,,,,,0.5287096,0.61476785,1.7007252,0.140941,0.8476471956805812,0.4994951081010529,1.7936142836436553,0.0,1.7077371,0.018505154,1.7877468,1.6827904999999999,0.14300553370267152,0.3803734649550866,0.9866705536842346,-0.12415462732315065,0.63278216,0.025035212,0.67967755,0.5942092,0.08101401,0.12937154,0.32530063,0.005744279000000001,0.22818747,0.57176554,1.3163251,-0.113141
18,176.0,0.0,174.0,1.0,174.0,4525.0,0.0,1.0,15.0,0.0,,,,,,,,,,,,0.23783086,0.10953232,0.517558,0.14740978,0.41434362724996576,0.3076237847176768,1.0,0.0,1.6916886999999998,0.013833788,1.7853063000000002,1.6738026999999998,-0.02370305005460977,0.19648891114514536,0.9192088842391968,-0.1408560872077942,0.6370965999999999,0.046546523,0.7145845000000001,0.5770466,0.024032915,0.04306013,0.13789690000000002,0.0049483570000000004,-0.041773085,0.19855642,0.48007837,-0.14175145
19,187.0,0.0,214.0,1.0,214.0,4739.0,0.0,3.0,30.0,0.0,,,,,,,,,,,,0.39452076,0.40674135,1.4563757,0.1832571,1.045407345192817,0.7938267491937131,2.5997587280295686,0.0,1.6748153000000001,0.015181953,1.7851211999999999,1.6579663,0.09286628767848017,0.36422042180521297,1.7734636068344116,-0.11149552464485167,0.52847564,0.041901305,0.6064439,0.47270074,0.07026329,0.1348965,0.43251792,0.0069648769999999995,0.16749129,0.5288298,1.4733903,-0.10338198
20,195.0,0.0,148.0,1.0,148.0,4887.0,0.0,2.0,15.0,0.0,,,,,,,,,,,,0.43904358,0.6278062,1.9765203000000002,0.16251698,0.3750693855692628,0.6614638130102699,1.8953382542587165,0.0,1.6931912,0.015514016,1.7863619,1.6768826000000001,0.11535653173923492,0.4593842965094774,1.8359733819961548,-0.11115178465843199,0.49500959999999994,0.008450679499999999,0.5177353,0.47853753,0.10912762599999999,0.24973972,0.7208593000000001,0.0062326994,0.20295475,0.7139814999999999,1.9517162000000001,-0.1012306
21,202.0,0.0,126.0,1.0,126.0,5013.0,0.0,1.0,15.0,0.0,,,,,,,,,,,,0.17570925,0.04492458,0.2685328,0.13132946,0.3765107241860615,0.38325529149549936,1.0,0.0,1.7162805,0.012158396,1.7874026,1.702316,-0.01303210606177648,0.1724979706246855,0.9248849153518676,-0.09309032559394836,0.4478518,0.023912537999999997,0.48601314,0.41578874,0.019550378,0.03094143,0.08870594,0.004456401,-0.02318568,0.12344469999999999,0.25124308,-0.098938376
22,212.0,0.0,195.0,1.0,195.0,5208.0,0.0,4.0,50.0,0.0,,,,,,,,,,,,0.37756324,0.41312557,1.2630973,0.1443356,1.3288295395454783,0.7870405462501978,2.585038690599142,0.0,1.7068466,0.012377521,1.786989,1.6920598999999998,0.14030499673551985,0.3783768871106696,1.794649362564087,-0.08010745048522949,0.37946713,0.029196338999999998,0.43742234,0.34320164,0.07690627,0.11848185,0.34910798,0.005311481999999999,0.23043092,0.48165059999999993,1.2627466999999999,-0.0797853
23,216.0,0.0,66.0,1.0,66.0,5274.0,0.0,2.0,15.0,0.0,,,,,,,,,,,,0.48694399999999993,0.37979132,1.0185848,0.15493716,0.5604522720508426,0.74086374872987,1.8953382542587165,0.0,1.7105198,0.018408937,1.7877308,1.7008435000000002,0.2937978759407997,0.4464821262754539,0.9827439188957214,-0.07203873991966248,0.38508713,0.011453443,0.3978165,0.36266252,0.12650074,0.10585908599999999,0.26367090000000004,0.0059783933999999995,0.54536676,0.5285479999999999,1.2235819,-0.065885305
24,220.0,0.0,75.0,1.0,75.0,5349.0,0.0,1.0,15.0,0.0,,,,,,,,,,,,0.46667907,0.42910498,1.0732576,0.14778343,0.17500558297469554,0.3656709341141378,1.0,0.0,1.7068633999999998,0.017363548,1.7873251,1.6943554,0.17440186589956286,0.3921175503893004,0.964546799659729,-0.0966494083404541,0.39464778,0.008819908000000001,0.41931298,0.38159794,0.08377903,0.108998865,0.23792164,0.005625730400000001,0.28789923,0.5162920999999999,1.0179663,-0.08651152
25,236.0,0.0,302.0,1.0,302.0,5651.0,0.0,5.0,50.0,0.0,,,,,,,,,,,,0.45387524,0.58750385,2.1273313,0.14951114,1.325835591569498,1.0757583527139258,3.6417404849057697,0.0,1.6974736000000001,0.010466439000000001,1.7868215,1.6862636000000002,0.15802082687616348,0.44464004802706936,1.8693947792053225,-0.09374052286148073,0.42970118,0.045332283,0.5154675999999999,0.37181765,0.10599439,0.22743072,0.8912478000000001,0.005092144,0.26888525,0.67349637,2.3305123,-0.10727010000000001
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 Entropy/Mean Entropy/Stdev Entropy/Max Entropy/Min Advantages/Mean Advantages/Stdev Advantages/Max Advantages/Min Values/Mean Values/Stdev Values/Max Values/Min Value Loss/Mean Value Loss/Stdev Value Loss/Max Value Loss/Min Policy Loss/Mean Policy Loss/Stdev Policy Loss/Max Policy Loss/Min
2 1 0.0 1.0 248.0 1.0 248.0 248.0 0.0 0.0 0.8700310430476327 0.7405333778534565 2.2328769490220686 0.0
3 2 0.0 1.0 123.0 1.0 123.0 371.0 0.0 0.0 0.3899670547558481 0.3819119128698883 1.0 0.0
4 3 0.0 1.0 88.0 1.0 88.0 459.0 0.0 0.0 0.0 0.0 0.0 0.0
5 4 0.0 1.0 187.0 1.0 187.0 646.0 0.0 0.0 0.7890979761079344 0.4557561638352592 1.6825545950103868 0.0
6 5 0.0 1.0 86.0 1.0 86.0 732.0 0.0 0.0 0.6919135855443926 0.7222189379050715 1.8429431933839264 0.0
7 6 0.0 1.0 331.0 1.0 331.0 1063.0 0.0 0.0 1.274934530443537 0.6459615236299282 2.6500575414623486 0.0
8 7 37.0 19.0 0.0 753.0 397.0 1.0 753.0 397.0 1816.0 1460.0 0.0 18.0 7.0 275.0 95.0 0.0 0.19276376 0.13294017 0.24904153 0.26560363 0.8257747 0.95947796 0.00013455142 0.00017420061 1.5215566513574144 0.8818366235165885 3.39289946333453 0.0 1.7914727 1.7916964 0.00030057304 2.4401676e-05 1.7917566000000003 1.7917565 1.7904335 1.7916276000000002 0.2119369695934143 0.16945798030696765 0.4029896256601249 0.4201839883771904 1.8961015939712524 1.9003207683563232 -0.038109242916107185 -0.00874817930161953 0.059407155999999996 0.009627631999999999 0.06025871 0.01605518 0.20562454 0.04531254 -0.0059952493999999995 -0.012639573999999999 0.10879397 0.103175715 0.13543734 0.22770043 0.42884704 0.90946233 1.0928144400000001e-07 2.5499614e-07 0.37946862 0.30363909999999994 0.4819447 0.61167854 1.3135536 2.167231 -0.039071497000000004 -0.011617951000000001
9 8 43.0 25.0 0.0 107.0 117.0 1.0 107.0 117.0 1923.0 1577.0 0.0 0.0 1.0 0.0 15.0 0.0 0.015239561 0.03459847 0.0024996148 0.06251849 0.019516254 0.15962720000000002 0.011843238999999998 0.0020247747 0.4872743474154752 0.33569100677546404 1.0 0.0 1.7906417000000001 1.7916566000000003 0.0002779353 4.586844e-05 1.7917081999999998 1.7917542000000002 1.790199 1.7916076 -0.027609226256608964 0.03243804715573788 0.013555497071717059 0.19179319731839725 -0.002493098378181457 0.9877235293388368 -0.054812923073768616 -0.013366710394620895 0.23526458 0.06888939 0.013103152 0.0082683535 0.25880286 0.079700746 0.2149402 0.055720896 0.0010658596000000002 0.020763937 4.0590476e-05 0.04136547 0.0011093322 0.103494875 0.0010099161 5.142918e-05 -0.04934317 0.058279514000000004 0.011472803 0.14101307 -0.039747406 0.34029025 -0.06998761 -0.014587425
10 9 47.0 40.0 0.0 73.0 290.0 1.0 73.0 290.0 1996.0 1867.0 0.0 1.0 6.0 25.0 125.0 0.0 0.36924744 0.197952 0.48345366 0.29690674 1.0529541999999998 0.8451991 0.027382427999999997 0.0032722908 1.5347843551661826 0.9835813996683812 3.292459852881254 0.0 1.7904778000000001 1.7915696 0.00029410556 8.654648000000001e-05 1.7917029999999998 1.7917546999999998 1.7902383999999998 1.7914047 0.2182698796192805 0.20967606950019088 0.4074832854303497 0.4340480766901692 0.9812830686569214 1.8721247911453247 -0.05661928653717041 -0.03139287233352661 0.29025623 0.118590616 0.01401644 0.025857812 0.3092764 0.17259428 0.27106556 0.07850897 0.12317172 0.12374656 0.1714658 0.20499732 0.36566097 0.699171 0.0019109361999999999 0.000139082 0.39213285 0.37619528 0.6270856 0.61407316 1.2789414 1.7494822 -0.0569774 -0.030527878999999997
11 10 60.0 67.0 0.0 251.0 541.0 1.0 251.0 541.0 2247.0 2408.0 0.0 4.0 10.0 30.0 150.0 0.0 0.43863640000000004 0.43392780000000003 0.85959023 0.69018596 2.5217259999999997 2.5103388 0.035312783 0.012690847 1.5407734345932274 0.7374308486007165 3.1913177307618468 0.0 1.7856493000000002 1.7898676 0.0015894786999999999 0.0019313908 1.7916044999999998 1.7917521 1.7811941999999998 1.7838042 0.11047004585464797 0.1368366575584962 0.4511292058995869 0.3821866825735704 1.8077605962753296 1.6833410263061523 -0.14487385749816895 -0.2266237735748291 0.61056226 0.5796574999999999 0.07753438 0.29847825 0.79911625 1.2420191999999999 0.4961661 0.20709811 0.1471402 0.12345965 0.31318584 0.19106293 0.8826119 0.7305510000000001 0.0050534373 0.00086669484 0.1947745 0.24575645 0.6780483 0.55341536 1.7730703 1.5624216 -0.1461431 -0.22025344
12 11 66.0 103.0 0.0 121.0 719.0 1.0 121.0 719.0 2368.0 3127.0 0.0 0.0 4.0 0.0 265.0 0.0 0.14871785 0.7696304 0.02547766 1.0534219999999999 0.19108213 4.5883107 0.12211705 0.20982262 0.5000529664376541 0.3155616701055577 1.2852839300228704 0.0 1.7780668000000002 1.7330086999999998 0.0027863213 0.032707155 1.7913043000000002 1.7916646 1.7759546000000002 1.6918119999999999 -0.10607111632823944 -0.1928262794017792 0.05572927975960492 0.3110840395133576 -0.009624600410461426 0.9662883281707764 -0.19753050804138186 -0.7654213905334473 1.0220673 2.7413027000000003 0.034096994 0.87306994 1.0672632 4.0872965 0.95422196 1.4272719999999999 0.021255326 0.16251078 0.0012313497 0.14811237 0.023416747999999998 0.5942803000000001 0.019953651 0.04653442 -0.18968049 -0.3311862 0.016377756 0.44391584 -0.16716708 1.0693518999999998 -0.21171494 -0.7295906999999999
13 12 71.0 110.0 0.0 99.0 125.0 1.0 99.0 125.0 2467.0 3252.0 0.0 0.0 0.0 0.0 0.15555012 0.64830524 0.04610389 0.14570446 0.23511228 0.8713232 0.12260077 0.40967187 0.0 0.0 0.0 0.0 1.7795043000000001 1.7322674999999998 0.0023333197 0.008331079 1.7912293999999997 1.7875514 1.7773554 1.7221475 -0.09951297342777253 -0.3390433748563131 0.055938959522401716 0.1860952368689896 -0.003077983856201172 -0.02489876747131348 -0.1911371946334839 -0.7148473262786865 1.0086769 3.3779035000000004 0.036691166000000004 0.29400957 1.0868968 3.915662 0.96416116 3.0040746 0.02108366 0.102555595 0.0023025707 0.017722348 0.02351839 0.13601841 0.018744798 0.08232693 -0.17643596 -0.580518 0.02231863 0.079269625 -0.14677188 -0.49676362 -0.20941082 -0.73393583
14 13 98.0 119.0 0.0 534.0 180.0 1.0 534.0 180.0 3001.0 3432.0 0.0 13.0 2.0 340.0 15.0 0.0 0.7437658 0.4787147 1.1363528999999999 0.07543224 3.4128056000000004 0.62356263 0.025902914 0.39566866 0.30227981965131145 0.5841033464651717 1.8345137614500877 0.0 1.7773186 1.6905703999999997 0.003927723 0.016943384 1.7911369 1.7857862 1.7642651000000003 1.6741756 0.1266731635882304 -0.2384866982698441 0.41158095902457936 0.1775353277243849 1.7730363607406616 0.5066013336181641 -0.30260801315307617 -0.5708379745483398 0.9577929000000001 2.6603397999999996 0.23765793 0.29259694 1.6504846999999998 3.1815927000000004 0.7122954 2.2532134 0.15221074 0.090995565 0.20607093 0.06636139 0.757879 0.24196529999999997 0.008616385 0.04350890599999999 0.22623166 -0.41229284 0.6171821 0.08668608 1.5555726 -0.25544655 -0.30132666 -0.5747671
15 14 102.0 125.0 0.0 73.0 110.0 1.0 73.0 110.0 3074.0 3542.0 0.0 0.0 2.0 0.0 15.0 0.0 0.21133159 0.5603365 0.027693717000000003 0.44900087 0.24578243 1.4505286 0.17797336 0.23346475 0.26726121404740866 0.5678831608822756 1.886384871716129 0.0 1.7719979 1.6766298 0.004124344 0.017514048 1.7904103 1.7838971999999997 1.7675488999999998 1.6646906000000004 -0.18784045577049252 -0.06642887711524964 0.09607193868630864 0.2906363544921973 -0.01820123195648193 0.8124067783355713 -0.3348844051361084 -0.3389033079147339 1.8157914000000002 1.8652021 0.008718997 0.14376438 1.8383793000000002 2.0759795 1.7924569 1.6610593999999996 0.056422543 0.09885417 0.0016911370000000001 0.09639954 0.05787156 0.2691703 0.054050256 0.02430382 -0.33337316 -0.10850501 0.013935573 0.30545014 -0.3163426 0.49729928 -0.35047740000000005 -0.3008583
16 15 110.0 142.0 0.0 156.0 323.0 1.0 156.0 323.0 3230.0 3865.0 0.0 2.0 6.0 35.0 85.0 0.0 0.62405765 0.2907247 0.9592649999999999 0.22952405 2.9572167 0.9397981 0.12969549 0.13678089999999998 1.4641280448494032 0.7886166197229362 3.3693512112754416 0.0 1.7828823 1.7060072 0.0024880429999999997 0.015372376 1.7908226999999999 1.7845702 1.7776691000000002 1.6742373 -0.06490173169544765 -0.021261883713305 0.3036005258432666 0.2849333218772128 1.5683243274688718 1.7568998336791992 -0.3259851932525635 -0.26869165897369385 1.7211465 1.0191581 0.029713133 0.2351011 1.7807939999999998 1.5227226 1.678612 0.6685075 0.12291474 0.05634562 0.17745444 0.08670314400000001 0.5574187 0.32105459999999997 0.04589054 0.0057951915000000005 -0.112290025 -0.030042402000000003 0.43601707 0.31857806 0.9523574 0.86974585 -0.32423943 -0.23997994
17 16 122.0 158.0 0.0 238.0 316.0 1.0 238.0 316.0 3468.0 4181.0 0.0 1.0 6.0 10.0 70.0 0.0 0.15554756 0.42419335 0.054277197 0.44866773 0.29741687 1.4816209999999999 0.08846552 0.16453709 1.2409807920841736 0.924825710935198 3.019197433217251 0.0 1.7868587 1.7177186999999998 0.0007967119500000001 0.007914036 1.7910342000000001 1.7871863999999997 1.7857143 1.7053918999999997 -0.1573395555669611 0.09762066185474397 0.12615047772660626 0.3663829596597454 0.7546746730804443 1.799560546875 -0.3632258176803589 -0.13183927536010742 1.6729587 0.66193163 0.17595315 0.022891942000000002 1.9944772000000002 0.7179861999999999 1.502953 0.62799495 0.05232538 0.07774628 0.035234198 0.11481432 0.15977861 0.37442863 0.03124919 0.006178042 -0.28081256 0.15981184 0.079151474 0.43080088 -0.07227526599999999 1.0028645 -0.35482806 -0.12928498
18 17 132.0 167.0 0.0 185.0 170.0 1.0 185.0 170.0 3653.0 4351.0 0.0 0.0 2.0 0.0 50.0 0.0 0.08596161 0.5287096 0.024157293 0.61476785 0.13088742 1.7007252 0.04359092 0.140941 0.8476471956805812 0.4994951081010529 1.7936142836436553 0.0 1.7865810000000002 1.7077371 0.0008728278999999999 0.018505154 1.7914173999999998 1.7877468 1.7849907999999999 1.6827904999999999 -0.1145426501830419 0.14300553370267152 0.06364297653654805 0.3803734649550866 -0.008004307746887207 0.9866705536842346 -0.26171672344207764 -0.12415462732315065 1.1001204 0.63278216 0.17392394 0.025035212 1.4450287 0.67967755 0.87743527 0.5942092 0.016055183 0.08101401 0.005272877 0.12937154 0.027343987 0.32530063 0.009870462 0.005744279000000001 -0.20479403 0.22818747 0.033908524 0.57176554 -0.15814927 1.3163251 -0.26577490000000004 -0.113141
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21 20 191.0 195.0 0.0 420.0 148.0 1.0 420.0 148.0 4818.0 4887.0 0.0 7.0 2.0 315.0 15.0 0.0 0.36499518 0.43904358 0.3705313 0.6278062 1.1575621 1.9765203000000002 0.04431529 0.16251698 0.3750693855692628 0.6614638130102699 1.8953382542587165 0.0 1.7636738 1.6931912 0.004579304 0.015514016 1.7901049 1.7863619 1.7550941999999998 1.6768826000000001 0.021820819079875944 0.11535653173923492 0.3071232093063115 0.4593842965094774 0.947787582874298 1.8359733819961548 -0.2100141644477844 -0.11115178465843199 0.9154280999999999 0.49500959999999994 0.09096202 0.008450679499999999 1.1273426000000002 0.5177353 0.75912726 0.47853753 0.07179129 0.10912762599999999 0.09326242 0.24973972 0.24904189999999998 0.7208593000000001 0.0062419563 0.0062326994 0.040330485 0.20295475 0.34031707 0.7139814999999999 0.7956849 1.9517162000000001 -0.22417025 -0.1012306
22 21 197.0 202.0 0.0 104.0 126.0 1.0 104.0 126.0 4922.0 5013.0 0.0 1.0 30.0 15.0 0.0 0.5144350000000001 0.17570925 0.718648 0.04492458 1.9511981 0.2685328 0.12453204400000001 0.13132946 0.3765107241860615 0.38325529149549936 1.0 0.0 1.761423 1.7162805 0.0056095775 0.012158396 1.7902006999999998 1.7874026 1.7571856 1.702316 0.05070284008979797 -0.01303210606177648 0.3168600697896934 0.1724979706246855 0.925861954689026 0.9248849153518676 -0.16295456886291504 -0.09309032559394836 0.88745534 0.4478518 0.012690918 0.023912537999999997 0.93781537 0.48601314 0.8751633 0.41578874 0.06495949599999999 0.019550378 0.11300202 0.03094143 0.2909634 0.08870594 0.008293057 0.004456401 0.078482285 -0.02318568 0.45015374 0.12344469999999999 0.97864294 0.25124308 -0.15680452 -0.098938376
23 22 203.0 212.0 0.0 113.0 195.0 1.0 113.0 195.0 5035.0 5208.0 0.0 2.0 4.0 15.0 50.0 0.0 0.64118826 0.37756324 0.86793905 0.41312557 2.3767917 1.2630973 0.18172713 0.1443356 1.3288295395454783 0.7870405462501978 2.585038690599142 0.0 1.7537029999999998 1.7068466 0.006172906 0.012377521 1.7896771 1.786989 1.749237 1.6920598999999998 0.08747740507125855 0.14030499673551985 0.4437113729234238 0.3783768871106696 1.7083609104156494 1.794649362564087 -0.18463540077209475 -0.08010745048522949 0.9569305 0.37946713 0.024823021 0.029196338999999998 1.0054495 0.43742234 0.92341274 0.34320164 0.12694135 0.07690627 0.23306239999999998 0.11848185 0.5930651 0.34910798 0.009591491 0.005311481999999999 0.15546985 0.23043092 0.65049607 0.48165059999999993 1.4562124 1.2627466999999999 -0.19140014 -0.0797853
24 23 212.0 216.0 0.0 162.0 66.0 1.0 162.0 66.0 5197.0 5274.0 0.0 1.0 2.0 5.0 15.0 0.0 0.16368598 0.48694399999999993 0.041053284 0.37979132 0.22597034 1.0185848 0.10290782 0.15493716 0.5604522720508426 0.74086374872987 1.8953382542587165 0.0 1.7606709999999999 1.7105198 0.004070151 0.018408937 1.7898455000000002 1.7877308 1.7559046999999999 1.7008435000000002 -0.06407594718039036 0.2937978759407997 0.13353017492122013 0.4464821262754539 0.855490505695343 0.9827439188957214 -0.17702490091323853 -0.07203873991966248 0.83308256 0.38508713 0.035228863 0.011453443 0.9194645 0.3978165 0.7807996 0.36266252 0.020336542 0.12650074 0.032399733 0.10585908599999999 0.10603105 0.26367090000000004 0.007155789 0.0059783933999999995 -0.11351252 0.54536676 0.08716212 0.5285479999999999 0.11233470599999999 1.2235819 -0.18262672 -0.065885305
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26 25 238.0 236.0 0.0 432.0 302.0 1.0 432.0 302.0 5698.0 5651.0 0.0 6.0 5.0 85.0 50.0 0.0 0.33006436 0.45387524 0.35617912 0.58750385 1.3067303999999997 2.1273313 0.06890332 0.14951114 1.325835591569498 1.0757583527139258 3.6417404849057697 0.0 1.7717101999999998 1.6974736000000001 0.004106822 0.010466439000000001 1.7902195 1.7868215 1.7627416 1.6862636000000002 0.07911585221687953 0.15802082687616348 0.3249530771268533 0.44464004802706936 0.9620689153671264 1.8693947792053225 -0.13253813982009888 -0.09374052286148073 0.5261719 0.42970118 0.06930914 0.045332283 0.7088074000000001 0.5154675999999999 0.44418199999999997 0.37181765 0.06108107 0.10599439 0.09490778 0.22743072 0.29277053 0.8912478000000001 0.0023036576 0.005092144 0.140708 0.26888525 0.41082802 0.67349637 1.2361767 2.3305123 -0.12985662 -0.10727010000000001