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Itaicaspi/episode reset refactoring (#105)

Browse Source 
* reordering of the episode reset operation and allowing to store episodes only when they are terminated

* reordering of the episode reset operation and allowing to store episodes only when they are terminated

* revert tensorflow-gpu to 1.9.0 + bug fix in should_train()

* tests readme file and refactoring of policy optimization agent train function

* Update README.md

* Update README.md

* additional policy optimization train function simplifications

* Updated the traces after the reordering of the environment reset

* docker and jenkins files

* updated the traces to the ones from within the docker container

* updated traces and added control suite to the docker

* updated jenkins file with the intel proxy + updated doom basic a3c test params

* updated line breaks in jenkins file

* added a missing line break in jenkins file

* refining trace tests ignored presets + adding a configurable beta entropy value

* switch the order of trace and golden tests in jenkins + fix golden tests processes not killed issue

* updated benchmarks for dueling ddqn breakout and pong

* allowing dynamic updates to the loss weights + bug fix in episode.update_returns

* remove docker and jenkins file
This commit is contained in:
Itai Caspi
2018-09-04 15:07:54 +03:00
committed by GitHub
parent 7086492127
commit 72a1d9d426
92 changed files with 9803 additions and 9740 deletions
Download Patch File Download Diff File Expand all files Collapse all files

354
rl_coach/traces/CartPole_PG/trace.csv
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@@ -47,180 +47,180 @@ Episode #,Training Iter,In Heatup,ER #Transitions,ER #Episodes,Episode Length,To
46,0.0,1.0,10.0,1.0,10.0,996.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,
47,0.0,1.0,17.0,1.0,17.0,1013.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,
48,0.0,1.0,32.0,1.0,32.0,1045.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,
49,1.0,0.0,46.0,1.0,46.0,1091.0,0.0,0.2300000000000001,46.0,0.0,,,,,,,,,,,,,,,,0.692442,0.0015399680999999999,0.6931467,0.6854346,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
50,2.0,0.0,13.0,1.0,13.0,1104.0,0.0,0.06499999999999999,13.0,0.0,,,,,,,,,,,,,,,,0.6921545,0.0009637604,0.69314563,0.6900319,0.01942201502806334,0.0,0.01942201502806334,0.01942201502806334,0.013026612854082737,0.0,0.013026612854082737,0.013026612854082737
51,3.0,0.0,33.0,1.0,33.0,1137.0,0.0,0.16500000000000006,33.0,0.0,,,,,,,,,,,,,,,,0.6930808,0.0001370515,0.69314694,0.6925889000000001,-0.07090273984871209,0.0,-0.07090273984871209,-0.07090273984871209,0.002665898761781486,0.0,0.002665898761781486,0.002665898761781486
52,4.0,0.0,40.0,1.0,40.0,1177.0,0.0,0.2000000000000001,40.0,0.0,,,,,,,,,,,,,,,,0.6927699,0.0004022914,0.6931468000000001,0.6916266999999999,-0.006446469833865985,0.0,-0.006446469833865985,-0.006446469833865985,0.013884909651705685,0.0,0.013884909651705685,0.013884909651705685
53,5.0,0.0,16.0,1.0,16.0,1193.0,0.0,0.08,16.0,0.0,,,,,,,,,,,,,,,,0.69311804,4.231201e-05,0.69314694,0.6930099000000001,0.011934036470731074,0.0,0.011934036470731074,0.011934036470731074,0.014789020928207006,0.0,0.014789020928207006,0.014789020928207006
54,6.0,0.0,20.0,1.0,20.0,1213.0,0.0,0.10000000000000002,20.0,0.0,,,,,,,,,,,,,,,,0.6922571999999999,0.0009344894000000001,0.69314694,0.690032,-0.060272753640055965,0.0,-0.060272753640055965,-0.060272753640055965,0.008018878682920448,0.0,0.008018878682920448,0.008018878682920448
55,7.0,0.0,15.0,1.0,15.0,1228.0,0.0,0.075,15.0,0.0,,,,,,,,,,,,,,,,0.69232446,0.00058032194,0.6931437,0.69116664,-0.04135071984681878,0.0,-0.04135071984681878,-0.04135071984681878,0.012086214240045948,0.0,0.012086214240045948,0.012086214240045948
56,8.0,0.0,11.0,1.0,11.0,1239.0,0.0,0.054999999999999986,11.0,0.0,,,,,,,,,,,,,,,,0.6931393,7.4282875000000005e-06,0.69314694,0.6931255999999999,-0.05032051192353378,0.0,-0.05032051192353378,-0.05032051192353378,0.0046372906173737394,0.0,0.0046372906173737394,0.0046372906173737394
57,9.0,0.0,15.0,1.0,15.0,1254.0,0.0,0.075,15.0,0.0,,,,,,,,,,,,,,,,0.6919213000000001,0.001666146,0.69312954,0.6873285,-0.05928137805828099,0.0,-0.05928137805828099,-0.05928137805828099,0.0018838765809126997,0.0,0.0018838765809126997,0.0018838765809126997
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62,14.0,0.0,28.0,1.0,28.0,1372.0,0.0,0.14000000000000004,28.0,0.0,,,,,,,,,,,,,,,,0.6930911,9.2517745e-05,0.69314694,0.6928399000000001,-0.01933573807846872,0.0,-0.01933573807846872,-0.01933573807846872,0.014050063842584478,0.0,0.014050063842584478,0.014050063842584478
63,15.0,0.0,21.0,1.0,21.0,1393.0,0.0,0.10500000000000002,21.0,0.0,,,,,,,,,,,,,,,,0.6931308,1.952594e-05,0.69314694,0.69308174,0.0012392893147265018,0.0,0.0012392893147265018,0.0012392893147265018,0.018900542303441948,0.0,0.018900542303441948,0.018900542303441948
64,16.0,0.0,16.0,1.0,16.0,1409.0,0.0,0.08,16.0,0.0,,,,,,,,,,,,,,,,0.69165504,0.0010809667999999999,0.69314605,0.6897310000000001,-0.01830846973829003,0.0,-0.01830846973829003,-0.01830846973829003,0.011523448411690956,0.0,0.011523448411690956,0.011523448411690956
65,17.0,0.0,8.0,1.0,8.0,1417.0,0.0,0.04,8.0,0.0,,,,,,,,,,,,,,,,0.69028175,0.0025029283,0.69307137,0.6856161999999999,-0.03273143305829188,0.0,-0.03273143305829188,-0.03273143305829188,0.0050606356515092545,0.0,0.0050606356515092545,0.0050606356515092545
66,18.0,0.0,22.0,1.0,22.0,1439.0,0.0,0.11000000000000004,22.0,0.0,,,,,,,,,,,,,,,,0.6930021,0.00029380593,0.6931468000000001,0.69207644,-0.06256290809694122,0.0,-0.06256290809694122,-0.06256290809694122,0.0014406270569194944,0.0,0.0014406270569194944,0.0014406270569194944
67,19.0,0.0,50.0,1.0,50.0,1489.0,0.0,0.2500000000000001,50.0,0.0,,,,,,,,,,,,,,,,0.69277376,0.0007162167,0.6931337,0.68942666,-0.011435657787580534,0.0,-0.011435657787580534,-0.011435657787580534,0.013640539984662277,0.0,0.013640539984662277,0.013640539984662277
68,20.0,0.0,37.0,1.0,37.0,1526.0,0.0,0.18500000000000008,37.0,0.0,,,,,,,,,,,,,,,,0.6921764,0.00076149113,0.6931299,0.6902728,0.05585134703183447,0.0,0.05585134703183447,0.05585134703183447,0.03615022005086632,0.0,0.03615022005086632,0.03615022005086632
69,21.0,0.0,8.0,1.0,8.0,1534.0,0.0,0.04,8.0,0.0,,,,,,,,,,,,,,,,0.6888643,0.0037551664,0.6930845,0.6818702,0.02113355283489111,0.0,0.02113355283489111,0.02113355283489111,0.028604865027624705,0.0,0.028604865027624705,0.028604865027624705
70,22.0,0.0,29.0,1.0,29.0,1563.0,0.0,0.14500000000000005,29.0,0.0,,,,,,,,,,,,,,,,0.693066,0.00023172416,0.69314694,0.69198215,-0.06701504590639225,0.0,-0.06701504590639225,-0.06701504590639225,0.0015431457918141495,0.0,0.0015431457918141495,0.0015431457918141495
71,23.0,0.0,24.0,1.0,24.0,1587.0,0.0,0.12000000000000005,24.0,0.0,,,,,,,,,,,,,,,,0.6925511999999999,0.0009492235000000001,0.69314134,0.689376,0.0009680032768352034,0.0,0.0009680032768352034,0.0009680032768352034,0.02135880977440598,0.0,0.02135880977440598,0.02135880977440598
72,24.0,0.0,28.0,1.0,28.0,1615.0,0.0,0.14000000000000004,28.0,0.0,,,,,,,,,,,,,,,,0.69022053,0.00418304,0.6931124,0.67897356,-0.012546973120533648,0.0,-0.012546973120533648,-0.012546973120533648,0.015901359338594816,0.0,0.015901359338594816,0.015901359338594816
73,25.0,0.0,77.0,1.0,77.0,1692.0,0.0,0.3850000000000002,77.0,0.0,,,,,,,,,,,,,,,,0.69193697,0.0016249539,0.6931423000000001,0.68675745,-0.00048052835331950205,0.0,-0.00048052835331950205,-0.00048052835331950205,0.018272000377791902,0.0,0.018272000377791902,0.018272000377791902
74,26.0,0.0,11.0,1.0,11.0,1703.0,0.0,0.054999999999999986,11.0,0.0,,,,,,,,,,,,,,,,0.6931269,1.5618692e-05,0.6931397,0.6930805999999999,0.08419389861660898,0.0,0.08419389861660898,0.08419389861660898,0.06861826400269984,0.0,0.06861826400269984,0.06861826400269984
75,27.0,0.0,21.0,1.0,21.0,1724.0,0.0,0.10500000000000002,21.0,0.0,,,,,,,,,,,,,,,,0.69086987,0.0025071757999999998,0.69311816,0.68326855,-0.06160885528222155,0.0,-0.06160885528222155,-0.06160885528222155,0.004408319305110639,0.0,0.004408319305110639,0.004408319305110639
76,28.0,0.0,22.0,1.0,22.0,1746.0,0.0,0.11000000000000004,22.0,0.0,,,,,,,,,,,,,,,,0.6931193,4.255157e-05,0.6931466,0.6930066,-0.02706763850769155,0.0,-0.02706763850769155,-0.02706763850769155,0.013490483897241036,0.0,0.013490483897241036,0.013490483897241036
77,29.0,0.0,17.0,1.0,17.0,1763.0,0.0,0.085,17.0,0.0,,,,,,,,,,,,,,,,0.6889153,0.0027535922999999997,0.69311523,0.6826215999999999,-0.02309271807986524,0.0,-0.02309271807986524,-0.02309271807986524,0.014047105167425545,0.0,0.014047105167425545,0.014047105167425545
78,30.0,0.0,19.0,1.0,19.0,1782.0,0.0,0.095,19.0,0.0,,,,,,,,,,,,,,,,0.6931195,4.7573640000000004e-05,0.69314694,0.69294393,-0.037708173384657435,0.0,-0.037708173384657435,-0.037708173384657435,0.008879397467523108,0.0,0.008879397467523108,0.008879397467523108
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147,98.0,0.0,11.0,1.0,11.0,3492.0,0.0,0.054999999999999986,11.0,0.0,,,,,,,,,,,,,,,,0.6748599000000001,0.01213028,0.6922906,0.65090287,,,,,,,,
148,99.0,0.0,38.0,1.0,38.0,3530.0,0.0,0.19000000000000009,38.0,0.0,,,,,,,,,,,,,,,,0.6742533,0.025071036,0.6925775,0.6001512,,,,,,,,
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191,142.0,0.0,41.0,1.0,41.0,4804.0,0.0,0.2050000000000001,41.0,0.0,,,,,,,,,,,,,,,,0.66000265,0.03271568,0.6926309,0.57899976,,,,,,,,
192,143.0,0.0,15.0,1.0,15.0,4819.0,0.0,0.075,15.0,0.0,,,,,,,,,,,,,,,,0.64883596,0.033034842,0.69314677,0.5849665,,,,,,,,
193,144.0,0.0,34.0,1.0,34.0,4853.0,0.0,0.17000000000000007,34.0,0.0,,,,,,,,,,,,,,,,0.6779479,0.016356846,0.6931468000000001,0.6400794,,,,,,,,
194,145.0,0.0,27.0,1.0,27.0,4880.0,0.0,0.13500000000000004,27.0,0.0,,,,,,,,,,,,,,,,0.6684448000000001,0.019395238000000002,0.6920793000000001,0.6230502,,,,,,,,
195,146.0,0.0,24.0,1.0,24.0,4904.0,0.0,0.12000000000000005,24.0,0.0,,,,,,,,,,,,,,,,0.67715484,0.012998386,0.6929194000000001,0.65071726,,,,,,,,
196,147.0,0.0,54.0,1.0,54.0,4958.0,0.0,0.2700000000000001,54.0,0.0,,,,,,,,,,,,,,,,0.6733789000000001,0.021477655,0.6931416,0.58913064,,,,,,,,
197,148.0,0.0,37.0,1.0,37.0,4995.0,0.0,0.18500000000000008,37.0,0.0,,,,,,,,,,,,,,,,0.6610391,0.035325937,0.69288963,0.5452045,,,,,,,,
198,149.0,0.0,32.0,1.0,32.0,5027.0,0.0,0.16000000000000006,32.0,0.0,,,,,,,,,,,,,,,,0.6633713999999999,0.021997299999999997,0.6923963000000001,0.6134263000000001,,,,,,,,
199,150.0,0.0,11.0,1.0,11.0,5038.0,0.0,0.054999999999999986,11.0,0.0,,,,,,,,,,,,,,,,0.6398401,0.043656747999999995,0.69314694,0.5599607,,,,,,,,
200,151.0,0.0,25.0,1.0,25.0,5063.0,0.0,0.12500000000000006,25.0,0.0,,,,,,,,,,,,,,,,0.6710919,0.023239749,0.69306296,0.59633756,,,,,,,,
201,152.0,0.0,55.0,1.0,55.0,5118.0,0.0,0.2750000000000001,55.0,0.0,,,,,,,,,,,,,,,,0.67095894,0.02367216,0.6931344,0.59856147,,,,,,,,
202,153.0,0.0,31.0,1.0,31.0,5149.0,0.0,0.15500000000000005,31.0,0.0,,,,,,,,,,,,,,,,0.64623135,0.03782677,0.69311535,0.57167405,,,,,,,,
203,154.0,0.0,10.0,1.0,10.0,5159.0,0.0,0.05,10.0,0.0,,,,,,,,,,,,,,,,0.621945,0.06724244,0.69300306,0.5037069000000001,,,,,,,,
204,155.0,0.0,33.0,1.0,33.0,5192.0,0.0,0.16500000000000006,33.0,0.0,,,,,,,,,,,,,,,,0.6586199,0.036681578,0.6931169,0.5480784000000001,,,,,,,,
205,156.0,0.0,17.0,1.0,17.0,5209.0,0.0,0.085,17.0,0.0,,,,,,,,,,,,,,,,0.66080254,0.026454602999999997,0.6931467,0.59743136,,,,,,,,
206,157.0,0.0,60.0,1.0,60.0,5269.0,0.0,0.30000000000000016,60.0,0.0,,,,,,,,,,,,,,,,0.66102046,0.03468346,0.6931438,0.5435293999999999,,,,,,,,
207,158.0,0.0,22.0,1.0,22.0,5291.0,0.0,0.11000000000000004,22.0,0.0,,,,,,,,,,,,,,,,0.65481776,0.045677915,0.6931404999999999,0.52198416,,,,,,,,
208,159.0,0.0,27.0,1.0,27.0,5318.0,0.0,0.13500000000000004,27.0,0.0,,,,,,,,,,,,,,,,0.6579552,0.03341417,0.6929232,0.54441136,,,,,,,,
209,160.0,0.0,51.0,1.0,51.0,5369.0,0.0,0.2550000000000001,51.0,0.0,,,,,,,,,,,,,,,,0.66670144,0.030817755,0.6930961999999999,0.5648303000000001,,,,,,,,
210,161.0,0.0,21.0,1.0,21.0,5390.0,0.0,0.10500000000000002,21.0,0.0,,,,,,,,,,,,,,,,0.6228243,0.08343502,0.6928420999999999,0.43418086,,,,,,,,
211,162.0,0.0,59.0,1.0,59.0,5449.0,0.0,0.2950000000000001,59.0,0.0,,,,,,,,,,,,,,,,0.6695004,0.019584788,0.6929871999999999,0.617161,,,,,,,,
212,163.0,0.0,69.0,1.0,69.0,5518.0,0.0,0.3450000000000002,69.0,0.0,,,,,,,,,,,,,,,,0.67028844,0.023152169,0.6931449000000001,0.5864078,,,,,,,,
213,164.0,0.0,58.0,1.0,58.0,5576.0,0.0,0.2900000000000001,58.0,0.0,,,,,,,,,,,,,,,,0.66133374,0.03608088,0.6931451,0.5484182,,,,,,,,
214,165.0,0.0,15.0,1.0,15.0,5591.0,0.0,0.075,15.0,0.0,,,,,,,,,,,,,,,,0.6300255,0.049573146,0.6919417,0.52256244,,,,,,,,
215,166.0,0.0,30.0,1.0,30.0,5621.0,0.0,0.15000000000000005,30.0,0.0,,,,,,,,,,,,,,,,0.6636754,0.034410782,0.6930824999999999,0.5490352,,,,,,,,
216,167.0,0.0,48.0,1.0,48.0,5669.0,0.0,0.2400000000000001,48.0,0.0,,,,,,,,,,,,,,,,0.6591225000000001,0.028648003999999998,0.69314325,0.5806420999999999,,,,,,,,
217,168.0,0.0,22.0,1.0,22.0,5691.0,0.0,0.11000000000000004,22.0,0.0,,,,,,,,,,,,,,,,0.6689258000000001,0.027954236,0.69302714,0.58058655,,,,,,,,
218,169.0,0.0,35.0,1.0,35.0,5726.0,0.0,0.17500000000000007,35.0,0.0,,,,,,,,,,,,,,,,0.66869885,0.02504079,0.6931467,0.58864474,,,,,,,,
219,170.0,0.0,21.0,1.0,21.0,5747.0,0.0,0.10500000000000002,21.0,0.0,,,,,,,,,,,,,,,,0.65570045,0.035889952999999995,0.69314533,0.5742477,,,,,,,,
220,171.0,0.0,68.0,1.0,68.0,5815.0,0.0,0.3400000000000002,68.0,0.0,,,,,,,,,,,,,,,,0.67377526,0.023752997,0.69314575,0.5704627,,,,,,,,
221,172.0,0.0,12.0,1.0,12.0,5827.0,0.0,0.05999999999999999,12.0,0.0,,,,,,,,,,,,,,,,0.6313793000000001,0.03832572,0.6928804000000001,0.547421,,,,,,,,
222,173.0,0.0,58.0,1.0,58.0,5885.0,0.0,0.2900000000000001,58.0,0.0,,,,,,,,,,,,,,,,0.66505045,0.028303195,0.6931279,0.55157405,,,,,,,,
223,174.0,0.0,12.0,1.0,12.0,5897.0,0.0,0.05999999999999999,12.0,0.0,,,,,,,,,,,,,,,,0.63177973,0.036184084,0.6927339,0.55872023,,,,,,,,
224,175.0,0.0,42.0,1.0,42.0,5939.0,0.0,0.2100000000000001,42.0,0.0,,,,,,,,,,,,,,,,0.6655469,0.033985395,0.6931454,0.539849,,,,,,,,
225,176.0,0.0,29.0,1.0,29.0,5968.0,0.0,0.14500000000000005,29.0,0.0,,,,,,,,,,,,,,,,0.6608282,0.035957467,0.6931467,0.55187505,,,,,,,,
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 Entropy/Mean Entropy/Stdev Entropy/Max Entropy/Min Returns Mean/Mean Returns Mean/Stdev Returns Mean/Max Returns Mean/Min Returns Variance/Mean Returns Variance/Stdev Returns Variance/Max Returns Variance/Min
47 46 0.0 1.0 10.0 1.0 10.0 996.0 0.0 0.0
48 47 0.0 1.0 17.0 1.0 17.0 1013.0 0.0 0.0
49 48 0.0 1.0 32.0 1.0 32.0 1045.0 0.0 0.0
50 49 1.0 0.0 0.0 46.0 37.0 1.0 46.0 37.0 1091.0 1082.0 0.0 0.2300000000000001 0.18500000000000008 46.0 37.0 0.0 0.692442 0.6931108 0.0015399680999999999 4.840709e-05 0.6931467 0.69314694 0.6854346 0.6929076999999999 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
51 50 2.0 1.0 0.0 13.0 9.0 1.0 13.0 9.0 1104.0 1091.0 0.0 0.06499999999999999 0.045 13.0 9.0 0.0 0.6921545 0.69309485 0.0009637604 5.0788472e-05 0.69314563 0.69314647 0.6900319 0.6929951 0.01942201502806334 0.0 0.01942201502806334 0.01942201502806334 0.013026612854082737 0.0 0.013026612854082737 0.013026612854082737
52 51 3.0 2.0 0.0 33.0 13.0 1.0 33.0 13.0 1137.0 1104.0 0.0 0.16500000000000006 0.06499999999999999 33.0 13.0 0.0 0.6930808 0.69280154 0.0001370515 0.00029581970000000003 0.69314694 0.6931421999999999 0.6925889000000001 0.69217277 -0.07090273984871209 0.0 -0.07090273984871209 -0.07090273984871209 0.002665898761781486 0.0 0.002665898761781486 0.002665898761781486
53 52 4.0 3.0 0.0 40.0 33.0 1.0 40.0 33.0 1177.0 1137.0 0.0 0.2000000000000001 0.16500000000000006 40.0 33.0 0.0 0.6927699 0.6930486 0.0004022914 0.00020435109000000002 0.6931468000000001 0.69314694 0.6916266999999999 0.69232523 -0.006446469833865985 0.0 -0.006446469833865985 -0.006446469833865985 0.013884909651705685 0.0 0.013884909651705685 0.013884909651705685
54 53 5.0 4.0 0.0 16.0 40.0 1.0 16.0 40.0 1193.0 1177.0 0.0 0.08 0.2000000000000001 16.0 40.0 0.0 0.69311804 0.6930586 4.231201e-05 9.911201e-05 0.69314694 0.6931468000000001 0.6930099000000001 0.69280577 0.011934036470731074 0.0 0.011934036470731074 0.011934036470731074 0.014789020928207006 0.0 0.014789020928207006 0.014789020928207006
55 54 6.0 5.0 0.0 20.0 16.0 1.0 20.0 16.0 1213.0 1193.0 0.0 0.10000000000000002 0.08 20.0 16.0 0.0 0.6922571999999999 0.69301903 0.0009344894000000001 0.00017482897 0.69314694 0.69314617 0.690032 0.6926041999999999 -0.060272753640055965 0.0 -0.060272753640055965 -0.060272753640055965 0.008018878682920448 0.0 0.008018878682920448 0.008018878682920448
56 55 7.0 6.0 0.0 15.0 19.0 1.0 15.0 19.0 1228.0 1212.0 0.0 0.075 0.095 15.0 19.0 0.0 0.69232446 0.69280386 0.00058032194 0.00042367526 0.6931437 0.69314516 0.69116664 0.6918092 -0.04135071984681878 0.0 -0.04135071984681878 -0.04135071984681878 0.012086214240045948 0.0 0.012086214240045948 0.012086214240045948
57 56 8.0 7.0 0.0 11.0 12.0 1.0 11.0 12.0 1239.0 1224.0 0.0 0.054999999999999986 0.05999999999999999 11.0 12.0 0.0 0.6931393 0.6922489000000001 7.4282875000000005e-06 0.000640234 0.69314694 0.6931435 0.6931255999999999 0.69108003 -0.05032051192353378 0.0 -0.05032051192353378 -0.05032051192353378 0.0046372906173737394 0.0 0.0046372906173737394 0.0046372906173737394
58 57 9.0 8.0 0.0 15.0 13.0 1.0 15.0 13.0 1254.0 1237.0 0.0 0.075 0.06499999999999999 15.0 13.0 0.0 0.6919213000000001 0.6930430999999999 0.001666146 0.00015227243 0.69312954 0.69314635 0.6873285 0.692682 -0.05928137805828099 0.0 -0.05928137805828099 -0.05928137805828099 0.0018838765809126997 0.0 0.0018838765809126997 0.0018838765809126997
59 58 10.0 9.0 0.0 17.0 18.0 1.0 17.0 18.0 1271.0 1255.0 0.0 0.085 0.09000000000000001 17.0 18.0 0.0 0.6918299 0.6924209 0.0012459355999999999 0.00096540834 0.6931469 0.69314677 0.6895845 0.6899613 -0.0401172811988035 0.0 -0.0401172811988035 -0.0401172811988035 0.006190720074889314 0.0 0.006190720074889314 0.006190720074889314
60 59 11.0 10.0 0.0 24.0 13.0 1.0 24.0 13.0 1295.0 1268.0 0.0 0.12000000000000005 0.06499999999999999 24.0 13.0 0.0 0.6922826 0.6919784000000001 0.0009521964 0.0010442084 0.69314647 0.693138 0.69023716 0.68999964 -0.031597690958378305 0.0 -0.031597690958378305 -0.031597690958378305 0.01118022499198447 0.0 0.01118022499198447 0.01118022499198447
61 60 12.0 11.0 0.0 28.0 45.0 1.0 28.0 45.0 1323.0 1313.0 0.0 0.14000000000000004 0.2250000000000001 28.0 45.0 0.0 0.69248164 0.69283384 0.0007155574 0.00056457636 0.6931411 0.6931425999999999 0.6904499 0.6905526 -0.013130468949866995 0.0 -0.013130468949866995 -0.013130468949866995 0.02155703155302788 0.0 0.02155703155302788 0.02155703155302788
62 61 13.0 12.0 0.0 21.0 25.0 1.0 21.0 25.0 1344.0 1338.0 0.0 0.10500000000000002 0.12500000000000006 21.0 25.0 0.0 0.69305253 0.6930046 0.00019035569999999998 0.0001833537 0.69314694 0.6931468000000001 0.6923161999999999 0.69252366 -0.001212921884212133 0.0 -0.001212921884212133 -0.001212921884212133 0.02179618271615199 0.0 0.02179618271615199 0.02179618271615199
63 62 14.0 13.0 0.0 28.0 41.0 1.0 28.0 41.0 1372.0 1379.0 0.0 0.14000000000000004 0.2050000000000001 28.0 41.0 0.0 0.6930911 0.6930528 9.2517745e-05 0.0001415187 0.69314694 0.6928399000000001 0.69260305 -0.01933573807846872 0.0 -0.01933573807846872 -0.01933573807846872 0.014050063842584478 0.0 0.014050063842584478 0.014050063842584478
64 63 15.0 14.0 0.0 21.0 26.0 1.0 21.0 26.0 1393.0 1405.0 0.0 0.10500000000000002 0.13000000000000006 21.0 26.0 0.0 0.6931308 0.69210374 1.952594e-05 0.0012517569 0.69314694 0.6931468000000001 0.69308174 0.6890799 0.0012392893147265018 0.0 0.0012392893147265018 0.0012392893147265018 0.018900542303441948 0.0 0.018900542303441948 0.018900542303441948
65 64 16.0 15.0 0.0 16.0 10.0 1.0 16.0 10.0 1409.0 1415.0 0.0 0.08 0.05 16.0 10.0 0.0 0.69165504 0.6907899000000001 0.0010809667999999999 0.0024355373000000003 0.69314605 0.69309163 0.6897310000000001 0.68573976 -0.01830846973829003 0.0 -0.01830846973829003 -0.01830846973829003 0.011523448411690956 0.0 0.011523448411690956 0.011523448411690956
66 65 17.0 16.0 0.0 8.0 23.0 1.0 8.0 23.0 1417.0 1438.0 0.0 0.04 0.11500000000000005 8.0 23.0 0.0 0.69028175 0.69200146 0.0025029283 0.001160857 0.69307137 0.69314617 0.6856161999999999 0.6897639 -0.03273143305829188 0.0 -0.03273143305829188 -0.03273143305829188 0.0050606356515092545 0.0 0.0050606356515092545 0.0050606356515092545
67 66 18.0 17.0 0.0 22.0 14.0 1.0 22.0 14.0 1439.0 1452.0 0.0 0.11000000000000004 0.06999999999999999 22.0 14.0 0.0 0.6930021 0.69159025 0.00029380593 0.001283201 0.6931468000000001 0.69307864 0.69207644 0.68859464 -0.06256290809694122 0.0 -0.06256290809694122 -0.06256290809694122 0.0014406270569194944 0.0 0.0014406270569194944 0.0014406270569194944
68 67 19.0 18.0 0.0 50.0 29.0 1.0 50.0 29.0 1489.0 1481.0 0.0 0.2500000000000001 0.14500000000000005 50.0 29.0 0.0 0.69277376 0.69276243 0.0007162167 0.0007392983999999999 0.6931337 0.69314504 0.68942666 0.6898246 -0.011435657787580534 0.0 -0.011435657787580534 -0.011435657787580534 0.013640539984662277 0.0 0.013640539984662277 0.013640539984662277
69 68 20.0 19.0 0.0 37.0 41.0 1.0 37.0 41.0 1526.0 1522.0 0.0 0.18500000000000008 0.2050000000000001 37.0 41.0 0.0 0.6921764 0.69272625 0.00076149113 0.0005500233000000001 0.6931299 0.69314694 0.6902728 0.6910531 0.05585134703183447 0.0 0.05585134703183447 0.05585134703183447 0.03615022005086632 0.0 0.03615022005086632 0.03615022005086632
70 69 21.0 20.0 0.0 8.0 12.0 1.0 8.0 12.0 1534.0 0.0 0.04 0.05999999999999999 8.0 12.0 0.0 0.6888643 0.68723506 0.0037551664 0.006286328000000001 0.6930845 0.6931234000000001 0.6818702 0.67382723 0.02113355283489111 0.0 0.02113355283489111 0.02113355283489111 0.028604865027624705 0.0 0.028604865027624705 0.028604865027624705
71 70 22.0 21.0 0.0 29.0 40.0 1.0 29.0 40.0 1563.0 1574.0 0.0 0.14500000000000005 0.2000000000000001 29.0 40.0 0.0 0.693066 0.6922596 0.00023172416 0.0013592575 0.69314694 0.69198215 0.68766654 -0.06701504590639225 0.0 -0.06701504590639225 -0.06701504590639225 0.0015431457918141495 0.0 0.0015431457918141495 0.0015431457918141495
72 71 23.0 22.0 0.0 24.0 11.0 1.0 24.0 11.0 1587.0 1585.0 0.0 0.12000000000000005 0.054999999999999986 24.0 11.0 0.0 0.6925511999999999 0.69285107 0.0009492235000000001 0.00030033855 0.69314134 0.69314694 0.689376 0.69228905 0.0009680032768352034 0.0 0.0009680032768352034 0.0009680032768352034 0.02135880977440598 0.0 0.02135880977440598 0.02135880977440598
73 72 24.0 23.0 0.0 28.0 19.0 1.0 28.0 19.0 1615.0 1604.0 0.0 0.14000000000000004 0.095 28.0 19.0 0.0 0.69022053 0.69303465 0.00418304 0.0001574603 0.6931124 0.69314694 0.67897356 0.69258964 -0.012546973120533648 0.0 -0.012546973120533648 -0.012546973120533648 0.015901359338594816 0.0 0.015901359338594816 0.015901359338594816
74 73 25.0 24.0 0.0 77.0 10.0 1.0 77.0 10.0 1692.0 1614.0 0.0 0.3850000000000002 0.05 77.0 10.0 0.0 0.69193697 0.6830676999999999 0.0016249539 0.0072515085 0.6931423000000001 0.6930057 0.68675745 0.6707584 -0.00048052835331950205 0.0 -0.00048052835331950205 -0.00048052835331950205 0.018272000377791902 0.0 0.018272000377791902 0.018272000377791902
75 74 26.0 25.0 0.0 11.0 40.0 1.0 11.0 40.0 1703.0 1654.0 0.0 0.054999999999999986 0.2000000000000001 11.0 40.0 0.0 0.6931269 0.69250363 1.5618692e-05 0.0010429182000000002 0.6931397 0.6931456 0.6930805999999999 0.6881527 0.08419389861660898 0.0 0.08419389861660898 0.08419389861660898 0.06861826400269984 0.0 0.06861826400269984 0.06861826400269984
76 75 27.0 26.0 0.0 21.0 16.0 1.0 21.0 16.0 1724.0 1670.0 0.0 0.10500000000000002 0.08 21.0 16.0 0.0 0.69086987 0.68699616 0.0025071757999999998 0.0051523624 0.69311816 0.69308925 0.68326855 0.6755339 -0.06160885528222155 0.0 -0.06160885528222155 -0.06160885528222155 0.004408319305110639 0.0 0.004408319305110639 0.004408319305110639
77 76 28.0 27.0 0.0 22.0 12.0 1.0 22.0 12.0 1746.0 1682.0 0.0 0.11000000000000004 0.05999999999999999 22.0 12.0 0.0 0.6931193 0.6926554 4.255157e-05 0.00032462736 0.6931466 0.693142 0.6930066 0.69214267 -0.02706763850769155 0.0 -0.02706763850769155 -0.02706763850769155 0.013490483897241036 0.0 0.013490483897241036 0.013490483897241036
78 77 29.0 28.0 0.0 17.0 25.0 1.0 17.0 25.0 1763.0 1707.0 0.0 0.085 0.12500000000000006 17.0 25.0 0.0 0.6889153 0.6922505999999999 0.0027535922999999997 0.0011265011 0.69311523 0.6931461999999999 0.6826215999999999 0.68820417 -0.02309271807986524 0.0 -0.02309271807986524 -0.02309271807986524 0.014047105167425545 0.0 0.014047105167425545 0.014047105167425545
79 78 30.0 29.0 0.0 19.0 21.0 1.0 19.0 21.0 1782.0 1728.0 0.0 0.095 0.10500000000000002 19.0 21.0 0.0 0.6931195 0.68833256 4.7573640000000004e-05 0.0039264713 0.69314694 0.69311327 0.69294393 0.6786298000000001 -0.037708173384657435 0.0 -0.037708173384657435 -0.037708173384657435 0.008879397467523108 0.0 0.008879397467523108 0.008879397467523108
80 79 31.0 30.0 0.0 22.0 46.0 1.0 22.0 46.0 1804.0 1774.0 0.0 0.11000000000000004 0.2300000000000001 22.0 46.0 0.0 0.6884505999999999 0.69220865 0.005779558000000001 0.0016846127999999999 0.6931458 0.6931468000000001 0.67530644 0.686553 -0.030209169693474192 0.0 -0.030209169693474192 -0.030209169693474192 0.01081261183791325 0.0 0.01081261183791325 0.01081261183791325
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103 102 54.0 53.0 0.0 30.0 49.0 1.0 30.0 49.0 2325.0 2334.0 0.0 0.15000000000000005 0.2450000000000001 30.0 49.0 0.0 0.69205767 0.69006574 0.0011694912 0.004892835999999999 0.69314694 0.69314325 0.6883664 0.6724255 -0.016093611673158134 0.0 -0.016093611673158134 -0.016093611673158134 0.01433744607755322 0.0 0.01433744607755322 0.01433744607755322
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105 104 56.0 55.0 0.0 20.0 15.0 1.0 20.0 15.0 2371.0 2375.0 0.0 0.10000000000000002 0.075 20.0 15.0 0.0 0.6920111999999999 0.6920012 0.001204117 0.001149897 0.69309175 0.6930159 0.68906665 0.68889433 -0.005836009303137554 0.0 -0.005836009303137554 -0.005836009303137554 0.020380151860926184 0.0 0.020380151860926184 0.020380151860926184
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107 106 58.0 57.0 0.0 19.0 35.0 1.0 19.0 35.0 2429.0 2435.0 0.0 0.095 0.17500000000000007 19.0 35.0 0.0 0.6771149999999999 0.6697563 0.013853859 0.0372855 0.69311696 0.69314694 0.6467864000000001 0.5476771 0.022127399432083424 0.0 0.022127399432083424 0.022127399432083424 0.03968792250357234 0.0 0.03968792250357234 0.03968792250357234
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131 130 82.0 81.0 0.0 27.0 45.0 1.0 27.0 45.0 3176.0 3078.0 0.0 0.13500000000000004 0.2250000000000001 27.0 45.0 0.0 0.6910656999999999 0.6725637 0.0026155242 0.019832851000000002 0.69314504 0.6931463000000001 0.68023664 0.62180525 -0.03139134413028267 0.0 -0.03139134413028267 -0.03139134413028267 0.01288782999211053 0.0 0.01288782999211053 0.01288782999211053
132 131 83.0 82.0 0.0 15.0 20.0 1.0 15.0 20.0 3191.0 3098.0 0.0 0.075 0.10000000000000002 15.0 20.0 0.0 0.6671234 0.6860929 0.026550377000000003 0.008696638000000001 0.69247854 0.6931424 0.61427236 0.66251147 -0.013108022738541062 0.0 -0.013108022738541062 -0.013108022738541062 0.023590656441565067 0.0 0.023590656441565067 0.023590656441565067
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134 133 85.0 84.0 0.0 27.0 69.0 1.0 27.0 69.0 3238.0 3188.0 0.0 0.13500000000000004 0.3450000000000002 27.0 69.0 0.0 0.6854839 0.6790029000000001 0.0068727084 0.01933009 0.69313633 0.6931463000000001 0.6699214 0.5937680000000001 -0.03044938103058208 0.0 -0.03044938103058208 -0.03044938103058208 0.012597567542196908 0.0 0.012597567542196908 0.012597567542196908
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137 136 88.0 87.0 0.0 20.0 26.0 1.0 20.0 26.0 3293.0 3259.0 0.0 0.10000000000000002 0.13000000000000006 20.0 26.0 0.0 0.68046904 0.6739509 0.012530488999999999 0.016323641 0.69288886 0.69296443 0.64458275 0.63845456 -0.038828375463921413 0.0 -0.038828375463921413 -0.038828375463921413 0.008031808823902253 0.0 0.008031808823902253 0.008031808823902253
138 137 89.0 88.0 0.0 18.0 13.0 1.0 18.0 13.0 3311.0 3272.0 0.0 0.09000000000000001 0.06499999999999999 18.0 13.0 0.0 0.67333865 0.6633203000000001 0.012460039 0.017749301999999998 0.69271886 0.6919538000000001 0.6487347 0.6241551 -0.029161254294772364 0.0 -0.029161254294772364 -0.029161254294772364 0.012180768119244264 0.0 0.012180768119244264 0.012180768119244264
139 138 90.0 89.0 0.0 18.0 17.0 1.0 18.0 17.0 3329.0 3289.0 0.0 0.09000000000000001 0.085 18.0 17.0 0.0 0.68554854 0.66236925 0.006588684399999999 0.024337316 0.6930443000000001 0.6929566 0.67207235 0.60213655 -0.03487913474049592 0.0 -0.03487913474049592 -0.03487913474049592 0.009219024383332894 0.0 0.009219024383332894 0.009219024383332894
140 139 91.0 90.0 0.0 20.0 12.0 1.0 20.0 12.0 3349.0 3301.0 0.0 0.10000000000000002 0.05999999999999999 20.0 12.0 0.0 0.6673289000000001 0.6514521 0.026311402999999997 0.036905188 0.6928968000000001 0.6931384 0.6156765000000001 0.57484865 -0.03444439610066291 0.0 -0.03444439610066291 -0.03444439610066291 0.00903865579352651 0.0 0.00903865579352651 0.00903865579352651
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142 141 93.0 92.0 0.0 16.0 19.0 1.0 16.0 19.0 3390.0 3347.0 0.0 0.08 0.095 16.0 19.0 0.0 0.6603513000000001 0.6606116999999999 0.016972363 0.02938957 0.6928451999999999 0.6923848000000001 0.6321718000000001 0.5943099000000001 -0.014858927176695088 0.0 -0.014858927176695088 -0.014858927176695088 0.02076114100560144 0.0 0.02076114100560144 0.02076114100560144
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146 145 97.0 96.0 0.0 13.0 43.0 1.0 13.0 43.0 3491.0 3454.0 0.0 0.06499999999999999 0.2150000000000001 13.0 43.0 0.0 0.67982733 0.68537736 0.011128576999999999 0.007805202 0.6929327 0.6931014 0.65853286 0.6633730999999999 0.01120191542615153 0.0 0.01120191542615153 0.01120191542615153 0.03929825176460317 0.0 0.03929825176460317 0.03929825176460317
147 146 98.0 97.0 0.0 57.0 27.0 1.0 57.0 27.0 3548.0 3481.0 0.0 0.2850000000000001 0.13500000000000004 57.0 27.0 0.0 0.6838956 0.68453413 0.010135844 0.00786152 0.6931459 0.6930509 0.6538009 0.6606653 -0.0517929512326888 0.0 -0.0517929512326888 -0.0517929512326888 0.004242219587453614 0.0 0.004242219587453614 0.004242219587453614
148 147 99.0 98.0 0.0 15.0 11.0 1.0 15.0 11.0 3563.0 3492.0 0.0 0.075 0.054999999999999986 15.0 11.0 0.0 0.6636689 0.6748599000000001 0.022484915 0.01213028 0.6925205 0.6922906 0.6146098000000001 0.65090287 0.04864914280703215 0.0 0.04864914280703215 0.04864914280703215 0.05786357008298624 0.0 0.05786357008298624 0.05786357008298624
149 148 100.0 99.0 0.0 68.0 38.0 1.0 68.0 38.0 3631.0 3530.0 0.0 0.3400000000000002 0.19000000000000009 68.0 38.0 0.0 0.6804066999999999 0.6742533 0.015362345 0.025071036 0.6931413000000001 0.6925775 0.6122801999999999 0.6001512 -0.04492709609952851 0.0 -0.04492709609952851 -0.04492709609952851 0.005622767716953701 0.0 0.005622767716953701 0.005622767716953701
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151 150 102.0 101.0 0.0 46.0 32.0 1.0 46.0 32.0 3722.0 3577.0 0.0 0.2300000000000001 0.16000000000000006 46.0 32.0 0.0 0.6878885 0.6785952 0.005958103 0.015826983 0.6931335999999999 0.6930864000000001 0.6721946999999999 0.6306398 0.02302528165080503 0.0 0.02302528165080503 0.02302528165080503 0.04859612685008797 0.0 0.04859612685008797 0.04859612685008797
152 151 103.0 102.0 0.0 27.0 31.0 1.0 27.0 31.0 3749.0 3608.0 0.0 0.13500000000000004 0.15500000000000005 27.0 31.0 0.0 0.6877734000000001 0.68093914 0.0054391613 0.011569393999999998 0.6931457 0.69206715 0.67567664 0.6503931 0.025381452984776776 0.0 0.025381452984776776 0.025381452984776776 0.04784443255313727 0.0 0.04784443255313727 0.04784443255313727
153 152 104.0 103.0 0.0 16.0 21.0 1.0 16.0 21.0 3765.0 3629.0 0.0 0.08 0.10500000000000002 16.0 21.0 0.0 0.67946494 0.6413483 0.01187392 0.048824497 0.6925491 0.6931448 0.6528516 0.50631255 -0.013656629430250715 0.0 -0.013656629430250715 -0.013656629430250715 0.02376243198264141 0.0 0.02376243198264141 0.02376243198264141
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156 155 107.0 106.0 0.0 20.0 19.0 1.0 20.0 19.0 3849.0 3719.0 0.0 0.10000000000000002 0.095 20.0 19.0 0.0 0.6868556 0.67309326 0.005677738000000001 0.016662356 0.6931416 0.6931331000000001 0.67415977 0.62934816 0.0017824217441527626 0.0 0.0017824217441527626 0.0017824217441527626 0.03456973919990452 0.0 0.03456973919990452 0.03456973919990452
157 156 108.0 107.0 0.0 35.0 16.0 1.0 35.0 16.0 3884.0 3735.0 0.0 0.17500000000000007 0.08 35.0 16.0 0.0 0.67816633 0.6793932 0.021247413 0.015408544 0.69314635 0.6931438 0.6004666 0.6389154 -0.03130699872554108 0.0 -0.03130699872554108 -0.03130699872554108 0.011943435556686016 0.0 0.011943435556686016 0.011943435556686016
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162 161 113.0 112.0 0.0 41.0 20.0 1.0 41.0 20.0 4004.0 3905.0 0.0 0.2050000000000001 0.10000000000000002 41.0 20.0 0.0 0.67921543 0.6439819 0.016076904 0.04496208 0.69308484 0.69303894 0.61977315 0.52730787 -0.03373132517989095 0.0 -0.03373132517989095 -0.03373132517989095 0.010500996169229582 0.0 0.010500996169229582 0.010500996169229582
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166 165 117.0 116.0 0.0 23.0 1.0 23.0 4083.0 4004.0 0.0 0.11500000000000005 23.0 0.0 0.6869270000000001 0.67070967 0.007959974 0.024921646000000002 0.6930908 0.69277894 0.66150725 0.59711456 -0.02483204730883844 0.0 -0.02483204730883844 -0.02483204730883844 0.015395703306891157 0.0 0.015395703306891157 0.015395703306891157
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217 216 168.0 167.0 0.0 22.0 48.0 1.0 22.0 48.0 5595.0 5669.0 0.0 0.11000000000000004 0.2400000000000001 22.0 48.0 0.0 0.6390898 0.6591225000000001 0.042397194000000006 0.028648003999999998 0.69314194 0.69314325 0.5507975 0.5806420999999999 -0.01922960654864925 0.0 -0.01922960654864925 -0.01922960654864925 0.02383951205420029 0.0 0.02383951205420029 0.02383951205420029
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219 218 170.0 169.0 0.0 31.0 35.0 1.0 31.0 35.0 5655.0 5726.0 0.0 0.15500000000000005 0.17500000000000007 31.0 35.0 0.0 0.6643164 0.66869885 0.03191531 0.02504079 0.6931468000000001 0.6931467 0.5852885 0.58864474 -0.01214767056891495 0.0 -0.01214767056891495 -0.01214767056891495 0.028250824476322125 0.0 0.028250824476322125 0.028250824476322125
220 219 171.0 170.0 0.0 85.0 21.0 1.0 85.0 21.0 5740.0 5747.0 0.0 0.42500000000000027 0.10500000000000002 85.0 21.0 0.0 0.6742423000000001 0.65570045 0.020348156000000003 0.035889952999999995 0.69314176 0.69314533 0.6080369999999999 0.5742477 -0.007777593071619123 0.0 -0.007777593071619123 -0.007777593071619123 0.031129525521185936 0.0 0.031129525521185936 0.031129525521185936
221 220 172.0 171.0 0.0 16.0 68.0 1.0 16.0 68.0 5756.0 5815.0 0.0 0.08 0.3400000000000002 16.0 68.0 0.0 0.67206496 0.67377526 0.018371256000000002 0.023752997 0.6931275 0.69314575 0.6330985 0.5704627 0.07800970476781187 0.0 0.07800970476781187 0.07800970476781187 0.08451926945619485 0.0 0.08451926945619485 0.08451926945619485
222 221 173.0 172.0 0.0 85.0 12.0 1.0 85.0 12.0 5841.0 5827.0 0.0 0.42500000000000027 0.05999999999999999 85.0 12.0 0.0 0.6731679 0.6313793000000001 0.021211583 0.03832572 0.6931468000000001 0.6928804000000001 0.5846418000000001 0.547421 -0.047398614067320835 0.0 -0.047398614067320835 -0.047398614067320835 0.006903995206355471 0.0 0.006903995206355471 0.006903995206355471
223 222 174.0 173.0 0.0 54.0 58.0 1.0 54.0 58.0 5895.0 5885.0 0.0 0.2700000000000001 0.2900000000000001 54.0 58.0 0.0 0.65967214 0.66505045 0.031534445 0.028303195 0.6930491 0.6931279 0.5666108 0.55157405 0.07809349139007 0.0 0.07809349139007 0.07809349139007 0.08136692368970948 0.0 0.08136692368970948 0.08136692368970948
224 223 175.0 174.0 0.0 14.0 12.0 1.0 14.0 12.0 5909.0 5897.0 0.0 0.06999999999999999 0.05999999999999999 14.0 12.0 0.0 0.6512131999999999 0.63177973 0.0404985 0.036184084 0.6925299 0.6927339 0.5424008000000001 0.55872023 0.02844607922706855 0.0 0.02844607922706855 0.02844607922706855 0.06319122370144166 0.0 0.06319122370144166 0.06319122370144166
225 224 176.0 175.0 0.0 35.0 42.0 1.0 35.0 42.0 5944.0 5939.0 0.0 0.17500000000000007 0.2100000000000001 35.0 42.0 0.0 0.6697814000000001 0.6655469 0.027521003 0.033985395 0.6931448 0.6931454 0.5941199 0.539849 -0.0560273789703041 0.0 -0.0560273789703041 -0.0560273789703041 0.005256527868291884 0.0 0.005256527868291884 0.005256527868291884
226 225 177.0 176.0 0.0 96.0 29.0 1.0 96.0 29.0 6040.0 5968.0 0.0 0.4800000000000003 0.14500000000000005 96.0 29.0 0.0 0.6766014 0.6608282 0.016842442 0.035957467 0.6931468000000001 0.6931467 0.61440575 0.55187505 -0.003327012096909009 0.0 -0.003327012096909009 -0.003327012096909009 0.03829013004453776 0.0 0.03829013004453776 0.03829013004453776