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* 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
25 KiB
25 KiB
| 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 | 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 | Q/Mean | Q/Stdev | Q/Max | Q/Min | TD targets/Mean | TD targets/Stdev | TD targets/Max | TD targets/Min | actions/Mean | actions/Stdev | actions/Max | actions/Min |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 1 | 0.0 | 1.0 | 246.0 | 1.0 | 50.0 | 50.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 3 | 2 | 0.0 | 1.0 | 492.0 | 2.0 | 50.0 | 100.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 4 | 3 | 0.0 | 1.0 | 738.0 | 3.0 | 50.0 | 150.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 5 | 4 | 0.0 | 1.0 | 984.0 | 4.0 | 50.0 | 200.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 6 | 5 | 0.0 | 1.0 | 1230.0 | 5.0 | 50.0 | 250.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 7 | 6 | 0.0 | 1.0 | 1476.0 | 6.0 | 50.0 | 300.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 8 | 7 | 0.0 | 1.0 | 1722.0 | 7.0 | 50.0 | 350.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 9 | 8 | 0.0 | 1.0 | 1968.0 | 8.0 | 50.0 | 400.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 10 | 9 | 0.0 | 1.0 | 2214.0 | 9.0 | 50.0 | 450.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 11 | 10 | 0.0 | 1.0 | 2460.0 | 10.0 | 50.0 | 500.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 12 | 11 | 0.0 | 1.0 | 2706.0 | 11.0 | 50.0 | 550.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 13 | 12 | 0.0 | 1.0 | 2952.0 | 12.0 | 50.0 | 600.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 14 | 13 | 0.0 | 1.0 | 3198.0 | 13.0 | 50.0 | 650.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 15 | 14 | 0.0 | 1.0 | 3444.0 | 14.0 | 50.0 | 700.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 16 | 15 | 0.0 | 1.0 | 3690.0 | 15.0 | 50.0 | 750.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 17 | 16 | 0.0 | 1.0 | 3936.0 | 16.0 | 50.0 | 800.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 18 | 17 | 0.0 | 1.0 | 4182.0 | 17.0 | 50.0 | 850.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 19 | 18 | 0.0 | 1.0 | 4428.0 | 18.0 | 50.0 | 900.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 20 | 19 | 0.0 | 1.0 | 4674.0 | 19.0 | 50.0 | 950.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 21 | 20 | 0.0 | 1.0 | 4920.0 | 20.0 | 50.0 | 1000.0 | 0.1 | 0.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 22 | 21 | 0.0 | 1.0 | 5166.0 | 21.0 | 50.0 | 1050.0 | 0.1 | 1.0 | |||||||||||||||||||||||||||||||||||||||||||||||||
| 23 | 22 | 40.0 | 0.0 | 5412.0 | 22.0 | 50.0 | 1100.0 | 0.1 | -50.0 | -50.0 | 1.0 | 2.033169344998896 | 0.8503915371707895 | 3.1789382435381413 | 0.2641911804676056 | 0.001 | 0.0 | 0.001 | 0.001 | 0.35779983 | 0.41348153 | 2.3190928 | 0.08294742599999999 | -0.083866745 | 0.03603921 | 0.014063141999999999 | -0.18772064 | -0.17361241894068372 | 0.32987945799208257 | 0.0 | -0.9441199861466884 | 0.2592559472165228 | 0.3901920793387964 | 1.227823900542619 | -0.9372007403745176 | |||||||||||||||||||||||
| 24 | 23 | 80.0 | 0.0 | 5658.0 | 23.0 | 50.0 | 1150.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.69600695 | 0.20132177 | -0.40700984 | -1.0752876 | -0.2017748456279977 | 0.44014523248142573 | 0.9568684479780788 | -1.1499666634627257 | |||||||||||||||||||||||||||||||||||||||
| 25 | 24 | 120.0 | 0.0 | 5904.0 | 24.0 | 50.0 | 1200.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.2625192 | 0.077570975 | -0.15028442 | -0.46637243 | -0.08047236305717266 | 0.4405958947718572 | 0.9849893537921456 | -0.9840788640688172 | |||||||||||||||||||||||||||||||||||||||
| 26 | 25 | 160.0 | 0.0 | 6150.0 | 25.0 | 50.0 | 1250.0 | 0.1 | -50.0 | -50.0 | 0.0 | -0.31883436 | 0.10105262 | -0.18117407 | -0.55365396 | -0.2381124350415792 | 0.7644946262318173 | 1.3687597388090078 | -1.3640676098882232 | |||||||||||||||||||||||||||||||||||||||
| 27 | 26 | 200.0 | 0.0 | 6396.0 | 26.0 | 50.0 | 1300.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.44966558 | 0.057271924 | -0.34354517 | -0.5619543 | 0.09225022095952927 | 0.4674130128771021 | 0.9948808575127016 | -0.98098311874754 | |||||||||||||||||||||||||||||||||||||||
| 28 | 27 | 240.0 | 0.0 | 6642.0 | 27.0 | 50.0 | 1350.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.3887163 | 0.12020039 | -0.10681721599999999 | -0.5871491999999999 | 0.02882614925213468 | 0.7245312611329325 | 1.414451093509742 | -1.3259532360525004 | |||||||||||||||||||||||||||||||||||||||
| 29 | 28 | 280.0 | 0.0 | 6888.0 | 28.0 | 50.0 | 1400.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.08946984 | 0.036168184 | -0.04535828 | -0.19107908 | -0.06379664108911927 | 0.6124231384143561 | 1.1417325493151642 | -1.434773825976917 | |||||||||||||||||||||||||||||||||||||||
| 30 | 29 | 320.0 | 0.0 | 7134.0 | 29.0 | 50.0 | 1450.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.24765486 | 0.15735027 | -0.06830712 | -0.66274416 | 0.3411059991054933 | 0.7470399747270603 | 1.3737038443238658 | -1.3058005285253458 | |||||||||||||||||||||||||||||||||||||||
| 31 | 30 | 360.0 | 0.0 | 7380.0 | 30.0 | 50.0 | 1500.0 | 0.1 | -45.0 | -45.0 | 0.0 | -0.47853696 | 0.17921549 | 0.04704136 | -0.620168 | 0.016244398959793925 | 0.8505796629281135 | 1.6498611085007715 | -1.3084653584859094 | |||||||||||||||||||||||||||||||||||||||
| 32 | 31 | 400.0 | 0.0 | 7626.0 | 31.0 | 50.0 | 1550.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.9223978999999999 | 0.09895678599999999 | -0.7069314 | -1.1365553 | -0.3307199870225228 | 0.7301158053509997 | 1.1335083099505938 | -1.3476448528721057 | |||||||||||||||||||||||||||||||||||||||
| 33 | 32 | 440.0 | 0.0 | 7872.0 | 32.0 | 50.0 | 1600.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.0253412 | 0.027820772 | -0.9528443999999999 | -1.1011435 | -0.02630630283170528 | 0.7273559432151919 | 1.7432267339596406 | -1.3678844942920394 | |||||||||||||||||||||||||||||||||||||||
| 34 | 33 | 480.0 | 0.0 | 8118.0 | 33.0 | 50.0 | 1650.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.7937166999999999 | 0.056945752 | -0.72814316 | -0.95869875 | 0.0427060223727264 | 0.6495070552225094 | 1.3751033320077548 | -1.2825470697801584 | |||||||||||||||||||||||||||||||||||||||
| 35 | 34 | 520.0 | 0.0 | 8364.0 | 34.0 | 50.0 | 1700.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.3304938 | 0.07710761 | -1.1769803 | -1.4846857 | -0.3367912392790257 | 0.8604408859359818 | 1.4170751078702792 | -1.5739572669313346 | |||||||||||||||||||||||||||||||||||||||
| 36 | 35 | 560.0 | 0.0 | 8610.0 | 35.0 | 50.0 | 1750.0 | 0.1 | -50.0 | -50.0 | 0.0 | -0.22455922 | 0.12441484 | -0.06715275 | -0.53386915 | -0.15431741713683755 | 0.8108148196066268 | 1.3198284880850988 | -1.4052889829358401 | |||||||||||||||||||||||||||||||||||||||
| 37 | 36 | 600.0 | 0.0 | 8856.0 | 36.0 | 50.0 | 1800.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.6364688 | 0.11232845 | -1.4239153999999998 | -1.8007768 | 0.12538768773706116 | 0.7773826034465258 | 1.4270365165578809 | -1.3059165236608286 | |||||||||||||||||||||||||||||||||||||||
| 38 | 37 | 640.0 | 0.0 | 9102.0 | 37.0 | 50.0 | 1850.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.1600919 | 0.09548019 | -0.9979508 | -1.3798517 | -0.2101437122506841 | 0.7299084939568837 | 1.3239703718715294 | -1.3405360693743478 | |||||||||||||||||||||||||||||||||||||||
| 39 | 38 | 680.0 | 0.0 | 9348.0 | 38.0 | 50.0 | 1900.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.3305348999999997 | 0.116743065 | -1.0830333 | -1.5264891 | -0.13112553941845362 | 0.7211228984173159 | 1.3996307691678809 | -1.3468167621102938 | |||||||||||||||||||||||||||||||||||||||
| 40 | 39 | 720.0 | 0.0 | 9594.0 | 39.0 | 50.0 | 1950.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.2972268999999998 | 0.058427718 | -1.2196242 | -1.5283513000000002 | 0.25671410875166656 | 0.8036334262987821 | 1.4302267688224153 | -1.3225048658422485 | |||||||||||||||||||||||||||||||||||||||
| 41 | 40 | 760.0 | 0.0 | 9840.0 | 40.0 | 50.0 | 2000.0 | 0.1 | -50.0 | -50.0 | 0.0 | -1.4697117 | 0.038868353 | -1.4092494 | -1.540408 | 0.2276868617090017 | 0.8111693009016268 | 1.368896955665806 | -1.5112654330797746 | |||||||||||||||||||||||||||||||||||||||
| 42 | 41 | 800.0 | 0.0 | 10086.0 | 41.0 | 50.0 | 2050.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.7228299999999999 | 0.022774475 | -1.6553037 | -1.7921136999999998 | -0.19972705595778964 | 0.7267129129139068 | 1.2971051014653034 | -1.5348926940943108 | |||||||||||||||||||||||||||||||||||||||
| 43 | 42 | 840.0 | 0.0 | 10332.0 | 42.0 | 50.0 | 2100.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.7413901999999999 | 0.14767262 | -0.3261515 | -1.1271408 | 0.2219154802728016 | 0.7686696399754069 | 1.497686934130685 | -1.4622850936414942 | |||||||||||||||||||||||||||||||||||||||
| 44 | 43 | 880.0 | 0.0 | 10578.0 | 43.0 | 50.0 | 2150.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.7500425000000001 | 0.20472693 | -0.40012062 | -0.99210334 | -0.30522987292560017 | 0.6826276054613221 | 1.2977333109631322 | -1.4360051523566801 | |||||||||||||||||||||||||||||||||||||||
| 45 | 44 | 920.0 | 0.0 | 10824.0 | 44.0 | 50.0 | 2200.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.3761786 | 0.04053226 | -1.2902478000000002 | -1.4844601999999998 | 0.4024127020423876 | 0.6535421413204898 | 1.4943356736073987 | -1.3483212559880042 | |||||||||||||||||||||||||||||||||||||||
| 46 | 45 | 960.0 | 0.0 | 11070.0 | 45.0 | 50.0 | 2250.0 | 0.1 | -50.0 | -50.0 | 0.0 | -1.8783398999999998 | 0.03977133 | -1.7768986 | -1.9697291000000001 | 0.04269314775076626 | 0.7247493686973878 | 1.2452966579051927 | -1.60697939463197 | |||||||||||||||||||||||||||||||||||||||
| 47 | 46 | 1000.0 | 0.0 | 11316.0 | 46.0 | 50.0 | 2300.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.0949825 | 0.18261002 | -0.8952986999999999 | -1.6789366999999997 | 0.2551858372757968 | 0.8980287786694482 | 1.48400020012413 | -1.4256590199749255 | |||||||||||||||||||||||||||||||||||||||
| 48 | 47 | 1040.0 | 0.0 | 11562.0 | 47.0 | 50.0 | 2350.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.0997261999999999 | 0.13790886 | -0.88532746 | -1.3162924999999999 | -0.10651769054155986 | 0.7467990916818971 | 1.3751687413337867 | -1.2916148280605215 | |||||||||||||||||||||||||||||||||||||||
| 49 | 48 | 1080.0 | 0.0 | 11808.0 | 48.0 | 50.0 | 2400.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.9568421000000003 | 0.031073198 | -1.8812268 | -2.0352851999999997 | 0.02392523589586509 | 0.8791199768742908 | 1.5540368983189357 | -1.4150253806918207 | |||||||||||||||||||||||||||||||||||||||
| 50 | 49 | 1120.0 | 0.0 | 12054.0 | 49.0 | 50.0 | 2450.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.4240968 | 0.0695922 | -1.3224534 | -1.6216253999999999 | -0.16687028049044322 | 0.7747990127951201 | 1.2533364593219234 | -1.3332732117039794 | |||||||||||||||||||||||||||||||||||||||
| 51 | 50 | 1160.0 | 0.0 | 12300.0 | 50.0 | 50.0 | 2500.0 | 0.1 | -50.0 | -50.0 | 0.0 | -1.4511855 | 0.061609317000000004 | -1.3876598 | -1.6153374 | 0.4568101533446669 | 0.6564039140440732 | 1.4522356818687945 | -1.3766052101729644 | |||||||||||||||||||||||||||||||||||||||
| 52 | 51 | 1200.0 | 0.0 | 12546.0 | 51.0 | 50.0 | 2550.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.2596988999999996 | 0.21262656 | -1.7902919999999998 | -2.4497173 | 0.3229970872066022 | 0.8698573675787671 | 1.5756605624822606 | -1.5719706032018492 | |||||||||||||||||||||||||||||||||||||||
| 53 | 52 | 1240.0 | 0.0 | 12792.0 | 52.0 | 50.0 | 2600.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.4791634 | 0.63583505 | -1.8924183 | -3.991961 | -0.21487802485225654 | 0.7654750985244828 | 1.2148287999055831 | -1.4314497739134042 | |||||||||||||||||||||||||||||||||||||||
| 54 | 53 | 1280.0 | 0.0 | 13038.0 | 53.0 | 50.0 | 2650.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.887733 | 0.02124146 | -1.8334663 | -1.9262952000000002 | 0.21953338126200905 | 0.7500121555234551 | 1.5712411644872346 | -1.2143796661660864 | |||||||||||||||||||||||||||||||||||||||
| 55 | 54 | 1320.0 | 0.0 | 13284.0 | 54.0 | 50.0 | 2700.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.8398918999999998 | 0.15510646 | -1.6592069999999999 | -2.1804787999999995 | -0.3064700078343071 | 0.7294935731140658 | 1.5306664199048594 | -1.3552070396446425 | |||||||||||||||||||||||||||||||||||||||
| 56 | 55 | 1360.0 | 0.0 | 13530.0 | 55.0 | 50.0 | 2750.0 | 0.1 | -50.0 | -50.0 | 0.0 | -1.4141246 | 0.03262754 | -1.2785368000000001 | -1.4913266 | 0.08377688391211034 | 0.7408287105325363 | 1.2601677357389125 | -1.2046826144243492 | |||||||||||||||||||||||||||||||||||||||
| 57 | 56 | 1400.0 | 0.0 | 13776.0 | 56.0 | 50.0 | 2800.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.6504029999999998 | 0.07072988 | -1.5547342 | -1.8263569 | -0.04990008420463772 | 0.7079622603411089 | 1.322484301451692 | -1.5006165730557879 | |||||||||||||||||||||||||||||||||||||||
| 58 | 57 | 1440.0 | 0.0 | 14022.0 | 57.0 | 50.0 | 2850.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.70784163 | 0.39850888 | -0.15071458 | -1.4815607 | 0.013707152026747074 | 0.8370426975925558 | 1.6409586994157928 | -1.432337582474792 | |||||||||||||||||||||||||||||||||||||||
| 59 | 58 | 1480.0 | 0.0 | 14268.0 | 58.0 | 50.0 | 2900.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.2254953 | 0.03305099 | -2.160102 | -2.3088424 | -0.2757734378829225 | 0.7349966227722513 | 1.179067873081431 | -1.4301928495386762 | |||||||||||||||||||||||||||||||||||||||
| 60 | 59 | 1520.0 | 0.0 | 14514.0 | 59.0 | 50.0 | 2950.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.625879 | 0.12703513 | -1.3964875 | -1.8966624 | -0.016055297168950357 | 0.7574066158055432 | 1.3780487650322228 | -1.4446393671908773 | |||||||||||||||||||||||||||||||||||||||
| 61 | 60 | 1560.0 | 0.0 | 14760.0 | 60.0 | 50.0 | 3000.0 | 0.1 | -50.0 | -50.0 | 0.0 | -2.8125186 | 0.26148632 | -1.9427994 | -3.0855912999999995 | 0.5866255516228062 | 0.6429663652721529 | 1.6102285400431031 | -1.339575257666099 | |||||||||||||||||||||||||||||||||||||||
| 62 | 61 | 1600.0 | 0.0 | 15006.0 | 61.0 | 50.0 | 3050.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.3778949000000003 | 0.12269698 | -2.0949543 | -2.582192 | -0.2983124131246155 | 0.8117339949587317 | 1.4650833701662742 | -1.4001502673363824 | |||||||||||||||||||||||||||||||||||||||
| 63 | 62 | 1640.0 | 0.0 | 15252.0 | 62.0 | 50.0 | 3100.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.9246526999999998 | 0.22166970000000003 | -1.629804 | -2.3400679 | 0.023267179067563943 | 0.8242012986431698 | 1.4072669005631666 | -1.4290240879624103 | |||||||||||||||||||||||||||||||||||||||
| 64 | 63 | 1680.0 | 0.0 | 15498.0 | 63.0 | 50.0 | 3150.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.1005133 | 0.05581179 | -1.0090681000000001 | -1.2913576 | 0.38708132308871396 | 0.6112692861789656 | 1.5019505807089404 | -1.1291811534989495 | |||||||||||||||||||||||||||||||||||||||
| 65 | 64 | 1720.0 | 0.0 | 15744.0 | 64.0 | 50.0 | 3200.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.7372527 | 0.50254893 | -2.224364 | -4.1089597 | -0.5386114412393812 | 0.6856163039191912 | 1.3840677228595573 | -1.4878649054376292 | |||||||||||||||||||||||||||||||||||||||
| 66 | 65 | 1760.0 | 0.0 | 15990.0 | 65.0 | 50.0 | 3250.0 | 0.1 | -50.0 | -50.0 | 0.0 | -0.44943320000000003 | 0.12588142 | -0.18943691 | -0.6058775 | 0.2610410988128002 | 0.8108263914150424 | 1.4367657586692713 | -1.4549956358951526 | |||||||||||||||||||||||||||||||||||||||
| 67 | 66 | 1800.0 | 0.0 | 16236.0 | 66.0 | 50.0 | 3300.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.9364830000000002 | 0.11262418 | -1.7692693 | -2.1609827999999998 | 0.006778235609871768 | 0.7491662730989871 | 1.4197496527888105 | -1.3352868002453735 | |||||||||||||||||||||||||||||||||||||||
| 68 | 67 | 1840.0 | 0.0 | 16482.0 | 67.0 | 50.0 | 3350.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.3749443000000001 | 0.32924566 | -1.0613506000000001 | -1.9931729 | -0.16255697219049378 | 0.7609616144408035 | 1.283837952846872 | -1.5003897122572196 | |||||||||||||||||||||||||||||||||||||||
| 69 | 68 | 1880.0 | 0.0 | 16728.0 | 68.0 | 50.0 | 3400.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.6807756 | 0.051952362 | -2.5637708 | -2.746378 | 0.5087035009468893 | 0.6536226579409306 | 1.4450647015885665 | -1.4680872109611465 | |||||||||||||||||||||||||||||||||||||||
| 70 | 69 | 1920.0 | 0.0 | 16974.0 | 69.0 | 50.0 | 3450.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.964162 | 0.20525181 | -1.5283898999999999 | -2.1946072999999995 | -0.1842285249560312 | 0.8336528100252862 | 1.4655713363705043 | -1.3965235642365534 | |||||||||||||||||||||||||||||||||||||||
| 71 | 70 | 1960.0 | 0.0 | 17220.0 | 70.0 | 50.0 | 3500.0 | 0.1 | -50.0 | -50.0 | 0.0 | -1.9010221999999999 | 0.23892573 | -1.6515872 | -2.585541 | -0.4807979413370445 | 0.7103896114546249 | 1.1969149402246186 | -1.4034559769984063 | |||||||||||||||||||||||||||||||||||||||
| 72 | 71 | 2000.0 | 0.0 | 17466.0 | 71.0 | 50.0 | 3550.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.7313718 | 0.27999409999999997 | -1.3405614 | -2.2841207999999997 | 0.21034933372019984 | 0.8510487726834879 | 1.3737059403773917 | -1.6120096897674407 | |||||||||||||||||||||||||||||||||||||||
| 73 | 72 | 2040.0 | 0.0 | 17712.0 | 72.0 | 50.0 | 3600.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.7205505000000003 | 0.13725172 | -2.5462599 | -3.0063925 | 0.2739059555078387 | 0.7536687862522023 | 1.4429531858860387 | -1.3420880015785193 | |||||||||||||||||||||||||||||||||||||||
| 74 | 73 | 2080.0 | 0.0 | 17958.0 | 73.0 | 50.0 | 3650.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.3674426 | 0.09728077 | -3.2732415 | -3.6456112999999997 | -0.3543825207519473 | 0.7170171366465863 | 1.1274625363413708 | -1.5088593335279223 | |||||||||||||||||||||||||||||||||||||||
| 75 | 74 | 2120.0 | 0.0 | 18204.0 | 74.0 | 50.0 | 3700.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.4865901000000001 | 0.2500631 | -1.0712678 | -1.9009004 | 0.31145464316431626 | 0.7799197969347277 | 1.455261865487077 | -1.3463735456440913 | |||||||||||||||||||||||||||||||||||||||
| 76 | 75 | 2160.0 | 0.0 | 18450.0 | 75.0 | 50.0 | 3750.0 | 0.1 | -50.0 | -50.0 | 0.0 | -1.4173334 | 0.07337376 | -1.2718675 | -1.5832715 | 0.19012859226705253 | 0.7976800341424596 | 1.4385122345376309 | -1.4377212587612993 | |||||||||||||||||||||||||||||||||||||||
| 77 | 76 | 2200.0 | 0.0 | 18696.0 | 76.0 | 50.0 | 3800.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.8371202000000002 | 0.26847792 | -1.5797471 | -2.4213188 | 0.350906047953917 | 0.873848515247611 | 1.3936589453765458 | -1.322788803615944 | |||||||||||||||||||||||||||||||||||||||
| 78 | 77 | 2240.0 | 0.0 | 18942.0 | 77.0 | 50.0 | 3850.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.735418 | 0.10068395 | -2.5927787 | -2.945773 | -0.41515301318513104 | 0.7049003700784012 | 1.4338445369816888 | -1.4077773226900596 | |||||||||||||||||||||||||||||||||||||||
| 79 | 78 | 2280.0 | 0.0 | 19188.0 | 78.0 | 50.0 | 3900.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.5546317 | 0.21695954 | -0.17885058 | -0.9201853000000001 | -0.32007060879732663 | 0.8448928579113902 | 1.353307753915339 | -1.4494403592041702 | |||||||||||||||||||||||||||||||||||||||
| 80 | 79 | 2320.0 | 0.0 | 19434.0 | 79.0 | 50.0 | 3950.0 | 0.1 | 0.0 | 0.0 | 1.0 | -0.14709921 | 0.13921742 | -0.023953345 | -0.5407897 | -0.014769551140748302 | 0.7787187996297174 | 1.3218870738761437 | -1.4582294864115697 | |||||||||||||||||||||||||||||||||||||||
| 81 | 80 | 2360.0 | 0.0 | 19680.0 | 80.0 | 50.0 | 4000.0 | 0.1 | 0.0 | 0.0 | 0.0 | -0.1023666 | 0.04695243 | -0.027832968 | -0.20938143 | 0.06608323907064825 | 0.8860916699505063 | 1.5120961475676309 | -1.4138220257875758 | |||||||||||||||||||||||||||||||||||||||
| 82 | 81 | 2400.0 | 0.0 | 19926.0 | 81.0 | 50.0 | 4050.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.1014357000000006 | 0.20277213 | -1.6412936000000002 | -2.3556743 | -0.03797935139369777 | 0.7462496985679319 | 1.3328335264201845 | -1.4144462370541617 | |||||||||||||||||||||||||||||||||||||||
| 83 | 82 | 2440.0 | 0.0 | 20172.0 | 82.0 | 50.0 | 4100.0 | 0.1 | 0.0 | 0.0 | 1.0 | -1.0106189 | 0.13590429999999998 | -0.6872054 | -1.3695973 | -0.21914019452889388 | 0.809759532250892 | 1.3152777893070762 | -1.4194264280294104 | |||||||||||||||||||||||||||||||||||||||
| 84 | 83 | 2480.0 | 0.0 | 20418.0 | 83.0 | 50.0 | 4150.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.3111099999999998 | 0.3365883 | -1.9075852999999998 | -2.9735315 | -0.4530567286828054 | 0.5782678053759127 | 1.022169542183727 | -1.3848625461049413 | |||||||||||||||||||||||||||||||||||||||
| 85 | 84 | 2520.0 | 0.0 | 20664.0 | 84.0 | 50.0 | 4200.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.0684311 | 0.13012081 | -2.7071897999999996 | -3.2334107999999997 | 0.15070278734554665 | 0.8337925996016946 | 1.406189822130373 | -1.494632426377883 | |||||||||||||||||||||||||||||||||||||||
| 86 | 85 | 2560.0 | 0.0 | 20910.0 | 85.0 | 50.0 | 4250.0 | 0.1 | -50.0 | -50.0 | 0.0 | -4.4223113 | 0.76218843 | -3.247564 | -6.755247 | -0.07292756297299924 | 0.9348757521621021 | 1.4692699356571117 | -1.48582620951939 | |||||||||||||||||||||||||||||||||||||||
| 87 | 86 | 2600.0 | 0.0 | 21156.0 | 86.0 | 50.0 | 4300.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.1671646 | 0.22452615 | -1.7827939999999998 | -2.6968455000000002 | 0.2967181326030903 | 0.7566849563217121 | 1.3762094739688924 | -1.4500447872494764 | |||||||||||||||||||||||||||||||||||||||
| 88 | 87 | 2640.0 | 0.0 | 21402.0 | 87.0 | 50.0 | 4350.0 | 0.1 | 0.0 | 0.0 | 1.0 | -0.80264854 | 0.08630416 | -0.64508265 | -1.0452366 | -0.01493714132180716 | 0.7183468191363125 | 1.4561862287948335 | -1.344690838645084 | |||||||||||||||||||||||||||||||||||||||
| 89 | 88 | 2680.0 | 0.0 | 21648.0 | 88.0 | 50.0 | 4400.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.9503567000000004 | 0.42755370000000004 | -2.4801517000000004 | -4.041935 | 0.2023071371987084 | 0.7846638255756454 | 1.243425110484488 | -1.3571410914237387 | |||||||||||||||||||||||||||||||||||||||
| 90 | 89 | 2720.0 | 0.0 | 21894.0 | 89.0 | 50.0 | 4450.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.5805357000000004 | 0.27993327 | -3.1748416 | -4.2180243 | 0.3452327522379548 | 0.8520520736214542 | 1.4941343959471864 | -1.3648308606190092 | |||||||||||||||||||||||||||||||||||||||
| 91 | 90 | 2760.0 | 0.0 | 22140.0 | 90.0 | 50.0 | 4500.0 | 0.1 | 0.0 | 0.0 | 0.0 | -1.0121093 | 0.17985001 | -0.7327166 | -1.4100494 | 0.14060647805457066 | 0.8458332450771406 | 1.449001352593843 | -1.389704211843393 | |||||||||||||||||||||||||||||||||||||||
| 92 | 91 | 2800.0 | 0.0 | 22386.0 | 91.0 | 50.0 | 4550.0 | 0.1 | -50.0 | -50.0 | 1.0 | -4.1711974000000005 | 0.07215533 | -3.9150252 | -4.2978926 | -0.3987390981607828 | 0.7287815048791035 | 1.2803267238292884 | -1.4170843170713543 | |||||||||||||||||||||||||||||||||||||||
| 93 | 92 | 2840.0 | 0.0 | 22632.0 | 92.0 | 50.0 | 4600.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.5202632 | 0.11855404 | -2.2732716 | -2.670452 | 0.06338243275901828 | 0.8958551987721871 | 1.545837059254212 | -1.5648305810853482 | |||||||||||||||||||||||||||||||||||||||
| 94 | 93 | 2880.0 | 0.0 | 22878.0 | 93.0 | 50.0 | 4650.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.711451 | 0.17342134 | -2.4022179 | -3.0157795 | -0.2079617808824992 | 0.7335126835958312 | 1.3720575666959482 | -1.3778438211359514 | |||||||||||||||||||||||||||||||||||||||
| 95 | 94 | 2920.0 | 0.0 | 23124.0 | 94.0 | 50.0 | 4700.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.2996411 | 0.038059222999999996 | -3.2428157000000004 | -3.4113495000000005 | -0.013317063370689688 | 0.9180487231583829 | 1.486300487899365 | -1.4310042088978487 | |||||||||||||||||||||||||||||||||||||||
| 96 | 95 | 2960.0 | 0.0 | 23370.0 | 95.0 | 50.0 | 4750.0 | 0.1 | -50.0 | -50.0 | 0.0 | -1.9650341 | 0.19960472 | -1.7070503000000001 | -2.3436263 | 0.34509215839778234 | 0.7060669443360486 | 1.4322506235176529 | -1.306946924303393 | |||||||||||||||||||||||||||||||||||||||
| 97 | 96 | 3000.0 | 0.0 | 23616.0 | 96.0 | 50.0 | 4800.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.0783257 | 0.22825454 | -2.701143 | -3.5238595 | 0.10530086302383124 | 0.871877724476674 | 1.4465424068411503 | -1.489341601833312 | |||||||||||||||||||||||||||||||||||||||
| 98 | 97 | 3040.0 | 0.0 | 23862.0 | 97.0 | 50.0 | 4850.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.3403943 | 0.106763296 | -3.176488 | -3.6736612 | 0.13137409776910616 | 0.6054613625663475 | 1.2549000925446976 | -1.2520509921026246 | |||||||||||||||||||||||||||||||||||||||
| 99 | 98 | 3080.0 | 0.0 | 24108.0 | 98.0 | 50.0 | 4900.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.9001113999999997 | 0.18058929999999998 | -2.6664875 | -3.2210069 | 0.3113830572394315 | 0.7879914873879421 | 1.5280138366902059 | -1.236833491780251 | |||||||||||||||||||||||||||||||||||||||
| 100 | 99 | 3120.0 | 0.0 | 24354.0 | 99.0 | 50.0 | 4950.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.7727766 | 0.19101027 | -2.501236 | -3.1667259 | 0.2231577063629225 | 0.7849808140374623 | 1.386135651160025 | -1.348654604041181 | |||||||||||||||||||||||||||||||||||||||
| 101 | 100 | 3160.0 | 0.0 | 24600.0 | 100.0 | 50.0 | 5000.0 | 0.1 | -50.0 | -50.0 | 0.0 | -4.271958000000001 | 0.12707190000000002 | -3.9653187000000005 | -4.44561 | 0.08955306317679129 | 0.8536540999394401 | 1.4308109345746776 | -1.4848914135150824 | |||||||||||||||||||||||||||||||||||||||
| 102 | 101 | 3200.0 | 0.0 | 24846.0 | 101.0 | 50.0 | 5050.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.928197 | 0.18075417 | -3.5554383 | -4.148139 | -0.0637047398233241 | 0.7976080637936263 | 1.2611650852014078 | -1.455975304756958 | |||||||||||||||||||||||||||||||||||||||
| 103 | 102 | 3240.0 | 0.0 | 25092.0 | 102.0 | 50.0 | 5100.0 | 0.1 | -50.0 | -50.0 | 1.0 | -4.0013347 | 0.037731073999999996 | -3.922646 | -4.118436 | -0.14744381350207694 | 0.6311529109138779 | 1.2293468502725515 | -1.422216521388387 | |||||||||||||||||||||||||||||||||||||||
| 104 | 103 | 3280.0 | 0.0 | 25338.0 | 103.0 | 50.0 | 5150.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.1762639 | 0.10546544 | -0.97625005 | -1.4112893 | -0.002277459699136371 | 0.9096839847568604 | 1.5091018704803143 | -1.7058408247595245 | |||||||||||||||||||||||||||||||||||||||
| 105 | 104 | 3320.0 | 0.0 | 25584.0 | 104.0 | 50.0 | 5200.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.4067385 | 0.19492403 | -2.162632 | -2.7480104 | 0.0713319596064701 | 0.8585237168292131 | 1.47737389816903 | -1.3800267645005382 | |||||||||||||||||||||||||||||||||||||||
| 106 | 105 | 3360.0 | 0.0 | 25830.0 | 105.0 | 50.0 | 5250.0 | 0.1 | -50.0 | -50.0 | 0.0 | -3.6168847 | 0.09879131 | -3.3805120000000004 | -3.7366817 | -0.03293465068520199 | 0.9117085488423388 | 1.5419910576002585 | -1.4786932589886754 | |||||||||||||||||||||||||||||||||||||||
| 107 | 106 | 3400.0 | 0.0 | 26076.0 | 106.0 | 50.0 | 5300.0 | 0.1 | -49.0 | -49.0 | 1.0 | -0.6608968000000001 | 0.42095757 | -0.43678153 | -2.6268543999999996 | 0.061656174029917764 | 0.8745817086007599 | 1.4217855815135148 | -1.3208729061698978 | |||||||||||||||||||||||||||||||||||||||
| 108 | 107 | 3440.0 | 0.0 | 26322.0 | 107.0 | 50.0 | 5350.0 | 0.1 | -50.0 | -50.0 | 1.0 | -4.2499027 | 0.067996174 | -4.1468744 | -4.3801136 | -0.1046269546922434 | 0.8823681719819665 | 1.5729962033286573 | -1.4420075455330732 | |||||||||||||||||||||||||||||||||||||||
| 109 | 108 | 3480.0 | 0.0 | 26568.0 | 108.0 | 50.0 | 5400.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.25707 | 0.03467515 | -3.179968 | -3.369099 | -0.18917722908759246 | 0.7363674447720473 | 1.2525810654838214 | -1.5368249808373515 | |||||||||||||||||||||||||||||||||||||||
| 110 | 109 | 3520.0 | 0.0 | 26814.0 | 109.0 | 50.0 | 5450.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.4655755 | 0.14110744 | -3.3056424 | -3.8500542999999996 | 0.425574757488155 | 0.7952009022835042 | 1.453834068547324 | -1.3040695989216449 | |||||||||||||||||||||||||||||||||||||||
| 111 | 110 | 3560.0 | 0.0 | 27060.0 | 110.0 | 50.0 | 5500.0 | 0.1 | -50.0 | -50.0 | 0.0 | -4.471318 | 0.078934245 | -4.308751999999999 | -4.6547446 | 0.277183979204773 | 0.6516758090597332 | 1.4279513171448566 | -1.031981491060446 | |||||||||||||||||||||||||||||||||||||||
| 112 | 111 | 3600.0 | 0.0 | 27306.0 | 111.0 | 50.0 | 5550.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.9999679 | 0.09350092 | -0.8654363000000002 | -1.3219192 | -0.053992859980263964 | 0.9038653495264488 | 1.3643905707399808 | -1.6959016492633998 | |||||||||||||||||||||||||||||||||||||||
| 113 | 112 | 3640.0 | 0.0 | 27552.0 | 112.0 | 50.0 | 5600.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.5899878 | 0.15193488 | -2.3156939999999997 | -2.9048746 | -0.04325061065122805 | 0.8707252283356613 | 1.4166294546081797 | -1.4980873623321107 | |||||||||||||||||||||||||||||||||||||||
| 114 | 113 | 3680.0 | 0.0 | 27798.0 | 113.0 | 50.0 | 5650.0 | 0.1 | -50.0 | -50.0 | 1.0 | -4.497278 | 0.06248033 | -4.366797 | -4.610291 | 0.017804417841678268 | 0.928507586467201 | 1.6427103082120351 | -1.4552612594092345 | |||||||||||||||||||||||||||||||||||||||
| 115 | 114 | 3720.0 | 0.0 | 28044.0 | 114.0 | 50.0 | 5700.0 | 0.1 | -50.0 | -50.0 | 1.0 | -4.3621163 | 0.13424858 | -4.1261806000000005 | -4.627287 | 0.06138854359573182 | 0.8262359657831913 | 1.3930191022242877 | -1.4014646269685735 | |||||||||||||||||||||||||||||||||||||||
| 116 | 115 | 3760.0 | 0.0 | 28290.0 | 115.0 | 50.0 | 5750.0 | 0.1 | -50.0 | -50.0 | 0.0 | -2.018793 | 0.11110189 | -1.6619618000000003 | -2.2022383 | -0.08851898073362137 | 0.8825916902676949 | 1.4775910578863316 | -1.5406449648621856 | |||||||||||||||||||||||||||||||||||||||
| 117 | 116 | 3800.0 | 0.0 | 28536.0 | 116.0 | 50.0 | 5800.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.3293836000000003 | 0.15261324 | -2.8993397 | -3.5512528 | -0.3970407847166297 | 0.5765031979606057 | 0.9428601020895836 | -1.4464266096290483 | |||||||||||||||||||||||||||||||||||||||
| 118 | 117 | 3840.0 | 0.0 | 28782.0 | 117.0 | 50.0 | 5850.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.483794 | 0.17306635 | -3.1404436000000002 | -3.8201406 | -0.014336269592953288 | 0.7715484252842008 | 1.3425052190199105 | -1.4244233775406328 | |||||||||||||||||||||||||||||||||||||||
| 119 | 118 | 3880.0 | 0.0 | 29028.0 | 118.0 | 50.0 | 5900.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.193737 | 0.5184871 | -1.3577597 | -2.8914359 | 0.13870820268067358 | 0.7690618721324369 | 1.3768072144565098 | -1.538222642194293 | |||||||||||||||||||||||||||||||||||||||
| 120 | 119 | 3920.0 | 0.0 | 29274.0 | 119.0 | 50.0 | 5950.0 | 0.1 | -50.0 | -50.0 | 1.0 | -4.2389965 | 0.1430504 | -3.9521208 | -4.507492500000001 | -0.3511436200834548 | 0.8073667931429559 | 1.445177182789321 | -1.4221231351138957 | |||||||||||||||||||||||||||||||||||||||
| 121 | 120 | 3960.0 | 0.0 | 29520.0 | 120.0 | 50.0 | 6000.0 | 0.1 | 0.0 | 0.0 | 0.0 | -0.42077556 | 0.21623069 | -0.18328568 | -1.0574919 | -0.013788553892914548 | 0.8971826463798444 | 1.4867908187589371 | -1.3642749753936756 |