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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 | 1.7188317168969658 | 0.5840198998236316 | 2.459716944023967 | 0.3135296106338501 | 0.001 | 0.0 | 0.001 | 0.001 | 0.43580866 | 0.57773954 | 3.1123218999999995 | 0.062947065 | -0.2420623 | 0.06333557 | 0.013502683500000001 | -0.35456935 | -0.17971139893852522 | 0.3203678218473076 | 0.0 | -0.969183549284935 | 0.05488702161667583 | 0.34446681993147593 | 0.9814501104952102 | -0.9372007403745176 | |||||||||||||||||||||||
| 24 | 23 | 80.0 | 0.0 | 5658.0 | 23.0 | 50.0 | 1150.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.61740243 | 0.27791268 | -0.24723712 | -1.0403504000000001 | -0.11271203474437325 | 0.5742631994898589 | 1.0941433886250913 | -1.3697138444417851 | |||||||||||||||||||||||||||||||||||||||
| 25 | 24 | 120.0 | 0.0 | 5904.0 | 24.0 | 50.0 | 1200.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.57618105 | 0.04426721 | -0.4997121 | -0.69842064 | -0.027737032636189842 | 0.5321432380501546 | 1.1100037668658276 | -1.2462838648428542 | |||||||||||||||||||||||||||||||||||||||
| 26 | 25 | 160.0 | 0.0 | 6150.0 | 25.0 | 50.0 | 1250.0 | 0.1 | -50.0 | -50.0 | 0.0 | -0.6927262 | 0.11330087 | -0.5510265000000001 | -1.0262163 | 0.06264336459874012 | 0.4139195643228133 | 0.919312415922513 | -0.9168376403568012 | |||||||||||||||||||||||||||||||||||||||
| 27 | 26 | 200.0 | 0.0 | 6396.0 | 26.0 | 50.0 | 1300.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.38757187 | 0.089267425 | -0.2293561 | -0.6023775 | 0.04179834586101398 | 0.4658737678271033 | 1.0224315869682925 | -0.98098311874754 | |||||||||||||||||||||||||||||||||||||||
| 28 | 27 | 240.0 | 0.0 | 6642.0 | 27.0 | 50.0 | 1350.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.1378105 | 0.031368796000000004 | -1.0906267 | -1.2227516 | 0.034665760646174514 | 0.3693900901682577 | 0.9657766612792222 | -0.9263611181543424 | |||||||||||||||||||||||||||||||||||||||
| 29 | 28 | 280.0 | 0.0 | 6888.0 | 28.0 | 50.0 | 1400.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.9563456 | 0.13723812 | -0.7406679 | -1.2111688 | 0.11914766510077353 | 0.4727342587821676 | 1.1473878377720177 | -1.0633555916935966 | |||||||||||||||||||||||||||||||||||||||
| 30 | 29 | 320.0 | 0.0 | 7134.0 | 29.0 | 50.0 | 1450.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.7866533 | 0.04249498 | -0.7055869 | -0.8697239 | 0.21451592368539388 | 0.4582822136990308 | 1.1069574717361714 | -0.9945747161433748 | |||||||||||||||||||||||||||||||||||||||
| 31 | 30 | 360.0 | 0.0 | 7380.0 | 30.0 | 50.0 | 1500.0 | 0.1 | -50.0 | -50.0 | 0.0 | -1.2491819 | 0.08099759 | -1.1538235000000001 | -1.5198131000000001 | 0.1899263825303622 | 0.4856754823858653 | 1.1225672954415105 | -0.982814891819228 | |||||||||||||||||||||||||||||||||||||||
| 32 | 31 | 400.0 | 0.0 | 7626.0 | 31.0 | 50.0 | 1550.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.2758684999999998 | 0.09126878 | -1.0656763 | -1.4053245 | -0.1729774782696692 | 0.715943560733121 | 1.3151942940852681 | -1.3435239665462697 | |||||||||||||||||||||||||||||||||||||||
| 33 | 32 | 440.0 | 0.0 | 7872.0 | 32.0 | 50.0 | 1600.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.3062719999999999 | 0.08536281 | -1.0545075000000002 | -1.4259775 | 0.014243614033133152 | 0.7200428000657331 | 1.6567358048329008 | -1.0647613704372745 | |||||||||||||||||||||||||||||||||||||||
| 34 | 33 | 480.0 | 0.0 | 8118.0 | 33.0 | 50.0 | 1650.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.4415201000000002 | 0.032775674 | -1.3795292 | -1.5288534 | -0.14303813705148544 | 0.6892848221237662 | 1.5787098365265186 | -1.3623742856918404 | |||||||||||||||||||||||||||||||||||||||
| 35 | 34 | 520.0 | 0.0 | 8364.0 | 34.0 | 50.0 | 1700.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.9526225 | 0.074560665 | -0.8395200999999999 | -1.1905370000000002 | 0.22378669552208727 | 0.5689294629596792 | 1.2604852005171656 | -0.9357410694406424 | |||||||||||||||||||||||||||||||||||||||
| 36 | 35 | 560.0 | 0.0 | 8610.0 | 35.0 | 50.0 | 1750.0 | 0.1 | -50.0 | -50.0 | 0.0 | -1.2258973 | 0.09099273 | -1.0642208999999998 | -1.5139018 | 0.5214344739807053 | 0.611506587857161 | 1.5950855195191391 | -1.0285206191816554 | |||||||||||||||||||||||||||||||||||||||
| 37 | 36 | 600.0 | 0.0 | 8856.0 | 36.0 | 50.0 | 1800.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.953356 | 0.07440405 | -1.8437569 | -2.1455226 | 0.09515688445692368 | 0.7156657766730242 | 1.3925414990267515 | -1.2519778107822506 | |||||||||||||||||||||||||||||||||||||||
| 38 | 37 | 640.0 | 0.0 | 9102.0 | 37.0 | 50.0 | 1850.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.8454244000000001 | 0.32941390000000004 | -0.37694475 | -1.4998542 | -0.2214180271319865 | 0.7134369558087545 | 1.315860325484811 | -1.4363586739178655 | |||||||||||||||||||||||||||||||||||||||
| 39 | 38 | 680.0 | 0.0 | 9348.0 | 38.0 | 50.0 | 1900.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.7886403000000002 | 0.14224246 | -1.5692306 | -2.1063473 | -0.2151257726998574 | 0.7253491206210076 | 1.401767178450565 | -1.3549240396441895 | |||||||||||||||||||||||||||||||||||||||
| 40 | 39 | 720.0 | 0.0 | 9594.0 | 39.0 | 50.0 | 1950.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.67545366 | 0.07182985 | -0.5454933000000001 | -0.85040176 | -0.24056235345075944 | 0.6056871426981691 | 1.14125293498854 | -1.4873311782021892 | |||||||||||||||||||||||||||||||||||||||
| 41 | 40 | 760.0 | 0.0 | 9840.0 | 40.0 | 50.0 | 2000.0 | 0.1 | -50.0 | -50.0 | 0.0 | -1.1961563999999998 | 0.10231872 | -1.0433656999999998 | -1.3937783000000001 | -0.03632149452540619 | 0.5180177144090621 | 1.3512268220870058 | -1.1587167322890646 | |||||||||||||||||||||||||||||||||||||||
| 42 | 41 | 800.0 | 0.0 | 10086.0 | 41.0 | 50.0 | 2050.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.6371862 | 0.03962088 | -1.5843941000000001 | -1.7720933999999997 | -0.13319697101951306 | 0.5028902019585658 | 1.0600027941934318 | -1.0418515011207568 | |||||||||||||||||||||||||||||||||||||||
| 43 | 42 | 840.0 | 0.0 | 10332.0 | 42.0 | 50.0 | 2100.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.5376976 | 0.08765263 | -1.3890513 | -1.8145958 | 0.17791843932886053 | 0.7115643817103546 | 1.4655918300856945 | -1.2225499662739183 | |||||||||||||||||||||||||||||||||||||||
| 44 | 43 | 880.0 | 0.0 | 10578.0 | 43.0 | 50.0 | 2150.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.5010538 | 0.12090099 | -1.3382475 | -1.7832435000000002 | -0.08331468410270487 | 0.6404712939665782 | 1.2599290650143409 | -1.2854240356505318 | |||||||||||||||||||||||||||||||||||||||
| 45 | 44 | 920.0 | 0.0 | 10824.0 | 44.0 | 50.0 | 2200.0 | 0.1 | -50.0 | -50.0 | 1.0 | -0.79145485 | 0.18698223 | -0.5678517 | -1.25589 | -0.1417475061387413 | 0.5367056125252027 | 1.002319252499581 | -1.2170244628081603 | |||||||||||||||||||||||||||||||||||||||
| 46 | 45 | 960.0 | 0.0 | 11070.0 | 45.0 | 50.0 | 2250.0 | 0.1 | -50.0 | -50.0 | 0.0 | -0.19681506 | 0.047280043 | -0.13587418 | -0.38333774 | -0.13496015387288365 | 0.7495233287166251 | 1.2723735657738808 | -1.4984531053047674 | |||||||||||||||||||||||||||||||||||||||
| 47 | 46 | 1000.0 | 0.0 | 11316.0 | 46.0 | 50.0 | 2300.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.1695458 | 0.19859816 | -0.9403771000000001 | -1.6223812 | 0.04956590292321636 | 0.6631478726344932 | 1.3486953817146463 | -1.3075225821137662 | |||||||||||||||||||||||||||||||||||||||
| 48 | 47 | 1040.0 | 0.0 | 11562.0 | 47.0 | 50.0 | 2350.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.3628508999999998 | 0.24758416 | -1.0261942 | -1.8264345000000002 | 0.12978531127005158 | 0.5073135125708979 | 1.175029375256638 | -0.9629348236937084 | |||||||||||||||||||||||||||||||||||||||
| 49 | 48 | 1080.0 | 0.0 | 11808.0 | 48.0 | 50.0 | 2400.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.3516039 | 0.115459956 | -1.1588036 | -1.5993525 | -0.062167359774041524 | 0.5113729872957136 | 0.9809827813834358 | -1.1391775869597 | |||||||||||||||||||||||||||||||||||||||
| 50 | 49 | 1120.0 | 0.0 | 12054.0 | 49.0 | 50.0 | 2450.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.6144686000000001 | 0.21469948 | -1.415216 | -2.2210162 | 0.2772709936355705 | 0.5125802825223675 | 1.17837052679628 | -0.9855610193337112 | |||||||||||||||||||||||||||||||||||||||
| 51 | 50 | 1160.0 | 0.0 | 12300.0 | 50.0 | 50.0 | 2500.0 | 0.1 | -50.0 | -50.0 | 0.0 | -1.1296258 | 0.09693045 | -0.9719747999999999 | -1.4516325 | 0.19555158419328006 | 0.599627149001824 | 1.366732715995532 | -1.342378806391384 | |||||||||||||||||||||||||||||||||||||||
| 52 | 51 | 1200.0 | 0.0 | 12546.0 | 51.0 | 50.0 | 2550.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.444053 | 0.13863231 | -1.2533459999999998 | -1.7097012999999999 | 0.18344442866524127 | 0.5403655520414025 | 1.4194536168972856 | -0.9847881151901791 | |||||||||||||||||||||||||||||||||||||||
| 53 | 52 | 1240.0 | 0.0 | 12792.0 | 52.0 | 50.0 | 2600.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.0880141 | 0.1090059 | -1.9019004000000002 | -2.388782 | 0.20519951680104312 | 0.6513071675168861 | 1.3795860599583245 | -1.0345755050291128 | |||||||||||||||||||||||||||||||||||||||
| 54 | 53 | 1280.0 | 0.0 | 13038.0 | 53.0 | 50.0 | 2650.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.180176 | 0.04374436 | -2.1205623 | -2.3359892 | 0.15669925363512513 | 0.3913098614751545 | 0.9709221833373916 | -0.9962228830131336 | |||||||||||||||||||||||||||||||||||||||
| 55 | 54 | 1320.0 | 0.0 | 13284.0 | 54.0 | 50.0 | 2700.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.3593895 | 0.21013483 | -1.1201533000000001 | -1.8766505 | -0.13948547737049238 | 0.8093291757046388 | 1.6117412574911691 | -1.4496189843592957 | |||||||||||||||||||||||||||||||||||||||
| 56 | 55 | 1360.0 | 0.0 | 13530.0 | 55.0 | 50.0 | 2750.0 | 0.1 | -50.0 | -50.0 | 0.0 | -2.1849978 | 0.06614068 | -2.0483747 | -2.3140001 | -0.027517063735681 | 0.5650809709076925 | 1.1550543354033491 | -1.0845052085516422 | |||||||||||||||||||||||||||||||||||||||
| 57 | 56 | 1400.0 | 0.0 | 13776.0 | 56.0 | 50.0 | 2800.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.1685581000000003 | 0.031280026 | -2.1135757 | -2.2656322 | -0.19652074420511845 | 0.4299728000161834 | 0.9954918918371648 | -1.004785164629367 | |||||||||||||||||||||||||||||||||||||||
| 58 | 57 | 1440.0 | 0.0 | 14022.0 | 57.0 | 50.0 | 2850.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.5610507 | 0.26920515 | -2.2064169999999996 | -2.9158046000000004 | -0.0211749113022399 | 0.5950869575603069 | 1.405079827687446 | -1.3457864090625777 | |||||||||||||||||||||||||||||||||||||||
| 59 | 58 | 1480.0 | 0.0 | 14268.0 | 58.0 | 50.0 | 2900.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.9970448 | 0.07583436 | -1.8006881000000001 | -2.1234171 | 0.14244794036665945 | 0.7368288011239236 | 1.3275323225514657 | -1.3471964215258283 | |||||||||||||||||||||||||||||||||||||||
| 60 | 59 | 1520.0 | 0.0 | 14514.0 | 59.0 | 50.0 | 2950.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.5963530000000001 | 0.5743522 | -0.5994944000000001 | -2.4069877 | -0.09809932802529144 | 0.8180095659220407 | 1.378215237331767 | -1.3767520548235537 | |||||||||||||||||||||||||||||||||||||||
| 61 | 60 | 1560.0 | 0.0 | 14760.0 | 60.0 | 50.0 | 3000.0 | 0.1 | -50.0 | -50.0 | 0.0 | -2.3780124 | 0.033048052 | -2.3072817000000003 | -2.470589 | 0.041596587134504606 | 0.38591253339174864 | 0.9965365949028968 | -0.9895655063359372 | |||||||||||||||||||||||||||||||||||||||
| 62 | 61 | 1600.0 | 0.0 | 15006.0 | 61.0 | 50.0 | 3050.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.800837 | 0.08441382 | -2.5906959 | -2.9377577 | -0.16065358367307686 | 0.4911129431127438 | 0.988001477065262 | -1.1097969691491265 | |||||||||||||||||||||||||||||||||||||||
| 63 | 62 | 1640.0 | 0.0 | 15252.0 | 62.0 | 50.0 | 3100.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.0695580000000002 | 0.160446 | -1.8003315 | -2.3889582000000003 | 0.35602880763946165 | 0.5624418834884367 | 1.4402985481868258 | -0.9056072520528624 | |||||||||||||||||||||||||||||||||||||||
| 64 | 63 | 1680.0 | 0.0 | 15498.0 | 63.0 | 50.0 | 3150.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.5897007000000003 | 0.06532196 | -2.4573104 | -2.731405 | 0.07893580036434263 | 0.5090825739610129 | 1.172902664518461 | -1.0411446428165858 | |||||||||||||||||||||||||||||||||||||||
| 65 | 64 | 1720.0 | 0.0 | 15744.0 | 64.0 | 50.0 | 3200.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.4849308 | 0.054665398 | -2.4130947999999997 | -2.62478 | 0.20566505078381905 | 0.3782873299160188 | 0.9950011449428064 | -0.8998928134546351 | |||||||||||||||||||||||||||||||||||||||
| 66 | 65 | 1760.0 | 0.0 | 15990.0 | 65.0 | 50.0 | 3250.0 | 0.1 | -50.0 | -50.0 | 0.0 | -1.7058764 | 0.19166876 | -1.4136803 | -2.2017016 | -0.18392220559112726 | 0.5612441389670058 | 1.21483538898191 | -1.4198907054943042 | |||||||||||||||||||||||||||||||||||||||
| 67 | 66 | 1800.0 | 0.0 | 16236.0 | 66.0 | 50.0 | 3300.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.4481384999999998 | 0.09029243 | -2.2610283 | -2.6484662999999995 | 0.2453716011412865 | 0.7158838017696251 | 1.4500535482622905 | -1.4609292169219101 | |||||||||||||||||||||||||||||||||||||||
| 68 | 67 | 1840.0 | 0.0 | 16482.0 | 67.0 | 50.0 | 3350.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.2097182 | 0.06673066 | -2.0536735 | -2.3394607999999995 | 0.3283536664780807 | 0.8448651495803929 | 1.5660574524863924 | -1.360755298106077 | |||||||||||||||||||||||||||||||||||||||
| 69 | 68 | 1880.0 | 0.0 | 16728.0 | 68.0 | 50.0 | 3400.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.2732465 | 0.08006355 | -2.1903055 | -2.4939810000000002 | 0.3482370354008383 | 0.776138964211063 | 1.3706702370957684 | -1.5039174106796218 | |||||||||||||||||||||||||||||||||||||||
| 70 | 69 | 1920.0 | 0.0 | 16974.0 | 69.0 | 50.0 | 3450.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.6264074 | 0.064830735 | -2.549128 | -2.8451765 | 0.30952862111002355 | 0.4048067711799822 | 1.3685533765846971 | -0.8440477935136792 | |||||||||||||||||||||||||||||||||||||||
| 71 | 70 | 1960.0 | 0.0 | 17220.0 | 70.0 | 50.0 | 3500.0 | 0.1 | -50.0 | -50.0 | 0.0 | -2.8590095 | 0.06743985400000001 | -2.705806 | -2.9761326 | -0.1140647277763888 | 0.5794673450928847 | 1.1580088428125093 | -1.308084467261595 | |||||||||||||||||||||||||||||||||||||||
| 72 | 71 | 2000.0 | 0.0 | 17466.0 | 71.0 | 50.0 | 3550.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.0443683000000001 | 0.45131195 | -0.5413604000000001 | -1.9176447 | -0.2045161209898888 | 0.6239785247462247 | 1.1236075853020535 | -1.6111703371597141 | |||||||||||||||||||||||||||||||||||||||
| 73 | 72 | 2040.0 | 0.0 | 17712.0 | 72.0 | 50.0 | 3600.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.0678198 | 0.24895296 | -1.5700306 | -2.3396242000000003 | -0.038317599369143585 | 0.5862347816009267 | 1.2819700706326604 | -1.4779521514829037 | |||||||||||||||||||||||||||||||||||||||
| 74 | 73 | 2080.0 | 0.0 | 17958.0 | 73.0 | 50.0 | 3650.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.757268 | 0.057650782000000005 | -2.6842852 | -2.955076 | -0.06397690215349539 | 0.4924542061784374 | 0.9706348051509576 | -1.2014591748955614 | |||||||||||||||||||||||||||||||||||||||
| 75 | 74 | 2120.0 | 0.0 | 18204.0 | 74.0 | 50.0 | 3700.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.2540574 | 0.13137417 | -2.0654504 | -2.5938467999999997 | 0.20070325379681034 | 0.8145695618310825 | 1.5391162656590356 | -1.4185922493955112 | |||||||||||||||||||||||||||||||||||||||
| 76 | 75 | 2160.0 | 0.0 | 18450.0 | 75.0 | 50.0 | 3750.0 | 0.1 | -50.0 | -50.0 | 0.0 | -2.423068 | 0.04118608 | -2.3586411 | -2.569798 | 0.3083023312295575 | 0.4754594053377512 | 1.3268536505318158 | -0.9895616689051594 | |||||||||||||||||||||||||||||||||||||||
| 77 | 76 | 2200.0 | 0.0 | 18696.0 | 76.0 | 50.0 | 3800.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.5353694 | 0.12237016 | -2.320174 | -2.8967159 | 0.1863389852528184 | 0.6868609179316125 | 1.3792907269559715 | -1.162784438637446 | |||||||||||||||||||||||||||||||||||||||
| 78 | 77 | 2240.0 | 0.0 | 18942.0 | 77.0 | 50.0 | 3850.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.0722994999999997 | 0.056910317 | -2.9488866000000002 | -3.167251 | -0.02816530919307715 | 0.6690111475162567 | 1.397227449122553 | -1.1754738495853323 | |||||||||||||||||||||||||||||||||||||||
| 79 | 78 | 2280.0 | 0.0 | 19188.0 | 78.0 | 50.0 | 3900.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.57954 | 0.08289930000000001 | -3.392689 | -3.6827078 | 0.2774311380378605 | 0.475353332011277 | 1.3172206545957164 | -0.926632937282216 | |||||||||||||||||||||||||||||||||||||||
| 80 | 79 | 2320.0 | 0.0 | 19434.0 | 79.0 | 50.0 | 3950.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.7987062999999996 | 0.046286296 | -2.7161832 | -2.9367107999999997 | 0.28442315307419896 | 0.6017897272764939 | 1.3525040199433995 | -0.9745275302815136 | |||||||||||||||||||||||||||||||||||||||
| 81 | 80 | 2360.0 | 0.0 | 19680.0 | 80.0 | 50.0 | 4000.0 | 0.1 | -50.0 | -50.0 | 0.0 | -1.3287312 | 0.20427454 | -1.0509951000000002 | -1.7631866000000003 | 0.17608831982412 | 0.5952834615471121 | 1.3463144442436947 | -1.1969953951174614 | |||||||||||||||||||||||||||||||||||||||
| 82 | 81 | 2400.0 | 0.0 | 19926.0 | 81.0 | 50.0 | 4050.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.9376407 | 0.09256915 | -2.7281747000000003 | -3.1525323 | -0.18734106134605216 | 0.5949595780385071 | 1.18652439780973 | -1.4102067970898675 | |||||||||||||||||||||||||||||||||||||||
| 83 | 82 | 2440.0 | 0.0 | 20172.0 | 82.0 | 50.0 | 4100.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.2079923 | 0.070021264 | -3.0861422999999997 | -3.3294156000000004 | 0.0032246157641808576 | 0.623412694746026 | 1.1306997282032554 | -1.233139024922721 | |||||||||||||||||||||||||||||||||||||||
| 84 | 83 | 2480.0 | 0.0 | 20418.0 | 83.0 | 50.0 | 4150.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.0974863 | 0.060003977 | -3.0229256 | -3.2685148999999996 | -0.049951498324609024 | 0.4347005963943047 | 0.9689411154798222 | -0.9821274539735534 | |||||||||||||||||||||||||||||||||||||||
| 85 | 84 | 2520.0 | 0.0 | 20664.0 | 84.0 | 50.0 | 4200.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.1221865 | 0.29446512 | -0.7096495 | -1.7937633000000002 | 0.02945768929206893 | 0.6446149867580385 | 1.3337265400447724 | -1.2534003341475497 | |||||||||||||||||||||||||||||||||||||||
| 86 | 85 | 2560.0 | 0.0 | 20910.0 | 85.0 | 50.0 | 4250.0 | 0.1 | -50.0 | -50.0 | 0.0 | -2.1045439999999997 | 0.15051521 | -1.8818272 | -2.4989324 | 0.054544627316991744 | 0.6536447201363763 | 1.4075452728763502 | -1.3051923441798232 | |||||||||||||||||||||||||||||||||||||||
| 87 | 86 | 2600.0 | 0.0 | 21156.0 | 86.0 | 50.0 | 4300.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.7792926 | 0.08755199 | -2.6564338 | -3.1033604 | 0.4670057265839921 | 0.4815473188766065 | 1.3198472979888485 | -0.8496107650765157 | |||||||||||||||||||||||||||||||||||||||
| 88 | 87 | 2640.0 | 0.0 | 21402.0 | 87.0 | 50.0 | 4350.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.8513718 | 0.13088353 | -2.6779985 | -3.2919316 | 0.036195255825786865 | 0.6036167773512188 | 1.4080817143143587 | -1.1618184669228262 | |||||||||||||||||||||||||||||||||||||||
| 89 | 88 | 2680.0 | 0.0 | 21648.0 | 88.0 | 50.0 | 4400.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.6744133999999997 | 0.055435885 | -3.569443 | -3.8243747000000003 | 0.20585015389331093 | 0.507645897381521 | 1.170502257539154 | -0.9929165580456588 | |||||||||||||||||||||||||||||||||||||||
| 90 | 89 | 2720.0 | 0.0 | 21894.0 | 89.0 | 50.0 | 4450.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.6702492 | 0.20479229999999998 | -2.3021027999999997 | -3.163353 | 0.19200452769642845 | 0.8284775380458402 | 1.440473227442468 | -1.358935693640991 | |||||||||||||||||||||||||||||||||||||||
| 91 | 90 | 2760.0 | 0.0 | 22140.0 | 90.0 | 50.0 | 4500.0 | 0.1 | -50.0 | -50.0 | 0.0 | -2.8288088 | 0.25550413 | -2.532669 | -3.363318 | 0.2423226633342269 | 0.4904127865206372 | 1.3039552069573406 | -0.9529767081415732 | |||||||||||||||||||||||||||||||||||||||
| 92 | 91 | 2800.0 | 0.0 | 22386.0 | 91.0 | 50.0 | 4550.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.8400351000000001 | 0.24452664 | -1.4642625 | -2.4890103 | 0.2401488410176021 | 0.7403699760564281 | 1.3844917479398429 | -1.3766769574712872 | |||||||||||||||||||||||||||||||||||||||
| 93 | 92 | 2840.0 | 0.0 | 22632.0 | 92.0 | 50.0 | 4600.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.3384888 | 0.088029824 | -3.2452571 | -3.6441882000000003 | 0.2694697317436577 | 0.7261670096120841 | 1.5453778650708625 | -1.4175846270715562 | |||||||||||||||||||||||||||||||||||||||
| 94 | 93 | 2880.0 | 0.0 | 22878.0 | 93.0 | 50.0 | 4650.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.6075407999999998 | 0.2172091 | -3.2896962 | -3.954105 | -0.08854308767902007 | 0.7546651150142404 | 1.4867712355191904 | -1.3439946568619674 | |||||||||||||||||||||||||||||||||||||||
| 95 | 94 | 2920.0 | 0.0 | 23124.0 | 94.0 | 50.0 | 4700.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.2813227000000005 | 0.12847067 | -2.043287 | -2.5550199 | -0.17694735738352685 | 0.492248374411054 | 1.3477518453705928 | -1.323845775142464 | |||||||||||||||||||||||||||||||||||||||
| 96 | 95 | 2960.0 | 0.0 | 23370.0 | 95.0 | 50.0 | 4750.0 | 0.1 | -50.0 | -50.0 | 0.0 | -2.946085 | 0.18847758 | -2.7402808999999997 | -3.490946 | -0.06536489464702852 | 0.5340848794562104 | 1.15493528444825 | -1.1227915793403196 | |||||||||||||||||||||||||||||||||||||||
| 97 | 96 | 3000.0 | 0.0 | 23616.0 | 96.0 | 50.0 | 4800.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.4380517 | 0.040264957000000004 | -3.3771402999999998 | -3.5494611000000003 | -0.04184124414391557 | 0.4372370098845664 | 0.981070667017124 | -0.9673340280533124 | |||||||||||||||||||||||||||||||||||||||
| 98 | 97 | 3040.0 | 0.0 | 23862.0 | 97.0 | 50.0 | 4850.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.4082508000000002 | 0.08805543 | -3.2786632000000004 | -3.6156987999999997 | 0.21471927516623807 | 0.6908956266056449 | 1.363433205715488 | -1.10005308211356 | |||||||||||||||||||||||||||||||||||||||
| 99 | 98 | 3080.0 | 0.0 | 24108.0 | 98.0 | 50.0 | 4900.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.3346372000000004 | 0.17043224 | -2.898628 | -3.6801684 | 0.11014566665791303 | 0.7150292708970316 | 1.4883161567879957 | -1.394704008563589 | |||||||||||||||||||||||||||||||||||||||
| 100 | 99 | 3120.0 | 0.0 | 24354.0 | 99.0 | 50.0 | 4950.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.1143224 | 0.26812983 | -2.7029066000000004 | -3.5036254000000002 | 0.0688692507751107 | 0.6360456348920339 | 1.2908667629138115 | -1.1661700689022887 | |||||||||||||||||||||||||||||||||||||||
| 101 | 100 | 3160.0 | 0.0 | 24600.0 | 100.0 | 50.0 | 5000.0 | 0.1 | -50.0 | -50.0 | 0.0 | -3.4552217000000005 | 0.052327402 | -3.3602526 | -3.598292 | 0.03009804233101091 | 0.4494202539171542 | 0.9973908415223632 | -1.0626481924322089 | |||||||||||||||||||||||||||||||||||||||
| 102 | 101 | 3200.0 | 0.0 | 24846.0 | 101.0 | 50.0 | 5050.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.4247085999999998 | 0.16525234 | -2.142931 | -2.787823 | -0.05287082792757216 | 0.6753178301370718 | 1.3542644470683218 | -1.3783996459208494 | |||||||||||||||||||||||||||||||||||||||
| 103 | 102 | 3240.0 | 0.0 | 25092.0 | 102.0 | 50.0 | 5100.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.678747 | 0.08559595 | -2.4464822 | -2.870227 | -0.13173404847479978 | 0.5784192020245794 | 1.2169492347536337 | -1.174730418213738 | |||||||||||||||||||||||||||||||||||||||
| 104 | 103 | 3280.0 | 0.0 | 25338.0 | 103.0 | 50.0 | 5150.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.8463027000000003 | 0.086537 | -3.6924984 | -4.053755799999999 | 0.018837693463836663 | 0.5292894273355129 | 1.1160684636035199 | -1.1952336367323015 | |||||||||||||||||||||||||||||||||||||||
| 105 | 104 | 3320.0 | 0.0 | 25584.0 | 104.0 | 50.0 | 5200.0 | 0.1 | -50.0 | -50.0 | 1.0 | -4.489949 | 0.07528181 | -4.3677335 | -4.6123614 | 0.20593668590983896 | 0.6417125225744613 | 1.4467558266129386 | -1.028509824118234 | |||||||||||||||||||||||||||||||||||||||
| 106 | 105 | 3360.0 | 0.0 | 25830.0 | 105.0 | 50.0 | 5250.0 | 0.1 | -50.0 | -50.0 | 0.0 | -4.1515379999999995 | 0.064833164 | -4.0609226000000005 | -4.3274817 | -0.06668423986600866 | 0.6619248442953942 | 1.4754127007374265 | -1.2408326224280095 | |||||||||||||||||||||||||||||||||||||||
| 107 | 106 | 3400.0 | 0.0 | 26076.0 | 106.0 | 50.0 | 5300.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.4810722000000003 | 0.06702451 | -3.3312163 | -3.6192055 | 0.21531419223508716 | 0.7233613348399613 | 1.4017970420110302 | -1.1412416033391242 | |||||||||||||||||||||||||||||||||||||||
| 108 | 107 | 3440.0 | 0.0 | 26322.0 | 107.0 | 50.0 | 5350.0 | 0.1 | -50.0 | -50.0 | 1.0 | -2.7796874 | 0.24075618 | -2.3732238 | -3.3517861000000004 | 0.17938183007453126 | 0.4826734626563458 | 1.375500213010725 | -1.1902898082064852 | |||||||||||||||||||||||||||||||||||||||
| 109 | 108 | 3480.0 | 0.0 | 26568.0 | 108.0 | 50.0 | 5400.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.9046087 | 0.06153155 | -3.8081887 | -4.083968 | -0.020838754044172743 | 0.5922541797868319 | 1.2549717269742913 | -1.128198815531843 | |||||||||||||||||||||||||||||||||||||||
| 110 | 109 | 3520.0 | 0.0 | 26814.0 | 109.0 | 50.0 | 5450.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.7819910000000005 | 0.07558259 | -3.622004 | -3.9566739999999996 | 0.033571418743756826 | 0.5432534274624727 | 1.2469286439524447 | -1.0638029196453769 | |||||||||||||||||||||||||||||||||||||||
| 111 | 110 | 3560.0 | 0.0 | 27060.0 | 110.0 | 50.0 | 5500.0 | 0.1 | -50.0 | -50.0 | 0.0 | -4.6456714 | 0.07783405 | -4.516008 | -4.8302190000000005 | 0.15316347676539308 | 0.4700470270111226 | 1.112775461830791 | -0.9698394164484369 | |||||||||||||||||||||||||||||||||||||||
| 112 | 111 | 3600.0 | 0.0 | 27306.0 | 111.0 | 50.0 | 5550.0 | 0.1 | -50.0 | -50.0 | 1.0 | -4.178212 | 0.20909244 | -3.8713586 | -4.673853 | -0.13871438871667274 | 0.8304089397899956 | 1.2713951386326898 | -1.7022056749134242 | |||||||||||||||||||||||||||||||||||||||
| 113 | 112 | 3640.0 | 0.0 | 27552.0 | 112.0 | 50.0 | 5600.0 | 0.1 | -50.0 | -50.0 | 1.0 | -1.371796 | 0.20281329999999997 | -1.11591 | -2.1163366000000003 | 0.2303443760194225 | 0.6089531560402841 | 1.2459408126552547 | -1.1911069905813476 | |||||||||||||||||||||||||||||||||||||||
| 114 | 113 | 3680.0 | 0.0 | 27798.0 | 113.0 | 50.0 | 5650.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.9231515 | 0.15559714 | -3.6907074 | -4.244309400000001 | -0.03366824449637741 | 0.6931934709279205 | 1.2259610094750257 | -1.3658820467451251 | |||||||||||||||||||||||||||||||||||||||
| 115 | 114 | 3720.0 | 0.0 | 28044.0 | 114.0 | 50.0 | 5700.0 | 0.1 | -50.0 | -50.0 | 1.0 | -4.169188500000001 | 0.03364817 | -4.1142254000000005 | -4.2350163 | 0.09462004660343247 | 0.4867692883217281 | 1.046063145315637 | -0.9981789504134084 | |||||||||||||||||||||||||||||||||||||||
| 116 | 115 | 3760.0 | 0.0 | 28290.0 | 115.0 | 50.0 | 5750.0 | 0.1 | -50.0 | -50.0 | 0.0 | -4.13007 | 0.14570194 | -3.9530773 | -4.5048237 | -0.08931887454962313 | 0.7051403360888872 | 1.399885818226195 | -1.4499302121880828 | |||||||||||||||||||||||||||||||||||||||
| 117 | 116 | 3800.0 | 0.0 | 28536.0 | 116.0 | 50.0 | 5800.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.7609663 | 0.15003155 | -3.5411277 | -4.242407 | 0.0366352129439821 | 0.6073078695117691 | 1.3067909684747725 | -1.4865657929189857 | |||||||||||||||||||||||||||||||||||||||
| 118 | 117 | 3840.0 | 0.0 | 28782.0 | 117.0 | 50.0 | 5850.0 | 0.1 | -50.0 | -50.0 | 1.0 | -4.571886 | 0.09401981 | -4.3963356 | -4.785101999999999 | -0.10631665646759178 | 0.5194587805580654 | 0.9389788315812376 | -1.2365603852539506 | |||||||||||||||||||||||||||||||||||||||
| 119 | 118 | 3880.0 | 0.0 | 29028.0 | 118.0 | 50.0 | 5900.0 | 0.1 | -50.0 | -50.0 | 1.0 | -4.474698 | 0.05127586 | -4.387929 | -4.608597799999999 | -0.10960963362352164 | 0.8446645920594688 | 1.3754326121386995 | -1.6541657760253172 | |||||||||||||||||||||||||||||||||||||||
| 120 | 119 | 3920.0 | 0.0 | 29274.0 | 119.0 | 50.0 | 5950.0 | 0.1 | -50.0 | -50.0 | 1.0 | -3.8786619 | 0.72744113 | -3.1931589 | -5.3239837 | -0.42880890003812666 | 0.718607078597157 | 1.398065421552768 | -1.4328618034255136 | |||||||||||||||||||||||||||||||||||||||
| 121 | 120 | 3960.0 | 0.0 | 29520.0 | 120.0 | 50.0 | 6000.0 | 0.1 | -50.0 | -50.0 | 0.0 | -4.3818803 | 0.061143212 | -4.2775702 | -4.5351624 | 0.08622143669770993 | 0.7120996586371341 | 1.468810720034572 | -1.0683222411575068 |