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Code Issues Projects Releases Wiki Activity

Trace tests update

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This commit is contained in:
Shadi Endrawis
2018-08-20 13:01:17 +03:00
parent c1f428666e
commit 3abb6cd415
99 changed files with 12876 additions and 39 deletions
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rl_coach/traces/CartPole_NStepQ/trace.csv Normal file
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Episode #,Training Iter,In Heatup,ER #Transitions,ER #Episodes,Episode Length,Total steps,Epsilon,Shaped Training Reward,Training Reward,Update Target Network,Evaluation Reward,Shaped Evaluation Reward,Success Rate,Loss/Mean,Loss/Stdev,Loss/Max,Loss/Min,Learning Rate/Mean,Learning Rate/Stdev,Learning Rate/Max,Learning Rate/Min,Grads (unclipped)/Mean,Grads (unclipped)/Stdev,Grads (unclipped)/Max,Grads (unclipped)/Min,Entropy/Mean,Entropy/Stdev,Entropy/Max,Entropy/Min,Q/Mean,Q/Stdev,Q/Max,Q/Min,Q Values/Mean,Q Values/Stdev,Q Values/Max,Q Values/Min,Value Loss/Mean,Value Loss/Stdev,Value Loss/Max,Value Loss/Min
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156,860.0,0.0,12.0,1.0,12.0,5243.0,0.4588399999999822,0.05999999999999999,12.0,1.0,,,,,,,,,,,,,,,,,,,,,,,,0.090252,0.092547216,0.22055149,-0.038832214,0.008208018000000001,0.007720834,0.01884942,0.00076898077
157,863.0,0.0,12.0,1.0,12.0,5255.0,0.4587223999999821,0.05999999999999999,12.0,0.0,,,,,,,,,,,,,,,,,,,,,,,,0.11823908,0.06728469599999999,0.21499598,-0.006525100000000001,0.00379915,0.0023530077,0.007126785300000001,0.0021252884
158,866.0,0.0,16.0,1.0,16.0,5271.0,0.458565599999982,0.08,16.0,0.0,,,,,,,,,,,,,,,,,,,,,,,,0.17382096,0.037016675,0.22552742,0.10620298,0.0017659543,0.0009322878300000001,0.002999939,0.00074683985
159,878.0,0.0,61.0,1.0,61.0,5332.0,0.4579677999999818,0.30500000000000016,61.0,1.0,,,,,,,,,,,,,,,,,,,,,,,,0.17448065,0.04803782,0.24544917,0.024366211000000002,0.0015225649,0.0021583698999999997,0.0077795973,9.743404e-05
160,918.0,0.0,198.0,1.0,198.0,5530.0,0.4560273999999809,0.9900000000000008,198.0,0.0,,,,,,,,,,,,,,,,,,,,,,,,0.19835195,0.015400337,0.22415386,0.14116779999999998,0.00028594947,0.0005701542,0.0035361375,2.2786633000000003e-05
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 Q/Mean Q/Stdev Q/Max Q/Min Q Values/Mean Q Values/Stdev Q Values/Max Q Values/Min Value Loss/Mean Value Loss/Stdev Value Loss/Max Value Loss/Min
2 1 0.0 1.0 13.0 1.0 13.0 13.0 0.5 0.0
3 2 0.0 1.0 16.0 1.0 16.0 29.0 0.5 0.0
4 3 0.0 1.0 27.0 1.0 27.0 56.0 0.5 0.0
5 4 0.0 1.0 11.0 1.0 11.0 67.0 0.5 0.0
6 5 0.0 1.0 10.0 1.0 10.0 77.0 0.5 0.0
7 6 0.0 1.0 17.0 1.0 17.0 94.0 0.5 0.0
8 7 0.0 1.0 12.0 1.0 12.0 106.0 0.5 0.0
9 8 0.0 1.0 15.0 1.0 15.0 121.0 0.5 0.0
10 9 0.0 1.0 17.0 1.0 17.0 138.0 0.5 0.0
11 10 0.0 1.0 34.0 1.0 34.0 172.0 0.5 0.0
12 11 0.0 1.0 15.0 1.0 15.0 187.0 0.5 0.0
13 12 0.0 1.0 14.0 1.0 14.0 201.0 0.5 0.0
14 13 0.0 1.0 17.0 1.0 17.0 218.0 0.5 0.0
15 14 0.0 1.0 17.0 1.0 17.0 235.0 0.5 0.0
16 15 0.0 1.0 27.0 1.0 27.0 262.0 0.5 0.0
17 16 0.0 1.0 17.0 1.0 17.0 279.0 0.5 0.0
18 17 0.0 1.0 51.0 1.0 51.0 330.0 0.5 0.0
19 18 0.0 1.0 20.0 1.0 20.0 350.0 0.5 0.0
20 19 0.0 1.0 52.0 1.0 52.0 402.0 0.5 0.0
21 20 0.0 1.0 9.0 1.0 9.0 411.0 0.5 0.0
22 21 0.0 1.0 37.0 1.0 37.0 448.0 0.5 0.0
23 22 0.0 1.0 14.0 1.0 14.0 462.0 0.5 0.0
24 23 0.0 1.0 36.0 1.0 36.0 498.0 0.5 0.0
25 24 0.0 1.0 12.0 1.0 12.0 510.0 0.5 0.0
26 25 0.0 1.0 19.0 1.0 19.0 529.0 0.5 0.0
27 26 0.0 1.0 25.0 1.0 25.0 554.0 0.5 0.0
28 27 0.0 1.0 12.0 1.0 12.0 566.0 0.5 0.0
29 28 0.0 1.0 52.0 1.0 52.0 618.0 0.5 0.0
30 29 0.0 1.0 26.0 1.0 26.0 644.0 0.5 0.0
31 30 0.0 1.0 16.0 1.0 16.0 660.0 0.5 0.0
32 31 0.0 1.0 33.0 1.0 33.0 693.0 0.5 0.0
33 32 0.0 1.0 14.0 1.0 14.0 707.0 0.5 0.0
34 33 0.0 1.0 16.0 1.0 16.0 723.0 0.5 0.0
35 34 0.0 1.0 13.0 1.0 13.0 736.0 0.5 0.0
36 35 0.0 1.0 31.0 1.0 31.0 767.0 0.5 0.0
37 36 0.0 1.0 11.0 1.0 11.0 778.0 0.5 0.0
38 37 0.0 1.0 22.0 1.0 22.0 800.0 0.5 0.0
39 38 0.0 1.0 25.0 1.0 25.0 825.0 0.5 0.0
40 39 0.0 1.0 20.0 1.0 20.0 845.0 0.5 0.0
41 40 0.0 1.0 22.0 1.0 22.0 867.0 0.5 0.0
42 41 0.0 1.0 49.0 1.0 49.0 916.0 0.5 0.0
43 42 0.0 1.0 14.0 1.0 14.0 930.0 0.5 0.0
44 43 0.0 1.0 22.0 1.0 22.0 952.0 0.5 0.0
45 44 0.0 1.0 12.0 1.0 12.0 964.0 0.5 0.0
46 45 0.0 1.0 20.0 1.0 20.0 984.0 0.5 0.0
47 46 0.0 1.0 10.0 1.0 10.0 994.0 0.5 0.0
48 47 0.0 1.0 17.0 1.0 17.0 1011.0 0.5 0.0
49 48 0.0 1.0 32.0 1.0 32.0 1043.0 0.5 1.0
50 49 2.0 0.0 11.0 1.0 11.0 1054.0 0.4998922 0.054999999999999986 11.0 0.0 -0.100042276 0.07757446 -0.010041197 -0.26264054 0.008472417 0.008064121 0.016536538 0.00040829597999999997
51 50 5.0 0.0 15.0 1.0 15.0 1069.0 0.4997451999999999 0.075 15.0 0.0 -0.054855224 0.1140134 0.06912712 -0.31312045 0.008267311999999999 0.0017350753 0.010496271000000001 0.006264274
52 51 7.0 0.0 10.0 1.0 10.0 1079.0 0.4996471999999999 0.05 10.0 0.0 -0.035887975 0.04835239 0.002918382 -0.13739823 0.0010723535 0.00044474449999999996 0.0015170979000000001 0.0006276089
53 52 9.0 0.0 10.0 1.0 10.0 1089.0 0.4995491999999998 0.05 10.0 0.0 -0.043764338 0.09033917 0.04751099 -0.23173198 0.0033496520000000003 0.0009777192999999998 0.0043273713 0.0023719326
54 53 11.0 0.0 10.0 1.0 10.0 1099.0 0.4994511999999998 0.05 10.0 0.0 -0.022333653999999998 0.047629766 0.021797134 -0.10062294 0.010308892 0.009514375 0.019823266000000003 0.00079451705
55 54 14.0 0.0 13.0 1.0 13.0 1112.0 0.4993237999999997 0.06499999999999999 13.0 0.0 -0.009346746999999999 0.032149172999999996 0.023786533999999998 -0.07406299599999999 0.0031214123999999998 0.0022371642000000003 0.006134869499999999 0.0007800215400000001
56 55 17.0 0.0 15.0 1.0 15.0 1127.0 0.4991767999999997 0.075 15.0 0.0 -0.04060881 0.07647934 0.044364377999999996 -0.19085774 0.0038022406 0.0027486044 0.007459194000000001 0.0008325987
57 56 19.0 0.0 9.0 1.0 9.0 1136.0 0.4990885999999996 0.045 9.0 1.0 0.0046848617 0.010546281000000001 0.01693597 -0.010982546000000001 0.0017351022 0.0012046186 0.0029397206 0.0005304835500000001
58 57 27.0 0.0 37.0 1.0 37.0 1173.0 0.4987259999999994 0.18500000000000008 37.0 0.0 -0.023404324 0.07608927 0.07053799 -0.24171531 0.0013422526000000001 0.0016790704 0.0048068543 9.262511999999998e-05
59 58 30.0 0.0 12.0 1.0 12.0 1185.0 0.4986083999999994 0.05999999999999999 12.0 0.0 -0.0037914223999999997 0.027513467000000003 0.02419366 -0.06077269 0.0027501547999999997 0.0011862278999999999 0.0037167715000000004 0.0010794359
60 59 34.0 0.0 17.0 1.0 17.0 1202.0 0.4984417999999993 0.085 17.0 1.0 -0.0011837119 0.0130559895 0.013382878 -0.03529517 0.0027394812 0.0023556196 0.006767354000000001 0.0007979467599999999
61 60 49.0 0.0 73.0 1.0 73.0 1275.0 0.49772639999999896 0.3650000000000002 73.0 0.0 0.0033829964000000002 0.013255828 0.039363943 -0.034750856000000004 0.0002767052 0.00027780535 0.0011345532 6.965658e-05
62 61 65.0 0.0 81.0 1.0 81.0 1356.0 0.4969325999999986 0.40500000000000025 81.0 0.0 0.021956512999999997 0.01389271 0.05585181 -0.001156203 0.00042815465999999995 0.00023571291 0.0007664949 5.8367932e-05
63 62 76.0 0.0 56.0 1.0 56.0 1412.0 0.4963837999999984 0.2800000000000001 56.0 1.0 0.025236044 0.0105271395 0.05044215 0.011393368999999999 0.00041891486000000003 0.00028227994 0.0010392268 0.00013767756000000002
64 63 83.0 0.0 36.0 1.0 36.0 1448.0 0.4960309999999983 0.18000000000000008 36.0 0.0 0.029066635 0.008672751999999999 0.056770302 0.015187825 0.0003339175 0.00033042138 0.0011272025 0.00011887072
65 64 95.0 0.0 61.0 1.0 61.0 1509.0 0.49543319999999796 0.30500000000000016 61.0 0.0 0.030062806 0.008502535 0.05110822 0.017581153999999998 0.00038956964 0.00032245615000000004 0.0010810032000000002 0.000112903304
66 65 101.0 0.0 27.0 1.0 27.0 1536.0 0.4951685999999979 0.13500000000000004 27.0 0.0 0.034087862999999996 0.008873004 0.051453295999999996 0.024665527000000003 0.000924173 0.0009018083 0.0022817173 0.00019760379
67 66 109.0 0.0 41.0 1.0 41.0 1577.0 0.4947667999999977 0.2050000000000001 41.0 0.0 0.03590907 0.008521062 0.057928532000000005 0.026762453999999998 0.0010166747 0.0017493623 0.005633994 0.00014520244
68 67 115.0 0.0 27.0 1.0 27.0 1604.0 0.4945021999999976 0.13500000000000004 27.0 0.0 0.047802705 0.008728943000000001 0.065188155 0.031394757 0.0009772249000000002 0.0005235556 0.0019868638 0.00045736137
69 68 118.0 0.0 16.0 1.0 16.0 1620.0 0.4943453999999976 0.08 16.0 0.0 0.051733904000000004 0.012263592 0.08248801 0.029774877999999998 0.0014774143 0.0011329994000000001 0.0029849275 0.00025346142
70 69 121.0 0.0 13.0 1.0 13.0 1633.0 0.4942179999999975 0.06499999999999999 13.0 0.0 0.04534572 0.009020883 0.061377544000000006 0.03307831 0.0011564031 0.00082674803 0.0023221578 0.0004958698000000001
71 70 123.0 0.0 10.0 1.0 10.0 1643.0 0.4941199999999975 0.05 10.0 0.0 0.06968933 0.010241762 0.08856887 0.053923685 0.0025915953 0.0001553921 0.0027469874 0.0024362032
72 71 136.0 0.0 66.0 1.0 66.0 1709.0 0.4934731999999972 0.3300000000000002 66.0 0.0 0.039708965 0.00686139 0.06360054 0.030415268999999998 0.00073783513 0.0010628563000000001 0.004346609600000001 0.00015445191999999999
73 72 142.0 0.0 30.0 1.0 30.0 1739.0 0.493179199999997 0.15000000000000005 30.0 1.0 0.052495718 0.013437238 0.07601127 0.022947138 0.00041357415999999995 0.00014432761 0.0006210935 0.00021780463
74 73 144.0 0.0 11.0 1.0 11.0 1750.0 0.493071399999997 0.054999999999999986 11.0 0.0 0.07883914 0.014815776000000001 0.10798859999999999 0.061412997999999996 0.0017814457 0.00075632444 0.0025377702 0.0010251213
75 74 148.0 0.0 17.0 1.0 17.0 1767.0 0.4929047999999969 0.085 17.0 0.0 0.05341814 0.0033267509999999998 0.05797311 0.04853251 0.0017582974 0.0019984138 0.005215515 0.0004899616
76 75 153.0 0.0 25.0 1.0 25.0 1792.0 0.4926597999999968 0.12500000000000006 25.0 0.0 0.03914618 0.021628752 0.07294553 -0.006932031 0.0011680716000000001 0.0007580823 0.0019239963 0.00019454792
77 76 165.0 0.0 59.0 1.0 59.0 1851.0 0.4920815999999966 0.2950000000000001 59.0 0.0 0.04041045 0.0095993215 0.059832074000000006 0.009648573 0.00048636238 0.0003516218 0.0015390691 8.9677706e-05
78 77 175.0 0.0 48.0 1.0 48.0 1899.0 0.4916111999999964 0.2400000000000001 48.0 0.0 0.04585686 0.0101107275 0.067393556 0.02826384 0.00029794456 0.00025303056 0.0008333428999999999 5.8107005e-05
79 78 177.0 0.0 11.0 1.0 11.0 1910.0 0.4915033999999963 0.054999999999999986 11.0 1.0 0.048202902 0.021864219 0.07191319 0.012465209 0.0013766759 7.4593525e-05 0.0014512695000000002 0.0013020824000000001
80 79 189.0 0.0 57.0 1.0 57.0 1967.0 0.4909447999999961 0.2850000000000001 57.0 0.0 0.052893195 0.011440128 0.08076356 0.021731712 0.00046481832 0.0006437131 0.0019930945999999997 2.5270259999999998e-05
81 80 196.0 0.0 36.0 1.0 36.0 2003.0 0.4905919999999959 0.18000000000000008 36.0 0.0 0.058467884000000005 0.015387142 0.090176694 0.027546149 0.0007269266999999999 0.0005030688999999999 0.0014987863 0.000104427774
82 81 205.0 0.0 46.0 1.0 46.0 2049.0 0.4901411999999957 0.2300000000000001 46.0 0.0 0.06093196 0.007511809499999999 0.07037766 0.039854124 0.00049425627 0.0008028564 0.0027535006 8.1958526e-05
83 82 208.0 0.0 13.0 1.0 13.0 2062.0 0.4900137999999957 0.06499999999999999 13.0 0.0 0.057286844 0.0093758395 0.06913173 0.034348063 0.000860659 0.0008996363000000001 0.0021322577 0.00018886328000000002
84 83 211.0 0.0 14.0 1.0 14.0 2076.0 0.4898765999999956 0.06999999999999999 14.0 1.0 0.05263607 0.008032284 0.064974345 0.04099195 0.001172714 0.0010607516 0.0026489098 0.00020347668
85 84 230.0 0.0 93.0 1.0 93.0 2169.0 0.4889651999999952 0.4650000000000003 93.0 0.0 0.06410845 0.00782851 0.08743774 0.03740609 0.0003534712 0.00024956645 0.0009346542599999999 0.00011279688999999999
86 85 243.0 0.0 63.0 1.0 63.0 2232.0 0.488347799999995 0.31500000000000017 63.0 0.0 0.069314964 0.010985478 0.08683908 0.04042889 0.00052838377 0.0010640568 0.0041654957 8.746336e-05
87 86 256.0 0.0 66.0 1.0 66.0 2298.0 0.4877009999999946 0.3300000000000002 66.0 1.0 0.06611705 0.011681728999999998 0.08371733 0.02922386 0.0005219859 0.000952217 0.00379205 4.9057013e-05
88 87 266.0 0.0 50.0 1.0 50.0 2348.0 0.4872109999999945 0.2500000000000001 50.0 0.0 0.07734602 0.009869209 0.09253773 0.056431174 0.0003303181 0.00046183684000000003 0.0016906805 9.095061e-05
89 88 282.0 0.0 78.0 1.0 78.0 2426.0 0.4864465999999941 0.3900000000000001 78.0 1.0 0.08069633 0.011534178999999999 0.099000536 0.049096573 0.00033337116 0.00039947394 0.0017349236 3.9285653e-05
90 89 292.0 0.0 50.0 1.0 50.0 2476.0 0.4859565999999939 0.2500000000000001 50.0 0.0 0.07368112 0.011256305500000001 0.09322866 0.05036321 0.0006237618 0.0012333611 0.00430684 6.651221999999999e-05
91 90 303.0 0.0 52.0 1.0 52.0 2528.0 0.4854469999999937 0.2600000000000001 52.0 0.0 0.08667024 0.016815576999999998 0.117208354 0.027831156 0.0006188103599999999 0.0007562599499999999 0.0026159135000000003 8.282794e-05
92 91 313.0 0.0 48.0 1.0 48.0 2576.0 0.4849765999999935 0.2400000000000001 48.0 0.0 0.086305164 0.01288006 0.10580188 0.062465075 0.00071687275 0.001467437 0.0050979004999999996 3.9354967e-05
93 92 317.0 0.0 21.0 1.0 21.0 2597.0 0.4847707999999934 0.10500000000000002 21.0 0.0 0.090218596 0.009241879 0.10393753 0.07443916 0.001269424 0.0019166027 0.0045848633 5.462566300000001e-05
94 93 320.0 0.0 12.0 1.0 12.0 2609.0 0.4846531999999933 0.05999999999999999 12.0 0.0 0.087736696 0.012435358 0.10571917 0.067471854 0.0017620045000000001 0.0017912582999999999 0.0042807353000000005 0.00026831886
95 94 323.0 0.0 16.0 1.0 16.0 2625.0 0.4844963999999933 0.08 16.0 0.0 0.083215594 0.017241233999999998 0.110870495 0.048248902 0.0018665433 0.0020309621 0.0047335075 0.00028273303
96 95 325.0 0.0 10.0 1.0 10.0 2635.0 0.4843983999999932 0.05 10.0 0.0 0.070341185 0.025979035 0.106879205 0.02501835 0.0023113273000000003 0.0013504161 0.0036617434000000004 0.0009609110400000001
97 96 328.0 0.0 14.0 1.0 14.0 2649.0 0.4842611999999932 0.06999999999999999 14.0 0.0 0.06586764 0.022636527000000004 0.10035722 0.012900347 0.0004555974 0.00033835386 0.00090743194 9.32648e-05
98 97 332.0 0.0 17.0 1.0 17.0 2666.0 0.4840945999999931 0.085 17.0 0.0 0.05443081 0.02027382 0.09894882 0.020643825 0.00044820117 0.00018224769 0.00074991136 0.00026079317
99 98 341.0 0.0 42.0 1.0 42.0 2708.0 0.4836829999999929 0.2100000000000001 42.0 0.0 0.060531903 0.020662373 0.10540438 0.02162084 0.0008067374 0.00032112797 0.001458176 0.00023162352000000004
100 99 348.0 0.0 35.0 1.0 35.0 2743.0 0.4833399999999928 0.17500000000000007 35.0 1.0 0.06581134 0.02081729 0.10703735 0.007853741 0.0006105191 0.00063286076 0.0020838617 9.686078000000002e-05
101 100 354.0 0.0 27.0 1.0 27.0 2770.0 0.4830753999999927 0.13500000000000004 27.0 0.0 0.07244202 0.02157645 0.10217467 0.021860735 0.0006877497999999999 0.00076454773 0.0021975113 5.7608428000000006e-05
102 101 362.0 0.0 38.0 1.0 38.0 2808.0 0.4827029999999925 0.19000000000000009 38.0 0.0 0.07477166 0.021252012 0.10711109 0.035391014 0.0007011086 0.0011727537 0.0037503370000000003 7.927009e-05
103 102 369.0 0.0 32.0 1.0 32.0 2840.0 0.4823893999999924 0.16000000000000006 32.0 1.0 0.094539665 0.020445794 0.11273952599999999 0.025302573999999998 0.00048224567000000005 0.0006267860299999999 0.0019762245999999997 5.7554807e-05
104 103 373.0 0.0 20.0 1.0 20.0 2860.0 0.4821933999999923 0.10000000000000002 20.0 0.0 0.0808584 0.03023175 0.11441225599999999 -0.009442246 0.0008242564 0.0010606995 0.002637767 4.712143e-05
105 104 381.0 0.0 37.0 1.0 37.0 2897.0 0.4818307999999921 0.18500000000000008 37.0 0.0 0.08952154 0.017906858 0.11861621 0.0503153 0.0005119734999999999 0.00051525916 0.0013568522 3.9250244e-05
106 105 385.0 0.0 18.0 1.0 18.0 2915.0 0.481654399999992 0.09000000000000001 18.0 0.0 0.07892393 0.024771623 0.11007117 0.024927232 0.00039395992999999996 0.0004888485 0.0012308627000000001 4.5982757e-05
107 106 388.0 0.0 16.0 1.0 16.0 2931.0 0.48149759999999203 0.08 16.0 1.0 0.07611526 0.027747286 0.11232339999999999 0.026386963 0.0010496273 0.00062783767 0.0016870241000000001 0.00019561202
108 107 395.0 0.0 36.0 1.0 36.0 2967.0 0.4811447999999918 0.18000000000000008 36.0 0.0 0.0940034 0.025673902000000002 0.118176945 0.011136485 0.00047360720000000004 0.0006426830999999999 0.0020081669 4.627571e-05
109 108 401.0 0.0 28.0 1.0 28.0 2995.0 0.4808703999999917 0.14000000000000004 28.0 0.0 0.08049737 0.030260632000000003 0.11369682 0.016448231 0.00034665328 0.00033583897000000006 0.001075385 7.439840999999999e-05
110 109 406.0 0.0 22.0 1.0 22.0 3017.0 0.4806547999999916 0.11000000000000004 22.0 1.0 0.07515854400000001 0.02000737 0.11507933599999999 0.041938517 0.00039063557 0.0005858494000000001 0.0015607151 5.667899e-05
111 110 415.0 0.0 43.0 1.0 43.0 3060.0 0.4802333999999914 0.2150000000000001 43.0 0.0 0.08199599 0.02650553 0.11200468 0.0032864097 0.0003122165 0.0003048969 0.0010735586 1.7404049999999998e-05
112 111 419.0 0.0 21.0 1.0 21.0 3081.0 0.4800275999999914 0.10500000000000002 21.0 0.0 0.07508436 0.027690064 0.11375618 -0.0029162867 0.00013995802 0.00013415402 0.00035772669999999996 1.6042979e-05
113 112 425.0 0.0 27.0 1.0 27.0 3108.0 0.4797629999999912 0.13500000000000004 27.0 1.0 0.07754027 0.02907531 0.10765919 -0.0057065785 0.00036259255 0.00045107212 0.0013477978 3.8002556e-05
114 113 459.0 0.0 167.0 1.0 167.0 3275.0 0.4781263999999905 0.8350000000000006 167.0 0.0 0.10693607 0.013247031000000001 0.14147398 0.05530592 0.00034048175000000005 0.0003409618 0.0016725134 4.0050643000000003e-05
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