gryf/coach
1
0
Fork 0
mirror of https://github.com/gryf/coach.git synced 2026-03-11 03:55:52 +01:00
Code Issues Projects Releases Wiki Activity

new traces

Browse Source
This commit is contained in:
itaicaspi-intel
2018-09-12 15:29:42 +03:00
parent 673911ff7f
commit fa4895f840
76 changed files with 12786 additions and 12606 deletions
Download Patch File Download Diff File Expand all files Collapse all files

62
rl_coach/traces/Atari_A3C_space_invaders/trace.csv
View File

@@ -1,31 +1,31 @@
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
1,0.0,1.0,172.0,1.0,172.0,172.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
2,0.0,1.0,79.0,1.0,79.0,251.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
3,0.0,1.0,96.0,1.0,96.0,347.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
4,0.0,1.0,371.0,1.0,371.0,718.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
5,0.0,1.0,344.0,1.0,344.0,1062.0,0.0,,,0.0,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
6,12.0,0.0,254.0,1.0,254.0,1316.0,0.0,6.0,80.0,0.0,,,,,,,,,,,,0.19567649,0.2205969,0.6815422,0.00015108055,1.7916273999999999,4.0483294e-05,1.7916965,1.7915238999999998,0.2248260026458108,0.4042464626215307,1.0014296770095823,-0.01052277535200119,0.017354053,0.01462093,0.050496485,-0.003664921,0.10698097,0.12332857400000001,0.38313812,4.9710330000000006e-08,0.40305725,0.47160277,1.4861937,-0.009990961999999999
7,28.0,0.0,310.0,1.0,310.0,1626.0,0.0,1.0,30.0,0.0,,,,,,,,,,,,0.056821294,0.1850466,0.74911565,0.002254054,1.7915976000000002,4.443067e-05,1.7916876,1.7914053,0.04728503023584684,0.219276227376429,0.9940330386161804,-0.02618091553449631,0.06592112,0.005795096,0.07936180400000001,0.05113762,0.02515897,0.09394965,0.37668633,4.6014825e-06,0.08473615,0.37085986,1.4722064,-0.02690432
8,35.0,0.0,130.0,1.0,130.0,1756.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.008976445500000001,0.0029242659999999996,0.014560096000000002,0.0052981568,1.7915395,6.856453e-05,1.7916580000000002,1.791449,-0.008989325724542141,0.006062908159684999,0.0016912072896957395,-0.029597371816635125,0.090277284,0.0039322246,0.09905626,0.083528996,5.8783422e-05,4.0506467e-05,0.00014373315,1.9011064e-05,-0.016116107,0.0053216093,-0.00930417,-0.026238699
9,46.0,0.0,216.0,1.0,216.0,1972.0,0.0,3.0,20.0,0.0,,,,,,,,,,,,0.10452251,0.23807605,0.81302756,0.0076934476,1.7915101999999998,6.7988265e-05,1.7916223999999998,1.7912793999999999,0.07167001135647298,0.3004298947139229,1.860807538032532,-0.03583203256130218,0.12916516,0.0068457909999999995,0.14647742,0.11421147,0.047697347,0.12782575,0.42886597,4.2765655999999996e-05,0.12837012,0.40204559999999995,1.3241034999999999,-0.035978295
10,54.0,0.0,151.0,1.0,151.0,2123.0,0.0,3.0,45.0,0.0,,,,,,,,,,,,0.20279299,0.23925558,0.6407468000000001,0.015352413,1.7914312,7.839572e-05,1.7915441000000003,1.791204,0.14761355881180085,0.3582254799901992,0.9790486097335817,-0.04357487708330154,0.15072754,0.0058448114,0.16560993,0.1391081,0.075057626,0.095039055,0.23537856,8.976024400000001e-05,0.26476184,0.37308687,0.9004108000000001,-0.032910552
11,59.0,0.0,86.0,1.0,86.0,2209.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.022077147000000002,0.0023909544,0.024708282,0.018208042,1.7914548,4.2731140000000004e-05,1.7915742,1.7913142,-0.017075253836810588,0.010092539052040822,-0.0002947151660919189,-0.05733919143676758,0.17155758,0.00684912,0.19188917,0.16236548,0.00019671183,5.3809068e-05,0.00027407217,0.00012477461000000002,-0.030653037,0.003763158,-0.02515122,-0.03556459
12,72.0,0.0,243.0,1.0,243.0,2452.0,0.0,4.0,50.0,0.0,,,,,,,,,,,,0.30084065,0.40614513,1.2229686000000002,0.02054095,1.7910703000000001,0.0001751061,1.7913968999999996,1.790586,0.1536969940488537,0.3659362280292968,0.9784829616546632,-0.07325080037117004,0.2755594,0.04179078,0.36495075,0.22700338,0.07876604,0.120651804,0.35853273,0.00015978249,0.27541003,0.49573959999999995,1.4355379,-0.065343626
13,78.0,0.0,117.0,1.0,117.0,2569.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.085860215,0.0061960240000000005,0.09245826,0.07558973,1.7905262,0.00015552709,1.7908181,1.7902833999999999,-0.04054099202156067,0.0224406094197929,-0.002068936824798584,-0.08899098634719849,0.3962928,0.008973127,0.42356229999999995,0.38356206,0.0010735764999999999,0.00016344577,0.0012648260000000001,0.0008468464,-0.07239084,0.0038452593,-0.06634041,-0.07710241
14,83.0,0.0,92.0,1.0,92.0,2661.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.08987115,0.05077347,0.17710942,0.05345255,1.7906991,0.00014593783,1.7908918999999999,1.7901826,-0.04640358872711658,0.0365554518574147,-0.001846909523010254,-0.14066559076309204,0.32658878,0.037642512,0.41903177,0.2930116,0.0017447972,0.0018669254,0.0049749226,0.0005580194400000001,-0.08308937400000001,0.04248289,-0.052891272999999996,-0.15625969
15,96.0,0.0,250.0,1.0,250.0,2911.0,0.0,4.0,30.0,0.0,,,,,,,,,,,,0.24804004,0.32625040000000005,0.8471751000000001,0.027932685,1.7906308000000002,0.00016160042,1.7909075,1.7899588,0.09268262100716433,0.3162697034944009,0.9642215371131896,-0.0929085910320282,0.35738194,0.015382448,0.39524317,0.32462870000000005,0.05430830000000001,0.08928497,0.22784210000000002,0.0003870035,0.16750437,0.37638140000000003,0.8883538000000001,-0.078577496
16,105.0,0.0,173.0,1.0,173.0,3084.0,0.0,3.0,60.0,0.0,,,,,,,,,,,,0.36758524,0.4459755,1.4121901000000001,0.061634187,1.7908936000000002,0.000116576695,1.7911555000000001,1.7905552,0.13567016897723078,0.3572671734435903,0.9771864414215088,-0.16354811191558838,0.35916020000000004,0.036212217000000005,0.43366322,0.29071537,0.07302311,0.10714984,0.315386,0.0006234375,0.2417444,0.46547025,1.3016641000000002,-0.08348486
17,110.0,0.0,100.0,1.0,100.0,3184.0,0.0,1.0,30.0,0.0,,,,,,,,,,,,0.5112869999999999,0.7842299,1.8688575,0.021758934,1.7906313000000003,0.0001870035,1.7910262,1.7903508000000001,0.1910425681620836,0.3908652208594236,0.993660807609558,-0.08672672510147095,0.36392245,0.02695719,0.41229507,0.32356548,0.09463646,0.16288367,0.37675855,9.845499e-05,0.34286004,0.67674136,1.5145043,-0.07307689
18,121.0,0.0,215.0,1.0,215.0,3399.0,0.0,1.0,5.0,0.0,,,,,,,,,,,,0.28810929999999996,0.39181823,1.459698,0.08809837,1.788362,0.00027721387000000005,1.7888026000000001,1.7874539,0.0051032425463199615,0.23262806622008686,0.9417458772659302,-0.13614678382873535,0.62248904,0.018839955,0.6876956,0.5977665,0.02707093,0.07409433,0.2493394,0.00083600805,0.012020485,0.35114133,1.0632533000000002,-0.14330262
19,126.0,0.0,92.0,1.0,92.0,3491.0,0.0,2.0,25.0,0.0,,,,,,,,,,,,0.49123952,0.42201295,1.1937186000000002,0.13654065,1.7897191000000003,0.00025277978,1.7900676,1.7893028000000002,0.12664920873939992,0.3682718359779862,0.9198432564735411,-0.12279212474822998,0.58103245,0.027373647,0.6279676,0.5478466,0.07583208,0.0827045,0.2031532,0.0018784435999999998,0.2255587,0.37950984,0.8095318,-0.12593104
20,132.0,0.0,104.0,1.0,104.0,3595.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.11557531,0.01757393,0.13543893,0.08959412,1.7901121,9.133325500000001e-05,1.790232,1.7898425999999998,-0.0482511255145073,0.029268962943657925,0.009157657623291016,-0.12470829486846925,0.4982148,0.032707598,0.5453865999999999,0.4553813,0.0015924217000000001,0.00035940146000000003,0.002020723,0.0011408231,-0.086312905,0.012666578999999999,-0.06612517,-0.099929444
21,157.0,0.0,486.0,1.0,486.0,4081.0,0.0,4.0,50.0,0.0,,,,,,,,,,,,0.2326429,0.42413315,1.4717642,0.011350347,1.7909327000000002,0.0004338614,1.7914413,1.7897542000000002,0.06549707564214867,0.3132819970573645,1.830270767211914,-0.14497065544128418,0.34287536,0.07915851,0.48324449999999997,0.21450326,0.051217735,0.1368152,0.53446305,4.279909000000001e-05,0.117416285,0.5005594,1.6238992,-0.19046536
22,162.0,0.0,97.0,1.0,97.0,4178.0,0.0,2.0,55.0,0.0,,,,,,,,,,,,0.5230014000000001,0.45992133,1.039975,0.063883886,1.7907598000000002,0.00013174287,1.7909822,1.7903869,0.2461168095469475,0.4223010358740354,0.9653756022453308,-0.06252440810203552,0.32046944,0.008105095500000001,0.34606874,0.30065367,0.11945581,0.11948234,0.25733579999999995,0.0006940061,0.44450063,0.5093702999999999,1.0379127000000001,-0.06295861
23,167.0,0.0,95.0,1.0,95.0,4273.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.07797143,0.006253591,0.08500799,0.0688162,1.7905513,0.00011041841999999999,1.7908473999999999,1.7903417000000001,-0.03700839839875698,0.01797619761499475,-0.0031774044036865234,-0.07612943649291992,0.37993726,0.021876942000000003,0.41198814,0.3481909,0.0008463827,0.00015115745,0.001046534,0.00063928636,-0.06634172,0.00587621,-0.058958582999999995,-0.07316028
24,178.0,0.0,217.0,1.0,217.0,4490.0,0.0,3.0,40.0,0.0,,,,,,,,,,,,0.30123249999999996,0.41637412,1.1756048000000001,0.03484112,1.7904611000000001,0.00042778594000000006,1.7911371999999999,1.7896264,0.07372549414634705,0.3136862116853723,1.7823173999786377,-0.1246633529663086,0.47646698,0.022771806000000002,0.53692746,0.4293259,0.051917247,0.10253852,0.28872594,0.0003387631,0.13538794,0.4160974,1.017875,-0.09954969
25,183.0,0.0,82.0,1.0,82.0,4572.0,0.0,1.0,5.0,0.0,,,,,,,,,,,,0.28755513,0.31245372,0.82867634,0.103177786,1.7910616000000001,8.027599e-05,1.7911837,1.7908571,0.060586804524064064,0.29926683817598804,0.9531143307685852,-0.08926260471343994,0.46090984,0.005631511999999999,0.48508304,0.4509009,0.046615697000000005,0.07826726,0.18217851,0.001346837,0.10982244,0.33842890000000003,0.6959845,-0.08936332
26,193.0,0.0,186.0,1.0,186.0,4758.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.099181354,0.060111597,0.25132,0.042370647000000004,1.7913789,5.84025e-05,1.7915074,1.7912476000000002,-0.046101675927639016,0.03497843538935545,0.01036137342453003,-0.14493098855018616,0.3926531,0.058744658,0.47917265,0.31410804,0.0016744278,0.0019926373,0.0070708264,0.00042033980000000004,-0.08237186,0.04802715,-0.039025433,-0.20672412
27,215.0,0.0,440.0,1.0,440.0,5198.0,0.0,6.0,105.0,0.0,,,,,,,,,,,,0.37764040000000004,0.6469134,2.5495335999999997,0.020546338,1.7905251,0.00035596412,1.7912682,1.7898917,0.12925171518609638,0.4019052044623574,1.8412196636199951,-0.19034543633461,0.40561888,0.045567162,0.5183209,0.33286357,0.0891169,0.21326724,0.9306774999999999,0.00015935848999999998,0.2303355,0.63939536,2.3170965,-0.110453404
28,227.0,0.0,238.0,1.0,238.0,5436.0,0.0,4.0,50.0,0.0,,,,,,,,,,,,0.53855324,0.85370946,3.0082095,0.06336482,1.7894063000000002,0.0003872629,1.7902164,1.7885029,0.14335698945955794,0.4462530209518707,1.839568018913269,-0.13642624020576474,0.51286656,0.03900573,0.5935630999999999,0.43189234,0.10984649999999999,0.2433033,0.848766,0.0005528301000000001,0.25607142,0.6681634,2.149166,-0.12197556
29,232.0,0.0,86.0,1.0,86.0,5522.0,0.0,2.0,55.0,0.0,,,,,,,,,,,,0.6893305999999999,0.8764063,2.2055849999999997,0.123763815,1.7884814999999998,0.00022844973,1.7890648,1.7881353,0.17138415090739728,0.4112120401154026,1.0042281150817869,-0.16397744417190552,0.600002,0.017916113,0.65256387,0.5725639,0.099233955,0.1462143,0.351234,0.0024167297,0.305196,0.64387214,1.4128844999999999,-0.13909039
30,242.0,0.0,184.0,1.0,184.0,5706.0,0.0,2.0,30.0,0.0,,,,,,,,,,,,0.3528114,0.30696386,1.1932287,0.14946677,1.7857898,0.00069586793,1.7870337,1.7839484,-0.026260635256767268,0.21069580671792834,0.8891516923904419,-0.2381856441497803,0.8954148999999999,0.055663843,1.0139464,0.8006623,0.022541171000000002,0.046224325999999996,0.15216036,0.0017163947,-0.047232665,0.22607273,0.582497,-0.19729005
Episode #,Training Iter,In Heatup,ER #Transitions,ER #Episodes,Episode Length,Total steps,Epsilon,Shaped Training Reward,Training Reward,Update Target Network,Evaluation Reward,Shaped Evaluation Reward,Success Rate,Loss/Mean,Loss/Stdev,Loss/Max,Loss/Min,Learning Rate/Mean,Learning Rate/Stdev,Learning Rate/Max,Learning Rate/Min,Grads (unclipped)/Mean,Grads (unclipped)/Stdev,Grads (unclipped)/Max,Grads (unclipped)/Min,Discounted Return/Mean,Discounted Return/Stdev,Discounted Return/Max,Discounted Return/Min,Entropy/Mean,Entropy/Stdev,Entropy/Max,Entropy/Min,Advantages/Mean,Advantages/Stdev,Advantages/Max,Advantages/Min,Values/Mean,Values/Stdev,Values/Max,Values/Min,Value Loss/Mean,Value Loss/Stdev,Value Loss/Max,Value Loss/Min,Policy Loss/Mean,Policy Loss/Stdev,Policy Loss/Max,Policy Loss/Min
1,0.0,1.0,172.0,1.0,172.0,172.0,0.0,,,0.0,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,,,,,,,,,,,,,,,,,,,,
2,0.0,1.0,79.0,1.0,79.0,251.0,0.0,,,0.0,,,,,,,,,,,,,,,,0.6655258513307333,0.7653968685057024,1.8953382542587165,0.0,,,,,,,,,,,,,,,,,,,,
3,0.0,1.0,96.0,1.0,96.0,347.0,0.0,,,0.0,,,,,,,,,,,,,,,,0.31623623119836064,0.4117963273741081,1.0,0.0,,,,,,,,,,,,,,,,,,,,
4,0.0,1.0,371.0,1.0,371.0,718.0,0.0,,,0.0,,,,,,,,,,,,,,,,1.3355309280324184,1.0180238538386663,3.6710632975826947,0.0,,,,,,,,,,,,,,,,,,,,
5,0.0,1.0,344.0,1.0,344.0,1062.0,0.0,,,0.0,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,,,,,,,,,,,,,,,,,,,,
6,12.0,0.0,256.0,1.0,256.0,1318.0,0.0,6.0,80.0,0.0,,,,,,,,,,,,0.19148706,0.22556974,0.7334378,0.0010549564999999999,1.726318764328412,1.05156789842525,3.754496528782679,0.0,1.7917106,2.5127312000000002e-05,1.7917446,1.7916337,0.20012852006281412,0.3877296025649555,1.0023281574249268,-0.010929208248853685,0.026684137,0.015486961,0.05707869999999999,0.006345821,0.09519283,0.1161779,0.37828803,7.249935999999999e-07,0.35883590000000004,0.44739142,1.4766374,-0.009203376999999999
7,28.0,0.0,315.0,1.0,315.0,1633.0,0.0,1.0,30.0,0.0,,,,,,,,,,,,0.061621718,0.1968686,0.79813755,0.0016371410999999998,0.2881358208394099,0.2741247105049077,1.0,0.0,1.7917109,3.1321999999999996e-05,1.791755,1.7916386000000002,0.043144622271259626,0.21294807235681726,0.9929583072662354,-0.0245932936668396,0.09037603,0.014023991999999999,0.12108479400000001,0.06339731,0.023604168,0.08808251,0.3531787,8.870725999999999e-06,0.07737981,0.34941524,1.3846123,-0.024812999999999998
8,35.0,0.0,127.0,1.0,127.0,1760.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.012203018000000001,0.004369569,0.017417826,0.0054350817,0.0,0.0,0.0,0.0,1.7916074,2.8484812e-05,1.7916746,1.7914919999999999,-0.010953334160149096,0.007554808845242561,0.006630212068557739,-0.03390749543905258,0.13512570000000002,0.011031263500000001,0.15383083,0.117896624,8.852533e-05,4.6501125e-05,0.00014310263000000002,3.0686515e-05,-0.019633228,0.0068424847,-0.008797371,-0.026416292
9,44.0,0.0,179.0,1.0,179.0,1939.0,0.0,2.0,15.0,0.0,,,,,,,,,,,,0.22031942,0.36994222,1.0702915000000002,0.008379743,0.567281747249603,0.39164739704456586,1.3310330883210135,0.0,1.791508,4.8648024e-05,1.7916314999999998,1.7913929,0.15731450575403869,0.3591343720827108,0.9962854385375975,-0.04199400544166565,0.17234293,0.021371044,0.20980419,0.14216710000000002,0.07686268,0.14065412,0.3993722,5.437906699999999e-05,0.28229272,0.5713687,1.6053288000000001,-0.039750043
10,48.0,0.0,77.0,1.0,77.0,2016.0,0.0,2.0,15.0,0.0,,,,,,,,,,,,0.5232009,0.6949283,1.5059539,0.025868937,0.7109120249148797,0.7613962203112584,1.886384871716129,0.0,1.7914276000000002,5.6415083e-05,1.7915206000000001,1.7913512999999999,0.3498743516703447,0.6108820929255683,1.8495126962661743,-0.04629160463809967,0.22949272,0.009259296,0.24626392,0.21653277,0.24779450000000003,0.34994197,0.74268717,0.00025246139999999997,0.6237267,0.9389799000000001,1.9516237,-0.04672413
11,52.0,0.0,72.0,1.0,72.0,2088.0,0.0,2.0,35.0,0.0,,,,,,,,,,,,0.56314486,0.3714066,0.90476674,0.046812344000000006,0.554098357745311,0.6902358495261558,1.8429431933839264,0.0,1.7912637999999999,7.356912e-05,1.7914151999999999,1.7911606,0.3640680280824503,0.4579343464269973,0.9790114164352416,-0.06025838851928711,0.2764287,0.013520552,0.29975075,0.25759074,0.17112470000000002,0.122556634,0.28314179999999994,0.0005765385,0.6538018,0.5088916,1.1233141000000002,-0.053315002
12,62.0,0.0,191.0,1.0,191.0,2279.0,0.0,4.0,50.0,0.0,,,,,,,,,,,,0.35259616,0.42569488,1.4074187,0.032122947,1.304959359667826,1.1062417045070994,3.301566886127742,0.0,1.7911092,0.00016985857,1.7914971000000002,1.7907543000000001,0.13831777804427678,0.36693473540203,0.9919073581695556,-0.09540513157844543,0.41151455,0.07081812,0.5327453000000001,0.33292377,0.076886445,0.11366143,0.3523929,0.0003347224,0.24922773,0.4888865,1.4336966999999998,-0.10414474
13,69.0,0.0,125.0,1.0,125.0,2404.0,0.0,2.0,15.0,0.0,,,,,,,,,,,,0.6341355,1.0517185,2.9857202000000003,0.14895423,0.2148606519353026,0.5220797660252123,1.8953382542587165,0.0,1.791102,5.9363345e-05,1.7912488000000002,1.7909616999999998,0.15869886303941408,0.5279004919735834,1.8224644660949707,-0.1398942768573761,0.56906384,0.01990525,0.6056599,0.52970076,0.15193217,0.3337337,0.89818263,0.0022206896,0.28473946,0.8948472,2.2855925999999998,-0.13005021
14,82.0,0.0,252.0,1.0,252.0,2656.0,0.0,4.0,90.0,0.0,,,,,,,,,,,,0.5309293,0.54758555,1.4209664,0.07702104,1.267852985172604,0.8897235064415804,3.064224998851236,0.0,1.7910268,0.00027004103,1.7914638999999999,1.7904778000000001,0.1297429672131936,0.3646982447042634,0.9440007209777832,-0.16410809755325315,0.5775069,0.031732522,0.6453025,0.51574486,0.074919015,0.10343762,0.24848240000000002,0.0007391393300000001,0.23302275,0.47231528,1.0031662000000001,-0.12733074
15,94.0,0.0,236.0,1.0,236.0,2892.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.26424780000000003,0.03737877,0.34197209999999995,0.22361079,0.0,0.0,0.0,0.0,1.7884634,0.0005550571400000001,1.7892816000000002,1.7870125,-0.08188271034847606,0.045750572886791865,0.011497259140014648,-0.2133760452270508,0.83307576,0.029878754,0.9369685,0.7890409,0.0043989467,0.0011083867999999999,0.006675300699999999,0.003153908,-0.14706068,0.018578768,-0.11931857,-0.18141231
16,99.0,0.0,100.0,1.0,100.0,2992.0,0.0,1.0,5.0,0.0,,,,,,,,,,,,0.438325,0.4224812,1.1657224,0.14043465,0.0956179249911955,0.2869865221209108,1.0,0.0,1.7887572,0.00030073317000000005,1.7892746,1.7883883999999999,0.042342004179954526,0.3041436434952944,0.910679578781128,-0.17994004487991333,0.6339216,0.06452159,0.7695466999999999,0.5598896,0.047148094,0.07530628,0.17755939,0.0020164913,0.07507399,0.359582,0.6962384,-0.17250232
17,105.0,0.0,120.0,1.0,120.0,3112.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.093038335,0.013148072,0.11005434,0.0750039,0.0,0.0,0.0,0.0,1.7897593,0.00069183693,1.7905383000000001,1.7887273000000001,-0.0428494393825531,0.027647920996330715,0.001554727554321289,-0.12783029675483704,0.4428398,0.052773352999999995,0.51180756,0.37030265,0.0013002409,0.00024074419999999997,0.0016013056,0.0008975707499999999,-0.07681535,0.006941584000000001,-0.06671523,-0.08824096599999999
18,117.0,0.0,239.0,1.0,239.0,3351.0,0.0,3.0,45.0,0.0,,,,,,,,,,,,0.25174266,0.31971568,0.90688825,0.019915782,0.7136788715557264,0.6294139723016456,2.139329780783134,0.0,1.7902175,0.00028234292,1.7907346000000002,1.7894374,0.08552747788754378,0.30948320983917305,0.9564164876937866,-0.080283522605896,0.377776,0.027218342000000003,0.433316,0.3360449,0.051547407999999996,0.08485938,0.22496763,0.00014007768,0.15418825,0.3566058,0.86870986,-0.0785913
19,135.0,0.0,352.0,1.0,352.0,3703.0,0.0,6.0,90.0,0.0,,,,,,,,,,,,0.41793275,0.48999473,1.4175831,0.016413486,1.1285652814880922,0.7632527435210352,2.713498301854574,0.0,1.7900714,0.0005321719999999999,1.7907479,1.7883525000000002,0.16568141290370156,0.3887566186088803,0.9968223571777344,-0.14961937069892886,0.37653565,0.07552841,0.5292326,0.27801365,0.089291014,0.13357560000000002,0.38210747,0.00010869768,0.29850720000000003,0.57995707,1.5412391,-0.16792528
20,144.0,0.0,172.0,1.0,172.0,3875.0,0.0,3.0,75.0,0.0,,,,,,,,,,,,0.31841904,0.40031302,1.1197104,0.01994228,1.001030228007437,0.8123932110515427,2.359725354341169,0.0,1.7900881999999998,0.00027670767000000004,1.7905824000000001,1.7895555,0.08077805228531361,0.3124191935599247,0.9487813115119934,-0.12574642896652222,0.52029437,0.0554494,0.60090965,0.4315706,0.05206542,0.08236156,0.20570941,0.00024239282000000002,0.14740841,0.36046222,0.8315386999999999,-0.12121811
21,158.0,0.0,273.0,1.0,273.0,4148.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.16278331,0.034464974,0.23726851,0.11201652,0.0,0.0,0.0,0.0,1.7903476000000003,0.0005126293,1.7912636000000002,1.7894793999999998,-0.06326356278016018,0.03553505205266993,0.01573348045349121,-0.14101117849349976,0.6054916,0.048423838,0.7187425000000001,0.49935722,0.0026325090000000003,0.0009246913,0.0043474007,0.0015668544,-0.11329423,0.021084283,-0.08376406,-0.15398563
22,166.0,0.0,144.0,1.0,144.0,4292.0,0.0,3.0,30.0,0.0,,,,,,,,,,,,0.51535577,0.5247881999999999,1.5299573999999998,0.0785513,1.1147393689773601,0.7848298590616827,2.4734216536536136,0.0,1.7912803,0.0002628762,1.7916096000000001,1.7908168000000002,0.19721338067735944,0.4094426806151592,0.9899698495864868,-0.12355470657348633,0.41330233,0.032689314,0.49197868,0.36060372,0.10326821,0.12479912,0.32985646,0.00092325435,0.35567978,0.5447105,1.3443174,-0.09900903
23,180.0,0.0,281.0,1.0,281.0,4573.0,0.0,4.0,50.0,0.0,,,,,,,,,,,,0.49424332,0.76305705,2.3978650000000004,0.042035405,1.130485110921776,0.6886246799646982,2.4299785625343664,0.0,1.7901756999999998,0.0010806196,1.7915697,1.7881901000000002,0.1470732726729833,0.4292139525505116,1.85547947883606,-0.13312307000160215,0.49401855,0.06617465,0.642555,0.3870885,0.10292758,0.21903253,0.778351,0.000301838,0.26225275,0.65815014,1.9423884999999999,-0.11724649
24,193.0,0.0,255.0,1.0,255.0,4828.0,0.0,1.0,5.0,0.0,,,,,,,,,,,,0.2876298,0.35649207,1.4631153000000001,0.107260816,0.2891323187254004,0.3160147551972009,1.0,0.0,1.786598,0.0007175014999999999,1.7877710999999998,1.7844592000000001,-0.015473075211048124,0.21078978297764425,0.9598442316055298,-0.16740190982818606,0.65359044,0.022315737000000002,0.72751343,0.6074324999999999,0.022335877999999997,0.064357854,0.23576124,0.0014055372,-0.027279556,0.30311978,0.97544366,-0.15911148
25,203.0,0.0,190.0,1.0,190.0,5018.0,0.0,1.0,10.0,0.0,,,,,,,,,,,,0.25833908,0.353704,1.257064,0.094801515,0.4120816333301009,0.28672243903882955,1.0,0.0,1.7863761000000002,0.00055423967,1.7877425999999998,1.7848775000000001,0.008930555482705434,0.23252336729099976,0.9504443407058716,-0.14601531624794006,0.5618353,0.03245648,0.62752366,0.5123622999999999,0.027073435,0.07097832,0.22782399,0.0011308544,0.014463178,0.314639,0.9035393,-0.11194018
26,210.0,0.0,141.0,1.0,141.0,5159.0,0.0,2.0,35.0,0.0,,,,,,,,,,,,0.27708516,0.24767488,0.7943432,0.08777749,0.8761993775234669,0.5862036647979134,1.8514577710948756,0.0,1.7850256000000002,0.001439213,1.7869241000000002,1.7819406000000002,0.041500952591498684,0.2782816839518084,0.92048978805542,-0.12633973360061646,0.52088463,0.03495376,0.58095294,0.45491755,0.03958151,0.056727253,0.14819838,0.0008657888000000001,0.07113183,0.24571308,0.53853804,-0.1342794
27,221.0,0.0,210.0,1.0,210.0,5369.0,0.0,2.0,15.0,0.0,,,,,,,,,,,,0.22119139999999998,0.42045018,1.4807982,0.04131692,0.7769912250671142,0.5204806481332109,1.8953382542587165,0.0,1.7843793999999997,0.0009264395300000001,1.785716,1.7815156000000003,0.038671582639217376,0.3030487080390665,1.8035634756088257,-0.09898430109024048,0.42666683,0.026209941,0.49744275,0.37049675,0.046667017000000005,0.13662884,0.45655137,0.00037618117999999994,0.06902148,0.42595407,1.3455397,-0.09659804400000001
28,225.0,0.0,74.0,1.0,74.0,5443.0,0.0,1.0,15.0,0.0,,,,,,,,,,,,0.4794598,0.54393846,1.2483373,0.07442599,0.17737052328516442,0.36756322442656064,1.0,0.0,1.7853811999999998,0.0008450643,1.7862571,1.7836721999999998,0.1789949377377828,0.3974353400862266,0.9939099550247192,-0.12847590446472168,0.38576576,0.01938908,0.42696485,0.36250475,0.09499704,0.13217936,0.2819253,0.0008629976,0.31683448,0.5609328,1.1099112,-0.09520959
29,231.0,0.0,113.0,1.0,113.0,5556.0,0.0,0.0,0.0,0.0,,,,,,,,,,,,0.05933965,0.019350532,0.08084393,0.029977907999999998,0.0,0.0,0.0,0.0,1.7852576,0.0008186825400000001,1.7866174,1.7842599,-0.030790546834468843,0.02130130240965873,0.006599247455596924,-0.07697311043739319,0.38386659999999995,0.031090561,0.42188165,0.33562738,0.0007009017,0.00037256314,0.0010993535000000001,0.0001666528,-0.055111438,0.017901437,-0.029770195,-0.07435719
30,241.0,0.0,184.0,1.0,184.0,5740.0,0.0,3.0,40.0,0.0,,,,,,,,,,,,0.38093507,0.6564854,2.0775616,0.04268214,1.2252075848666295,0.7508640816890552,2.672063012523348,0.0,1.7844807,0.0009963526,1.7860650000000002,1.7812971999999998,0.1569047201010916,0.4457087151894434,1.8164025545120241,-0.09893813729286194,0.390257,0.040914066,0.4590039000000001,0.3154587,0.111637674,0.24681273,0.78331876,0.00029214363999999996,0.2849697,0.70227486,2.1009307,-0.08101756
1 Episode # Training Iter In Heatup ER #Transitions ER #Episodes Episode Length Total steps Epsilon Shaped Training Reward Training Reward Update Target Network Evaluation Reward Shaped Evaluation Reward Success Rate Loss/Mean Loss/Stdev Loss/Max Loss/Min Learning Rate/Mean Learning Rate/Stdev Learning Rate/Max Learning Rate/Min Grads (unclipped)/Mean Grads (unclipped)/Stdev Grads (unclipped)/Max Grads (unclipped)/Min Discounted Return/Mean Discounted Return/Stdev Discounted Return/Max Discounted Return/Min Entropy/Mean Entropy/Stdev Entropy/Max Entropy/Min Advantages/Mean Advantages/Stdev Advantages/Max Advantages/Min Values/Mean Values/Stdev Values/Max Values/Min Value Loss/Mean Value Loss/Stdev Value Loss/Max Value Loss/Min Policy Loss/Mean Policy Loss/Stdev Policy Loss/Max Policy Loss/Min
2 1 0.0 1.0 172.0 1.0 172.0 172.0 0.0 0.0 0.0 0.0 0.0 0.0
3 2 0.0 1.0 79.0 1.0 79.0 251.0 0.0 0.0 0.6655258513307333 0.7653968685057024 1.8953382542587165 0.0
4 3 0.0 1.0 96.0 1.0 96.0 347.0 0.0 0.0 0.31623623119836064 0.4117963273741081 1.0 0.0
5 4 0.0 1.0 371.0 1.0 371.0 718.0 0.0 0.0 1.3355309280324184 1.0180238538386663 3.6710632975826947 0.0
6 5 0.0 1.0 344.0 1.0 344.0 1062.0 0.0 0.0 0.0 0.0 0.0 0.0
7 6 12.0 0.0 254.0 256.0 1.0 254.0 256.0 1316.0 1318.0 0.0 6.0 80.0 0.0 0.19567649 0.19148706 0.2205969 0.22556974 0.6815422 0.7334378 0.00015108055 0.0010549564999999999 1.726318764328412 1.05156789842525 3.754496528782679 0.0 1.7916273999999999 1.7917106 4.0483294e-05 2.5127312000000002e-05 1.7916965 1.7917446 1.7915238999999998 1.7916337 0.2248260026458108 0.20012852006281412 0.4042464626215307 0.3877296025649555 1.0014296770095823 1.0023281574249268 -0.01052277535200119 -0.010929208248853685 0.017354053 0.026684137 0.01462093 0.015486961 0.050496485 0.05707869999999999 -0.003664921 0.006345821 0.10698097 0.09519283 0.12332857400000001 0.1161779 0.38313812 0.37828803 4.9710330000000006e-08 7.249935999999999e-07 0.40305725 0.35883590000000004 0.47160277 0.44739142 1.4861937 1.4766374 -0.009990961999999999 -0.009203376999999999
8 7 28.0 0.0 310.0 315.0 1.0 310.0 315.0 1626.0 1633.0 0.0 1.0 30.0 0.0 0.056821294 0.061621718 0.1850466 0.1968686 0.74911565 0.79813755 0.002254054 0.0016371410999999998 0.2881358208394099 0.2741247105049077 1.0 0.0 1.7915976000000002 1.7917109 4.443067e-05 3.1321999999999996e-05 1.7916876 1.791755 1.7914053 1.7916386000000002 0.04728503023584684 0.043144622271259626 0.219276227376429 0.21294807235681726 0.9940330386161804 0.9929583072662354 -0.02618091553449631 -0.0245932936668396 0.06592112 0.09037603 0.005795096 0.014023991999999999 0.07936180400000001 0.12108479400000001 0.05113762 0.06339731 0.02515897 0.023604168 0.09394965 0.08808251 0.37668633 0.3531787 4.6014825e-06 8.870725999999999e-06 0.08473615 0.07737981 0.37085986 0.34941524 1.4722064 1.3846123 -0.02690432 -0.024812999999999998
9 8 35.0 0.0 130.0 127.0 1.0 130.0 127.0 1756.0 1760.0 0.0 0.0 0.0 0.0 0.008976445500000001 0.012203018000000001 0.0029242659999999996 0.004369569 0.014560096000000002 0.017417826 0.0052981568 0.0054350817 0.0 0.0 0.0 0.0 1.7915395 1.7916074 6.856453e-05 2.8484812e-05 1.7916580000000002 1.7916746 1.791449 1.7914919999999999 -0.008989325724542141 -0.010953334160149096 0.006062908159684999 0.007554808845242561 0.0016912072896957395 0.006630212068557739 -0.029597371816635125 -0.03390749543905258 0.090277284 0.13512570000000002 0.0039322246 0.011031263500000001 0.09905626 0.15383083 0.083528996 0.117896624 5.8783422e-05 8.852533e-05 4.0506467e-05 4.6501125e-05 0.00014373315 0.00014310263000000002 1.9011064e-05 3.0686515e-05 -0.016116107 -0.019633228 0.0053216093 0.0068424847 -0.00930417 -0.008797371 -0.026238699 -0.026416292
10 9 46.0 44.0 0.0 216.0 179.0 1.0 216.0 179.0 1972.0 1939.0 0.0 3.0 2.0 20.0 15.0 0.0 0.10452251 0.22031942 0.23807605 0.36994222 0.81302756 1.0702915000000002 0.0076934476 0.008379743 0.567281747249603 0.39164739704456586 1.3310330883210135 0.0 1.7915101999999998 1.791508 6.7988265e-05 4.8648024e-05 1.7916223999999998 1.7916314999999998 1.7912793999999999 1.7913929 0.07167001135647298 0.15731450575403869 0.3004298947139229 0.3591343720827108 1.860807538032532 0.9962854385375975 -0.03583203256130218 -0.04199400544166565 0.12916516 0.17234293 0.0068457909999999995 0.021371044 0.14647742 0.20980419 0.11421147 0.14216710000000002 0.047697347 0.07686268 0.12782575 0.14065412 0.42886597 0.3993722 4.2765655999999996e-05 5.437906699999999e-05 0.12837012 0.28229272 0.40204559999999995 0.5713687 1.3241034999999999 1.6053288000000001 -0.035978295 -0.039750043
11 10 54.0 48.0 0.0 151.0 77.0 1.0 151.0 77.0 2123.0 2016.0 0.0 3.0 2.0 45.0 15.0 0.0 0.20279299 0.5232009 0.23925558 0.6949283 0.6407468000000001 1.5059539 0.015352413 0.025868937 0.7109120249148797 0.7613962203112584 1.886384871716129 0.0 1.7914312 1.7914276000000002 7.839572e-05 5.6415083e-05 1.7915441000000003 1.7915206000000001 1.791204 1.7913512999999999 0.14761355881180085 0.3498743516703447 0.3582254799901992 0.6108820929255683 0.9790486097335817 1.8495126962661743 -0.04357487708330154 -0.04629160463809967 0.15072754 0.22949272 0.0058448114 0.009259296 0.16560993 0.24626392 0.1391081 0.21653277 0.075057626 0.24779450000000003 0.095039055 0.34994197 0.23537856 0.74268717 8.976024400000001e-05 0.00025246139999999997 0.26476184 0.6237267 0.37308687 0.9389799000000001 0.9004108000000001 1.9516237 -0.032910552 -0.04672413
12 11 59.0 52.0 0.0 86.0 72.0 1.0 86.0 72.0 2209.0 2088.0 0.0 0.0 2.0 0.0 35.0 0.0 0.022077147000000002 0.56314486 0.0023909544 0.3714066 0.024708282 0.90476674 0.018208042 0.046812344000000006 0.554098357745311 0.6902358495261558 1.8429431933839264 0.0 1.7914548 1.7912637999999999 4.2731140000000004e-05 7.356912e-05 1.7915742 1.7914151999999999 1.7913142 1.7911606 -0.017075253836810588 0.3640680280824503 0.010092539052040822 0.4579343464269973 -0.0002947151660919189 0.9790114164352416 -0.05733919143676758 -0.06025838851928711 0.17155758 0.2764287 0.00684912 0.013520552 0.19188917 0.29975075 0.16236548 0.25759074 0.00019671183 0.17112470000000002 5.3809068e-05 0.122556634 0.00027407217 0.28314179999999994 0.00012477461000000002 0.0005765385 -0.030653037 0.6538018 0.003763158 0.5088916 -0.02515122 1.1233141000000002 -0.03556459 -0.053315002
13 12 72.0 62.0 0.0 243.0 191.0 1.0 243.0 191.0 2452.0 2279.0 0.0 4.0 50.0 0.0 0.30084065 0.35259616 0.40614513 0.42569488 1.2229686000000002 1.4074187 0.02054095 0.032122947 1.304959359667826 1.1062417045070994 3.301566886127742 0.0 1.7910703000000001 1.7911092 0.0001751061 0.00016985857 1.7913968999999996 1.7914971000000002 1.790586 1.7907543000000001 0.1536969940488537 0.13831777804427678 0.3659362280292968 0.36693473540203 0.9784829616546632 0.9919073581695556 -0.07325080037117004 -0.09540513157844543 0.2755594 0.41151455 0.04179078 0.07081812 0.36495075 0.5327453000000001 0.22700338 0.33292377 0.07876604 0.076886445 0.120651804 0.11366143 0.35853273 0.3523929 0.00015978249 0.0003347224 0.27541003 0.24922773 0.49573959999999995 0.4888865 1.4355379 1.4336966999999998 -0.065343626 -0.10414474
14 13 78.0 69.0 0.0 117.0 125.0 1.0 117.0 125.0 2569.0 2404.0 0.0 0.0 2.0 0.0 15.0 0.0 0.085860215 0.6341355 0.0061960240000000005 1.0517185 0.09245826 2.9857202000000003 0.07558973 0.14895423 0.2148606519353026 0.5220797660252123 1.8953382542587165 0.0 1.7905262 1.791102 0.00015552709 5.9363345e-05 1.7908181 1.7912488000000002 1.7902833999999999 1.7909616999999998 -0.04054099202156067 0.15869886303941408 0.0224406094197929 0.5279004919735834 -0.002068936824798584 1.8224644660949707 -0.08899098634719849 -0.1398942768573761 0.3962928 0.56906384 0.008973127 0.01990525 0.42356229999999995 0.6056599 0.38356206 0.52970076 0.0010735764999999999 0.15193217 0.00016344577 0.3337337 0.0012648260000000001 0.89818263 0.0008468464 0.0022206896 -0.07239084 0.28473946 0.0038452593 0.8948472 -0.06634041 2.2855925999999998 -0.07710241 -0.13005021
15 14 83.0 82.0 0.0 92.0 252.0 1.0 92.0 252.0 2661.0 2656.0 0.0 0.0 4.0 0.0 90.0 0.0 0.08987115 0.5309293 0.05077347 0.54758555 0.17710942 1.4209664 0.05345255 0.07702104 1.267852985172604 0.8897235064415804 3.064224998851236 0.0 1.7906991 1.7910268 0.00014593783 0.00027004103 1.7908918999999999 1.7914638999999999 1.7901826 1.7904778000000001 -0.04640358872711658 0.1297429672131936 0.0365554518574147 0.3646982447042634 -0.001846909523010254 0.9440007209777832 -0.14066559076309204 -0.16410809755325315 0.32658878 0.5775069 0.037642512 0.031732522 0.41903177 0.6453025 0.2930116 0.51574486 0.0017447972 0.074919015 0.0018669254 0.10343762 0.0049749226 0.24848240000000002 0.0005580194400000001 0.0007391393300000001 -0.08308937400000001 0.23302275 0.04248289 0.47231528 -0.052891272999999996 1.0031662000000001 -0.15625969 -0.12733074
16 15 96.0 94.0 0.0 250.0 236.0 1.0 250.0 236.0 2911.0 2892.0 0.0 4.0 0.0 30.0 0.0 0.0 0.24804004 0.26424780000000003 0.32625040000000005 0.03737877 0.8471751000000001 0.34197209999999995 0.027932685 0.22361079 0.0 0.0 0.0 0.0 1.7906308000000002 1.7884634 0.00016160042 0.0005550571400000001 1.7909075 1.7892816000000002 1.7899588 1.7870125 0.09268262100716433 -0.08188271034847606 0.3162697034944009 0.045750572886791865 0.9642215371131896 0.011497259140014648 -0.0929085910320282 -0.2133760452270508 0.35738194 0.83307576 0.015382448 0.029878754 0.39524317 0.9369685 0.32462870000000005 0.7890409 0.05430830000000001 0.0043989467 0.08928497 0.0011083867999999999 0.22784210000000002 0.006675300699999999 0.0003870035 0.003153908 0.16750437 -0.14706068 0.37638140000000003 0.018578768 0.8883538000000001 -0.11931857 -0.078577496 -0.18141231
17 16 105.0 99.0 0.0 173.0 100.0 1.0 173.0 100.0 3084.0 2992.0 0.0 3.0 1.0 60.0 5.0 0.0 0.36758524 0.438325 0.4459755 0.4224812 1.4121901000000001 1.1657224 0.061634187 0.14043465 0.0956179249911955 0.2869865221209108 1.0 0.0 1.7908936000000002 1.7887572 0.000116576695 0.00030073317000000005 1.7911555000000001 1.7892746 1.7905552 1.7883883999999999 0.13567016897723078 0.042342004179954526 0.3572671734435903 0.3041436434952944 0.9771864414215088 0.910679578781128 -0.16354811191558838 -0.17994004487991333 0.35916020000000004 0.6339216 0.036212217000000005 0.06452159 0.43366322 0.7695466999999999 0.29071537 0.5598896 0.07302311 0.047148094 0.10714984 0.07530628 0.315386 0.17755939 0.0006234375 0.0020164913 0.2417444 0.07507399 0.46547025 0.359582 1.3016641000000002 0.6962384 -0.08348486 -0.17250232
18 17 110.0 105.0 0.0 100.0 120.0 1.0 100.0 120.0 3184.0 3112.0 0.0 1.0 0.0 30.0 0.0 0.0 0.5112869999999999 0.093038335 0.7842299 0.013148072 1.8688575 0.11005434 0.021758934 0.0750039 0.0 0.0 0.0 0.0 1.7906313000000003 1.7897593 0.0001870035 0.00069183693 1.7910262 1.7905383000000001 1.7903508000000001 1.7887273000000001 0.1910425681620836 -0.0428494393825531 0.3908652208594236 0.027647920996330715 0.993660807609558 0.001554727554321289 -0.08672672510147095 -0.12783029675483704 0.36392245 0.4428398 0.02695719 0.052773352999999995 0.41229507 0.51180756 0.32356548 0.37030265 0.09463646 0.0013002409 0.16288367 0.00024074419999999997 0.37675855 0.0016013056 9.845499e-05 0.0008975707499999999 0.34286004 -0.07681535 0.67674136 0.006941584000000001 1.5145043 -0.06671523 -0.07307689 -0.08824096599999999
19 18 121.0 117.0 0.0 215.0 239.0 1.0 215.0 239.0 3399.0 3351.0 0.0 1.0 3.0 5.0 45.0 0.0 0.28810929999999996 0.25174266 0.39181823 0.31971568 1.459698 0.90688825 0.08809837 0.019915782 0.7136788715557264 0.6294139723016456 2.139329780783134 0.0 1.788362 1.7902175 0.00027721387000000005 0.00028234292 1.7888026000000001 1.7907346000000002 1.7874539 1.7894374 0.0051032425463199615 0.08552747788754378 0.23262806622008686 0.30948320983917305 0.9417458772659302 0.9564164876937866 -0.13614678382873535 -0.080283522605896 0.62248904 0.377776 0.018839955 0.027218342000000003 0.6876956 0.433316 0.5977665 0.3360449 0.02707093 0.051547407999999996 0.07409433 0.08485938 0.2493394 0.22496763 0.00083600805 0.00014007768 0.012020485 0.15418825 0.35114133 0.3566058 1.0632533000000002 0.86870986 -0.14330262 -0.0785913
20 19 126.0 135.0 0.0 92.0 352.0 1.0 92.0 352.0 3491.0 3703.0 0.0 2.0 6.0 25.0 90.0 0.0 0.49123952 0.41793275 0.42201295 0.48999473 1.1937186000000002 1.4175831 0.13654065 0.016413486 1.1285652814880922 0.7632527435210352 2.713498301854574 0.0 1.7897191000000003 1.7900714 0.00025277978 0.0005321719999999999 1.7900676 1.7907479 1.7893028000000002 1.7883525000000002 0.12664920873939992 0.16568141290370156 0.3682718359779862 0.3887566186088803 0.9198432564735411 0.9968223571777344 -0.12279212474822998 -0.14961937069892886 0.58103245 0.37653565 0.027373647 0.07552841 0.6279676 0.5292326 0.5478466 0.27801365 0.07583208 0.089291014 0.0827045 0.13357560000000002 0.2031532 0.38210747 0.0018784435999999998 0.00010869768 0.2255587 0.29850720000000003 0.37950984 0.57995707 0.8095318 1.5412391 -0.12593104 -0.16792528
21 20 132.0 144.0 0.0 104.0 172.0 1.0 104.0 172.0 3595.0 3875.0 0.0 0.0 3.0 0.0 75.0 0.0 0.11557531 0.31841904 0.01757393 0.40031302 0.13543893 1.1197104 0.08959412 0.01994228 1.001030228007437 0.8123932110515427 2.359725354341169 0.0 1.7901121 1.7900881999999998 9.133325500000001e-05 0.00027670767000000004 1.790232 1.7905824000000001 1.7898425999999998 1.7895555 -0.0482511255145073 0.08077805228531361 0.029268962943657925 0.3124191935599247 0.009157657623291016 0.9487813115119934 -0.12470829486846925 -0.12574642896652222 0.4982148 0.52029437 0.032707598 0.0554494 0.5453865999999999 0.60090965 0.4553813 0.4315706 0.0015924217000000001 0.05206542 0.00035940146000000003 0.08236156 0.002020723 0.20570941 0.0011408231 0.00024239282000000002 -0.086312905 0.14740841 0.012666578999999999 0.36046222 -0.06612517 0.8315386999999999 -0.099929444 -0.12121811
22 21 157.0 158.0 0.0 486.0 273.0 1.0 486.0 273.0 4081.0 4148.0 0.0 4.0 0.0 50.0 0.0 0.0 0.2326429 0.16278331 0.42413315 0.034464974 1.4717642 0.23726851 0.011350347 0.11201652 0.0 0.0 0.0 0.0 1.7909327000000002 1.7903476000000003 0.0004338614 0.0005126293 1.7914413 1.7912636000000002 1.7897542000000002 1.7894793999999998 0.06549707564214867 -0.06326356278016018 0.3132819970573645 0.03553505205266993 1.830270767211914 0.01573348045349121 -0.14497065544128418 -0.14101117849349976 0.34287536 0.6054916 0.07915851 0.048423838 0.48324449999999997 0.7187425000000001 0.21450326 0.49935722 0.051217735 0.0026325090000000003 0.1368152 0.0009246913 0.53446305 0.0043474007 4.279909000000001e-05 0.0015668544 0.117416285 -0.11329423 0.5005594 0.021084283 1.6238992 -0.08376406 -0.19046536 -0.15398563
23 22 162.0 166.0 0.0 97.0 144.0 1.0 97.0 144.0 4178.0 4292.0 0.0 2.0 3.0 55.0 30.0 0.0 0.5230014000000001 0.51535577 0.45992133 0.5247881999999999 1.039975 1.5299573999999998 0.063883886 0.0785513 1.1147393689773601 0.7848298590616827 2.4734216536536136 0.0 1.7907598000000002 1.7912803 0.00013174287 0.0002628762 1.7909822 1.7916096000000001 1.7903869 1.7908168000000002 0.2461168095469475 0.19721338067735944 0.4223010358740354 0.4094426806151592 0.9653756022453308 0.9899698495864868 -0.06252440810203552 -0.12355470657348633 0.32046944 0.41330233 0.008105095500000001 0.032689314 0.34606874 0.49197868 0.30065367 0.36060372 0.11945581 0.10326821 0.11948234 0.12479912 0.25733579999999995 0.32985646 0.0006940061 0.00092325435 0.44450063 0.35567978 0.5093702999999999 0.5447105 1.0379127000000001 1.3443174 -0.06295861 -0.09900903
24 23 167.0 180.0 0.0 95.0 281.0 1.0 95.0 281.0 4273.0 4573.0 0.0 0.0 4.0 0.0 50.0 0.0 0.07797143 0.49424332 0.006253591 0.76305705 0.08500799 2.3978650000000004 0.0688162 0.042035405 1.130485110921776 0.6886246799646982 2.4299785625343664 0.0 1.7905513 1.7901756999999998 0.00011041841999999999 0.0010806196 1.7908473999999999 1.7915697 1.7903417000000001 1.7881901000000002 -0.03700839839875698 0.1470732726729833 0.01797619761499475 0.4292139525505116 -0.0031774044036865234 1.85547947883606 -0.07612943649291992 -0.13312307000160215 0.37993726 0.49401855 0.021876942000000003 0.06617465 0.41198814 0.642555 0.3481909 0.3870885 0.0008463827 0.10292758 0.00015115745 0.21903253 0.001046534 0.778351 0.00063928636 0.000301838 -0.06634172 0.26225275 0.00587621 0.65815014 -0.058958582999999995 1.9423884999999999 -0.07316028 -0.11724649
25 24 178.0 193.0 0.0 217.0 255.0 1.0 217.0 255.0 4490.0 4828.0 0.0 3.0 1.0 40.0 5.0 0.0 0.30123249999999996 0.2876298 0.41637412 0.35649207 1.1756048000000001 1.4631153000000001 0.03484112 0.107260816 0.2891323187254004 0.3160147551972009 1.0 0.0 1.7904611000000001 1.786598 0.00042778594000000006 0.0007175014999999999 1.7911371999999999 1.7877710999999998 1.7896264 1.7844592000000001 0.07372549414634705 -0.015473075211048124 0.3136862116853723 0.21078978297764425 1.7823173999786377 0.9598442316055298 -0.1246633529663086 -0.16740190982818606 0.47646698 0.65359044 0.022771806000000002 0.022315737000000002 0.53692746 0.72751343 0.4293259 0.6074324999999999 0.051917247 0.022335877999999997 0.10253852 0.064357854 0.28872594 0.23576124 0.0003387631 0.0014055372 0.13538794 -0.027279556 0.4160974 0.30311978 1.017875 0.97544366 -0.09954969 -0.15911148
26 25 183.0 203.0 0.0 82.0 190.0 1.0 82.0 190.0 4572.0 5018.0 0.0 1.0 5.0 10.0 0.0 0.28755513 0.25833908 0.31245372 0.353704 0.82867634 1.257064 0.103177786 0.094801515 0.4120816333301009 0.28672243903882955 1.0 0.0 1.7910616000000001 1.7863761000000002 8.027599e-05 0.00055423967 1.7911837 1.7877425999999998 1.7908571 1.7848775000000001 0.060586804524064064 0.008930555482705434 0.29926683817598804 0.23252336729099976 0.9531143307685852 0.9504443407058716 -0.08926260471343994 -0.14601531624794006 0.46090984 0.5618353 0.005631511999999999 0.03245648 0.48508304 0.62752366 0.4509009 0.5123622999999999 0.046615697000000005 0.027073435 0.07826726 0.07097832 0.18217851 0.22782399 0.001346837 0.0011308544 0.10982244 0.014463178 0.33842890000000003 0.314639 0.6959845 0.9035393 -0.08936332 -0.11194018
27 26 193.0 210.0 0.0 186.0 141.0 1.0 186.0 141.0 4758.0 5159.0 0.0 0.0 2.0 0.0 35.0 0.0 0.099181354 0.27708516 0.060111597 0.24767488 0.25132 0.7943432 0.042370647000000004 0.08777749 0.8761993775234669 0.5862036647979134 1.8514577710948756 0.0 1.7913789 1.7850256000000002 5.84025e-05 0.001439213 1.7915074 1.7869241000000002 1.7912476000000002 1.7819406000000002 -0.046101675927639016 0.041500952591498684 0.03497843538935545 0.2782816839518084 0.01036137342453003 0.92048978805542 -0.14493098855018616 -0.12633973360061646 0.3926531 0.52088463 0.058744658 0.03495376 0.47917265 0.58095294 0.31410804 0.45491755 0.0016744278 0.03958151 0.0019926373 0.056727253 0.0070708264 0.14819838 0.00042033980000000004 0.0008657888000000001 -0.08237186 0.07113183 0.04802715 0.24571308 -0.039025433 0.53853804 -0.20672412 -0.1342794
28 27 215.0 221.0 0.0 440.0 210.0 1.0 440.0 210.0 5198.0 5369.0 0.0 6.0 2.0 105.0 15.0 0.0 0.37764040000000004 0.22119139999999998 0.6469134 0.42045018 2.5495335999999997 1.4807982 0.020546338 0.04131692 0.7769912250671142 0.5204806481332109 1.8953382542587165 0.0 1.7905251 1.7843793999999997 0.00035596412 0.0009264395300000001 1.7912682 1.785716 1.7898917 1.7815156000000003 0.12925171518609638 0.038671582639217376 0.4019052044623574 0.3030487080390665 1.8412196636199951 1.8035634756088257 -0.19034543633461 -0.09898430109024048 0.40561888 0.42666683 0.045567162 0.026209941 0.5183209 0.49744275 0.33286357 0.37049675 0.0891169 0.046667017000000005 0.21326724 0.13662884 0.9306774999999999 0.45655137 0.00015935848999999998 0.00037618117999999994 0.2303355 0.06902148 0.63939536 0.42595407 2.3170965 1.3455397 -0.110453404 -0.09659804400000001
29 28 227.0 225.0 0.0 238.0 74.0 1.0 238.0 74.0 5436.0 5443.0 0.0 4.0 1.0 50.0 15.0 0.0 0.53855324 0.4794598 0.85370946 0.54393846 3.0082095 1.2483373 0.06336482 0.07442599 0.17737052328516442 0.36756322442656064 1.0 0.0 1.7894063000000002 1.7853811999999998 0.0003872629 0.0008450643 1.7902164 1.7862571 1.7885029 1.7836721999999998 0.14335698945955794 0.1789949377377828 0.4462530209518707 0.3974353400862266 1.839568018913269 0.9939099550247192 -0.13642624020576474 -0.12847590446472168 0.51286656 0.38576576 0.03900573 0.01938908 0.5935630999999999 0.42696485 0.43189234 0.36250475 0.10984649999999999 0.09499704 0.2433033 0.13217936 0.848766 0.2819253 0.0005528301000000001 0.0008629976 0.25607142 0.31683448 0.6681634 0.5609328 2.149166 1.1099112 -0.12197556 -0.09520959
30 29 232.0 231.0 0.0 86.0 113.0 1.0 86.0 113.0 5522.0 5556.0 0.0 2.0 0.0 55.0 0.0 0.0 0.6893305999999999 0.05933965 0.8764063 0.019350532 2.2055849999999997 0.08084393 0.123763815 0.029977907999999998 0.0 0.0 0.0 0.0 1.7884814999999998 1.7852576 0.00022844973 0.0008186825400000001 1.7890648 1.7866174 1.7881353 1.7842599 0.17138415090739728 -0.030790546834468843 0.4112120401154026 0.02130130240965873 1.0042281150817869 0.006599247455596924 -0.16397744417190552 -0.07697311043739319 0.600002 0.38386659999999995 0.017916113 0.031090561 0.65256387 0.42188165 0.5725639 0.33562738 0.099233955 0.0007009017 0.1462143 0.00037256314 0.351234 0.0010993535000000001 0.0024167297 0.0001666528 0.305196 -0.055111438 0.64387214 0.017901437 1.4128844999999999 -0.029770195 -0.13909039 -0.07435719
31 30 242.0 241.0 0.0 184.0 1.0 184.0 5706.0 5740.0 0.0 2.0 3.0 30.0 40.0 0.0 0.3528114 0.38093507 0.30696386 0.6564854 1.1932287 2.0775616 0.14946677 0.04268214 1.2252075848666295 0.7508640816890552 2.672063012523348 0.0 1.7857898 1.7844807 0.00069586793 0.0009963526 1.7870337 1.7860650000000002 1.7839484 1.7812971999999998 -0.026260635256767268 0.1569047201010916 0.21069580671792834 0.4457087151894434 0.8891516923904419 1.8164025545120241 -0.2381856441497803 -0.09893813729286194 0.8954148999999999 0.390257 0.055663843 0.040914066 1.0139464 0.4590039000000001 0.8006623 0.3154587 0.022541171000000002 0.111637674 0.046224325999999996 0.24681273 0.15216036 0.78331876 0.0017163947 0.00029214363999999996 -0.047232665 0.2849697 0.22607273 0.70227486 0.582497 2.1009307 -0.19729005 -0.08101756