diff --git a/README.txt b/README.txt index 55160cb..1bbe4e6 100644 --- a/README.txt +++ b/README.txt @@ -35,32 +35,4 @@ enduro * input space [210, 160, 1] * action space [9,] -The implementation, examples and results are presented in their corresponding directories. During -training of the latter four games, Orion HPC (https://orion.nmbu.no) at the Norwegian University of -Life Sciences (NMBU) provided computational resources. - ---- - -N.b., in order for the examples to access atari games from `gymnasium`, Python<=3.10 must be used. - ---- - -Relevant papers: - -- "Human-level control through deep reinforcement learning" - doi:10.1038/nature14236 -- "Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm" - arXiv:1712.01815v1 - ---- - -Learning goals: - -- Understand and know how to build, use and deploy reinforcement learning algorithms - * Experiment with reinforcement agent(s) (for instance playing video-games) - -Learning outcomes: - -- Be competent in modern deep learning situations - * Understand (and to some extent be able to reproduce) cutting-edge “artificial intelligence” - models +The implementation, examples and results are pr \ No newline at end of file diff --git a/enduro/enduro.gif b/enduro/enduro.gif new file mode 100644 index 0000000..d0abbb0 Binary files /dev/null and b/enduro/enduro.gif differ diff --git a/enduro/results/enduro.gif b/enduro/results/enduro.gif deleted file mode 100644 index c424f17..0000000 Binary files a/enduro/results/enduro.gif and /dev/null differ diff --git a/enduro/results/example.ipynb b/enduro/results/example.ipynb index 58ada99..449c314 100644 --- a/enduro/results/example.ipynb +++ b/enduro/results/example.ipynb @@ -31,8 +31,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-13T09:13:39.486905Z", - "start_time": "2024-03-13T09:13:39.481126Z" + "end_time": "2024-03-13T10:57:46.123544Z", + "start_time": "2024-03-13T10:57:46.117622Z" } }, "id": "fea8e7d9fca9baa8", @@ -57,8 +57,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-13T09:13:41.329768Z", - "start_time": "2024-03-13T09:13:39.487803Z" + "end_time": "2024-03-13T10:57:47.820972Z", + "start_time": "2024-03-13T10:57:46.125764Z" } }, "id": "7fb6036582d6bcba", @@ -122,8 +122,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-13T09:13:42.091974Z", - "start_time": "2024-03-13T09:13:41.330419Z" + "end_time": "2024-03-13T10:57:48.539941Z", + "start_time": "2024-03-13T10:57:47.821579Z" } }, "id": "545e1bc3efb30329", @@ -155,7 +155,7 @@ { "data": { "text/plain": "
", - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data" @@ -169,8 +169,8 @@ "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-13T09:13:42.445574Z", - "start_time": "2024-03-13T09:13:42.093008Z" + "end_time": "2024-03-13T10:57:48.998935Z", + "start_time": "2024-03-13T10:57:48.540924Z" } }, "id": "22ce7a0155a13a58", @@ -190,13 +190,13 @@ "cell_type": "code", "outputs": [], "source": [ - "gif(environment, agent, './enduro.gif', skip, 90)" + "gif(environment, agent, '../enduro.gif', skip, 90)" ], "metadata": { "collapsed": false, "ExecuteTime": { - "end_time": "2024-03-13T09:14:58.613118Z", - "start_time": "2024-03-13T09:13:42.448456Z" + "end_time": "2024-03-13T10:58:27.204903Z", + "start_time": "2024-03-13T10:57:49.000293Z" } }, "id": "b2ba42f6d9ca3e92", diff --git a/enduro/results/metrics.csv b/enduro/results/metrics.csv index 0f80dae..e05e2aa 100644 --- a/enduro/results/metrics.csv +++ b/enduro/results/metrics.csv @@ -1,17 +1,17 @@ game,steps,loss,exploration,reward 1,2219,,0.9,0 -2,2219,0.003980587052250226,0.8911,0 -3,2219,0.01150684731838615,0.8822,0 -4,2219,0.0016748829286233116,0.8733,0 -5,2219,0.00047767301417788116,0.8644,0 -6,2219,0.0002647517918192549,0.8554999999999999,0 -7,2219,0.0008234413802779948,0.8465999999999999,0 -8,2219,0.0009104638672001304,0.8376999999999999,0 +2,2219,0.0039805870522502,0.8911,0 +3,2219,0.0115068473183861,0.8822,0 +4,2219,0.0016748829286233,0.8733,0 +5,2219,0.0004776730141778,0.8644,0 +6,2219,0.0002647517918192,0.8554999999999999,0 +7,2219,0.0008234413802779,0.8465999999999999,0 +8,2219,0.0009104638672001,0.8376999999999999,0 9,2219,8.034399105739805e-05,0.8287999999999999,0 10,2219,1.568805268840271e-05,0.8198999999999999,0 11,2219,1.4396834695240718e-05,0.8109999999999998,0 12,2219,1.0341915305298366e-05,0.8020999999999998,0 -13,2219,9.386081684449423e-06,0.7931999999999998,0 +13,2219,9.386081684449425e-06,0.7931999999999998,0 14,2219,8.964470612575705e-06,0.7842999999999998,0 15,2219,8.687646750676067e-06,0.7753999999999998,0 16,2219,1.0144333937139766e-05,0.7664999999999997,0 @@ -44,69 +44,69 @@ game,steps,loss,exploration,reward 43,2219,6.401161488453791e-06,0.5261999999999992,0 44,2219,6.350456543752379e-06,0.5172999999999992,0 45,2219,6.311180765450952e-06,0.5083999999999992,0 -46,2219,6.875540065150616e-06,0.49949999999999917,0 -47,2219,6.365397803083241e-06,0.49059999999999915,0 -48,2219,6.303539451759546e-06,0.48169999999999913,0 +46,2219,6.875540065150616e-06,0.4994999999999991,0 +47,2219,6.365397803083241e-06,0.4905999999999991,0 +48,2219,6.303539451759546e-06,0.4816999999999991,0 49,2219,6.2561138956412855e-06,0.4727999999999991,0 50,2219,6.237707699326663e-06,0.4638999999999991,0 -51,2219,6.725745098618644e-06,0.45499999999999907,0 -52,2219,6.282730352400564e-06,0.44609999999999905,0 -53,2219,6.242987115145115e-06,0.43719999999999903,0 +51,2219,6.725745098618644e-06,0.454999999999999,0 +52,2219,6.282730352400564e-06,0.446099999999999,0 +53,2219,6.242987115145115e-06,0.437199999999999,0 54,2219,6.199372477144348e-06,0.428299999999999,0 55,2219,6.178525448001816e-06,0.419399999999999,0 56,2219,6.607219138106542e-06,0.410499999999999,0 -57,2219,6.226541478588316e-06,0.40159999999999896,0 -58,2219,6.1937163263136095e-06,0.39269999999999894,0 +57,2219,6.226541478588316e-06,0.4015999999999989,0 +58,2219,6.1937163263136095e-06,0.3926999999999989,0 59,2219,6.1579736560934035e-06,0.3837999999999989,0 60,2219,6.129903566007802e-06,0.3748999999999989,0 61,2219,6.53686092731514e-06,0.3659999999999989,0 -62,2219,6.193962357342042e-06,0.35709999999999886,0 -63,2219,6.172557145303753e-06,0.34819999999999884,0 +62,2219,6.193962357342042e-06,0.3570999999999988,0 +63,2219,6.172557145303753e-06,0.3481999999999988,0 64,2219,6.134273179585695e-06,0.3392999999999988,0 65,2219,6.116818815812321e-06,0.3303999999999988,0 66,2219,6.490319032640665e-06,0.3214999999999988,0 -67,2219,6.182325089697174e-06,0.31259999999999877,0 -68,2219,6.146636751329081e-06,0.30369999999999875,0 -69,2219,6.109501442975019e-06,0.29479999999999873,0 +67,2219,6.182325089697174e-06,0.3125999999999987,0 +68,2219,6.146636751329081e-06,0.3036999999999987,0 +69,2219,6.109501442975019e-06,0.2947999999999987,0 70,2219,6.088482192112584e-06,0.2858999999999987,0 71,2219,6.474162995106917e-06,0.2769999999999987,0 72,2219,6.166386379571875e-06,0.2680999999999987,0 -73,2219,6.141279938249602e-06,0.25919999999999865,0 -74,2219,6.108650073103713e-06,0.25029999999999863,0 -75,2219,6.085456523027504e-06,0.24139999999999864,0 -76,2219,6.432179337798803e-06,0.23249999999999865,0 -77,2219,6.154782941193417e-06,0.22359999999999866,0 -78,2219,6.120754799702604e-06,0.21469999999999867,0 -79,2219,6.089748226779728e-06,0.20579999999999868,0 +73,2219,6.141279938249602e-06,0.2591999999999986,0 +74,2219,6.108650073103713e-06,0.2502999999999986,0 +75,2219,6.085456523027504e-06,0.2413999999999986,0 +76,2219,6.432179337798803e-06,0.2324999999999986,0 +77,2219,6.154782941193417e-06,0.2235999999999986,0 +78,2219,6.120754799702604e-06,0.2146999999999986,0 +79,2219,6.089748226779728e-06,0.2057999999999986,0 80,2219,6.070367645079583e-06,0.1968999999999987,0 81,2219,6.420099214302757e-06,0.1879999999999987,0 82,2219,6.155252450406009e-06,0.1790999999999987,0 83,2219,6.1167470567623625e-06,0.1701999999999987,0 -84,2219,6.087564188837745e-06,0.16129999999999872,0 -85,2219,6.066823260576224e-06,0.15239999999999873,0 -86,2219,6.422738922211983e-06,0.14349999999999874,0 -87,2219,6.166110107229531e-06,0.13459999999999875,0 -88,2219,2.2531899079724105,0.12569999999999876,4 -89,2219,2.2465960517885017,0.11679999999999875,0 -90,2219,2.241420912425583,0.10789999999999875,0 -91,2219,2.256214605249315,0.09899999999999874,0 -92,2219,2.2429513963514927,0.09009999999999874,0 -93,2219,2.233778567955734,0.08119999999999873,0 -94,2219,2.230810157237677,0.07229999999999873,0 -95,2219,2.23002039905279,0.06339999999999872,0 -96,2219,2.276631714874811,0.05449999999999872,0 -97,2219,2.243915253295967,0.045599999999998725,0 -98,2219,2.2410536392707128,0.03669999999999873,0 -99,2219,2.228605040618367,0.02779999999999873,0 -100,2219,2.2264727338198096,0.01889999999999873,0 +84,2219,6.087564188837745e-06,0.1612999999999987,0 +85,2219,6.066823260576224e-06,0.1523999999999987,0 +86,2219,6.422738922211983e-06,0.1434999999999987,0 +87,2219,6.166110107229531e-06,0.1345999999999987,0 +88,2219,2.2531899079724105,0.1256999999999987,4 +89,2219,2.2465960517885017,0.1167999999999987,0 +90,2219,2.241420912425583,0.1078999999999987,0 +91,2219,2.256214605249315,0.0989999999999987,0 +92,2219,2.2429513963514927,0.0900999999999987,0 +93,2219,2.233778567955734,0.0811999999999987,0 +94,2219,2.230810157237677,0.0722999999999987,0 +95,2219,2.23002039905279,0.0633999999999987,0 +96,2219,2.276631714874811,0.0544999999999987,0 +97,2219,2.243915253295967,0.0455999999999987,0 +98,2219,2.2410536392707128,0.0366999999999987,0 +99,2219,2.228605040618367,0.0277999999999987,0 +100,2219,2.2264727338198096,0.0188999999999987,0 101,2219,2.2782252021327007,0.01,0 102,2219,2.2511293363109055,0.01,0 -103,2219,2.2580249099439134,0.01,0 +103,2219,2.258024909943914,0.01,0 104,2219,1.5122568807922876,0.01,5 105,2219,1.123605446076729,0.01,2 -106,2219,1.1214099803441007,0.01,0 +106,2219,1.1214099803441009,0.01,0 107,2219,1.1018296362648548,0.01,0 -108,2219,1.0982854601363061,0.01,0 +108,2219,1.098285460136306,0.01,0 109,2219,0.8813693799778258,0.01,18 110,2219,0.8647316572836805,0.01,0 111,2219,0.8856406163713707,0.01,0 @@ -118,133 +118,133 @@ game,steps,loss,exploration,reward 117,2219,0.5447378320281898,0.01,32 118,2219,0.4863318169660191,0.01,8 119,2219,0.4376228677989546,0.01,27 -120,2219,0.39929898302502725,0.01,15 -121,2219,0.37083775056900664,0.01,24 +120,2219,0.3992989830250272,0.01,15 +121,2219,0.3708377505690066,0.01,24 122,2219,0.34815435443268,0.01,32 -123,2219,0.33801871759772933,0.01,6 -124,2219,0.29305994274266395,0.01,30 -125,2219,0.27308788943706397,0.01,54 +123,2219,0.3380187175977293,0.01,6 +124,2219,0.2930599427426639,0.01,30 +125,2219,0.2730878894370639,0.01,54 126,2219,0.2607486260783589,0.01,32 127,2219,0.2459152349947343,0.01,27 -128,2219,0.23452148717992444,0.01,21 -129,2219,0.22044142390837193,0.01,49 -130,2219,0.20934327272208617,0.01,30 -131,2219,0.20260563432397438,0.01,13 -132,2219,0.19603490698663628,0.01,23 -133,2219,0.19671502622368525,0.01,34 -134,2219,0.17803781897374357,0.01,27 -135,2219,0.17027391827100485,0.01,3 +128,2219,0.2345214871799244,0.01,21 +129,2219,0.2204414239083719,0.01,49 +130,2219,0.2093432727220861,0.01,30 +131,2219,0.2026056343239743,0.01,13 +132,2219,0.1960349069866362,0.01,23 +133,2219,0.1967150262236852,0.01,34 +134,2219,0.1780378189737435,0.01,27 +135,2219,0.1702739182710048,0.01,3 136,2219,0.1659828088585661,0.01,44 137,2219,0.1597542145019262,0.01,23 -138,2219,0.15909810722013176,0.01,11 -139,2219,0.15143365445531207,0.01,35 +138,2219,0.1590981072201317,0.01,11 +139,2219,0.151433654455312,0.01,35 140,2219,0.1485158019463198,0.01,43 -141,2219,0.14112667803250148,0.01,31 -142,2219,0.13982483946039934,0.01,65 +141,2219,0.1411266780325014,0.01,31 +142,2219,0.1398248394603993,0.01,65 143,2219,0.1424010004406235,0.01,13 -144,2219,0.14247476860690095,0.01,27 -145,2219,0.14948944296910655,0.01,27 -146,2219,0.14245589846149906,0.01,3 -147,2219,0.13977885607227145,0.01,23 +144,2219,0.1424747686069009,0.01,27 +145,2219,0.1494894429691065,0.01,27 +146,2219,0.142455898461499,0.01,3 +147,2219,0.1397788560722714,0.01,23 148,2219,0.139810560938456,0.01,18 -149,2219,0.14182114639077004,0.01,7 +149,2219,0.14182114639077,0.01,7 150,2219,0.1565897716745865,0.01,4 -151,2219,0.14449380701135897,0.01,25 +151,2219,0.1444938070113589,0.01,25 152,2219,0.1409991870323397,0.01,19 -153,2219,0.14168044293114987,0.01,11 -154,2219,0.14261980347000305,0.01,38 -155,2219,0.15383541876972223,0.01,7 -156,2219,0.14711214041618237,0.01,40 -157,2219,0.14455609192189361,0.01,38 -158,2219,0.15163969939532707,0.01,37 +153,2219,0.1416804429311498,0.01,11 +154,2219,0.142619803470003,0.01,38 +155,2219,0.1538354187697222,0.01,7 +156,2219,0.1471121404161823,0.01,40 +157,2219,0.1445560919218936,0.01,38 +158,2219,0.151639699395327,0.01,37 159,2219,0.1697053957249387,0.01,6 -160,2219,0.20223888625700012,0.01,30 -161,2219,0.14975501844073663,0.01,28 -162,2219,0.14291663891559958,0.01,29 -163,2219,0.14001056097597603,0.01,24 +160,2219,0.2022388862570001,0.01,30 +161,2219,0.1497550184407366,0.01,28 +162,2219,0.1429166389155995,0.01,29 +163,2219,0.140010560975976,0.01,24 164,2219,0.1372609927610046,0.01,31 -165,2219,0.13518797969687837,0.01,36 -166,2219,0.14582656978971578,0.01,30 -167,2219,0.14313990765554577,0.01,11 -168,2219,0.14904601134054812,0.01,28 -169,2219,0.18123325820822497,0.01,16 -170,2219,0.16484770993157474,0.01,4 -171,2219,0.15683864270255568,0.01,24 -172,2219,0.15016969156478135,0.01,17 -173,2219,0.14720571887745462,0.01,1 -174,2219,0.14281409545642287,0.01,40 -175,2219,0.13779690321157922,0.01,34 -176,2219,0.15723726612997746,0.01,33 +165,2219,0.1351879796968783,0.01,36 +166,2219,0.1458265697897157,0.01,30 +167,2219,0.1431399076555457,0.01,11 +168,2219,0.1490460113405481,0.01,28 +169,2219,0.1812332582082249,0.01,16 +170,2219,0.1648477099315747,0.01,4 +171,2219,0.1568386427025556,0.01,24 +172,2219,0.1501696915647813,0.01,17 +173,2219,0.1472057188774546,0.01,1 +174,2219,0.1428140954564228,0.01,40 +175,2219,0.1377969032115792,0.01,34 +176,2219,0.1572372661299774,0.01,33 177,2219,0.1563943884431034,0.01,4 178,2219,0.1546961592988628,0.01,3 179,2219,0.1577873207954107,0.01,32 -180,2219,0.16510588172516014,0.01,3 -181,2219,0.16955859808134974,0.01,28 -182,2219,0.16519756309886088,0.01,8 -183,2219,0.16692688433321207,0.01,20 +180,2219,0.1651058817251601,0.01,3 +181,2219,0.1695585980813497,0.01,28 +182,2219,0.1651975630988608,0.01,8 +183,2219,0.166926884333212,0.01,20 184,2219,0.1748564753448535,0.01,28 -185,2219,0.18852544458421433,0.01,3 -186,2219,0.18109938762153946,0.01,7 -187,2219,0.17732057385127206,0.01,0 -188,2219,0.18144999626617708,0.01,43 -189,2219,0.18530967968982598,0.01,18 +185,2219,0.1885254445842143,0.01,3 +186,2219,0.1810993876215394,0.01,7 +187,2219,0.177320573851272,0.01,0 +188,2219,0.181449996266177,0.01,43 +189,2219,0.1853096796898259,0.01,18 190,2219,0.2057511676176588,0.01,3 191,2219,0.1832917996839736,0.01,40 -192,2219,0.18089314230458037,0.01,9 -193,2219,0.17981069435535338,0.01,36 +192,2219,0.1808931423045803,0.01,9 +193,2219,0.1798106943553533,0.01,36 194,2219,0.1833892394739313,0.01,26 -195,2219,0.22342208506014852,0.01,1 +195,2219,0.2234220850601485,0.01,1 196,2219,0.1983559844960818,0.01,33 197,2219,0.1950239936082618,0.01,8 198,2219,0.2476213173343347,0.01,32 199,2219,0.3235019493820227,0.01,27 -200,2219,0.48680160227844915,0.01,0 -201,2219,0.20194675155936845,0.01,20 +200,2219,0.4868016022784491,0.01,0 +201,2219,0.2019467515593684,0.01,20 202,2219,0.185783548661457,0.01,33 -203,2219,0.18837609510601588,0.01,27 -204,2219,0.17809174834329614,0.01,6 -205,2219,0.17687079621296106,0.01,16 -206,2219,0.20551346086610622,0.01,18 -207,2219,0.19721556625141648,0.01,31 -208,2219,0.19825966952795857,0.01,24 +203,2219,0.1883760951060158,0.01,27 +204,2219,0.1780917483432961,0.01,6 +205,2219,0.176870796212961,0.01,16 +206,2219,0.2055134608661062,0.01,18 +207,2219,0.1972155662514164,0.01,31 +208,2219,0.1982596695279585,0.01,24 209,2219,0.1877575606157657,0.01,1 -210,2219,0.18605550371961085,0.01,26 -211,2219,0.20875319957511548,0.01,3 +210,2219,0.1860555037196108,0.01,26 +211,2219,0.2087531995751154,0.01,3 212,2219,0.2046182537813517,0.01,4 -213,2219,0.19882453154948115,0.01,1 -214,2219,0.19787063226870805,0.01,5 +213,2219,0.1988245315494811,0.01,1 +214,2219,0.197870632268708,0.01,5 215,2219,0.1998900232292634,0.01,5 -216,2219,0.21611712272272604,0.01,3 -217,2219,0.20916387706339007,0.01,8 -218,2219,0.20718484538179024,0.01,9 -219,2219,0.20384948002846687,0.01,9 +216,2219,0.216117122722726,0.01,3 +217,2219,0.20916387706339,0.01,8 +218,2219,0.2071848453817902,0.01,9 +219,2219,0.2038494800284668,0.01,9 220,2219,0.2065412794086271,0.01,3 -221,2219,0.23008754421372038,0.01,24 -222,2219,0.22451920605838022,0.01,2 -223,2219,0.22128982578327924,0.01,26 -224,2219,0.22162544239958606,0.01,39 -225,2219,0.22186254476925746,0.01,38 -226,2219,0.24745944372048698,0.01,36 -227,2219,0.23864785808354946,0.01,29 -228,2219,0.23819013953885496,0.01,3 -229,2219,0.25482640556588915,0.01,63 -230,2219,0.31025037298517194,0.01,23 +221,2219,0.2300875442137203,0.01,24 +222,2219,0.2245192060583802,0.01,2 +223,2219,0.2212898257832792,0.01,26 +224,2219,0.221625442399586,0.01,39 +225,2219,0.2218625447692574,0.01,38 +226,2219,0.2474594437204869,0.01,36 +227,2219,0.2386478580835494,0.01,29 +228,2219,0.2381901395388549,0.01,3 +229,2219,0.2548264055658891,0.01,63 +230,2219,0.3102503729851719,0.01,23 231,2219,0.260256088444651,0.01,35 232,2219,0.2527715071698133,0.01,19 233,2219,0.2608059920146139,0.01,11 -234,2219,0.29951953910771656,0.01,30 +234,2219,0.2995195391077165,0.01,30 235,2219,0.449917485562964,0.01,33 236,2219,0.2897566563897722,0.01,2 237,2219,0.281627300378009,0.01,30 238,2219,0.278670362024244,0.01,8 -239,2219,0.28064022724731225,0.01,25 -240,2219,0.31379550921642807,0.01,31 +239,2219,0.2806402272473122,0.01,25 +240,2219,0.313795509216428,0.01,31 241,2219,0.3194320753708013,0.01,6 -242,2219,0.31784993791290767,0.01,14 +242,2219,0.3178499379129076,0.01,14 243,2219,0.3046065542482243,0.01,29 244,2219,0.3080230914458698,0.01,37 245,2219,0.3336593591613051,0.01,11 -246,2219,0.34958488888443523,0.01,7 +246,2219,0.3495848888844352,0.01,7 247,2219,0.346524567652214,0.01,33 248,2219,0.841804506113662,0.01,34 249,2219,3.319382675935697,0.01,6 @@ -252,9 +252,9 @@ game,steps,loss,exploration,reward 251,2219,0.369554304197895,0.01,21 252,2219,0.3724751139458728,0.01,21 253,2219,0.3597500548978597,0.01,26 -254,2219,0.36444398677818995,0.01,32 +254,2219,0.3644439867781899,0.01,32 255,2219,0.3539173668230374,0.01,49 -256,2219,0.37369210401720887,0.01,26 +256,2219,0.3736921040172088,0.01,26 257,2219,0.3676360968372836,0.01,79 258,2219,0.3641385388907864,0.01,6 259,2219,0.3664267622697761,0.01,41 @@ -262,27 +262,27 @@ game,steps,loss,exploration,reward 261,2219,0.3644529853528656,0.01,42 262,2219,0.3613376989462265,0.01,35 263,2219,0.3550074031225506,0.01,42 -264,2219,0.35319959618557156,0.01,39 -265,2219,0.35800597667257594,0.01,25 +264,2219,0.3531995961855715,0.01,39 +265,2219,0.3580059766725759,0.01,25 266,2219,0.3637700002503398,0.01,21 -267,2219,0.36976865830509353,0.01,14 -268,2219,0.36791162782156794,0.01,39 +267,2219,0.3697686583050935,0.01,14 +268,2219,0.3679116278215679,0.01,39 269,2219,0.3585569043340598,0.01,31 270,2219,0.3584274994579409,0.01,32 271,2219,0.3705744336598162,0.01,43 272,2219,0.3725270907876559,0.01,30 273,2219,0.3673343088179384,0.01,30 -274,2219,0.36622644325292986,0.01,28 -275,2219,0.36453769954654697,0.01,1 -276,2219,0.37792955969337816,0.01,32 +274,2219,0.3662264432529298,0.01,28 +275,2219,0.3645376995465469,0.01,1 +276,2219,0.3779295596933781,0.01,32 277,2219,0.3797830646159301,0.01,28 278,2219,0.3716620524318046,0.01,23 279,2219,0.3675335869548781,0.01,37 280,2219,0.3679078336464249,0.01,51 281,2219,0.3808872367361091,0.01,19 282,2219,0.3791831148685268,0.01,32 -283,2219,0.37287017823554974,0.01,28 -284,2219,0.37141815076596973,0.01,51 +283,2219,0.3728701782355497,0.01,28 +284,2219,0.3714181507659697,0.01,51 285,2219,0.3682483692597092,0.01,11 286,2219,0.3821017757031492,0.01,34 287,2219,0.3842956819319008,0.01,3 @@ -290,34 +290,34 @@ game,steps,loss,exploration,reward 289,2219,0.3764275699882857,0.01,17 290,2219,0.3781704058730359,0.01,17 291,2219,0.3940671603032666,0.01,9 -292,2219,0.39022584337345195,0.01,36 +292,2219,0.3902258433734519,0.01,36 293,2219,0.3826677457581207,0.01,30 294,2219,0.3771944298652134,0.01,18 295,2219,0.3721752398024846,0.01,8 -296,2219,0.39007410994449987,0.01,36 +296,2219,0.3900741099444998,0.01,36 297,2219,0.3977597321367641,0.01,27 -298,2219,0.38780479028768317,0.01,6 +298,2219,0.3878047902876831,0.01,6 299,2219,0.3890912842753571,0.01,35 300,2219,0.3815365779139148,0.01,40 -301,2219,0.40220482656589635,0.01,25 -302,2219,0.40056654874659353,0.01,41 -303,2219,0.39578075082032105,0.01,20 -304,2219,0.39746284632601075,0.01,8 +301,2219,0.4022048265658963,0.01,25 +302,2219,0.4005665487465935,0.01,41 +303,2219,0.395780750820321,0.01,20 +304,2219,0.3974628463260107,0.01,8 305,2219,0.393503238431337,0.01,25 -306,2219,0.40804674825279247,0.01,5 +306,2219,0.4080467482527924,0.01,5 307,2219,0.4090843040589549,0.01,21 -308,2219,0.40615755122247865,0.01,37 +308,2219,0.4061575512224786,0.01,37 309,2219,0.3978219834705275,0.01,38 310,2219,0.403026853077869,0.01,1 311,2219,0.4107197614294788,0.01,31 -312,2219,0.41189481411361384,0.01,41 +312,2219,0.4118948141136138,0.01,41 313,2219,0.4091571656524105,0.01,12 314,2219,0.404270100184266,0.01,26 315,2219,0.4058624114038266,0.01,7 316,2219,0.4155409492725725,0.01,36 -317,2219,0.40947752162621703,0.01,12 +317,2219,0.409477521626217,0.01,12 318,2219,0.4066043908933116,0.01,2 -319,2219,0.40402908612075245,0.01,24 +319,2219,0.4040290861207524,0.01,24 320,2219,0.4163870503294797,0.01,29 321,2219,0.4151178819557334,0.01,22 322,2219,0.4111463543072915,0.01,25 @@ -326,101 +326,101 @@ game,steps,loss,exploration,reward 325,2219,0.4062617063666719,0.01,25 326,2219,0.4218541880964902,0.01,19 327,2219,0.4249125282992119,0.01,11 -328,2219,0.41547204973811586,0.01,17 +328,2219,0.4154720497381158,0.01,17 329,2219,0.4110475042929444,0.01,12 -330,2219,0.42571954599446815,0.01,21 +330,2219,0.4257195459944681,0.01,21 331,2219,0.4173434510797055,0.01,0 332,2219,0.4121131974333537,0.01,0 -333,2219,0.41107416424925947,0.01,27 +333,2219,0.4110741642492594,0.01,27 334,2219,0.4276102204027138,0.01,22 335,2219,0.4501473521384466,0.01,2 -336,2219,0.44320149336876974,0.01,19 -337,2219,0.44251169218169484,0.01,21 +336,2219,0.4432014933687697,0.01,19 +337,2219,0.4425116921816948,0.01,21 338,2219,0.435437939490602,0.01,12 339,2219,0.4399786941408196,0.01,28 -340,2219,0.44731172665894664,0.01,13 +340,2219,0.4473117266589466,0.01,13 341,2219,0.4431521019383673,0.01,35 -342,2219,0.44631469801559576,0.01,34 -343,2219,0.44503387850225085,0.01,31 -344,2219,0.43754928043902763,0.01,25 +342,2219,0.4463146980155957,0.01,34 +343,2219,0.4450338785022508,0.01,31 +344,2219,0.4375492804390276,0.01,25 345,2219,0.4543111739554232,0.01,42 -346,2219,0.45353195782670214,0.01,26 +346,2219,0.4535319578267021,0.01,26 347,2219,0.4404551485238313,0.01,46 348,2219,0.4417147810945631,0.01,9 349,2219,0.4359770817054025,0.01,51 350,2219,0.4502678255934322,0.01,7 -351,2219,0.47678837115460376,0.01,12 +351,2219,0.4767883711546037,0.01,12 352,2219,0.4700282926598532,0.01,26 353,2219,0.4605098488360825,0.01,45 354,2219,0.4588365168676702,0.01,12 355,2219,0.522141993362268,0.01,25 -356,2219,0.45484413804432694,0.01,2 -357,2219,0.44950543142707117,0.01,43 +356,2219,0.4548441380443269,0.01,2 +357,2219,0.4495054314270711,0.01,43 358,2219,0.4433504063489428,0.01,34 359,2219,0.4470917652309615,0.01,53 -360,2219,0.44298485604113114,0.01,34 +360,2219,0.4429848560411311,0.01,34 361,2219,0.4664447110255986,0.01,17 -362,2219,0.47649883865673837,0.01,5 -363,2219,0.46112561324271056,0.01,64 +362,2219,0.4764988386567383,0.01,5 +363,2219,0.4611256132427105,0.01,64 364,2219,0.4547576778585444,0.01,40 365,2219,0.4671229618033883,0.01,13 366,2219,0.487170006611811,0.01,29 -367,2219,0.49237098131369583,0.01,31 +367,2219,0.4923709813136958,0.01,31 368,2219,0.487328522548541,0.01,29 369,2219,0.525717147226957,0.01,52 370,2219,0.6917060644573197,0.01,38 371,2219,0.4422731627992484,0.01,5 -372,2219,0.43037409232220697,0.01,21 -373,2219,0.43777364042403705,0.01,24 +372,2219,0.4303740923222069,0.01,21 +373,2219,0.437773640424037,0.01,24 374,2219,0.4517627641765774,0.01,41 375,2219,0.5252758477233683,0.01,24 -376,2219,0.45510862227089377,0.01,48 +376,2219,0.4551086222708937,0.01,48 377,2219,0.4434569118671185,0.01,33 -378,2219,0.44373133481795396,0.01,31 -379,2219,0.44529466928398814,0.01,39 -380,2219,0.44155488851021485,0.01,26 -381,2219,0.47449652148432686,0.01,38 -382,2219,0.46551080671206174,0.01,18 -383,2219,0.46145248311012554,0.01,41 +378,2219,0.4437313348179539,0.01,31 +379,2219,0.4452946692839881,0.01,39 +380,2219,0.4415548885102148,0.01,26 +381,2219,0.4744965214843268,0.01,38 +382,2219,0.4655108067120617,0.01,18 +383,2219,0.4614524831101255,0.01,41 384,2219,0.4672136190855681,0.01,45 -385,2219,0.46537942080644334,0.01,40 +385,2219,0.4653794208064433,0.01,40 386,2219,0.4731717835542815,0.01,45 387,2219,0.4659150710370414,0.01,28 388,2219,0.4707576472833754,0.01,32 389,2219,0.4794375112469827,0.01,76 -390,2219,0.47584301716209537,0.01,34 +390,2219,0.4758430171620953,0.01,34 391,2219,0.4968713766849578,0.01,13 392,2219,0.4893924530960636,0.01,40 -393,2219,0.48189791630857176,0.01,59 -394,2219,0.48807936630561694,0.01,52 +393,2219,0.4818979163085717,0.01,59 +394,2219,0.4880793663056169,0.01,52 395,2219,0.4867932416624259,0.01,39 -396,2219,0.49125069234335156,0.01,82 +396,2219,0.4912506923433515,0.01,82 397,2219,0.4941953080220943,0.01,27 398,2219,0.4776061669934081,0.01,84 399,2219,0.4927096702045654,0.01,42 -400,2219,0.49544355806739687,0.01,26 +400,2219,0.4954435580673968,0.01,26 401,2219,0.5139470115512379,0.01,49 402,2219,0.5216896471009619,0.01,34 403,2219,0.5082228771776331,0.01,88 404,2219,0.5192977050758042,0.01,56 405,2219,0.5289273887424866,0.01,7 406,2219,0.5053946050110212,0.01,89 -407,2219,0.49831806544792057,0.01,49 +407,2219,0.4983180654479205,0.01,49 408,2219,0.51472226562096,0.01,52 409,2219,0.5733382759457941,0.01,36 410,2219,0.9081487139766136,0.01,99 411,2219,0.5040905167952501,0.01,27 -412,2219,0.49103301413580647,0.01,6 -413,2219,0.49785890310206543,0.01,27 +412,2219,0.4910330141358064,0.01,6 +413,2219,0.4978589031020654,0.01,27 414,2219,0.4884936700851787,0.01,47 415,2219,0.4884943751973734,0.01,90 416,2219,0.5084495539598538,0.01,63 417,2219,0.4977070353660286,0.01,67 -418,2219,0.48985732349301897,0.01,86 +418,2219,0.4898573234930189,0.01,86 419,2219,0.4911891461217828,0.01,30 420,2219,0.4889953406233448,0.01,32 421,2219,0.5130215685840379,0.01,45 -422,2219,0.49900061405242113,0.01,51 +422,2219,0.4990006140524211,0.01,51 423,2219,0.5050379525475714,0.01,34 424,2219,0.5057383975711097,0.01,45 425,2219,0.5083757857935765,0.01,113 @@ -488,7 +488,7 @@ game,steps,loss,exploration,reward 487,2219,0.6824124171165837,0.01,0 488,2219,0.7882394830538617,0.01,22 489,2219,1.040472888888781,0.01,16 -490,2219,1.8810941495861406,0.01,51 +490,2219,1.8810941495861409,0.01,51 491,2219,0.7126472922589759,0.01,25 492,2219,0.7093489117191049,0.01,8 493,2219,0.7244612791978531,0.01,6 @@ -527,7 +527,7 @@ game,steps,loss,exploration,reward 526,2219,0.8133546392806192,0.01,24 527,2219,0.7953895893226127,0.01,26 528,2219,0.8323974364398877,0.01,90 -529,2219,1.1140162922599455,0.01,97 +529,2219,1.1140162922599457,0.01,97 530,2219,2.3648925782969132,0.01,106 531,2219,0.9338889353756152,0.01,48 532,2219,1.1983927036232591,0.01,4 @@ -535,56 +535,56 @@ game,steps,loss,exploration,reward 534,2219,2.679738738260263,0.01,90 535,2219,4.18408580130359,0.01,86 536,2219,0.9729179698107036,0.01,112 -537,2219,0.9550349143279131,0.01,105 +537,2219,0.9550349143279132,0.01,105 538,2219,0.973859529628069,0.01,125 539,2219,0.941871476955404,0.01,108 -540,2219,0.9414780915042857,0.01,64 +540,2219,0.9414780915042856,0.01,64 541,2219,0.9654749397901984,0.01,71 542,2219,0.950658988047407,0.01,48 -543,2219,0.9296070912079489,0.01,28 +543,2219,0.9296070912079488,0.01,28 544,2219,0.9391634432063792,0.01,54 -545,2219,0.9499454145063383,0.01,32 -546,2219,0.9392962057596159,0.01,64 -547,2219,0.9370319226184759,0.01,9 +545,2219,0.9499454145063384,0.01,32 +546,2219,0.939296205759616,0.01,64 +547,2219,0.937031922618476,0.01,9 548,2219,0.937790153265211,0.01,16 549,2219,0.9406281291186932,0.01,51 550,2219,0.9434197018744082,0.01,23 -551,2219,0.9676887906210295,0.01,18 +551,2219,0.9676887906210296,0.01,18 552,2219,0.9695700299565742,0.01,25 -553,2219,0.9476876452588067,0.01,12 +553,2219,0.9476876452588068,0.01,12 554,2219,0.9463623701004226,0.01,58 555,2219,0.946233972527439,0.01,28 -556,2219,0.9483369528598413,0.01,93 -557,2219,0.9381481487995077,0.01,94 +556,2219,0.9483369528598412,0.01,93 +557,2219,0.9381481487995076,0.01,94 558,2219,0.9577103786088954,0.01,94 559,2219,0.932866522693254,0.01,82 560,2219,0.9402229246441206,0.01,88 561,2219,0.9474006310187796,0.01,45 562,2219,0.9350714421029518,0.01,47 563,2219,0.927828798252835,0.01,28 -564,2219,0.9261743364298247,0.01,34 +564,2219,0.9261743364298248,0.01,34 565,2219,0.9215936589986768,0.01,103 -566,2219,0.9474111741249295,0.01,65 +566,2219,0.9474111741249296,0.01,65 567,2219,0.9354483077826504,0.01,78 -568,2219,0.9235086765660263,0.01,41 +568,2219,0.9235086765660264,0.01,41 569,2219,0.9429817936247084,0.01,102 -570,2219,0.9332927462265839,0.01,23 -571,2219,0.9242984022241261,0.01,43 +570,2219,0.933292746226584,0.01,23 +571,2219,0.924298402224126,0.01,43 572,2219,0.931191780500452,0.01,7 573,2219,0.9234775173223734,0.01,3 574,2219,0.9193001640666122,0.01,79 -575,2219,0.9391928564579309,0.01,76 -576,2219,0.9021351142586859,0.01,84 -577,2219,0.9106743587046009,0.01,92 -578,2219,0.9082061302553275,0.01,15 -579,2219,0.9215595449991603,0.01,33 -580,2219,0.9082503844397397,0.01,35 +575,2219,0.9391928564579308,0.01,76 +576,2219,0.902135114258686,0.01,84 +577,2219,0.9106743587046008,0.01,92 +578,2219,0.9082061302553276,0.01,15 +579,2219,0.9215595449991604,0.01,33 +580,2219,0.9082503844397396,0.01,35 581,2219,0.8986019649347401,0.01,82 582,2219,0.8763447291635447,0.01,45 -583,2219,0.9046614305220967,0.01,106 +583,2219,0.9046614305220968,0.01,106 584,2219,0.8885136897273126,0.01,73 -585,2219,0.9083596432531519,0.01,18 -586,2219,0.9032489900657351,0.01,121 +585,2219,0.908359643253152,0.01,18 +586,2219,0.9032489900657352,0.01,121 587,2219,0.9057350142037328,0.01,72 588,2219,0.8993613371916953,0.01,104 589,2219,0.8867723312204941,0.01,68 @@ -793,7 +793,7 @@ game,steps,loss,exploration,reward 792,2219,0.6623143691927422,0.01,78 793,2219,0.6916541547690789,0.01,73 794,2219,0.775981544046473,0.01,62 -795,2219,1.0261057914230933,0.01,42 +795,2219,1.026105791423093,0.01,42 796,2219,0.6544805055557285,0.01,59 797,2219,0.6604086188142377,0.01,71 798,2219,0.6616083168484173,0.01,49 @@ -999,3 +999,3051 @@ game,steps,loss,exploration,reward 998,2219,0.681580720494512,0.01,84 999,2219,0.6628161404612218,0.01,27 1000,2219,0.6706692100113494,0.01,73 +1002,2219,,0.2,22 +1003,2219,12.168397445627129,0.1981,35 +1004,2219,103.68064311218606,0.1961999999999999,0 +1005,2219,40.45407353474907,0.1942999999999999,0 +1006,2219,15.093790724494044,0.1923999999999999,0 +1007,2219,11.895235417150875,0.1904999999999999,0 +1008,2219,10.601305494121478,0.1885999999999999,0 +1009,2219,10.368196927187329,0.1866999999999999,0 +1010,2219,10.267683909985566,0.1847999999999999,0 +1011,2219,10.199364117735646,0.1828999999999999,0 +1012,2219,10.867635758309476,0.1809999999999998,0 +1013,2219,10.47575449605017,0.1790999999999998,0 +1014,2219,10.400242920472111,0.1771999999999998,0 +1015,2219,10.354384017576365,0.1752999999999998,0 +1016,2219,10.318692697177257,0.1733999999999998,0 +1017,2219,10.806262721503831,0.1714999999999998,0 +1018,2219,10.818686479559313,0.1695999999999998,5 +1019,2219,10.631724905509214,0.1676999999999998,0 +1020,2219,7.108431534028389,0.1657999999999997,59 +1021,2219,5.426014438929677,0.1638999999999997,8 +1022,2219,4.38954482203555,0.1619999999999997,43 +1023,2219,3.696282192999451,0.1600999999999997,35 +1024,2219,3.1806980614648475,0.1581999999999997,55 +1025,2219,2.7927791230608117,0.1562999999999997,32 +1026,2219,2.5148665503676777,0.1543999999999997,35 +1027,2219,2.3087830826400815,0.1524999999999997,58 +1028,2219,2.118018358743262,0.1505999999999996,17 +1029,2219,1.9207987930476644,0.1486999999999996,26 +1030,2219,1.7982205388320731,0.1467999999999996,15 +1031,2219,1.6805379526243518,0.1448999999999996,13 +1032,2219,1.6202105470661698,0.1429999999999996,13 +1033,2219,1.512676703386978,0.1410999999999996,84 +1034,2219,1.4296846114467816,0.1391999999999996,19 +1035,2219,1.341798952453729,0.1372999999999996,36 +1036,2219,1.2647431125459068,0.1353999999999995,52 +1037,2219,1.2194174513539928,0.1334999999999995,65 +1038,2219,1.159008013698341,0.1315999999999995,45 +1039,2219,1.105576886756264,0.1296999999999995,35 +1040,2219,1.050262605178055,0.1277999999999995,49 +1041,2219,0.9996927037658372,0.1258999999999995,44 +1042,2219,0.9804681296562884,0.1239999999999995,19 +1043,2219,0.9411442087208864,0.1220999999999995,30 +1044,2219,0.9045278016232052,0.1201999999999995,36 +1045,2219,0.8697678714921147,0.1182999999999995,44 +1046,2219,0.8396401164870843,0.1163999999999995,20 +1047,2219,0.8275996614848694,0.1144999999999995,77 +1048,2219,0.7979480721328118,0.1125999999999995,76 +1049,2219,0.7979412224714916,0.1106999999999995,4 +1050,2219,0.7938628535371623,0.1087999999999995,53 +1051,2219,0.7916084419667485,0.1068999999999995,83 +1052,2219,0.803946830917879,0.1049999999999995,44 +1053,2219,0.8001954997348206,0.1030999999999995,22 +1054,2219,0.8086945863624072,0.1011999999999995,56 +1055,2219,0.7682095959755109,0.0992999999999995,77 +1056,2219,0.7957117248652917,0.0973999999999995,60 +1057,2219,0.8160637474863216,0.0954999999999995,25 +1058,2219,0.807587157295424,0.0935999999999995,70 +1059,2219,0.7858541892293973,0.0916999999999995,96 +1060,2219,0.7959801375740863,0.0897999999999995,104 +1061,2219,0.7714081863514419,0.0878999999999995,74 +1062,2219,0.820636030724675,0.0859999999999995,67 +1063,2219,0.8216386331120413,0.0840999999999995,85 +1064,2219,0.8128848330983006,0.0821999999999995,75 +1065,2219,0.8194826014811782,0.0802999999999995,61 +1066,2219,0.7996713663367365,0.0783999999999995,94 +1067,2219,0.823835225482487,0.0764999999999995,22 +1068,2219,0.8086590621385011,0.0745999999999995,83 +1069,2219,0.827099559176384,0.0726999999999995,97 +1070,2219,0.7834960925895867,0.0707999999999995,114 +1071,2219,0.8116120048564961,0.0688999999999995,75 +1072,2219,0.8038608743836642,0.0669999999999995,86 +1073,2219,0.8136446082765099,0.0650999999999995,84 +1074,2219,0.8276934651049753,0.0631999999999995,105 +1075,2219,0.827864773791524,0.0612999999999995,66 +1076,2219,0.8254426126723065,0.0593999999999995,68 +1077,2219,0.8369928204968115,0.0574999999999995,94 +1078,2219,0.8477682107496197,0.0555999999999995,58 +1079,2219,0.7996931240844598,0.0536999999999995,102 +1080,2219,0.8290612484556705,0.0517999999999995,66 +1081,2219,0.8057777722501996,0.0498999999999995,44 +1082,2219,0.8659869667906448,0.0479999999999995,34 +1083,2219,0.8290212249444266,0.0460999999999995,92 +1084,2219,0.8649263437426834,0.0441999999999995,71 +1085,2219,0.8516446489820862,0.0422999999999995,43 +1086,2219,0.8539408300558451,0.0403999999999995,99 +1087,2219,0.8864248116388049,0.0384999999999995,75 +1088,2219,0.829219663662087,0.0365999999999995,92 +1089,2219,0.8580754065051258,0.0346999999999995,60 +1090,2219,0.8662995665303094,0.0327999999999995,107 +1091,2219,0.8593384303297467,0.0308999999999995,91 +1092,2219,0.8512809453966893,0.0289999999999995,105 +1093,2219,0.8741747295958716,0.0270999999999995,79 +1094,2219,0.8790292591727449,0.0251999999999995,88 +1095,2219,0.8626526591056135,0.0232999999999995,63 +1096,2219,0.8611737366423202,0.0213999999999995,81 +1097,2219,0.8893718448450725,0.0194999999999995,78 +1098,2219,0.8836007365685902,0.0175999999999995,95 +1099,2219,0.8867982524878434,0.0156999999999995,87 +1100,2219,0.896786200302992,0.0137999999999995,109 +1101,2219,0.895818249143481,0.0118999999999995,72 +1102,2219,0.8995218341579246,0.01,91 +1103,2219,0.9434579793935508,0.01,83 +1104,2219,0.9363720047577492,0.01,80 +1105,2219,0.9451574340899392,0.01,86 +1106,2219,0.930463768947777,0.01,60 +1107,2219,0.913307449100357,0.01,55 +1108,2219,0.9114247323868804,0.01,120 +1109,2219,0.9213517719391128,0.01,71 +1110,2219,0.9093739303568882,0.01,111 +1111,2219,0.9243009540587356,0.01,92 +1112,2219,0.9754088961572932,0.01,97 +1113,2219,0.9244458714031384,0.01,117 +1114,2219,0.9611928941619052,0.01,93 +1115,2219,0.9580436616396054,0.01,76 +1116,2219,0.9315854345657396,0.01,82 +1117,2219,0.9058687840601048,0.01,93 +1118,2219,0.943971771146112,0.01,56 +1119,2219,0.9390974984277862,0.01,44 +1120,2219,0.9163305001165708,0.01,127 +1121,2219,0.9481540937640076,0.01,73 +1122,2219,0.9315820097350797,0.01,61 +1123,2219,0.9721011812750346,0.01,76 +1124,2219,0.9491967196626178,0.01,101 +1125,2219,1.0300679847291478,0.01,35 +1126,2219,1.3410170231689855,0.01,53 +1127,2219,0.8282659490535552,0.01,0 +1128,2219,0.839013672046913,0.01,11 +1129,2219,0.834246643535729,0.01,0 +1130,2219,0.9014154297452628,0.01,14 +1131,2219,1.0490286531061157,0.01,2 +1132,2219,0.8024338616086115,0.01,50 +1133,2219,0.7977805240446351,0.01,25 +1134,2219,0.7875588819020897,0.01,71 +1135,2219,0.775559618339854,0.01,56 +1136,2219,0.7924610904940352,0.01,86 +1137,2219,0.8012544439442233,0.01,36 +1138,2219,0.8230046033170929,0.01,100 +1139,2219,0.7884306020354054,0.01,94 +1140,2219,0.7846350838214771,0.01,105 +1141,2219,0.7977752189147891,0.01,127 +1142,2219,0.8229705564711186,0.01,120 +1143,2219,0.7868786165180293,0.01,111 +1144,2219,0.7949793483323635,0.01,132 +1145,2219,0.8105758256979518,0.01,90 +1146,2219,0.8251582174204313,0.01,84 +1147,2219,0.8149059532625718,0.01,146 +1148,2219,0.8177339903917855,0.01,120 +1149,2219,0.808880668828274,0.01,112 +1150,2219,0.8053605472915454,0.01,91 +1151,2219,0.8285604173367839,0.01,50 +1152,2219,0.8159278958701365,0.01,92 +1153,2219,0.8058447914854703,0.01,50 +1154,2219,0.8356741263855781,0.01,66 +1155,2219,0.8253731087559686,0.01,93 +1156,2219,0.8213100508292963,0.01,49 +1157,2219,0.8433850990400814,0.01,111 +1158,2219,0.8416534777969046,0.01,111 +1159,2219,0.838609139107764,0.01,131 +1160,2219,0.8253342268549448,0.01,110 +1161,2219,0.8399142682034415,0.01,60 +1162,2219,0.817874475602393,0.01,82 +1163,2219,0.8320360832284732,0.01,116 +1164,2219,0.830135100751476,0.01,103 +1165,2219,0.8038478465964473,0.01,99 +1166,2219,0.8377176086794534,0.01,99 +1167,2219,0.8109298591732497,0.01,98 +1168,2219,0.8472518671624488,0.01,91 +1169,2219,0.8473424572910863,0.01,106 +1170,2219,0.8489305714142497,0.01,107 +1171,2219,0.8239195031781431,0.01,87 +1172,2219,0.8427820602297298,0.01,38 +1173,2219,0.8347010044033057,0.01,37 +1174,2219,0.8419136306199895,0.01,76 +1175,2219,0.8442302263706243,0.01,55 +1176,2219,0.8842659595591629,0.01,48 +1177,2219,0.8759471130392582,0.01,65 +1178,2219,0.8301474570032694,0.01,116 +1179,2219,0.8256359477207476,0.01,88 +1180,2219,0.8827594369899615,0.01,122 +1181,2219,1.0659508085513425,0.01,106 +1182,2219,0.7969749501505395,0.01,79 +1183,2219,0.8174720915765993,0.01,85 +1184,2219,0.8249670984388876,0.01,117 +1185,2219,0.7874737983639253,0.01,75 +1186,2219,0.8138618499860297,0.01,77 +1187,2219,0.849435700359847,0.01,92 +1188,2219,0.8549396718448395,0.01,67 +1189,2219,0.8359093652444491,0.01,111 +1190,2219,0.875712948637065,0.01,122 +1191,2219,0.9736103899859304,0.01,33 +1192,2219,0.7431338588781162,0.01,101 +1193,2219,0.7478051264379015,0.01,117 +1194,2219,0.7270732833813094,0.01,85 +1195,2219,0.7426799009317936,0.01,113 +1196,2219,0.7667711670982579,0.01,89 +1197,2219,0.7777361989546778,0.01,89 +1198,2219,0.7595313436969202,0.01,120 +1199,2219,0.7790550945265382,0.01,86 +1200,2219,0.7842901832279395,0.01,84 +1201,2219,0.7754140966135697,0.01,90 +1202,2219,0.7642703020273998,0.01,83 +1203,2219,0.7622088225841731,0.01,86 +1204,2219,0.7680384887495894,0.01,119 +1205,2219,0.7513268596596467,0.01,130 +1206,2219,0.7614874592321911,0.01,109 +1207,2219,0.7874637924861143,0.01,101 +1208,2219,0.8006998228379099,0.01,108 +1209,2219,0.8072153281314021,0.01,121 +1210,2219,0.7943092231331987,0.01,57 +1211,2219,0.8176062643542256,0.01,88 +1212,2219,0.7886928366183031,0.01,97 +1213,2219,0.7898864236801285,0.01,94 +1214,2219,0.8113848244227077,0.01,89 +1215,2219,0.7786348476584779,0.01,104 +1216,2219,0.7816779104303139,0.01,117 +1217,2219,0.8311201760642877,0.01,120 +1218,2219,0.7959039183035129,0.01,120 +1219,2219,0.8094832375638292,0.01,92 +1220,2219,0.840803112490058,0.01,138 +1221,2219,0.9562468343068014,0.01,109 +1222,2219,0.7973578596490501,0.01,148 +1223,2219,0.8161362061585229,0.01,92 +1224,2219,0.8693310788928601,0.01,117 +1225,2219,1.578028735558202,0.01,85 +1226,2219,2.522589779038483,0.01,45 +1227,2219,0.7056538552045402,0.01,118 +1228,2219,0.6639185330125283,0.01,107 +1229,2219,0.6886538688037236,0.01,94 +1230,2219,0.6803332762917176,0.01,31 +1231,2219,0.6798161268620385,0.01,113 +1232,2219,0.7043261625186313,0.01,148 +1233,2219,0.7085120442742716,0.01,64 +1234,2219,0.7034913768336111,0.01,58 +1235,2219,0.6977521664897475,0.01,82 +1236,2219,0.7048227629643495,0.01,110 +1237,2219,0.7335924149660888,0.01,102 +1238,2219,0.7487231825154425,0.01,124 +1239,2219,0.7160254512071653,0.01,90 +1240,2219,0.7223022928111262,0.01,83 +1241,2219,0.7267639741652203,0.01,105 +1242,2219,0.7390605264594635,0.01,91 +1243,2219,0.75222873173348,0.01,83 +1244,2219,0.7694941089336853,0.01,42 +1245,2219,0.728374248957361,0.01,98 +1246,2219,0.7383182783558091,0.01,116 +1247,2219,0.7503814049368248,0.01,117 +1248,2219,0.755434507538443,0.01,84 +1249,2219,0.7540906308488263,0.01,104 +1250,2219,0.7619031396593711,0.01,107 +1251,2219,0.7565301847355141,0.01,94 +1252,2219,0.7700705549412643,0.01,116 +1253,2219,0.7686186282019978,0.01,87 +1254,2219,0.7901643721919376,0.01,120 +1255,2219,0.7814297109377681,0.01,106 +1256,2219,0.7727297680649966,0.01,51 +1257,2219,0.8048072021025368,0.01,132 +1258,2219,0.8012788206800984,0.01,49 +1259,2219,0.8048245277164644,0.01,87 +1260,2219,0.8071665075061096,0.01,114 +1261,2219,0.7929454689950449,0.01,101 +1262,2219,0.7987781570698672,0.01,97 +1263,2219,0.8014421380951066,0.01,116 +1264,2219,0.7880429917889299,0.01,84 +1265,2219,0.7814816206260089,0.01,89 +1266,2219,0.7981332144490858,0.01,91 +1267,2219,0.7961582287684128,0.01,66 +1268,2219,0.8001992603331927,0.01,96 +1269,2219,0.7884172384804766,0.01,125 +1270,2219,0.8068232185975888,0.01,107 +1271,2219,0.8001797858059095,0.01,40 +1272,2219,0.8048628052356069,0.01,67 +1273,2219,0.7930813206112299,0.01,88 +1274,2219,0.8171553954708513,0.01,110 +1275,2219,0.7960151245696534,0.01,101 +1276,2219,0.8143618081088658,0.01,110 +1277,2219,0.8057357341326851,0.01,27 +1278,2219,0.7960507159471019,0.01,93 +1279,2219,0.7947835957563975,0.01,87 +1280,2219,0.8047730881030202,0.01,91 +1281,2219,0.809652665951192,0.01,84 +1282,2219,0.797252428587552,0.01,115 +1283,2219,0.7900535688470511,0.01,86 +1284,2219,0.7875067035996796,0.01,63 +1285,2219,0.808240158341288,0.01,89 +1286,2219,0.8155308841277312,0.01,91 +1287,2219,0.79208261312932,0.01,38 +1288,2219,0.7921668908249762,0.01,40 +1289,2219,0.780411260314406,0.01,58 +1290,2219,0.7865166589247335,0.01,72 +1291,2219,0.7823789934125044,0.01,42 +1292,2219,0.8074476122344094,0.01,52 +1293,2219,0.8111667768706796,0.01,134 +1294,2219,0.8043199359992058,0.01,121 +1295,2219,0.8283977043036566,0.01,95 +1296,2219,0.8675958985119384,0.01,64 +1297,2219,0.7659120718309049,0.01,109 +1298,2219,0.7679763045693683,0.01,99 +1299,2219,0.7620526234446544,0.01,93 +1300,2219,0.7674870238597667,0.01,54 +1301,2219,0.791288656798052,0.01,89 +1302,2219,0.7920231150907932,0.01,82 +1303,2219,0.7870165498940273,0.01,97 +1304,2219,0.7831106312564666,0.01,100 +1305,2219,0.7926634912706946,0.01,124 +1306,2219,0.7797457687096637,0.01,59 +1307,2219,0.8106388828742237,0.01,106 +1308,2219,0.7905245166395896,0.01,107 +1309,2219,0.8103065399931066,0.01,121 +1310,2219,0.8001086702045551,0.01,135 +1311,2219,0.8239728230907734,0.01,90 +1312,2219,0.7684846568849987,0.01,97 +1313,2219,0.7576640051446429,0.01,89 +1314,2219,0.7749667197143979,0.01,67 +1315,2219,0.7812851965146194,0.01,99 +1316,2219,0.8363982430327965,0.01,109 +1317,2219,0.8023882643533522,0.01,93 +1318,2219,0.7922311567650103,0.01,73 +1319,2219,0.7964522269768448,0.01,102 +1320,2219,0.8012399387790745,0.01,115 +1321,2219,0.7981526218228264,0.01,114 +1322,2219,0.7793526518727151,0.01,54 +1323,2219,0.7940076365744806,0.01,38 +1324,2219,0.8083053644309153,0.01,62 +1325,2219,0.7991765790366618,0.01,93 +1326,2219,0.7940675375342616,0.01,78 +1327,2219,0.803497708026606,0.01,91 +1328,2219,0.811403023032686,0.01,44 +1329,2219,0.808168908432849,0.01,70 +1330,2219,0.8205661238870829,0.01,94 +1331,2219,0.8050407621228488,0.01,86 +1332,2219,0.8231027817960166,0.01,52 +1333,2219,0.8214791434489471,0.01,46 +1334,2219,0.8295697350783857,0.01,66 +1335,2219,0.869220544162143,0.01,57 +1336,2219,1.1061286386355051,0.01,66 +1337,2219,0.8104615975224054,0.01,82 +1338,2219,0.793406679523942,0.01,87 +1339,2219,0.8072138507534702,0.01,135 +1340,2219,0.8455316620214723,0.01,100 +1341,2219,0.9745600753819208,0.01,39 +1342,2219,0.7272576198550751,0.01,93 +1343,2219,0.7207441291678536,0.01,84 +1344,2219,0.7059356986218059,0.01,115 +1345,2219,0.7195340894881512,0.01,47 +1346,2219,0.7031299564686543,0.01,95 +1347,2219,0.7541626194462315,0.01,39 +1348,2219,0.7356813602081389,0.01,90 +1349,2219,0.7394315497809774,0.01,93 +1350,2219,0.7433408932491979,0.01,80 +1351,2219,0.7429387778375737,0.01,117 +1352,2219,0.778427410366142,0.01,98 +1353,2219,0.7700503417250154,0.01,115 +1354,2219,0.7634193323386719,0.01,85 +1355,2219,0.7667868810271691,0.01,81 +1356,2219,0.7791864468553854,0.01,114 +1357,2219,0.8101439612670642,0.01,46 +1358,2219,0.7919582447688779,0.01,85 +1359,2219,0.7832239864359627,0.01,100 +1360,2219,0.8242552037363778,0.01,87 +1361,2219,0.8589876873780243,0.01,118 +1362,2219,0.7301635550934212,0.01,112 +1363,2219,0.7356246826183909,0.01,116 +1364,2219,0.7430035138524044,0.01,121 +1365,2219,0.7677479825253598,0.01,61 +1366,2219,0.8271646981124687,0.01,131 +1367,2219,0.8194214917576348,0.01,96 +1368,2219,0.8290489593574194,0.01,100 +1369,2219,0.8112947043688667,0.01,88 +1370,2219,0.8182717559589676,0.01,119 +1371,2219,0.849461218705942,0.01,83 +1372,2219,0.8265592417745923,0.01,135 +1373,2219,0.8193697835300211,0.01,104 +1374,2219,0.8277898304382554,0.01,97 +1375,2219,0.8155805105955318,0.01,107 +1376,2219,0.8296981326513693,0.01,133 +1377,2219,0.8994733493003441,0.01,107 +1378,2219,0.8597520289971136,0.01,113 +1379,2219,0.872024808937363,0.01,123 +1380,2219,0.8823899581999218,0.01,107 +1381,2219,1.0227313930732758,0.01,60 +1382,2219,0.80456296466899,0.01,38 +1383,2219,0.8077990267215553,0.01,72 +1384,2219,0.8097539334930639,0.01,58 +1385,2219,0.9004650056603065,0.01,117 +1386,2219,1.3190869594561458,0.01,81 +1387,2219,0.7433091296236639,0.01,120 +1388,2219,0.7388316000335738,0.01,125 +1389,2219,0.7483483985955569,0.01,103 +1390,2219,0.7502894717373403,0.01,86 +1391,2219,0.7341405893323362,0.01,118 +1392,2219,0.7532735065454457,0.01,91 +1393,2219,0.7508698126503758,0.01,98 +1394,2219,0.7588775368085477,0.01,69 +1395,2219,0.7382888651042575,0.01,78 +1396,2219,0.7648732065306667,0.01,124 +1397,2219,0.7620874761331368,0.01,64 +1398,2219,0.7740008503146999,0.01,90 +1399,2219,0.7776001458778657,0.01,96 +1400,2219,0.7585815911473873,0.01,106 +1401,2219,0.7560184747427658,0.01,109 +1402,2219,0.8011482070402169,0.01,116 +1403,2219,0.7793505701129021,0.01,87 +1404,2219,0.7842975701175987,0.01,110 +1405,2219,0.7671712679036115,0.01,104 +1406,2219,0.7996697546517201,0.01,128 +1407,2219,0.7998240734920528,0.01,92 +1408,2219,0.7853722954094547,0.01,99 +1409,2219,0.7802359224153159,0.01,72 +1410,2219,0.7665746758333258,0.01,19 +1411,2219,0.7755662665405472,0.01,39 +1412,2219,0.8116499466079269,0.01,149 +1413,2219,0.7827046880929281,0.01,101 +1414,2219,0.7842841394091276,0.01,87 +1415,2219,0.7856309708546079,0.01,55 +1416,2219,0.80652075904282,0.01,60 +1417,2219,0.7777003389630599,0.01,81 +1418,2219,0.7979539816445391,0.01,144 +1419,2219,0.7921998632142727,0.01,126 +1420,2219,0.805247863647473,0.01,60 +1421,2219,0.7796768691752071,0.01,119 +1422,2219,0.794875730416509,0.01,108 +1423,2219,0.816104845454243,0.01,107 +1424,2219,0.8205058200060478,0.01,126 +1425,2219,0.8130276015293482,0.01,112 +1426,2219,0.8179262509835491,0.01,74 +1427,2219,0.8721328589870129,0.01,43 +1428,2219,0.8372893033863107,0.01,95 +1429,2219,0.8377501109939535,0.01,108 +1430,2219,0.8788565402618068,0.01,116 +1431,2219,1.0287540585194217,0.01,92 +1432,2219,0.7379034037711374,0.01,128 +1433,2219,0.7524743122378739,0.01,95 +1434,2219,0.8042519766143421,0.01,91 +1435,2219,1.0539552384339363,0.01,99 +1436,2219,1.539153952809904,0.01,27 +1437,2219,0.7101953821204949,0.01,93 +1438,2219,0.6877606595368541,0.01,103 +1439,2219,0.6961254390797298,0.01,117 +1440,2219,0.6851319341213512,0.01,84 +1441,2219,0.6847578888904315,0.01,100 +1442,2219,0.71446493718991,0.01,117 +1443,2219,0.7080850820519758,0.01,109 +1444,2219,0.694070339223027,0.01,137 +1445,2219,0.7084223271416847,0.01,150 +1446,2219,0.7290084470113656,0.01,100 +1447,2219,0.7584482913658119,0.01,97 +1448,2219,0.7386312810167278,0.01,49 +1449,2219,0.729161758548563,0.01,89 +1450,2219,0.7389278982133116,0.01,97 +1451,2219,0.7339858004172068,0.01,92 +1452,2219,0.748745947566301,0.01,143 +1453,2219,0.7935646246555619,0.01,27 +1454,2219,0.7437312567909101,0.01,47 +1455,2219,0.7600431208432107,0.01,48 +1456,2219,0.7757782702737631,0.01,70 +1457,2219,0.7756676012359615,0.01,115 +1458,2219,0.8181764650823653,0.01,50 +1459,2219,0.8103213809259673,0.01,114 +1460,2219,0.7937561465583595,0.01,103 +1461,2219,0.8196679452580792,0.01,128 +1462,2219,0.8104450105974436,0.01,26 +1463,2219,0.7939125471585053,0.01,117 +1464,2219,0.7878256829258676,0.01,60 +1465,2219,0.7954801794512502,0.01,59 +1466,2219,0.8069146817222769,0.01,114 +1467,2219,0.8035725170727899,0.01,51 +1468,2219,0.7880938941740353,0.01,33 +1469,2219,0.7907334313098574,0.01,122 +1470,2219,0.7873689716843085,0.01,48 +1471,2219,0.7905760234065763,0.01,104 +1472,2219,0.82568476834604,0.01,150 +1473,2219,0.8323432435312069,0.01,120 +1474,2219,0.8024689829112635,0.01,96 +1475,2219,0.8150520122171948,0.01,98 +1476,2219,0.8259099341735577,0.01,119 +1477,2219,0.8104662982703702,0.01,100 +1478,2219,0.8152400421357899,0.01,109 +1479,2219,0.8167110404810853,0.01,109 +1480,2219,0.8168276190306144,0.01,102 +1481,2219,0.815493613911724,0.01,108 +1482,2219,0.8454702836837595,0.01,101 +1483,2219,0.8402069904945688,0.01,101 +1484,2219,0.8586013530488534,0.01,62 +1485,2219,0.8673121747954867,0.01,106 +1486,2219,0.857988509821318,0.01,123 +1487,2219,0.9024407971834876,0.01,101 +1488,2219,0.9083764316387408,0.01,32 +1489,2219,0.9163930200645036,0.01,13 +1490,2219,0.991518963814816,0.01,42 +1491,2219,1.4667197244978238,0.01,18 +1492,2219,0.7464857607912446,0.01,54 +1493,2219,0.7779662669907874,0.01,62 +1494,2219,0.7480775683592374,0.01,65 +1495,2219,0.7854011714326677,0.01,44 +1496,2219,0.856372124056823,0.01,34 +1497,2219,0.7155970787604801,0.01,93 +1498,2219,0.7062329873538133,0.01,108 +1499,2219,0.70832696911154,0.01,85 +1500,2219,0.7197971299135575,0.01,89 +1501,2219,0.6986951365315023,0.01,114 +1502,2219,0.741486448177053,0.01,54 +1503,2219,0.7084618805781321,0.01,109 +1504,2219,0.724592765833785,0.01,95 +1505,2219,0.7168308236406339,0.01,39 +1506,2219,0.7492211931855502,0.01,115 +1507,2219,0.7536505736857714,0.01,51 +1508,2219,0.7573650375740766,0.01,109 +1509,2219,0.7340114530703867,0.01,121 +1510,2219,0.7429377033808959,0.01,104 +1511,2219,0.7482848041909462,0.01,109 +1512,2219,0.773291574600342,0.01,97 +1513,2219,0.763295434053026,0.01,112 +1514,2219,0.7437589912039029,0.01,117 +1515,2219,0.7684293223660978,0.01,114 +1516,2219,0.7667678094211401,0.01,121 +1517,2219,0.789390763384003,0.01,112 +1518,2219,0.7711762380161462,0.01,41 +1519,2219,0.7866686945446262,0.01,109 +1520,2219,0.7711256713987527,0.01,124 +1521,2219,0.7873251204211504,0.01,106 +1522,2219,0.7931662026887671,0.01,104 +1523,2219,0.805888575595086,0.01,120 +1524,2219,0.7973059499608093,0.01,87 +1525,2219,0.763607362257267,0.01,102 +1526,2219,0.7991090897265947,0.01,113 +1527,2219,0.7964292604653593,0.01,86 +1528,2219,0.8006320649136732,0.01,102 +1529,2219,0.7963446470019916,0.01,103 +1530,2219,0.8075008649934973,0.01,138 +1531,2219,0.8002992519577597,0.01,130 +1532,2219,0.8891282789469495,0.01,107 +1533,2219,0.8370116906422133,0.01,100 +1534,2219,0.8568123826805052,0.01,102 +1535,2219,0.8470932504954054,0.01,112 +1536,2219,0.84969209258456,0.01,129 +1537,2219,0.8864141342255705,0.01,72 +1538,2219,0.865638372752278,0.01,99 +1539,2219,0.8842976560311546,0.01,106 +1540,2219,0.8757477341720051,0.01,114 +1541,2219,0.8825636172604531,0.01,110 +1542,2219,0.9087725032315532,0.01,105 +1543,2219,0.8958715690561111,0.01,35 +1544,2219,0.865444903396752,0.01,33 +1545,2219,0.8837027427994281,0.01,120 +1546,2219,0.906850367388714,0.01,99 +1547,2219,0.9126199982872644,0.01,130 +1548,2219,0.9182295351408398,0.01,111 +1549,2219,0.8924881049780757,0.01,115 +1550,2219,0.941201150295612,0.01,53 +1551,2219,0.9378669769176656,0.01,91 +1552,2219,0.9536768010873172,0.01,71 +1553,2219,0.9496334191485548,0.01,100 +1554,2219,0.9850029884465272,0.01,119 +1555,2219,0.985501402037889,0.01,150 +1556,2219,1.0151124879253417,0.01,119 +1557,2219,0.9005832630483944,0.01,94 +1558,2219,0.9049286344671288,0.01,115 +1559,2219,0.9100928761813452,0.01,108 +1560,2219,0.9141093967031652,0.01,98 +1561,2219,0.9454331665348504,0.01,49 +1562,2219,0.8847878768903492,0.01,130 +1563,2219,0.8643959650651604,0.01,95 +1564,2219,0.8419162496081413,0.01,54 +1565,2219,0.8919433554424885,0.01,101 +1566,2219,0.954477137005109,0.01,59 +1567,2219,0.9343712992703542,0.01,90 +1568,2219,0.9273756461490208,0.01,94 +1569,2219,0.9403749602640132,0.01,50 +1570,2219,0.97598043995628,0.01,28 +1571,2219,0.9821133715189736,0.01,104 +1572,2219,0.9210080129557952,0.01,122 +1573,2219,0.9321683273133848,0.01,91 +1574,2219,0.8899939552614531,0.01,102 +1575,2219,0.9318612341641932,0.01,135 +1576,2219,1.0575731355283344,0.01,126 +1577,2219,1.0377609602343,0.01,26 +1578,2219,1.0064752664611305,0.01,34 +1579,2219,1.036385319919149,0.01,109 +1580,2219,1.1751602641099783,0.01,72 +1581,2219,2.188382178357388,0.01,65 +1582,2219,0.87063969997274,0.01,17 +1583,2219,1.1808272172422674,0.01,50 +1584,2219,1.797208362003276,0.01,55 +1585,2219,2.301884558418178,0.01,114 +1586,2219,0.8948776294757086,0.01,68 +1587,2219,0.7814211152843467,0.01,59 +1588,2219,0.7944448061352143,0.01,69 +1589,2219,0.7806043939022201,0.01,111 +1590,2219,0.7556330134096457,0.01,88 +1591,2219,0.7492884810349904,0.01,92 +1592,2219,0.7743512574987105,0.01,115 +1593,2219,0.78216390061634,0.01,45 +1594,2219,0.773109252732847,0.01,120 +1595,2219,0.7741753823712817,0.01,127 +1596,2219,0.7731154308587437,0.01,23 +1597,2219,0.7866966304182461,0.01,170 +1598,2219,0.7937090719251684,0.01,119 +1599,2219,0.8032342646799456,0.01,85 +1600,2219,0.8193822740888992,0.01,92 +1601,2219,0.803660958288072,0.01,105 +1602,2219,0.8057977168522792,0.01,140 +1603,2219,0.8018181307787546,0.01,82 +1604,2219,0.8106245120161596,0.01,120 +1605,2219,0.7939668743742707,0.01,149 +1606,2219,0.7825170610955872,0.01,154 +1607,2219,0.8380347077064558,0.01,99 +1608,2219,0.8182658464472404,0.01,100 +1609,2219,0.8081283476932664,0.01,125 +1610,2219,0.852978922715146,0.01,105 +1611,2219,0.8075340388434209,0.01,124 +1612,2219,0.8641098238211838,0.01,137 +1613,2219,0.8416552237890058,0.01,117 +1614,2219,0.8434744804049565,0.01,101 +1615,2219,0.8428625101734716,0.01,154 +1616,2219,0.8326232066492867,0.01,55 +1617,2219,0.8538030981404741,0.01,122 +1618,2219,0.817013835803566,0.01,52 +1619,2219,0.848497968294396,0.01,97 +1620,2219,0.8363603012813657,0.01,108 +1621,2219,0.8770059229415761,0.01,110 +1622,2219,0.8483516407256035,0.01,70 +1623,2219,0.8221980221198619,0.01,50 +1624,2219,0.8483807182094434,0.01,114 +1625,2219,0.8444164431435759,0.01,131 +1626,2219,0.8702943293044061,0.01,95 +1627,2219,0.862465300722442,0.01,98 +1628,2219,0.8768583194554789,0.01,86 +1629,2219,0.8449667664231786,0.01,121 +1630,2219,0.8488574412066245,0.01,111 +1631,2219,0.8493504153610557,0.01,75 +1632,2219,0.8676615075228196,0.01,151 +1633,2219,0.8819311651985496,0.01,85 +1634,2219,0.8657487731759103,0.01,115 +1635,2219,0.8944089649036101,0.01,99 +1636,2219,0.8855991588355451,0.01,85 +1637,2219,0.8787615179993739,0.01,117 +1638,2219,0.8699374753803295,0.01,108 +1639,2219,0.8787451325350392,0.01,62 +1640,2219,0.9197583526861032,0.01,109 +1641,2219,0.9015422156332298,0.01,130 +1642,2219,0.9061887706894284,0.01,108 +1643,2219,0.9058054582696636,0.01,100 +1644,2219,0.9185059391211746,0.01,117 +1645,2219,0.8731217620517387,0.01,83 +1646,2219,0.884343454747041,0.01,98 +1647,2219,0.9235809337776008,0.01,83 +1648,2219,0.8990547141173003,0.01,48 +1649,2219,0.890837739521149,0.01,83 +1650,2219,0.9034930931921972,0.01,48 +1651,2219,0.909992683096151,0.01,19 +1652,2219,0.9039171006586292,0.01,83 +1653,2219,0.9251580347198176,0.01,75 +1654,2219,0.9195059896739316,0.01,50 +1655,2219,0.9097756428472584,0.01,95 +1656,2219,0.9277239715732184,0.01,65 +1657,2219,0.912287185331351,0.01,147 +1658,2219,0.9474828269546228,0.01,43 +1659,2219,0.9485156484360492,0.01,75 +1660,2219,0.926030627849184,0.01,107 +1661,2219,0.947896089854278,0.01,103 +1662,2219,0.9893771015813898,0.01,136 +1663,2219,0.958144660567308,0.01,32 +1664,2219,0.967676232908609,0.01,109 +1665,2219,0.9877454719627802,0.01,156 +1666,2219,0.9936193923126088,0.01,107 +1667,2219,0.9611910138627192,0.01,34 +1668,2219,0.9422358520762244,0.01,65 +1669,2219,0.9324000070345108,0.01,35 +1670,2219,0.9336154189976016,0.01,115 +1671,2219,0.9754081574683272,0.01,123 +1672,2219,0.9653251202372034,0.01,132 +1673,2219,0.9720077706976182,0.01,89 +1674,2219,0.9680338255216516,0.01,136 +1675,2219,0.9612832156763732,0.01,113 +1676,2219,1.0062327078661424,0.01,105 +1677,2219,1.0269423231002148,0.01,124 +1678,2219,0.9820381595515356,0.01,121 +1679,2219,0.9931604650041518,0.01,128 +1680,2219,0.9794764533713034,0.01,140 +1681,2219,0.9919851437058472,0.01,136 +1682,2219,1.0016721093441587,0.01,53 +1683,2219,0.9884160672367414,0.01,91 +1684,2219,0.9927339057031102,0.01,102 +1685,2219,1.0236399805013447,0.01,101 +1686,2219,1.0876577881964775,0.01,91 +1687,2219,0.98102588705407,0.01,54 +1688,2219,0.982699554790194,0.01,115 +1689,2219,0.9607343697747024,0.01,157 +1690,2219,0.9755450163876476,0.01,127 +1691,2219,1.004154842958581,0.01,105 +1692,2219,0.9494287351514556,0.01,142 +1693,2219,0.9593315322748976,0.01,91 +1694,2219,0.9616907033713858,0.01,137 +1695,2219,0.9719702318674416,0.01,132 +1696,2219,0.9577314648211952,0.01,126 +1697,2219,0.9520152881423596,0.01,132 +1698,2219,0.9748983277747648,0.01,94 +1699,2219,0.9820527318702266,0.01,124 +1700,2219,0.980343271296027,0.01,46 +1701,2219,0.9820335259571128,0.01,111 +1702,2219,1.0103002650801525,0.01,94 +1703,2219,1.003194077228102,0.01,90 +1704,2219,0.9646972346161804,0.01,103 +1705,2219,1.0216786941433122,0.01,125 +1706,2219,1.008405460729052,0.01,103 +1707,2219,0.9964141884383564,0.01,35 +1708,2219,1.023869981383912,0.01,91 +1709,2219,1.0463439887898307,0.01,77 +1710,2219,1.1160158561371205,0.01,102 +1711,2219,1.6262690199375562,0.01,132 +1712,2219,0.9638471379235032,0.01,91 +1713,2219,0.9453029558162236,0.01,118 +1714,2219,0.9503395386464224,0.01,101 +1715,2219,0.9426611354599612,0.01,119 +1716,2219,0.9439312104065292,0.01,95 +1717,2219,0.9290711387864105,0.01,95 +1718,2219,0.9400906321656805,0.01,91 +1719,2219,0.9485578208606484,0.01,101 +1720,2219,0.9201902171169908,0.01,110 +1721,2219,0.9044930765914116,0.01,104 +1722,2219,0.9411100900921782,0.01,131 +1723,2219,0.9393696717349528,0.01,114 +1724,2219,0.925843000851843,0.01,102 +1725,2219,0.9640539708339576,0.01,120 +1726,2219,1.0609822522595498,0.01,115 +1727,2219,0.8612598274836198,0.01,89 +1728,2219,0.8732218879833906,0.01,111 +1729,2219,0.8477762691747023,0.01,158 +1730,2219,0.8509676741216011,0.01,136 +1731,2219,0.8610687756556187,0.01,139 +1732,2219,0.865556579737689,0.01,99 +1733,2219,0.9052966358792368,0.01,97 +1734,2219,0.8896252151603795,0.01,32 +1735,2219,0.8791198493013824,0.01,91 +1736,2219,0.8760328681128461,0.01,83 +1737,2219,0.8900950213426979,0.01,162 +1738,2219,0.9075016895960192,0.01,44 +1739,2219,0.9095135425714452,0.01,117 +1740,2219,0.9024561081911447,0.01,134 +1741,2219,0.9160844495373806,0.01,111 +1742,2219,0.923293046541523,0.01,105 +1743,2219,0.9299505144235546,0.01,92 +1744,2219,0.9129959909709126,0.01,115 +1745,2219,0.9177450223327454,0.01,121 +1746,2219,0.9271405415972344,0.01,93 +1747,2219,0.9512770692512462,0.01,125 +1748,2219,0.8999755906436202,0.01,109 +1749,2219,0.9283343972732292,0.01,128 +1750,2219,0.926168158303928,0.01,101 +1751,2219,0.9458663068830432,0.01,143 +1752,2219,0.9158700282766395,0.01,99 +1753,2219,0.9337376384446884,0.01,135 +1754,2219,0.9423047516106812,0.01,166 +1755,2219,0.9571135179244404,0.01,129 +1756,2219,0.928210633294668,0.01,92 +1757,2219,0.9713863989702036,0.01,95 +1758,2219,0.9320468465552636,0.01,98 +1759,2219,0.9428179389813612,0.01,137 +1760,2219,0.9821195496448702,0.01,142 +1761,2219,1.0810038122986485,0.01,94 +1762,2219,0.905663428527582,0.01,116 +1763,2219,0.9111950672720248,0.01,124 +1764,2219,0.9418591878571528,0.01,105 +1765,2219,0.9450735593155372,0.01,175 +1766,2219,1.0262241159647236,0.01,173 +1767,2219,0.9656954720232936,0.01,126 +1768,2219,0.9782982444706776,0.01,109 +1769,2219,0.9772918143313968,0.01,114 +1770,2219,1.00470221148232,0.01,142 +1771,2219,1.071282464046651,0.01,139 +1772,2219,1.0422830126229714,0.01,150 +1773,2219,1.0878242618279768,0.01,155 +1774,2219,1.084646153282464,0.01,135 +1775,2219,1.1827374669081097,0.01,145 +1776,2219,1.5244023341606892,0.01,106 +1777,2219,1.095299995623609,0.01,79 +1778,2219,1.1423127804022484,0.01,128 +1779,2219,1.3855038274519258,0.01,85 +1780,2219,2.7116197481864135,0.01,156 +1781,2219,4.453512259973598,0.01,100 +1782,2219,0.9284329786734068,0.01,114 +1783,2219,0.9355740192139398,0.01,113 +1784,2219,0.9372969104966103,0.01,173 +1785,2219,0.9508437274424268,0.01,133 +1786,2219,0.9301143690669018,0.01,180 +1787,2219,0.9629519812039052,0.01,102 +1788,2219,0.973768872345889,0.01,109 +1789,2219,0.9353309233906132,0.01,126 +1790,2219,0.9446526409120536,0.01,96 +1791,2219,0.9477767580095124,0.01,154 +1792,2219,0.9727061675381148,0.01,104 +1793,2219,0.9808006540730098,0.01,128 +1794,2219,0.975694701633558,0.01,128 +1795,2219,0.9881493333665056,0.01,102 +1796,2219,0.9354494493928704,0.01,122 +1797,2219,0.9992817790040176,0.01,117 +1798,2219,1.0010547668292853,0.01,131 +1799,2219,0.9962095044412572,0.01,91 +1800,2219,0.9745226037052864,0.01,132 +1801,2219,0.974657448018336,0.01,120 +1802,2219,1.0131409942288714,0.01,106 +1803,2219,1.0324969955096857,0.01,109 +1804,2219,1.0143435798653724,0.01,118 +1805,2219,0.9958867645166972,0.01,113 +1806,2219,1.0051839709951778,0.01,136 +1807,2219,1.0264657344101185,0.01,121 +1808,2219,1.024932551884602,0.01,174 +1809,2219,1.0581474326225582,0.01,103 +1810,2219,1.0367511724179015,0.01,97 +1811,2219,1.0579095747755352,0.01,177 +1812,2219,1.047847623756711,0.01,107 +1813,2219,1.0775858984533848,0.01,134 +1814,2219,1.021432643564122,0.01,122 +1815,2219,1.0488442494788075,0.01,127 +1816,2219,1.0710472923413223,0.01,166 +1817,2219,1.1005066112230515,0.01,115 +1818,2219,1.0822309761316515,0.01,126 +1819,2219,1.0707697467507673,0.01,155 +1820,2219,1.036031756518648,0.01,141 +1821,2219,1.0469036464118209,0.01,114 +1822,2219,1.0581091551034154,0.01,117 +1823,2219,1.0408827269577765,0.01,132 +1824,2219,1.0523320030081211,0.01,172 +1825,2219,1.0453180169697245,0.01,127 +1826,2219,1.0732438175582255,0.01,131 +1827,2219,1.039502453048203,0.01,63 +1828,2219,0.9997797896741254,0.01,153 +1829,2219,1.0266350284903965,0.01,193 +1830,2219,1.0394565871787742,0.01,100 +1831,2219,1.0166210922543562,0.01,104 +1832,2219,1.036396803174892,0.01,121 +1833,2219,1.0070613825788082,0.01,117 +1834,2219,1.0077410435809877,0.01,102 +1835,2219,1.0443778002232065,0.01,124 +1836,2219,1.0105408090688697,0.01,120 +1837,2219,1.0551376780077306,0.01,185 +1838,2219,1.0688589598565863,0.01,176 +1839,2219,1.0401602891491166,0.01,112 +1840,2219,1.0173452089015749,0.01,110 +1841,2219,1.044515666445662,0.01,121 +1842,2219,1.0524931715097745,0.01,124 +1843,2219,1.061750153016384,0.01,117 +1844,2219,1.105036319115552,0.01,154 +1845,2219,1.054664648455379,0.01,131 +1846,2219,1.0617993765629306,0.01,159 +1847,2219,1.089882114979916,0.01,126 +1848,2219,1.0937552626888074,0.01,136 +1849,2219,1.0995220059850366,0.01,187 +1850,2219,1.0696000663500207,0.01,123 +1851,2219,1.0615577581175355,0.01,129 +1852,2219,1.0792853531497737,0.01,158 +1853,2219,1.056258000554846,0.01,105 +1854,2219,1.088087705174637,0.01,115 +1855,2219,1.0937523079329436,0.01,120 +1856,2219,1.0999865741910515,0.01,126 +1857,2219,1.0463280062467502,0.01,136 +1858,2219,1.0290081003701523,0.01,128 +1859,2219,1.0382719315380824,0.01,158 +1860,2219,1.0442714290121151,0.01,142 +1861,2219,1.0335365323453476,0.01,142 +1862,2219,1.0620522096498988,0.01,120 +1863,2219,1.0744286075060023,0.01,187 +1864,2219,1.069262082571346,0.01,124 +1865,2219,1.047657176310591,0.01,95 +1866,2219,1.1267942682993346,0.01,144 +1867,2219,1.10919762267469,0.01,144 +1868,2219,1.1281523815399306,0.01,147 +1869,2219,1.1271562258926304,0.01,129 +1870,2219,1.161897439494783,0.01,131 +1871,2219,1.2891896651711745,0.01,151 +1872,2219,0.97435364539272,0.01,119 +1873,2219,1.0098687364169765,0.01,86 +1874,2219,0.9857761943332076,0.01,110 +1875,2219,1.0009943286411656,0.01,87 +1876,2219,1.042696342676169,0.01,173 +1877,2219,1.0226516818185,0.01,125 +1878,2219,1.0327942170881508,0.01,154 +1879,2219,1.029958322994481,0.01,142 +1880,2219,1.0138932482103369,0.01,125 +1881,2219,1.0768866957703802,0.01,115 +1882,2219,1.0597725483475593,0.01,125 +1883,2219,1.1001527120548389,0.01,112 +1884,2219,1.0929190667793978,0.01,155 +1885,2219,1.0711961717447245,0.01,132 +1886,2219,1.0922909796977474,0.01,192 +1887,2219,1.0913695659430886,0.01,182 +1888,2219,1.081239521232316,0.01,117 +1889,2219,1.0922944045284075,0.01,127 +1890,2219,1.0913616418250909,0.01,126 +1891,2219,1.1001561368854988,0.01,179 +1892,2219,1.1126604622397895,0.01,115 +1893,2219,1.1082493475030892,0.01,123 +1894,2219,1.1336542712651103,0.01,117 +1895,2219,1.108390101327866,0.01,104 +1896,2219,1.1606755136380835,0.01,98 +1897,2219,1.0768247130507862,0.01,110 +1898,2219,1.0775840853077412,0.01,172 +1899,2219,1.0878489743315634,0.01,87 +1900,2219,1.1091304019787924,0.01,154 +1901,2219,1.0972773988318067,0.01,120 +1902,2219,1.1435920553841192,0.01,120 +1903,2219,1.1436876820284334,0.01,141 +1904,2219,1.1681758927837609,0.01,120 +1905,2219,1.176079999026078,0.01,173 +1906,2219,1.304081097495573,0.01,105 +1907,2219,1.274303470823079,0.01,61 +1908,2219,1.2720389190677697,0.01,128 +1909,2219,1.547315660040697,0.01,109 +1910,2219,2.99625836449911,0.01,142 +1911,2219,5.435401808735901,0.01,48 +1912,2219,1.0821982052029822,0.01,114 +1913,2219,1.076270360558642,0.01,98 +1914,2219,1.1014839638784926,0.01,165 +1915,2219,1.083692170059763,0.01,170 +1916,2219,1.0699917058090374,0.01,157 +1917,2219,1.1106591523705134,0.01,154 +1918,2219,1.0993489513063863,0.01,161 +1919,2219,1.1173710817753952,0.01,131 +1920,2219,1.0892335460678475,0.01,150 +1921,2219,1.102749606691265,0.01,161 +1922,2219,1.1104088039646125,0.01,182 +1923,2219,1.096365050805366,0.01,138 +1924,2219,1.0917215848121158,0.01,143 +1925,2219,1.090872495422574,0.01,180 +1926,2219,1.09068506988586,0.01,133 +1927,2219,1.0935695831441945,0.01,159 +1928,4438,1.1417030262376613,0.01,358 +1929,4438,1.125459658798563,0.01,371 +1930,2219,1.126333662152319,0.01,174 +1931,4438,1.093790440187821,0.01,274 +1932,2219,1.137489160687701,0.01,185 +1933,2219,1.1475236266748596,0.01,190 +1934,2219,1.13881002553311,0.01,167 +1935,2219,1.1229071618298598,0.01,104 +1936,2219,1.13114999923183,0.01,185 +1937,2219,1.1041961253996615,0.01,128 +1938,2219,1.0829572609984794,0.01,166 +1939,2219,1.0881693410791364,0.01,174 +1940,2219,1.107941744898179,0.01,180 +1941,2219,1.0769448592242667,0.01,182 +1942,2219,1.0797352841079129,0.01,126 +1943,2219,1.113515763288897,0.01,143 +1944,2219,1.077763973754098,0.01,180 +1945,2219,1.1221140693184162,0.01,184 +1946,2219,1.0843239687602906,0.01,145 +1947,2219,1.0727706346484336,0.01,125 +1948,2219,1.183676944965662,0.01,92 +1949,2219,1.126569820284547,0.01,185 +1950,2219,1.1219749245429895,0.01,143 +1951,2219,1.0831672223000304,0.01,141 +1952,4438,1.1649938893327914,0.01,332 +1953,2219,1.1227344991009076,0.01,156 +1954,2219,1.1083002876825816,0.01,181 +1955,2219,1.111080066782792,0.01,193 +1956,2219,1.1755274596795775,0.01,193 +1957,2219,1.1128788321777765,0.01,107 +1958,2219,1.1236053139151063,0.01,111 +1959,2219,1.124492182362837,0.01,173 +1960,2219,1.1693455503328976,0.01,192 +1961,4438,1.114665336136126,0.01,256 +1962,2219,1.097033556272918,0.01,196 +1963,2219,1.2291891838403697,0.01,176 +1964,2219,1.1811120831852118,0.01,140 +1965,2219,1.1874719523427604,0.01,146 +1966,2219,1.1315503456347806,0.01,198 +1967,2219,1.0911313414107546,0.01,139 +1968,4438,1.1708151459664606,0.01,249 +1969,2219,1.0833469594413967,0.01,100 +1970,2219,1.0494706943582113,0.01,109 +1971,2219,1.128066160770223,0.01,151 +1972,2219,1.2158151957441288,0.01,130 +1973,2219,1.1780307973795583,0.01,125 +1974,4438,1.1655414453199189,0.01,262 +1975,2219,1.23291925289624,0.01,126 +1976,2219,1.7079250101271155,0.01,124 +1977,2219,0.942230077255494,0.01,140 +1978,2219,0.9765181021666536,0.01,136 +1979,2219,0.9543021146026092,0.01,102 +1980,2219,0.970055722156934,0.01,126 +1981,2219,0.9339077428918494,0.01,148 +1982,2219,0.9625117426111122,0.01,192 +1983,2219,0.9462250865532332,0.01,179 +1984,2219,0.9112140500697768,0.01,142 +1985,2219,0.9998538586383106,0.01,190 +1986,2219,0.9841290941932048,0.01,162 +1987,2219,0.9719673686128968,0.01,160 +1988,2219,0.9308854243925552,0.01,153 +1989,2219,1.0053223948630703,0.01,143 +1990,2219,0.9500527264013868,0.01,160 +1991,2219,1.0221794960268489,0.01,126 +1992,2219,1.0494381247139033,0.01,174 +1993,2219,1.0219469576536009,0.01,168 +1994,2219,1.0499899393806358,0.01,122 +1995,2219,1.0324954478647508,0.01,174 +1996,4438,0.9352628734317336,0.01,316 +1997,4438,1.0033009545420932,0.01,348 +1998,2219,1.032631521599771,0.01,129 +1999,2219,1.021500538860055,0.01,135 +2000,2219,1.0106476506530675,0.01,129 +2001,2219,0.9930054616869158,0.01,195 +2002,2219,1.010365836356076,0.01,165 +2003,2219,1.112633936590559,0.01,122 +2004,2219,1.0067657354588266,0.01,186 +2005,2219,0.991385489960094,0.01,148 +2006,2219,1.0107360719504703,0.01,188 +2007,2219,1.0285637950425683,0.01,158 +2008,2219,1.022435257739065,0.01,158 +2009,2219,0.935000922925018,0.01,130 +2010,2219,1.069038760726072,0.01,173 +2011,2219,1.091505252024835,0.01,158 +2012,2219,1.0631135524817343,0.01,142 +2013,2219,1.0340765000893886,0.01,127 +2014,2219,1.1183911695877895,0.01,180 +2015,2219,1.061522497901044,0.01,143 +2016,2219,1.1726987157287336,0.01,142 +2017,2219,1.1794347593492795,0.01,172 +2018,2219,1.1351225697360612,0.01,152 +2019,2219,1.2021899989667426,0.01,193 +2020,2219,1.1112971595194898,0.01,133 +2021,2219,1.3227462902861773,0.01,166 +2022,2219,1.2658552965781933,0.01,161 +2023,2219,1.2901725063694345,0.01,116 +2024,2219,1.2222655019486384,0.01,170 +2025,2219,1.5352134062126923,0.01,157 +2026,2219,3.272386261829014,0.01,149 +2027,2219,1.13721634558704,0.01,173 +2028,2219,1.114758509002107,0.01,111 +2029,2219,1.1149413506091743,0.01,140 +2030,2219,1.123975371449977,0.01,186 +2031,2219,1.12151910505228,0.01,186 +2032,2219,1.1426672112268823,0.01,150 +2033,2219,1.1888469958290382,0.01,184 +2034,2219,1.155187614522324,0.01,183 +2035,2219,1.1810829100708975,0.01,162 +2036,2219,1.1174817315138168,0.01,143 +2037,2219,1.0788067407847728,0.01,54 +2038,2219,1.158387659742972,0.01,141 +2039,2219,1.1200641604523447,0.01,179 +2040,2219,1.0231719757149225,0.01,180 +2041,2219,1.0620599722341593,0.01,121 +2042,2219,1.1240624000478023,0.01,182 +2043,2219,1.07587501253176,0.01,121 +2044,4438,1.162264366450213,0.01,274 +2045,2219,1.0707146796268547,0.01,191 +2046,2219,1.0727008871448644,0.01,195 +2047,2219,1.144083303567453,0.01,156 +2048,4438,1.041415210984162,0.01,260 +2049,2219,1.0345021117976725,0.01,185 +2050,2219,1.1126293056219296,0.01,181 +2051,2219,1.079368120936073,0.01,147 +2052,2219,1.093824315993048,0.01,160 +2053,2219,1.1065095704481964,0.01,192 +2054,2219,1.2216130917397825,0.01,177 +2055,4438,1.1638133526830747,0.01,265 +2056,4438,1.1621208881097804,0.01,238 +2057,2219,1.0725573202204128,0.01,160 +2058,2219,1.0740145892246196,0.01,131 +2059,2219,1.1737019819123624,0.01,179 +2060,2219,1.2313002225978544,0.01,180 +2061,2219,1.1540788949485024,0.01,171 +2062,4438,1.2312670483095705,0.01,384 +2063,2219,1.117608093641455,0.01,176 +2064,2219,1.1357559458336124,0.01,147 +2065,2219,1.1336060527130365,0.01,156 +2066,2219,1.2404321642085987,0.01,172 +2067,4438,1.236775948141552,0.01,232 +2068,2219,1.118131711376362,0.01,108 +2069,2219,1.2301671958525129,0.01,135 +2070,2219,1.1301570116959505,0.01,192 +2071,2219,1.216402304669696,0.01,181 +2072,2219,1.1337314263066,0.01,161 +2073,2219,1.192881293242775,0.01,192 +2074,2219,1.1523965576058617,0.01,188 +2075,2219,1.1895547781244045,0.01,174 +2076,2219,1.1192385194065315,0.01,177 +2077,2219,1.2348928937571322,0.01,139 +2078,2219,1.2577308939452738,0.01,171 +2079,4438,1.2629034505132826,0.01,239 +2080,2219,1.235780128491578,0.01,148 +2081,2219,1.3494446702818486,0.01,137 +2082,2219,1.1050876738065352,0.01,113 +2083,2219,1.0631906312814872,0.01,179 +2084,2219,1.1512647132385607,0.01,146 +2085,2219,1.1477555406363005,0.01,126 +2086,2219,1.0730749169603102,0.01,135 +2087,2219,1.1172668944881572,0.01,179 +2088,2219,1.1423814443415363,0.01,115 +2089,2219,1.2140004169839034,0.01,150 +2090,2219,1.1920209376960316,0.01,164 +2091,2219,1.2194966651011163,0.01,142 +2092,2219,1.215117391625438,0.01,110 +2093,2219,1.2371693865874422,0.01,147 +2094,2219,1.3526855500840425,0.01,188 +2095,2219,1.4076345435025748,0.01,126 +2096,2219,1.4988313146926542,0.01,186 +2097,2219,1.2468882779992556,0.01,106 +2098,2219,1.2124710776553411,0.01,158 +2099,2219,1.203555181409293,0.01,181 +2100,2219,1.2772700620523951,0.01,169 +2101,2219,1.4532856394830775,0.01,174 +2102,2219,1.3236918611518271,0.01,189 +2103,2219,1.383937135308774,0.01,177 +2104,2219,1.318002301740144,0.01,153 +2105,4438,1.3836713961921636,0.01,273 +2106,2219,1.4608315002982095,0.01,136 +2107,2219,1.3202594173334568,0.01,134 +2108,2219,1.281362946356674,0.01,185 +2109,2219,1.341176235538737,0.01,155 +2110,2219,1.194035044855004,0.01,128 +2111,2219,1.3549715444466348,0.01,129 +2112,4438,1.3240502604644486,0.01,338 +2113,2219,1.320952390710857,0.01,125 +2114,4438,1.2990214629095858,0.01,300 +2115,2219,1.4188183954913156,0.01,185 +2116,4438,1.5846977762266152,0.01,297 +2117,2219,1.4181439406006338,0.01,65 +2118,2219,1.4436251442935977,0.01,186 +2119,2219,1.386564593882616,0.01,151 +2120,2219,1.697969707050015,0.01,178 +2121,2219,3.958522020960031,0.01,111 +2122,2219,1.2697779842497736,0.01,180 +2123,4438,1.1547343460984012,0.01,337 +2124,2219,1.2504727839441223,0.01,152 +2125,2219,1.142602808208842,0.01,127 +2126,4438,1.3177761114480164,0.01,217 +2127,2219,1.1691923833060374,0.01,132 +2128,2219,1.1202893141222727,0.01,158 +2129,2219,1.0363757415929644,0.01,159 +2130,2219,1.090317414268722,0.01,159 +2131,2219,1.2551600105038196,0.01,145 +2132,2219,1.1708385043047944,0.01,158 +2133,2219,1.2019335200499173,0.01,165 +2134,2219,1.103758841639552,0.01,147 +2135,2219,1.158744010799551,0.01,195 +2136,2219,1.037381132350179,0.01,109 +2137,2219,1.2089226653383285,0.01,148 +2138,2219,1.2117995947010902,0.01,115 +2139,2219,1.214679220228532,0.01,155 +2140,2219,1.160452456252291,0.01,121 +2141,2219,1.1531914709819704,0.01,141 +2142,2219,1.191560211228794,0.01,192 +2143,2219,1.1528141635886993,0.01,178 +2144,2219,1.1785933065860013,0.01,191 +2145,2219,1.135099027143787,0.01,123 +2146,4438,1.134823130977492,0.01,272 +2147,2219,1.1333115152957125,0.01,184 +2148,4438,1.1487237134174453,0.01,330 +2149,2219,1.0951857994176046,0.01,171 +2150,2219,1.0760642734020491,0.01,170 +2151,2219,1.2201413742329366,0.01,148 +2152,2219,1.157575837151786,0.01,163 +2153,2219,1.1856022322585136,0.01,124 +2154,4438,1.0885866128574595,0.01,323 +2155,2219,1.1744671775953777,0.01,115 +2156,4438,1.197005305508306,0.01,335 +2157,2219,1.0772913001994888,0.01,195 +2158,2219,1.1210367452009564,0.01,181 +2159,2219,1.1151430101616049,0.01,171 +2160,2219,1.1717070220935422,0.01,169 +2161,2219,1.1758817583138332,0.01,194 +2162,2219,1.2465881672620676,0.01,171 +2163,2219,1.182487735719019,0.01,198 +2164,4438,1.1393717986817695,0.01,344 +2165,2219,1.2743716859637375,0.01,185 +2166,2219,1.227698259310414,0.01,141 +2167,4438,1.2048096582140015,0.01,257 +2168,2219,1.2346322417603042,0.01,174 +2169,2219,1.2344342907456771,0.01,175 +2170,2219,1.2245408282601358,0.01,124 +2171,2219,1.158074934018798,0.01,171 +2172,2219,1.2054845444311426,0.01,173 +2173,2219,1.2484460541088984,0.01,150 +2174,4438,1.1963558553979312,0.01,380 +2175,2219,1.1544670043091882,0.01,139 +2176,2219,1.296422552482549,0.01,174 +2177,2219,1.250454186930576,0.01,195 +2178,2219,1.3236413705164358,0.01,171 +2179,2219,1.213597992876655,0.01,194 +2180,2219,1.2565748309421103,0.01,159 +2181,2219,1.1992156585442832,0.01,187 +2182,4438,1.0896187498631753,0.01,319 +2183,2219,1.1460974301258244,0.01,168 +2184,2219,1.1415486430702224,0.01,178 +2185,4438,1.1657887360508998,0.01,351 +2186,2219,1.1786601217663486,0.01,132 +2187,2219,1.2978302337134084,0.01,195 +2188,4438,1.1069796197342598,0.01,309 +2189,2219,1.2903219395131793,0.01,188 +2190,2219,1.2059479270074862,0.01,108 +2191,4438,1.270172810048663,0.01,302 +2192,2219,1.440756837929607,0.01,160 +2193,4438,1.251604200539039,0.01,282 +2194,2219,1.206836763402437,0.01,179 +2195,2219,1.4300431382925505,0.01,158 +2196,2219,1.3861463716388989,0.01,185 +2197,2219,1.2876041466610788,0.01,158 +2198,2219,1.4410089544511062,0.01,144 +2199,2219,1.495085716908761,0.01,92 +2200,2219,3.386138548401136,0.01,163 +2201,2219,8.80005896818896,0.01,160 +2202,2219,1.2990532190239237,0.01,67 +2203,2219,1.2800983890033577,0.01,63 +2204,2219,1.5890075879853054,0.01,72 +2205,2219,2.288324760699778,0.01,171 +2206,2219,1.6897348986229612,0.01,35 +2207,2219,1.1172108962308214,0.01,158 +2208,2219,1.0329420270896057,0.01,124 +2209,2219,1.080843160905655,0.01,114 +2210,2219,1.1316211357043635,0.01,136 +2211,2219,1.0752189729680413,0.01,156 +2212,2219,1.1351816471431877,0.01,127 +2213,2219,1.1803622986487414,0.01,133 +2214,2219,1.0869820861783832,0.01,131 +2215,2219,1.1422975569014595,0.01,134 +2216,2219,1.0534201203908935,0.01,127 +2217,2219,1.1700412532518976,0.01,107 +2218,2219,1.234264273918112,0.01,113 +2219,2219,1.1294947362593888,0.01,189 +2220,2219,1.1135145394891004,0.01,186 +2221,4438,1.2445116747807412,0.01,297 +2222,2219,1.2550083631650375,0.01,106 +2223,2219,1.1629587967838169,0.01,109 +2224,2219,1.0836857803870164,0.01,157 +2225,2219,1.136092320042828,0.01,163 +2226,2219,1.1235429381039397,0.01,143 +2227,4438,1.1783918035455223,0.01,285 +2228,2219,1.3335081345361743,0.01,150 +2229,2219,1.2178704922318115,0.01,104 +2230,2219,1.2007165357906435,0.01,159 +2231,2219,1.0896216245135892,0.01,179 +2232,4438,1.150164183057481,0.01,302 +2233,2219,1.1166175712626798,0.01,139 +2234,2219,1.1634152948062129,0.01,185 +2235,2219,1.1862669120952682,0.01,134 +2236,4438,1.2132719459973789,0.01,246 +2237,2219,1.2073367854610293,0.01,175 +2238,2219,1.2034546601751863,0.01,167 +2239,2219,1.1934498127843638,0.01,179 +2240,2219,1.1845432545496355,0.01,118 +2241,2219,1.113948134370949,0.01,157 +2242,2219,1.2098857480708185,0.01,170 +2243,4438,1.145001826052933,0.01,260 +2244,2219,1.2063236937833226,0.01,149 +2245,2219,1.1154385948666037,0.01,136 +2246,4438,1.0665386706212627,0.01,235 +2247,2219,1.2292912437861394,0.01,180 +2248,4438,1.1158460057688169,0.01,394 +2249,2219,1.2155308746332687,0.01,188 +2250,4438,1.1931502750238103,0.01,263 +2251,2219,1.125705305522216,0.01,158 +2252,2219,1.1567717376302546,0.01,165 +2253,2219,1.1711370783667288,0.01,178 +2254,2219,1.325168036997409,0.01,188 +2255,2219,1.1319543297637382,0.01,190 +2256,2219,1.1062861673476752,0.01,160 +2257,2219,1.2578241125185867,0.01,181 +2258,2219,1.1632538899720777,0.01,178 +2259,2219,1.2106797990838212,0.01,155 +2260,4438,1.116289330841791,0.01,351 +2261,2219,1.1799043991597908,0.01,148 +2262,2219,1.1525492429016977,0.01,162 +2263,2219,1.1939642555769836,0.01,146 +2264,2219,1.1569886642960754,0.01,192 +2265,2219,1.278683684419397,0.01,126 +2266,2219,1.2808339459246747,0.01,142 +2267,2219,1.147929090866184,0.01,128 +2268,2219,1.2305208978375626,0.01,107 +2269,2219,1.2969369008111815,0.01,194 +2270,2219,1.3077609029187556,0.01,160 +2271,2219,1.2298083439520515,0.01,166 +2272,2219,1.2413956956237953,0.01,166 +2273,2219,1.185245703460715,0.01,124 +2274,2219,1.303092731975655,0.01,153 +2275,2219,1.206053952456874,0.01,169 +2276,4438,1.1560539464243074,0.01,263 +2277,2219,1.2669758046169464,0.01,160 +2278,2219,1.2883342172121677,0.01,119 +2279,4438,1.1514997142235224,0.01,305 +2280,4438,1.1987586968130668,0.01,375 +2281,2219,1.2817251251454886,0.01,170 +2282,4438,1.2714947615893126,0.01,294 +2283,2219,1.196562059845616,0.01,149 +2284,2219,1.1343775264985958,0.01,190 +2285,2219,1.1915066958681102,0.01,194 +2286,4438,1.074413473642411,0.01,248 +2287,4438,1.154630377575297,0.01,253 +2288,4438,1.2526742497208931,0.01,295 +2289,2219,1.3342823911508903,0.01,156 +2290,4438,1.1454873939266348,0.01,289 +2291,2219,1.2715300218922445,0.01,119 +2292,2219,1.1781929631289256,0.01,173 +2293,2219,1.3055173790499783,0.01,143 +2294,2219,1.1623178477206846,0.01,183 +2295,2219,1.2517178097246555,0.01,153 +2296,2219,1.1750915225501266,0.01,108 +2297,2219,1.239853158960888,0.01,123 +2298,2219,1.1895358032629524,0.01,178 +2299,2219,1.262924313466821,0.01,153 +2300,2219,1.168407424326611,0.01,108 +2301,4438,1.194245440044716,0.01,319 +2302,2219,1.305113210216027,0.01,134 +2303,4438,1.191595010072,0.01,349 +2304,2219,1.120484793548304,0.01,160 +2305,4438,1.274718656492528,0.01,272 +2306,2219,1.1962651064813894,0.01,145 +2307,4438,1.300678750049572,0.01,337 +2308,2219,1.235906593458521,0.01,152 +2309,4438,1.2286066981422066,0.01,283 +2310,2219,1.246041835029378,0.01,195 +2311,4438,1.278102218843041,0.01,325 +2312,2219,1.3285835972163555,0.01,112 +2313,2219,1.2585441813282696,0.01,157 +2314,2219,1.314511726243537,0.01,137 +2315,2219,1.183569597714171,0.01,114 +2316,2219,1.2575425698351084,0.01,136 +2317,2219,1.3207979293090168,0.01,154 +2318,2219,1.265286182473232,0.01,117 +2319,2219,1.3642991405279954,0.01,119 +2320,2219,1.2604107415848431,0.01,193 +2321,4438,1.297466894697091,0.01,352 +2322,2219,1.1982289928653362,0.01,104 +2323,2219,1.2860918116862732,0.01,140 +2324,2219,1.2399442260977365,0.01,167 +2325,4438,1.3094872055644546,0.01,298 +2326,2219,1.2889949780070316,0.01,143 +2327,2219,1.2040395857544723,0.01,187 +2328,4438,1.1968889470476307,0.01,267 +2329,2219,1.1783829766007885,0.01,165 +2330,2219,1.2451636583938368,0.01,190 +2331,2219,1.2869710209556102,0.01,117 +2332,2219,1.2659522934436027,0.01,155 +2333,2219,1.22096464701874,0.01,129 +2334,2219,1.2883269431438409,0.01,107 +2335,4438,1.1575429870886422,0.01,333 +2336,4438,1.274491993912677,0.01,324 +2337,2219,1.2235865288187764,0.01,165 +2338,2219,1.2474839175466523,0.01,190 +2339,2219,1.2737603228335186,0.01,165 +2340,4438,1.187653044590955,0.01,256 +2341,2219,1.269161239611175,0.01,118 +2342,2219,1.1870875814405468,0.01,108 +2343,2219,1.230458637349837,0.01,181 +2344,2219,1.264473465731347,0.01,191 +2345,2219,1.194717601613519,0.01,129 +2346,2219,1.131501553233935,0.01,180 +2347,2219,1.2515472510787198,0.01,194 +2348,2219,1.302278534986418,0.01,158 +2349,4438,1.2894022618992935,0.01,323 +2350,2219,1.2276019541439298,0.01,117 +2351,2219,1.3793314845343612,0.01,119 +2352,2219,1.3204175218688383,0.01,141 +2353,2219,1.270452048183582,0.01,168 +2354,2219,1.274511656414497,0.01,129 +2355,4438,1.4618409109296469,0.01,248 +2356,2219,2.1078790376277614,0.01,190 +2357,2219,1.2301990389011004,0.01,144 +2358,2219,1.2790396229154646,0.01,185 +2359,2219,1.256082416509587,0.01,120 +2360,2219,1.243397090351731,0.01,125 +2361,2219,1.316187016901955,0.01,157 +2362,2219,1.1710380058738192,0.01,193 +2363,2219,1.1655212633323802,0.01,179 +2364,2219,1.0789557495988211,0.01,128 +2365,4438,1.0501305935238316,0.01,274 +2366,2219,1.1406091594587524,0.01,133 +2367,2219,1.1011868038511672,0.01,157 +2368,4438,1.1465086621222478,0.01,365 +2369,2219,1.1653717213809862,0.01,198 +2370,2219,1.1457203354782486,0.01,154 +2371,4438,1.1563851475308689,0.01,261 +2372,4438,1.1245580038065242,0.01,263 +2373,4438,1.2316833692255174,0.01,272 +2374,2219,1.1812943576912367,0.01,148 +2375,2219,1.133307403488644,0.01,179 +2376,2219,1.1181813708134194,0.01,146 +2377,2219,1.142223165025237,0.01,163 +2378,4438,1.1220335750495076,0.01,260 +2379,2219,1.1965099744685332,0.01,145 +2380,2219,1.18818188421688,0.01,198 +2381,2219,1.1973568783549813,0.01,167 +2382,2219,1.1633793138627049,0.01,151 +2383,2219,1.2131613010378903,0.01,173 +2384,2219,1.2884972320870427,0.01,124 +2385,2219,1.2375551784039482,0.01,174 +2386,2219,1.254830244210435,0.01,139 +2387,4438,1.210550536619634,0.01,350 +2388,4438,1.3334452430762451,0.01,351 +2389,2219,1.4198086710687423,0.01,167 +2390,2219,1.201630582094334,0.01,131 +2391,4438,1.2281228721347976,0.01,374 +2392,4438,1.236383100015505,0.01,260 +2393,2219,1.3170211876368818,0.01,158 +2394,2219,1.3151349099305991,0.01,196 +2395,2219,1.2185350924222955,0.01,141 +2396,4438,1.3643628659900209,0.01,341 +2397,4438,1.0964456178164368,0.01,377 +2398,2219,1.1323700109491246,0.01,197 +2399,2219,1.1622292043737563,0.01,188 +2400,2219,1.349333416659004,0.01,154 +2401,2219,2.656896512127243,0.01,149 +2402,2219,1.2130911253181782,0.01,106 +2403,2219,1.1756494520772325,0.01,149 +2404,4438,1.137287378550223,0.01,373 +2405,2219,1.278456745796792,0.01,194 +2406,2219,1.1718564205474609,0.01,94 +2407,2219,1.0762269903270745,0.01,125 +2408,4438,1.0908261760944225,0.01,325 +2409,2219,1.1364384944978363,0.01,197 +2410,2219,1.1815039788442032,0.01,178 +2411,2219,1.1018055881761597,0.01,131 +2412,2219,1.155291818223443,0.01,151 +2413,2219,1.1771508905182586,0.01,150 +2414,2219,1.0667959104784217,0.01,186 +2415,2219,1.121408812080103,0.01,137 +2416,4438,1.227726717927508,0.01,384 +2417,2219,1.091106334876557,0.01,156 +2418,2219,1.114767797026107,0.01,181 +2419,2219,1.0794845656868135,0.01,149 +2420,2219,1.1663409406238745,0.01,164 +2421,4438,1.0851977848404435,0.01,369 +2422,4438,1.0639461393170122,0.01,352 +2423,2219,1.0862259027861456,0.01,196 +2424,4438,1.1628368624380252,0.01,273 +2425,2219,1.1603085527942518,0.01,155 +2426,2219,1.1741580987760103,0.01,162 +2427,4438,1.099704923842395,0.01,286 +2428,2219,1.0701536558347855,0.01,111 +2429,2219,1.1967862295014295,0.01,160 +2430,2219,1.1921579435720726,0.01,191 +2431,2219,1.1313660799947325,0.01,118 +2432,2219,1.1391858615396375,0.01,159 +2433,4438,1.1395798672807664,0.01,256 +2434,4438,1.1361808459478298,0.01,329 +2435,2219,1.0473019526964302,0.01,130 +2436,2219,1.0623619297457536,0.01,165 +2437,2219,1.1905542769667148,0.01,164 +2438,4438,1.0483513996248683,0.01,373 +2439,4438,1.121519448880492,0.01,216 +2440,2219,1.171193063090181,0.01,183 +2441,2219,1.1744135127923203,0.01,160 +2442,2219,1.1330634968534803,0.01,145 +2443,2219,1.103915930180013,0.01,111 +2444,2219,1.1559353597920146,0.01,164 +2445,2219,1.0771737671770578,0.01,115 +2446,4438,1.1360261245773382,0.01,326 +2447,4438,1.1740305775109778,0.01,254 +2448,2219,1.1238023976570422,0.01,159 +2449,2219,1.061740800423172,0.01,135 +2450,2219,1.126715815592201,0.01,141 +2451,4438,1.1945509155710712,0.01,345 +2452,2219,1.1663731612285004,0.01,163 +2453,4438,1.1225358733038806,0.01,262 +2454,2219,1.1855351825374971,0.01,191 +2455,2219,1.042851183638757,0.01,190 +2456,2219,1.2394698829038775,0.01,195 +2457,2219,1.1413044811995885,0.01,135 +2458,2219,1.115353654794656,0.01,126 +2459,4438,1.088737332032294,0.01,280 +2460,4438,1.1179557187613458,0.01,419 +2461,4438,1.0959774398693196,0.01,337 +2462,2219,1.1833283960388152,0.01,146 +2463,4438,1.1508260247795892,0.01,335 +2464,4438,1.1676927824785908,0.01,393 +2465,2219,1.0883895679449849,0.01,198 +2466,2219,1.152945187534385,0.01,116 +2467,2219,0.9844292508674888,0.01,181 +2468,2219,1.0254023477946916,0.01,178 +2469,2219,0.9641162737000318,0.01,123 +2470,2219,1.0433233162161086,0.01,122 +2471,2219,1.3474911548790094,0.01,195 +2472,2219,1.1120141489391666,0.01,150 +2473,2219,1.196638515750775,0.01,138 +2474,2219,1.125752476436826,0.01,141 +2475,2219,1.159362995825599,0.01,150 +2476,2219,1.1613978277740389,0.01,191 +2477,4438,0.959773690505054,0.01,326 +2478,2219,1.0919244729648818,0.01,198 +2479,4438,1.2863902955905635,0.01,355 +2480,4438,0.976674731452814,0.01,347 +2481,2219,1.0114368992998424,0.01,196 +2482,2219,1.1043963270567472,0.01,199 +2483,4438,1.1582067113620238,0.01,349 +2484,2219,1.0042521769588777,0.01,187 +2485,4438,1.0425944315114823,0.01,300 +2486,2219,1.1625710054460603,0.01,195 +2487,2219,1.0948702750218449,0.01,191 +2488,2219,1.2060649833446688,0.01,191 +2489,2219,1.1765698223671262,0.01,168 +2490,2219,1.2186753273230655,0.01,119 +2491,2219,1.162705261928993,0.01,186 +2492,2219,1.2173637220868894,0.01,153 +2493,4438,1.1710161170037283,0.01,264 +2494,2219,1.174254768477413,0.01,138 +2495,2219,1.219628774253951,0.01,122 +2496,4438,1.533715219065428,0.01,353 +2497,2219,1.3994783789835488,0.01,111 +2498,2219,1.4018247660351923,0.01,146 +2499,2219,1.3139230830948991,0.01,159 +2500,2219,1.5771040213051788,0.01,168 +2501,2219,2.123116547044481,0.01,122 +2502,2219,0.9760698028620136,0.01,173 +2503,2219,0.9438577157669278,0.01,168 +2504,2219,0.9611286671822672,0.01,173 +2505,4438,0.9969638848866084,0.01,355 +2506,4438,0.91258920441088,0.01,360 +2507,2219,0.958839086112167,0.01,169 +2508,2219,1.094157923845039,0.01,195 +2509,4438,1.0263737844735068,0.01,282 +2510,2219,0.9331614543699708,0.01,165 +2511,4438,0.980723007429564,0.01,284 +2512,2219,1.0191339981993843,0.01,193 +2513,4438,0.9028421757219424,0.01,353 +2514,4438,0.9311722288919264,0.01,307 +2515,2219,0.9346621454897392,0.01,195 +2516,4438,1.022252848024181,0.01,280 +2517,2219,0.9648453019001936,0.01,158 +2518,2219,0.9849952920067908,0.01,145 +2519,4438,0.9960629288964532,0.01,328 +2520,4438,0.9411556576948048,0.01,305 +2521,4438,1.1502173402696476,0.01,257 +2522,4438,0.9951124129715536,0.01,368 +2523,2219,0.9704605086646718,0.01,146 +2524,2219,1.070639770674224,0.01,193 +2525,2219,1.0364804706413648,0.01,189 +2526,2219,0.9545856429757564,0.01,137 +2527,2219,1.014262520642859,0.01,121 +2528,4438,1.041678469960065,0.01,264 +2529,4438,0.9502754974940768,0.01,355 +2530,2219,1.072399944709708,0.01,129 +2531,2219,1.060018258708117,0.01,128 +2532,2219,1.0155192191695914,0.01,174 +2533,2219,1.080195654138011,0.01,175 +2534,4438,1.1088460531720288,0.01,361 +2535,2219,0.9484213669395636,0.01,199 +2536,2219,1.090432468739581,0.01,172 +2537,4438,1.0837850580195296,0.01,354 +2538,4438,1.0307532958234211,0.01,275 +2539,2219,1.173674440394931,0.01,131 +2540,2219,1.0054691255177384,0.01,186 +2541,2219,1.1771096074611451,0.01,130 +2542,2219,1.0918539984573088,0.01,113 +2543,4438,1.0801182934963716,0.01,311 +2544,2219,0.9900316005082144,0.01,175 +2545,2219,0.995113509355886,0.01,182 +2546,4438,1.1153212790568654,0.01,366 +2547,2219,1.1252475357718157,0.01,159 +2548,4438,1.0176416673262396,0.01,306 +2549,2219,0.9732374784491332,0.01,192 +2550,2219,1.1067914375067858,0.01,188 +2551,4438,1.279425143020822,0.01,349 +2552,4438,0.9939199202796524,0.01,239 +2553,2219,1.047845802842993,0.01,195 +2554,2219,1.0008448346172627,0.01,121 +2555,2219,1.2286800763651524,0.01,124 +2556,2219,1.9868053495065,0.01,137 +2557,4438,0.9228671244800368,0.01,283 +2558,2219,0.942713923612278,0.01,123 +2559,2219,0.954085343345712,0.01,99 +2560,2219,0.9563266656280232,0.01,170 +2561,2219,0.9393507688339232,0.01,171 +2562,2219,0.8721977536380668,0.01,123 +2563,4438,0.9856096525009156,0.01,402 +2564,2219,0.9505878049376044,0.01,138 +2565,2219,0.9975060667885676,0.01,171 +2566,4438,0.973890531860983,0.01,219 +2567,2219,0.9390326538179709,0.01,185 +2568,2219,1.013939094841159,0.01,193 +2569,2219,1.01735407449337,0.01,196 +2570,2219,0.9609364179910412,0.01,125 +2571,2219,1.013446313843399,0.01,171 +2572,2219,0.9887380796417108,0.01,150 +2573,2219,0.9241278330510496,0.01,170 +2574,4438,0.9312123417780293,0.01,296 +2575,4438,0.9271219734780064,0.01,323 +2576,2219,1.036738032392751,0.01,187 +2577,4438,0.9974043457448316,0.01,345 +2578,2219,1.0220773803565093,0.01,198 +2579,2219,0.9987956371932656,0.01,137 +2580,4438,0.9734592856780636,0.01,276 +2581,4438,0.9444888723545568,0.01,295 +2582,2219,1.0203897125827082,0.01,159 +2583,2219,1.036689238885307,0.01,170 +2584,2219,1.0542121149022972,0.01,185 +2585,4438,1.1240475308767657,0.01,254 +2586,2219,1.0277712767405167,0.01,122 +2587,2219,0.9643788648349316,0.01,135 +2588,4438,0.9662339565499316,0.01,320 +2589,4438,1.0168400140779228,0.01,291 +2590,2219,0.985299768213236,0.01,155 +2591,2219,0.8881375086722217,0.01,184 +2592,2219,0.9668019776728416,0.01,192 +2593,2219,0.9077907417849532,0.01,181 +2594,2219,0.996446633484854,0.01,136 +2595,2219,0.994524312477115,0.01,196 +2596,4438,0.9633370331340496,0.01,386 +2597,4438,1.1336610974768997,0.01,331 +2598,2219,1.0704987388053506,0.01,131 +2599,4438,0.9253062862198506,0.01,303 +2600,2219,0.991950796380489,0.01,147 +2601,2219,1.0533707433927486,0.01,98 +2602,2219,1.0107610434970902,0.01,89 +2603,2219,1.0632750355663756,0.01,153 +2604,2219,0.9757062960442628,0.01,189 +2605,2219,0.947740070895043,0.01,185 +2606,4438,1.1260388158288217,0.01,276 +2607,2219,1.054973227285905,0.01,106 +2608,2219,1.0987017412229774,0.01,133 +2609,2219,1.0332378965716675,0.01,177 +2610,2219,1.193293909201426,0.01,188 +2611,2219,1.1296330963435697,0.01,188 +2612,2219,1.105447509325529,0.01,197 +2613,4438,1.146522823480968,0.01,369 +2614,2219,1.0980172188630188,0.01,156 +2615,4438,1.1211909042016812,0.01,313 +2616,2219,1.7145200720113285,0.01,159 +2617,2219,1.0734559472953815,0.01,158 +2618,2219,1.0879619358297363,0.01,190 +2619,2219,1.0624351541959758,0.01,168 +2620,2219,1.3559106533606802,0.01,179 +2621,2219,2.2145415206351364,0.01,156 +2622,4438,0.9086092368074292,0.01,292 +2623,4438,0.8706470135325178,0.01,307 +2624,2219,1.0209440606445426,0.01,142 +2625,2219,0.9667116810168586,0.01,142 +2626,2219,1.1213945924326192,0.01,147 +2627,2219,1.0037671722036308,0.01,180 +2628,4438,0.9919332418609702,0.01,292 +2629,2219,1.052166374218215,0.01,167 +2630,4438,1.0056866836517768,0.01,364 +2631,2219,0.9835906618805894,0.01,148 +2632,2219,0.9821395458977564,0.01,149 +2633,2219,1.143881128794418,0.01,176 +2634,2219,1.028343687797901,0.01,178 +2635,2219,1.0317905351114482,0.01,130 +2636,4438,1.097477349795679,0.01,285 +2637,2219,1.0562716392214782,0.01,174 +2638,2219,0.9691820854280392,0.01,171 +2639,4438,1.1000531855372266,0.01,351 +2640,2219,1.0858824050864528,0.01,197 +2641,2219,1.0844575138325667,0.01,188 +2642,2219,1.0358360034541456,0.01,124 +2643,2219,1.1946370855553738,0.01,128 +2644,2219,1.0769014325605546,0.01,182 +2645,2219,1.137419911091189,0.01,132 +2646,2219,1.1171072049612023,0.01,158 +2647,2219,1.176055876050796,0.01,124 +2648,4438,1.116289231803088,0.01,363 +2649,4438,1.1334830298003904,0.01,270 +2650,4438,1.10605844647994,0.01,318 +2651,2219,1.0503768681020602,0.01,179 +2652,2219,1.0854488230238162,0.01,198 +2653,2219,1.0148648050323394,0.01,151 +2654,2219,1.1466302902755812,0.01,138 +2655,2219,1.1829562900191453,0.01,179 +2656,4438,1.308535294170161,0.01,289 +2657,4438,1.0662503128986258,0.01,388 +2658,4438,0.9694543799960604,0.01,357 +2659,2219,1.096006823598874,0.01,147 +2660,2219,1.0008924358941005,0.01,173 +2661,4438,0.9583174517681026,0.01,341 +2662,2219,0.9909685233557444,0.01,172 +2663,4438,1.0495170233167848,0.01,323 +2664,4438,1.114243932088759,0.01,336 +2665,2219,1.0144319739797103,0.01,188 +2666,4438,1.0252670690361168,0.01,250 +2667,2219,1.066041001601059,0.01,161 +2668,4438,0.9545079977838222,0.01,296 +2669,2219,0.9606775487854358,0.01,155 +2670,2219,1.0177076057785264,0.01,141 +2671,4438,1.0215923090730044,0.01,344 +2672,2219,0.9809664856510276,0.01,104 +2673,2219,1.1053500518905597,0.01,135 +2674,4438,1.0435740907732758,0.01,298 +2675,4438,1.0221726571151646,0.01,343 +2676,4438,1.0701593163695395,0.01,272 +2677,2219,1.1422040695567757,0.01,155 +2678,4438,1.0018120372680597,0.01,308 +2679,2219,1.0794741476252503,0.01,162 +2680,4438,1.1281009072765025,0.01,323 +2681,2219,1.1890933295092485,0.01,161 +2682,2219,1.0578293089537594,0.01,179 +2683,4438,1.1276507834956198,0.01,266 +2684,4438,1.089560899474587,0.01,359 +2685,4438,1.157240458903172,0.01,344 +2686,4438,1.5645928901409458,0.01,299 +2687,2219,0.9746342483811976,0.01,118 +2688,2219,1.1103097577554568,0.01,159 +2689,4438,0.9965284917963674,0.01,329 +2690,2219,0.9979746552997716,0.01,165 +2691,2219,0.8938862375535849,0.01,122 +2692,2219,0.9576408122937126,0.01,148 +2693,4438,0.9948519456213656,0.01,341 +2694,2219,1.030519639733687,0.01,153 +2695,4438,0.9180171762089178,0.01,377 +2696,4438,0.9916500762571,0.01,332 +2697,4438,0.8806394515120045,0.01,353 +2698,2219,0.9480590853930918,0.01,118 +2699,4438,1.0446526322933691,0.01,260 +2700,4438,1.0868387242126112,0.01,294 +2701,4438,1.027139175608072,0.01,380 +2702,2219,1.02687943478467,0.01,155 +2703,4438,1.0362104827044163,0.01,335 +2704,2219,0.9988412736423946,0.01,196 +2705,4438,0.9688148409962932,0.01,282 +2706,2219,1.0559603048895354,0.01,171 +2707,4438,1.0052266474747404,0.01,260 +2708,2219,0.9753071475708468,0.01,179 +2709,4438,0.9785839411417132,0.01,299 +2710,2219,0.99061874361694,0.01,178 +2711,2219,1.0759932181555207,0.01,177 +2712,2219,1.137943472518019,0.01,175 +2713,2219,1.0881301319372083,0.01,198 +2714,2219,1.0234958552264446,0.01,144 +2715,2219,1.1008287981589795,0.01,129 +2716,2219,1.3157235594618604,0.01,116 +2717,4438,0.9750702646957992,0.01,326 +2718,2219,1.0153713734796943,0.01,176 +2719,2219,1.158505366921088,0.01,193 +2720,4438,1.2117005801087315,0.01,260 +2721,2219,2.190150808406474,0.01,121 +2722,2219,0.9208554811069084,0.01,119 +2723,4438,0.9554669034843865,0.01,333 +2724,4438,0.9289194128028974,0.01,330 +2725,4438,0.985261529791512,0.01,340 +2726,2219,0.8743054695930578,0.01,199 +2727,2219,0.948546074931754,0.01,153 +2728,2219,0.8588751599331037,0.01,183 +2729,2219,1.0612850654211432,0.01,168 +2730,2219,0.9307066233237352,0.01,188 +2731,2219,0.9645300965927686,0.01,134 +2732,4438,1.011151071825325,0.01,322 +2733,2219,0.9028141375409564,0.01,188 +2734,2219,0.9629994673291966,0.01,147 +2735,4438,0.8884944095713256,0.01,366 +2736,2219,0.9653725823612468,0.01,195 +2737,2219,1.0867365294518831,0.01,194 +2738,4438,1.039275621702198,0.01,323 +2739,2219,1.0796419669626651,0.01,146 +2740,2219,1.0608447370659508,0.01,180 +2741,4438,1.205869135405114,0.01,264 +2742,2219,1.0369479146542604,0.01,125 +2743,2219,0.8724816170884976,0.01,166 +2744,2219,0.8583592059100204,0.01,171 +2745,2219,0.9047052691069588,0.01,127 +2746,2219,0.9597282104810034,0.01,175 +2747,2219,0.9966357371788508,0.01,191 +2748,2219,0.9569994836504264,0.01,167 +2749,2219,0.9351692869783242,0.01,135 +2750,2219,1.0255645753294882,0.01,171 +2751,4438,0.901394324185078,0.01,357 +2752,2219,0.8665872652967248,0.01,128 +2753,4438,0.9340778989260156,0.01,382 +2754,4438,1.071942438281127,0.01,433 +2755,2219,0.9480538109001856,0.01,140 +2756,4438,0.950254310838502,0.01,340 +2757,2219,1.0027617173631862,0.01,190 +2758,4438,0.903953622766712,0.01,260 +2759,2219,0.8914586422386556,0.01,141 +2760,2219,0.9115556210618944,0.01,197 +2761,2219,0.9036812149321156,0.01,165 +2762,2219,1.0289160140073854,0.01,144 +2763,2219,1.0418852765947697,0.01,171 +2764,2219,1.05178129640131,0.01,179 +2765,4438,0.9857564928003334,0.01,351 +2766,2219,1.0549251460985052,0.01,195 +2767,4438,1.0516892968097358,0.01,355 +2768,2219,1.1131196304117006,0.01,180 +2769,2219,1.0047141436971612,0.01,184 +2770,2219,0.9939999975734948,0.01,193 +2771,2219,1.142707646237921,0.01,150 +2772,2219,0.9980394223154746,0.01,180 +2773,4438,1.0711753823579022,0.01,273 +2774,4438,1.090303454393038,0.01,264 +2775,2219,1.0991688724884037,0.01,167 +2776,2219,1.2824343614509115,0.01,164 +2777,2219,1.0983518919966984,0.01,141 +2778,2219,1.270951865478121,0.01,183 +2779,2219,1.063429128449469,0.01,161 +2780,2219,1.0337689865382098,0.01,162 +2781,4438,1.1070343492787604,0.01,334 +2782,2219,1.058588086324375,0.01,183 +2783,2219,1.0084581123602496,0.01,175 +2784,2219,1.067280128513632,0.01,198 +2785,2219,1.1802203445311146,0.01,194 +2786,2219,1.0952800999565695,0.01,172 +2787,2219,1.2223148054770323,0.01,146 +2788,2219,1.2299301031763767,0.01,140 +2789,2219,1.1526213780323555,0.01,162 +2790,2219,1.1883447713904254,0.01,122 +2791,4438,1.1554415608023807,0.01,353 +2792,2219,1.1412084351417666,0.01,137 +2793,2219,1.232377816039529,0.01,156 +2794,2219,1.1339767519744173,0.01,198 +2795,2219,1.2078138715529794,0.01,168 +2796,2219,1.245572055493874,0.01,115 +2797,2219,1.263557532399604,0.01,145 +2798,2219,1.2099109328689923,0.01,98 +2799,2219,1.3107478719515615,0.01,178 +2800,4438,1.3291195334132813,0.01,282 +2801,2219,2.2326272860075393,0.01,139 +2802,2219,1.2767518922775725,0.01,125 +2803,2219,1.3446887205620683,0.01,138 +2804,2219,1.2842745991537683,0.01,159 +2805,2219,1.8442316829602132,0.01,171 +2806,2219,4.2591929909070805,0.01,144 +2807,2219,1.6575110928343677,0.01,111 +2808,2219,2.8346054874117774,0.01,122 +2809,2219,8.072643753417722,0.01,114 +2810,2219,4.6453379680946325,0.01,104 +2811,2219,5.577319066378322,0.01,126 +2812,2219,1.57428575713667,0.01,182 +2813,2219,1.5467476029944436,0.01,162 +2814,2219,1.4713631694421812,0.01,106 +2815,2219,1.4409427004381905,0.01,159 +2816,2219,1.368683965497502,0.01,181 +2817,2219,1.4551130541207915,0.01,180 +2818,2219,1.33308779016928,0.01,157 +2819,2219,1.5073437780706274,0.01,110 +2820,2219,1.5287600708676878,0.01,92 +2821,2219,1.5234229299474464,0.01,142 +2822,2219,1.6196804573175394,0.01,40 +2823,2219,1.563173955478002,0.01,168 +2824,2219,1.459153711529314,0.01,184 +2825,2219,1.387167799422981,0.01,111 +2826,2219,1.4768148201399598,0.01,146 +2827,2219,1.493269150063883,0.01,166 +2828,2219,1.491079934229761,0.01,151 +2829,2219,1.3664836059245882,0.01,132 +2830,2219,1.5058809110894262,0.01,128 +2831,2219,1.3355811307141214,0.01,187 +2832,4438,1.4099748077412484,0.01,342 +2833,2219,1.534906050576366,0.01,157 +2834,2219,1.446038696283272,0.01,192 +2835,2219,1.4997653608528203,0.01,167 +2836,2219,1.4252702865901885,0.01,137 +2837,2219,1.4093851410675589,0.01,197 +2838,2219,1.4140321283153905,0.01,141 +2839,2219,1.4099008792913346,0.01,188 +2840,2219,1.516846727332707,0.01,192 +2841,2219,1.551651222793271,0.01,147 +2842,4438,1.4162187886898452,0.01,338 +2843,4438,1.4790807801144892,0.01,269 +2844,4438,1.451975623304466,0.01,321 +2845,2219,1.340653181682152,0.01,175 +2846,2219,1.4166050115713889,0.01,147 +2847,2219,1.4104937459341615,0.01,157 +2848,2219,1.4802403395000092,0.01,193 +2849,2219,1.594120811537627,0.01,170 +2850,4438,1.4273936976579416,0.01,381 +2851,2219,1.481386679920629,0.01,173 +2852,2219,1.3065802078476287,0.01,196 +2853,2219,1.328324538150018,0.01,164 +2854,4438,1.3018638958374913,0.01,389 +2855,2219,1.513090859872698,0.01,196 +2856,2219,1.402380161490302,0.01,157 +2857,2219,1.3914017902763602,0.01,174 +2858,2219,1.432945950863416,0.01,194 +2859,2219,1.4301419814745056,0.01,189 +2860,2219,1.4637476335988402,0.01,195 +2861,2219,1.3748044127654315,0.01,158 +2862,2219,1.2911754032467375,0.01,181 +2863,2219,1.355348930408073,0.01,137 +2864,4438,1.3355265489474646,0.01,285 +2865,2219,1.300942692660687,0.01,138 +2866,4438,1.345372514083365,0.01,300 +2867,2219,1.460113237183661,0.01,147 +2868,2219,1.349304762901718,0.01,192 +2869,2219,1.3263910128217629,0.01,179 +2870,4438,1.3069472171563865,0.01,348 +2871,4438,1.3433854003959775,0.01,394 +2872,4438,1.317132004377188,0.01,315 +2873,4438,1.3934347785134171,0.01,271 +2874,4438,1.421689766151796,0.01,389 +2875,4438,1.3320182511665415,0.01,320 +2876,2219,1.3980690222967325,0.01,144 +2877,4438,1.2628914771577022,0.01,343 +2878,4438,1.4037429230371323,0.01,344 +2879,2219,1.3407758585242684,0.01,161 +2880,4438,1.2106725525910005,0.01,294 +2881,4438,1.2452299886359224,0.01,313 +2882,4438,1.152841804100358,0.01,323 +2883,4438,1.278675818384639,0.01,374 +2884,2219,1.158175724540852,0.01,166 +2885,2219,1.2715620228934366,0.01,199 +2886,2219,1.1718092520321663,0.01,198 +2887,2219,1.146215204748214,0.01,171 +2888,4438,1.1821840690442855,0.01,362 +2889,2219,1.2936885846108406,0.01,170 +2890,2219,1.2372299284635335,0.01,198 +2891,2219,1.182426143451936,0.01,198 +2892,2219,1.1955583676857682,0.01,174 +2893,4438,1.2967425697610828,0.01,235 +2894,4438,1.1927577674272711,0.01,327 +2895,2219,1.1359457639808432,0.01,156 +2896,4438,1.2649340416890853,0.01,323 +2897,2219,1.0769817234780454,0.01,169 +2898,4438,1.1915616626874996,0.01,292 +2899,4438,1.141316794633535,0.01,359 +2900,2219,1.075117168456898,0.01,175 +2901,2219,1.1417964307434998,0.01,174 +2902,2219,1.207055745929131,0.01,175 +2903,2219,1.119245377262824,0.01,185 +2904,4438,1.0480330617467606,0.01,388 +2905,4438,1.21696617298468,0.01,358 +2906,4438,1.2740347064386606,0.01,277 +2907,2219,1.1740913467425675,0.01,196 +2908,2219,1.0854562030330712,0.01,197 +2909,2219,1.1824779321179313,0.01,143 +2910,4438,1.0997962999635724,0.01,325 +2911,2219,1.3107828843359055,0.01,166 +2912,4438,1.1471730930182704,0.01,299 +2913,4438,1.0711111086476546,0.01,368 +2914,2219,1.1641125107460493,0.01,196 +2915,2219,1.044736612030528,0.01,190 +2916,4438,1.1345589961511466,0.01,371 +2917,4438,1.0427894322022797,0.01,277 +2918,4438,0.9863108290875676,0.01,362 +2919,2219,1.0475319879833258,0.01,137 +2920,4438,0.9904738781169335,0.01,297 +2921,4438,1.1315880892955894,0.01,403 +2922,2219,0.9613420855985384,0.01,184 +2923,2219,1.0149795950893346,0.01,199 +2924,2219,1.0401173908834331,0.01,184 +2925,4438,1.01374952153647,0.01,303 +2926,4438,0.986539866387426,0.01,286 +2927,4438,0.9414888811700728,0.01,255 +2928,2219,1.0011304481297174,0.01,166 +2929,2219,0.9854407385247764,0.01,184 +2930,4438,0.9157654049569992,0.01,263 +2931,2219,0.9021498238592762,0.01,195 +2932,2219,0.962918417766456,0.01,187 +2933,2219,0.9192448544899104,0.01,180 +2934,4438,0.9773419664869076,0.01,318 +2935,2219,0.9844824265702088,0.01,170 +2936,2219,0.9137007759725227,0.01,151 +2937,2219,0.9584302943000912,0.01,123 +2938,2219,0.9067034761783254,0.01,186 +2939,4438,0.9638723362766238,0.01,245 +2940,2219,0.9219533887880788,0.01,162 +2941,2219,1.0998428103885347,0.01,192 +2942,2219,0.9480371802507171,0.01,72 +2943,2219,1.0116948679225726,0.01,190 +2944,2219,0.9769851614161,0.01,117 +2945,2219,0.9884433065182884,0.01,146 +2946,2219,0.9951518966152034,0.01,189 +2947,2219,0.8883264366508268,0.01,148 +2948,2219,0.9483851458529844,0.01,131 +2949,2219,0.9558174906065982,0.01,114 +2950,2219,0.9615295655876328,0.01,167 +2951,4438,1.0087075807070618,0.01,290 +2952,2219,0.8883738020603507,0.01,158 +2953,2219,0.8687774159371046,0.01,131 +2954,2219,1.0300460316556008,0.01,170 +2955,2219,0.9952813193088316,0.01,173 +2956,4438,1.065591819490043,0.01,303 +2957,4438,1.0402845461708778,0.01,327 +2958,2219,0.95321655197032,0.01,158 +2959,2219,0.8897389448613086,0.01,158 +2960,2219,0.9111930975205284,0.01,152 +2961,4438,1.0326903754111416,0.01,349 +2962,4438,0.9313741103587668,0.01,384 +2963,4438,0.8958220798611947,0.01,334 +2964,4438,0.9066480736744736,0.01,406 +2965,4438,0.9167295410650188,0.01,290 +2966,2219,0.954953051269962,0.01,181 +2967,2219,0.9273203428355006,0.01,175 +2968,4438,0.9792715803299724,0.01,383 +2969,2219,0.8718513325237993,0.01,183 +2970,2219,0.92658270813014,0.01,173 +2971,2219,1.0689651015579045,0.01,150 +2972,4438,0.9608593359415264,0.01,358 +2973,2219,1.0209809545182031,0.01,168 +2974,2219,1.043133057202259,0.01,131 +2975,4438,0.9472913408848193,0.01,351 +2976,2219,0.9581555578772932,0.01,193 +2977,4438,0.9654810497921544,0.01,338 +2978,2219,1.037977382864288,0.01,175 +2979,2219,1.031211012610094,0.01,169 +2980,4438,1.1310691796248389,0.01,266 +2981,2219,1.2821631783951188,0.01,180 +2982,4438,1.1048830094237114,0.01,236 +2983,4438,1.061052662403089,0.01,279 +2984,2219,1.062811271792528,0.01,104 +2985,4438,1.348885230519155,0.01,351 +2986,2219,2.935467436416177,0.01,145 +2987,4438,0.9528719342847,0.01,321 +2988,2219,1.0226001741753188,0.01,189 +2989,4438,0.8813810142391488,0.01,251 +2990,2219,1.0317588121858765,0.01,175 +2991,4438,0.9568800921080428,0.01,398 +2992,2219,0.9698872193339272,0.01,197 +2993,2219,0.9927316254498804,0.01,141 +2994,4438,0.9849867940638884,0.01,352 +2995,4438,0.9475273293847066,0.01,361 +2996,4438,0.9461335713532872,0.01,386 +2997,4438,1.0258385757431063,0.01,364 +2998,4438,0.9584549128678554,0.01,352 +2999,2219,0.9866304134342132,0.01,183 +3000,2219,1.0291758269937856,0.01,180 +3001,4438,0.9817445846528704,0.01,245 +3002,2219,0.8970951451506516,0.01,178 +3003,2219,0.911273063086432,0.01,143 +3004,2219,0.9439695766549142,0.01,175 +3005,2219,0.9095751595607148,0.01,148 +3006,4438,1.106715400540084,0.01,337 +3007,2219,0.8884441160805475,0.01,192 +3008,2219,0.9749495513661272,0.01,177 +3009,4438,0.9250862299698156,0.01,343 +3010,2219,0.8951139473848346,0.01,197 +3011,4438,1.0556549298351576,0.01,328 +3012,2219,0.9798439757678772,0.01,195 +3013,2219,0.8934824614285731,0.01,181 +3014,2219,0.93030598156585,0.01,197 +3015,2219,1.0056276578080416,0.01,190 +3016,4438,1.037922610758416,0.01,333 +3017,2219,0.8527388466802213,0.01,185 +3018,2219,0.9496093865781036,0.01,181 +3019,4438,0.956066048951006,0.01,346 +3020,4438,0.996521808896448,0.01,259 +3021,4438,0.8974217051625755,0.01,317 +3022,2219,1.0063226038885704,0.01,196 +3023,4438,0.9903577344159904,0.01,297 +3024,4438,0.8691805031284785,0.01,363 +3025,2219,0.8685905690203264,0.01,196 +3026,2219,1.082210024818841,0.01,194 +3027,2219,0.9943185172837008,0.01,172 +3028,4438,1.042020169158555,0.01,271 +3029,2219,0.9423567521129677,0.01,121 +3030,2219,0.9019803717292576,0.01,156 +3031,4438,1.0737958954749018,0.01,338 +3032,4438,0.9935239569515928,0.01,356 +3033,4438,0.9683789276982768,0.01,326 +3034,2219,0.8927230795346357,0.01,173 +3035,4438,0.9724815383364852,0.01,326 +3036,2219,0.9399596576017528,0.01,147 +3037,4438,0.9927149468607468,0.01,322 +3038,2219,0.9575366736125904,0.01,180 +3039,4438,1.0472419646336606,0.01,328 +3040,2219,0.9459157011585072,0.01,181 +3041,2219,0.9774774940498624,0.01,175 +3042,4438,0.8948573118316693,0.01,297 +3043,2219,0.9296773169598996,0.01,130 +3044,4438,0.9010740003701766,0.01,356 +3045,2219,0.9813034455494558,0.01,186 +3046,4438,0.894455651311904,0.01,314 +3047,2219,0.950224951531366,0.01,192 +3048,2219,0.9364193635683262,0.01,148 +3049,2219,0.9889351588997864,0.01,155 +3050,4438,1.0292836103953469,0.01,323 +3051,4438,0.9591349621300632,0.01,353 +3052,2219,1.043091378428265,0.01,161 +3053,2219,0.9579420391482624,0.01,181 +3054,2219,0.947206664934891,0.01,194 +3055,2219,0.9226635828888584,0.01,146 +3056,4438,1.081019962304714,0.01,241 +3057,2219,0.9526688200612738,0.01,161 +3058,2219,0.9482757086107912,0.01,165 +3059,4438,0.8842134436238364,0.01,332 +3060,4438,0.997419901879987,0.01,324 +3061,2219,0.9357107164756054,0.01,184 +3062,4438,1.1257078211070988,0.01,389 +3063,4438,1.0058961440579464,0.01,377 +3064,2219,0.9596064285226396,0.01,151 +3065,2219,1.0202930543832696,0.01,151 +3066,2219,1.0469157964703275,0.01,190 +3067,2219,0.9587022228270788,0.01,134 +3068,2219,1.177431545653612,0.01,185 +3069,2219,1.053282807620188,0.01,191 +3070,4438,1.0186092478398867,0.01,274 +3071,4438,1.0332929357873168,0.01,329 +3072,2219,1.0627266068876084,0.01,187 +3073,4438,1.0355948231388774,0.01,340 +3074,2219,0.9914365915961376,0.01,195 +3075,4438,1.1002747857391812,0.01,357 +3076,4438,1.350451573106058,0.01,345 +3077,2219,0.999370067700168,0.01,154 +3078,2219,1.092010365154554,0.01,186 +3079,2219,1.071401052788047,0.01,169 +3080,4438,1.3886830554306016,0.01,276 +3081,2219,2.83776526622883,0.01,117 +3082,2219,0.8858002217844668,0.01,187 +3083,2219,0.9222373184041992,0.01,191 +3084,2219,1.0485076937042113,0.01,184 +3085,2219,1.0910555427609454,0.01,184 +3086,2219,0.9667008806612538,0.01,177 +3087,4438,1.0633617479028776,0.01,283 +3088,4438,0.9578377474631028,0.01,320 +3089,2219,0.9548883042520888,0.01,192 +3090,4438,0.898936825609974,0.01,317 +3091,2219,0.950743019500854,0.01,198 +3092,2219,0.9926298772678038,0.01,142 +3093,4438,0.9650665414481692,0.01,346 +3094,4438,0.9606519529438272,0.01,310 +3095,2219,0.9068912198417084,0.01,193 +3096,2219,1.00645723532399,0.01,179 +3097,2219,0.976482500741715,0.01,161 +3098,4438,0.9038195677531108,0.01,347 +3099,4438,0.9746823057134733,0.01,360 +3100,2219,0.9031528589508137,0.01,193 +3101,4438,0.919364539107715,0.01,340 +3102,4438,1.1248200630520897,0.01,283 +3103,4438,1.0616524502938312,0.01,242 +3104,2219,1.0302728066212914,0.01,174 +3105,2219,1.0202607782766029,0.01,160 +3106,4438,1.126449645375899,0.01,294 +3107,2219,0.9836813348958244,0.01,179 +3108,4438,0.87132816411577,0.01,336 +3109,2219,0.949039323456784,0.01,149 +3110,2219,0.9565864735291398,0.01,157 +3111,4438,0.9469893129234797,0.01,332 +3112,2219,1.0201271735503423,0.01,154 +3113,2219,0.9968214982017588,0.01,168 +3114,2219,1.022647689911449,0.01,162 +3115,2219,0.9501789187971688,0.01,122 +3116,4438,0.9592794802321192,0.01,372 +3117,4438,0.90356810029922,0.01,324 +3118,2219,0.9322292034407345,0.01,173 +3119,2219,0.98404469453178,0.01,147 +3120,2219,0.9957946655165972,0.01,175 +3121,4438,0.9567763795981976,0.01,287 +3122,2219,0.9015018998104234,0.01,184 +3123,2219,0.9044861851126976,0.01,191 +3124,2219,0.9380306728536554,0.01,130 +3125,2219,0.9961600794200076,0.01,165 +3126,2219,0.9939709942688874,0.01,194 +3127,4438,1.0222496926019904,0.01,343 +3128,4438,0.9628871002615969,0.01,346 +3129,4438,1.0639442588589627,0.01,396 +3130,2219,1.0187050259565988,0.01,193 +3131,2219,0.9315107059178848,0.01,174 +3132,4438,1.0360695544758036,0.01,335 +3133,2219,0.9751716716305708,0.01,195 +3134,4438,0.9589387646927748,0.01,354 +3135,4438,0.9015039545538278,0.01,325 +3136,2219,1.0550160054999804,0.01,193 +3137,4438,0.9903716857642432,0.01,253 +3138,4438,0.965428168064069,0.01,305 +3139,4438,1.0329150609841358,0.01,323 +3140,2219,0.9455155234467982,0.01,183 +3141,2219,0.9654638991561576,0.01,159 +3142,2219,1.1542609624094262,0.01,129 +3143,2219,1.021367709024845,0.01,175 +3144,4438,0.9725000772587166,0.01,398 +3145,4438,1.212044056504845,0.01,355 +3146,2219,1.3683945693280548,0.01,182 +3147,2219,0.9674929788908836,0.01,174 +3148,4438,0.8871455521114676,0.01,347 +3149,2219,0.9034619944217982,0.01,151 +3150,4438,0.9598406220689628,0.01,348 +3151,2219,0.9583715549182356,0.01,135 +3152,2219,1.0069170543697807,0.01,147 +3153,2219,0.9324222075003262,0.01,177 +3154,4438,1.0771980865115571,0.01,394 +3155,4438,0.8536730934433227,0.01,330 +3156,2219,1.003645932417394,0.01,159 +3157,4438,1.011197966364981,0.01,315 +3158,4438,0.9194311245041996,0.01,331 +3159,4438,0.8901256454974389,0.01,393 +3160,2219,0.9499899735346616,0.01,138 +3161,4438,0.9325342248206956,0.01,342 +3162,2219,0.9871780314823608,0.01,191 +3163,2219,1.031128470851898,0.01,162 +3164,2219,0.927573468704826,0.01,191 +3165,4438,1.019902505992489,0.01,283 +3166,4438,1.017570514706843,0.01,367 +3167,4438,1.0740969252547683,0.01,367 +3168,4438,0.9143802513921848,0.01,259 +3169,4438,0.9342065276139598,0.01,337 +3170,2219,1.0172796712089762,0.01,175 +3171,4438,1.200685949899456,0.01,322 +3172,2219,1.013800571961284,0.01,199 +3173,2219,0.8596173842119177,0.01,148 +3174,2219,0.9080054280310595,0.01,188 +3175,4438,1.015089082924015,0.01,354 +3176,2219,1.7308751065722852,0.01,141 +3177,4438,0.9465999314076676,0.01,356 +3178,4438,0.9501027384496366,0.01,336 +3179,4438,0.8278753315039279,0.01,315 +3180,4438,0.9271392602217792,0.01,347 +3181,2219,0.9292911682281384,0.01,158 +3182,4438,0.9247331556037146,0.01,343 +3183,2219,0.8330391671218343,0.01,174 +3184,4438,0.8716163996620427,0.01,229 +3185,2219,0.8811161715887507,0.01,189 +3186,2219,0.8698857729160487,0.01,132 +3187,2219,0.952077591740772,0.01,197 +3188,4438,0.9391189887359328,0.01,320 +3189,4438,0.972965869789766,0.01,337 +3190,2219,0.940539503333466,0.01,181 +3191,2219,0.9578358466592688,0.01,148 +3192,4438,0.909214042580074,0.01,346 +3193,4438,0.846491479282296,0.01,353 +3194,2219,0.9962252747135276,0.01,163 +3195,2219,1.0164278153176132,0.01,149 +3196,2219,1.0296642165617,0.01,165 +3197,2219,1.002588513426005,0.01,195 +3198,4438,1.1202319389246744,0.01,331 +3199,4438,1.013363628023379,0.01,305 +3200,2219,0.9486009760393256,0.01,186 +3201,4438,1.1061030946939188,0.01,347 +3202,2219,1.032325661151419,0.01,188 +3203,4438,0.9262860965722493,0.01,342 +3204,2219,0.977771750705004,0.01,197 +3205,4438,0.924708633228692,0.01,374 +3206,2219,1.5336668313712565,0.01,170 +3207,2219,1.0862523590796769,0.01,178 +3208,4438,1.231378369422662,0.01,369 +3209,2219,1.1077352095130668,0.01,188 +3210,2219,1.1877134269104457,0.01,191 +3211,2219,1.1879357771503776,0.01,171 +3212,2219,1.013972542095674,0.01,197 +3213,4438,1.071736511581469,0.01,318 +3214,4438,1.0567757404446765,0.01,296 +3215,2219,1.1797882777550597,0.01,195 +3216,2219,2.318131499376861,0.01,191 +3217,2219,0.8477854962168117,0.01,193 +3218,2219,0.8869530850445844,0.01,183 +3219,2219,0.9498463658901894,0.01,152 +3220,2219,0.963180565568758,0.01,194 +3221,4438,0.9630848506102394,0.01,381 +3222,2219,0.8868568515111428,0.01,194 +3223,2219,0.854453363980965,0.01,192 +3224,2219,0.8254270530935846,0.01,192 +3225,2219,0.8343711466439646,0.01,191 +3226,4438,0.8335478480795575,0.01,378 +3227,2219,0.8458801353195217,0.01,186 +3228,4438,0.879450359731468,0.01,338 +3229,2219,0.8682230496571693,0.01,174 +3230,2219,0.9440105379382392,0.01,117 +3231,4438,0.8969825834634582,0.01,303 +3232,4438,0.9187530456627362,0.01,350 +3233,2219,0.936255582136736,0.01,193 +3234,2219,0.8381557234487884,0.01,163 +3235,4438,0.9180831076359766,0.01,369 +3236,4438,0.7955152570857702,0.01,342 +3237,2219,0.950887712411439,0.01,166 +3238,4438,0.8678264367068406,0.01,252 +3239,4438,0.9064830733575596,0.01,383 +3240,4438,0.9370098954092116,0.01,283 +3241,2219,0.9266441854748044,0.01,155 +3242,4438,0.9812458131621192,0.01,354 +3243,2219,0.916237213511656,0.01,187 +3244,2219,0.8876665654799728,0.01,183 +3245,4438,0.9088737124699946,0.01,299 +3246,4438,0.9912831078406212,0.01,322 +3247,2219,0.9798894784248716,0.01,187 +3248,2219,1.0240727180372309,0.01,181 +3249,4438,0.9714965006838148,0.01,325 +3250,2219,1.0507971104824911,0.01,174 +3251,2219,0.9612470515213436,0.01,158 +3252,4438,0.925859782517175,0.01,376 +3253,2219,0.9490766483275404,0.01,160 +3254,4438,1.0186783050241732,0.01,400 +3255,2219,1.0385126014358224,0.01,193 +3256,2219,0.97785664117787,0.01,195 +3257,4438,1.0569507932738664,0.01,309 +3258,4438,0.9693172577428916,0.01,332 +3259,2219,1.0507018749154815,0.01,177 +3260,2219,1.0604016218843084,0.01,122 +3261,2219,1.0878812570678418,0.01,159 +3262,4438,1.125052837411166,0.01,384 +3263,4438,1.028106945346406,0.01,367 +3264,4438,1.0805487009569128,0.01,360 +3265,2219,1.1233522529830855,0.01,173 +3266,2219,1.0573000801060042,0.01,191 +3267,4438,1.026624568875005,0.01,353 +3268,2219,1.15937395848242,0.01,192 +3269,2219,1.1419047284689148,0.01,182 +3270,4438,1.1022490818255053,0.01,367 +3271,4438,1.3860443052507263,0.01,263 +3272,4438,1.0788211682550704,0.01,281 +3273,2219,1.097415033347111,0.01,193 +3274,4438,1.147345756186546,0.01,333 +3275,2219,1.131739801433376,0.01,156 +3276,2219,1.3492464292256523,0.01,142 +3277,2219,0.966603256221376,0.01,167 +3278,2219,1.124415062214869,0.01,183 +3279,4438,1.1521369531888663,0.01,386 +3280,2219,1.0750587173893489,0.01,196 +3281,2219,1.236163227399532,0.01,197 +3282,2219,1.1726704868774978,0.01,172 +3283,4438,1.145494926742409,0.01,336 +3284,4438,1.207072510962791,0.01,320 +3285,2219,1.0190864775265462,0.01,178 +3286,4438,1.0554043424170052,0.01,371 +3287,2219,1.104539426365322,0.01,172 +3288,2219,1.1675455618205022,0.01,174 +3289,2219,1.0624704236415063,0.01,188 +3290,2219,1.1119023653379148,0.01,195 +3291,2219,1.1066891224804172,0.01,166 +3292,2219,1.1626089963348365,0.01,193 +3293,4438,1.10791122167624,0.01,353 +3294,4438,1.2202283667830418,0.01,340 +3295,2219,1.2005560274750038,0.01,191 +3296,4438,1.5362835263967218,0.01,259 +3297,2219,0.9926466469925386,0.01,180 +3298,2219,1.0486916635325003,0.01,187 +3299,2219,1.2228661830490934,0.01,184 +3300,4438,1.2878105985240418,0.01,402 +3301,2219,2.569532729638299,0.01,102 +3302,2219,0.8639873559720753,0.01,181 +3303,4438,1.0179893122824422,0.01,249 +3304,4438,0.9628432468885428,0.01,295 +3305,4438,0.9347130729155236,0.01,392 +3306,2219,0.9628243565089628,0.01,152 +3307,4438,0.9967722665028343,0.01,325 +3308,2219,0.8960901555438303,0.01,141 +3309,4438,0.9337706056333074,0.01,425 +3310,2219,0.9516545370841036,0.01,179 +3311,2219,0.911313389321765,0.01,190 +3312,4438,1.0190398273098606,0.01,410 +3313,2219,0.933488612390244,0.01,177 +3314,2219,0.994892562840424,0.01,163 +3315,4438,0.92589561938749,0.01,338 +3316,2219,0.9217711612693428,0.01,189 +3317,4438,0.943157766382768,0.01,354 +3318,2219,1.032799619775591,0.01,162 +3319,4438,0.976161196822487,0.01,337 +3320,4438,0.8861772901186757,0.01,342 +3321,2219,0.9579328159192204,0.01,187 +3322,2219,0.9342353252802316,0.01,195 +3323,4438,0.8872546293022892,0.01,348 +3324,2219,0.9296153713767804,0.01,129 +3325,4438,1.0039476582291806,0.01,345 +3326,4438,1.1800193486689003,0.01,397 +3327,2219,0.9968723757306776,0.01,159 +3328,4438,1.0699078028494355,0.01,322 +3329,4438,0.9715744140647454,0.01,340 +3330,4438,1.0451136435316808,0.01,332 +3331,2219,1.183270588498449,0.01,170 +3332,4438,0.9329960820515482,0.01,233 +3333,2219,1.0138237317400045,0.01,149 +3334,2219,0.9598573378706464,0.01,152 +3335,4438,0.9277376729080564,0.01,311 +3336,2219,1.005175125291203,0.01,187 +3337,4438,0.9182311020942968,0.01,335 +3338,2219,0.9456913677791008,0.01,162 +3339,2219,0.980527022599826,0.01,179 +3340,2219,0.8971754588681459,0.01,121 +3341,4438,1.018654708714078,0.01,316 +3342,4438,0.966944331309622,0.01,316 +3343,2219,0.9167281165245008,0.01,185 +3344,2219,1.038740472375068,0.01,191 +3345,2219,1.1464447054557063,0.01,183 +3346,4438,1.010174023946419,0.01,377 +3347,2219,0.9967359689813404,0.01,195 +3348,4438,1.018936836013001,0.01,337 +3349,2219,0.9516914159160534,0.01,176 +3350,2219,1.0088335460861726,0.01,123 +3351,2219,0.9674004360281744,0.01,146 +3352,4438,1.0174792159773969,0.01,230 +3353,2219,0.9259438837268807,0.01,193 +3354,2219,1.0066129158128974,0.01,170 +3355,4438,1.0889003695697754,0.01,385 +3356,2219,1.567854258981896,0.01,114 +3357,2219,1.119738513144963,0.01,141 +3358,2219,1.100040942670788,0.01,148 +3359,2219,1.1550507463430788,0.01,172 +3360,4438,1.1592755005364168,0.01,352 +3361,2219,1.1731287645477533,0.01,164 +3362,2219,1.159039328901288,0.01,170 +3363,2219,1.1895565722778323,0.01,189 +3364,2219,1.1129441777542366,0.01,186 +3365,4438,1.1418721351483714,0.01,340 +3366,2219,1.3987303599733971,0.01,195 +3367,4438,0.9125775023642796,0.01,419 +3368,2219,0.9395465519285066,0.01,180 +3369,2219,1.1125894053672514,0.01,185 +3370,4438,1.0821291236410544,0.01,431 +3371,4438,1.1606404770215002,0.01,317 +3372,2219,1.0912932240201554,0.01,182 +3373,2219,1.0902139883763706,0.01,176 +3374,2219,1.1393505559239852,0.01,177 +3375,2219,1.0289617518042136,0.01,137 +3376,2219,1.0391242193667936,0.01,181 +3377,4438,1.1033235267069312,0.01,313 +3378,2219,0.9335968628485308,0.01,179 +3379,4438,1.0547036246024637,0.01,291 +3380,2219,1.056917149178181,0.01,154 +3381,2219,1.0787856002120606,0.01,165 +3382,2219,1.0473205692574952,0.01,188 +3383,4438,1.05488480527785,0.01,369 +3384,2219,1.1238452524054208,0.01,148 +3385,2219,1.10323005123591,0.01,146 +3386,4438,1.1027208122296053,0.01,378 +3387,4438,1.097760301358837,0.01,273 +3388,2219,1.19693233089874,0.01,162 +3389,2219,1.2409448647832433,0.01,187 +3390,2219,1.1027020679831308,0.01,168 +3391,2219,1.245606696041467,0.01,199 +3392,2219,1.2536493241138356,0.01,189 +3393,4438,1.0936586039300802,0.01,323 +3394,4438,1.0955888804358118,0.01,322 +3395,2219,1.1019148376883872,0.01,188 +3396,2219,1.335802487027427,0.01,190 +3397,4438,1.0786634280994545,0.01,338 +3398,4438,1.0078267008555228,0.01,318 +3399,2219,1.0285919353293052,0.01,182 +3400,2219,1.1730669849504818,0.01,121 +3401,2219,1.3664547807170024,0.01,198 +3402,4438,1.1792289816757424,0.01,325 +3403,4438,0.9745890017104076,0.01,400 +3404,4438,1.0794288159383756,0.01,358 +3405,2219,1.1110634935746293,0.01,166 +3406,4438,1.063586940527102,0.01,409 +3407,2219,1.0690353475767005,0.01,184 +3408,2219,1.0495981273591517,0.01,99 +3409,4438,0.952266699338456,0.01,310 +3410,2219,1.2062342097947572,0.01,182 +3411,2219,1.2898491105979752,0.01,188 +3412,2219,0.902690148930272,0.01,148 +3413,4438,1.098588053854765,0.01,282 +3414,2219,0.9872635101325083,0.01,174 +3415,2219,1.0707033360103044,0.01,121 +3416,4438,1.0169064350902757,0.01,374 +3417,2219,1.0629271913943474,0.01,141 +3418,4438,1.0634649026780694,0.01,404 +3419,4438,1.114458646731007,0.01,291 +3420,4438,0.995738877665986,0.01,348 +3421,2219,1.142106552360703,0.01,155 +3422,2219,1.0720992054335177,0.01,191 +3423,2219,1.0671290911099585,0.01,168 +3424,4438,0.9967068693510384,0.01,355 +3425,4438,1.1154764144550755,0.01,338 +3426,4438,1.1835018528558,0.01,358 +3427,2219,1.2576006155050892,0.01,192 +3428,2219,1.183085499558657,0.01,160 +3429,4438,1.0716686981052523,0.01,297 +3430,2219,1.2358653974777134,0.01,162 +3431,4438,1.2141691775635244,0.01,406 +3432,4438,0.9643315461887834,0.01,426 +3433,4438,0.9403793267541404,0.01,342 +3434,4438,0.952332652774967,0.01,418 +3435,2219,1.0732622328372503,0.01,174 +3436,4438,0.9269243059738804,0.01,302 +3437,2219,0.9849513877394654,0.01,189 +3438,2219,0.9124034651623332,0.01,165 +3439,4438,0.9372835967570008,0.01,269 +3440,2219,0.9455632565416822,0.01,168 +3441,4438,1.0706033607099057,0.01,319 +3442,4438,0.9662354618442156,0.01,330 +3443,4438,1.1045172952375917,0.01,319 +3444,2219,0.971172477563937,0.01,142 +3445,2219,1.024686068469571,0.01,190 +3446,2219,1.1542108522811767,0.01,144 +3447,2219,1.115222066852997,0.01,135 +3448,2219,1.1921267538916196,0.01,189 +3449,2219,1.1444381387560905,0.01,167 +3450,4438,1.060965456562749,0.01,374 +3451,4438,1.106484738042249,0.01,347 +3452,4438,1.1538265609409106,0.01,267 +3453,4438,1.1340184140769352,0.01,346 +3454,4438,1.168572738459139,0.01,324 +3455,2219,1.0437172134378927,0.01,193 +3456,4438,1.00883503167848,0.01,344 +3457,2219,1.0712324871775918,0.01,184 +3458,2219,1.1207316195138068,0.01,135 +3459,2219,1.1580405638454427,0.01,157 +3460,4438,1.0844032273775914,0.01,378 +3461,4438,1.86055508849463,0.01,352 +3462,2219,1.094022501707066,0.01,182 +3463,2219,1.5734976665297369,0.01,165 +3464,2219,5.750874046442505,0.01,120 +3465,2219,5.147825535179094,0.01,178 +3466,2219,5.21759159793171,0.01,182 +3467,2219,1.2256002843718792,0.01,137 +3468,2219,1.1365255978251032,0.01,175 +3469,2219,1.1250871679234966,0.01,126 +3470,2219,1.0928433550353778,0.01,131 +3471,2219,1.1252438510648382,0.01,110 +3472,2219,1.190003059811311,0.01,160 +3473,2219,1.0689955684136352,0.01,182 +3474,2219,1.1744137555582097,0.01,164 +3475,2219,1.05880314114004,0.01,166 +3476,2219,1.0979163222861037,0.01,196 +3477,2219,1.0640702821242496,0.01,176 +3478,4438,1.2392037743459,0.01,370 +3479,2219,1.0908818174523196,0.01,188 +3480,2219,1.0793769200995085,0.01,199 +3481,2219,1.169188106738276,0.01,136 +3482,2219,1.3702759837910845,0.01,189 +3483,2219,1.2533901364449995,0.01,163 +3484,4438,1.045936539564972,0.01,323 +3485,4438,1.1357390658770008,0.01,334 +3486,2219,1.1080120690194322,0.01,196 +3487,2219,1.1389791364985165,0.01,129 +3488,4438,1.1811431495618447,0.01,342 +3489,4438,1.1993962760702046,0.01,388 +3490,2219,1.166489374962992,0.01,163 +3491,4438,1.0394871119774003,0.01,324 +3492,2219,1.0789341564887425,0.01,172 +3493,2219,1.1852536143114742,0.01,160 +3494,4438,1.0617905643702128,0.01,368 +3495,4438,1.1168053847800046,0.01,379 +3496,4438,1.16191616230644,0.01,319 +3497,2219,1.1134309528190456,0.01,158 +3498,2219,1.0491427465004532,0.01,184 +3499,2219,1.17214245081283,0.01,190 +3500,2219,1.0465915506336072,0.01,155 +3501,4438,1.1409642894543852,0.01,347 +3502,4438,1.1015251617031276,0.01,369 +3503,4438,1.0858223913894842,0.01,348 +3504,2219,1.1811221156397662,0.01,159 +3505,2219,1.2090188378450588,0.01,184 +3506,2219,1.0845224912431028,0.01,125 +3507,2219,1.126468752413025,0.01,198 +3508,2219,1.0462084190885177,0.01,180 +3509,2219,1.0236683936391766,0.01,136 +3510,4438,1.1386674029331283,0.01,266 +3511,2219,1.16854009038996,0.01,190 +3512,2219,1.115804517813076,0.01,198 +3513,4438,1.096706266985981,0.01,400 +3514,2219,1.1419899117629786,0.01,175 +3515,2219,1.1346455520702805,0.01,183 +3516,2219,1.0725444061093037,0.01,188 +3517,4438,1.0247473221547942,0.01,245 +3518,4438,1.0823638090530632,0.01,362 +3519,2219,1.1062292897121913,0.01,190 +3520,2219,1.1871506197191688,0.01,163 +3521,4438,1.1185099893361796,0.01,241 +3522,2219,1.1443776957215333,0.01,158 +3523,4438,1.2070911112871316,0.01,361 +3524,2219,1.1487621776811134,0.01,167 +3525,2219,1.2787096434827487,0.01,160 +3526,2219,1.186258103666714,0.01,172 +3527,4438,1.145818761820924,0.01,310 +3528,4438,1.1553901873220989,0.01,322 +3529,2219,1.1988804714041978,0.01,188 +3530,4438,1.0321897800092883,0.01,349 +3531,4438,1.2788683510800116,0.01,335 +3532,2219,1.064808595463928,0.01,196 +3533,2219,1.0892465903705646,0.01,190 +3534,4438,1.1359583173423538,0.01,358 +3535,2219,1.3367822436564765,0.01,164 +3536,4438,1.7162718887956991,0.01,341 +3537,2219,1.1966861562696098,0.01,172 +3538,4438,1.2781971764974902,0.01,327 +3539,2219,1.1998988201364924,0.01,162 +3540,2219,1.2420922111978585,0.01,129 +3541,4438,1.2736495657708693,0.01,328 +3542,4438,1.1224650491759507,0.01,357 +3543,2219,1.1964538745651443,0.01,155 +3544,4438,1.1568145619220722,0.01,390 +3545,2219,1.1719366605977275,0.01,193 +3546,4438,1.072303493401583,0.01,317 +3547,4438,1.220879335350401,0.01,357 +3548,2219,1.0551749020832042,0.01,174 +3549,4438,1.14691000607624,0.01,340 +3550,2219,1.1661997822531012,0.01,153 +3551,2219,1.081756945039344,0.01,183 +3552,4438,1.1407524419768396,0.01,303 +3553,4438,1.1099249910667914,0.01,392 +3554,2219,1.2354754659163854,0.01,193 +3555,4438,1.0229252312591246,0.01,278 +3556,2219,1.0890241651346395,0.01,190 +3557,4438,0.994253220797993,0.01,422 +3558,2219,1.149507203705801,0.01,156 +3559,4438,1.048905619640832,0.01,406 +3560,4438,1.179044419477131,0.01,395 +3561,4438,1.2030513959121454,0.01,392 +3562,4438,1.03340749186094,0.01,392 +3563,2219,1.0782928080542866,0.01,193 +3564,4438,1.0627576059664698,0.01,444 +3565,4438,1.1811236818668138,0.01,411 +3566,2219,1.1644059473529744,0.01,199 +3567,4438,0.9733440574941404,0.01,308 +3568,4438,1.0370161067300447,0.01,331 +3569,2219,0.9541820590796416,0.01,171 +3570,2219,1.0360148108291771,0.01,187 +3571,2219,1.0953197937299004,0.01,108 +3572,4438,1.0967169681938316,0.01,295 +3573,4438,1.0595917976439173,0.01,343 +3574,4438,1.0058820688861223,0.01,303 +3575,2219,1.0108197506067866,0.01,151 +3576,2219,1.026545057416064,0.01,197 +3577,4438,0.9915028036907116,0.01,284 +3578,2219,1.105619098340799,0.01,191 +3579,4438,0.927681793935472,0.01,354 +3580,4438,1.0173553857732751,0.01,389 +3581,4438,1.0188854966481673,0.01,340 +3582,4438,0.9713988936818048,0.01,341 +3583,2219,1.0061319999108531,0.01,166 +3584,2219,1.014249123853744,0.01,194 +3585,2219,1.0675355790331045,0.01,162 +3586,4438,1.185160802179378,0.01,318 +3587,4438,0.900282084177392,0.01,328 +3588,4438,0.9673752691640324,0.01,415 +3589,2219,1.0441662582647555,0.01,192 +3590,4438,1.2533478983224104,0.01,440 +3591,2219,1.8823037024542029,0.01,140 +3592,2219,0.9499910975887746,0.01,190 +3593,2219,0.934323191880215,0.01,129 +3594,2219,1.009255968036156,0.01,145 +3595,2219,0.9878528019530224,0.01,149 +3596,2219,1.035317538149493,0.01,179 +3597,4438,1.0525378212924132,0.01,319 +3598,2219,1.12891640089022,0.01,159 +3599,4438,0.9744914586607764,0.01,313 +3600,2219,0.944189059200408,0.01,176 +3601,4438,1.0138665229616706,0.01,347 +3602,2219,1.0107800043226909,0.01,162 +3603,2219,0.9946731651545112,0.01,150 +3604,2219,0.9747403393962948,0.01,138 +3605,4438,0.943892687807315,0.01,304 +3606,2219,0.9904397305586156,0.01,166 +3607,2219,0.9188724112762748,0.01,155 +3608,4438,0.9768004552218345,0.01,309 +3609,4438,0.91424364863638,0.01,262 +3610,4438,0.9721761068643908,0.01,328 +3611,2219,0.9668651392704222,0.01,178 +3612,4438,1.0094599614361952,0.01,323 +3613,2219,0.9681590884192804,0.01,199 +3614,4438,1.0053756421018267,0.01,373 +3615,2219,0.9707543516453504,0.01,161 +3616,2219,1.0608699875829943,0.01,194 +3617,4438,0.9979057710026138,0.01,377 +3618,4438,0.8887096288889423,0.01,314 +3619,4438,0.9765123162404744,0.01,339 +3620,2219,0.9973155870296242,0.01,123 +3621,2219,1.0834702756570649,0.01,153 +3622,2219,1.0725268432457882,0.01,181 +3623,2219,1.1038808475163375,0.01,143 +3624,2219,0.9886475713657856,0.01,116 +3625,4438,1.2505725152043083,0.01,359 +3626,2219,1.3897688091727096,0.01,149 +3627,2219,0.8608098079304404,0.01,137 +3628,2219,0.8695996250643948,0.01,167 +3629,4438,0.8976309299249718,0.01,333 +3630,4438,0.8858405141250498,0.01,342 +3631,2219,0.904275608184094,0.01,165 +3632,4438,0.8883578856045407,0.01,291 +3633,4438,0.8686849923090506,0.01,355 +3634,4438,0.8859367569584806,0.01,344 +3635,4438,0.8635706233196607,0.01,358 +3636,2219,0.7889559582463779,0.01,183 +3637,2219,0.8323383722314736,0.01,196 +3638,4438,0.8247935921757055,0.01,421 +3639,2219,0.8884020064157382,0.01,198 +3640,4438,0.9543120737841844,0.01,342 +3641,4438,0.9568305894419044,0.01,381 +3642,2219,0.8870469939225315,0.01,190 +3643,2219,0.9328993375678736,0.01,174 +3644,4438,0.8668331482229282,0.01,350 +3645,4438,0.908437856664172,0.01,342 +3646,2219,1.0514539396647344,0.01,180 +3647,4438,0.9148067751912148,0.01,344 +3648,4438,0.8550577442451915,0.01,392 +3649,4438,0.9318057007460968,0.01,344 +3650,2219,0.920239261852438,0.01,196 +3651,2219,1.1196239073330565,0.01,178 +3652,2219,0.93566036520998,0.01,141 +3653,2219,0.9789411210269288,0.01,164 +3654,4438,0.9826589922928204,0.01,298 +3655,2219,1.0999460865496833,0.01,191 +3656,2219,1.1133348434753148,0.01,173 +3657,2219,0.9606386432836987,0.01,150 +3658,4438,0.969074252598378,0.01,368 +3659,4438,0.9561064272170152,0.01,371 +3660,4438,1.0000761641888745,0.01,395 +3661,4438,0.9470474508400072,0.01,299 +3662,4438,1.0281838304030209,0.01,385 +3663,4438,1.0162524952418657,0.01,343 +3664,2219,1.1713770155032543,0.01,196 +3665,4438,0.9602238214696812,0.01,319 +3666,4438,1.1261923586682352,0.01,404 +3667,4438,1.0112086067730806,0.01,298 +3668,4438,0.9926327686589352,0.01,348 +3669,2219,1.0730898052929738,0.01,169 +3670,4438,1.081263507390486,0.01,361 +3671,2219,1.6538623916865651,0.01,182 +3672,4438,1.1580904825387472,0.01,284 +3673,2219,0.9852842357847632,0.01,165 +3674,4438,1.0371447435631511,0.01,398 +3675,2219,0.9518763425432856,0.01,192 +3676,4438,1.0319805703044445,0.01,356 +3677,4438,0.9402727933834724,0.01,361 +3678,2219,0.905765597897474,0.01,180 +3679,4438,1.001159418659344,0.01,371 +3680,4438,0.9107630171601208,0.01,365 +3681,4438,0.9650853414122408,0.01,387 +3682,2219,1.0124672126409378,0.01,174 +3683,2219,0.8766773496324631,0.01,190 +3684,4438,0.9915904220128552,0.01,359 +3685,2219,0.93899808620521,0.01,196 +3686,4438,0.9336374341269872,0.01,347 +3687,4438,0.9209357014628484,0.01,276 +3688,4438,0.9333017525190068,0.01,321 +3689,4438,0.882111242227704,0.01,362 +3690,4438,0.962868846724944,0.01,359 +3691,2219,1.0973885149610645,0.01,195 +3692,4438,0.9962768714698028,0.01,316 +3693,2219,1.0841054026646346,0.01,186 +3694,2219,1.0620151569945695,0.01,168 +3695,2219,1.0841014928369548,0.01,195 +3696,4438,1.508006708134427,0.01,305 +3697,4438,0.9224071352427728,0.01,332 +3698,2219,0.981672854122238,0.01,188 +3699,2219,0.8798775532637113,0.01,162 +3700,2219,1.0180475520394736,0.01,189 +3701,2219,1.1238059188598593,0.01,156 +3702,2219,0.9378807886612548,0.01,157 +3703,4438,0.8564091935515759,0.01,393 +3704,4438,0.9312651828842974,0.01,326 +3705,4438,0.8560229810717148,0.01,357 +3706,4438,0.9214152491656432,0.01,402 +3707,4438,0.8607995281057322,0.01,298 +3708,2219,0.9096756244814798,0.01,165 +3709,4438,0.9322054612212268,0.01,352 +3710,2219,0.9439618894699296,0.01,193 +3711,2219,1.0029231656595785,0.01,182 +3712,2219,0.9360927061716704,0.01,163 +3713,4438,0.96849407072707,0.01,340 +3714,4438,0.9208329839252316,0.01,366 +3715,2219,0.9619439085679102,0.01,161 +3716,4438,0.9418671981328612,0.01,351 +3717,2219,1.035037216569642,0.01,197 +3718,4438,1.0881998268185669,0.01,312 +3719,4438,0.9768433572884312,0.01,351 +3720,4438,1.097458560077312,0.01,329 +3721,2219,0.9931407938813358,0.01,196 +3722,4438,0.9752307305934554,0.01,384 +3723,2219,0.9316772277294856,0.01,129 +3724,2219,0.9460029065340902,0.01,187 +3725,4438,0.9802095828428664,0.01,386 +3726,4438,0.9918016051159608,0.01,369 +3727,4438,0.9964198552448108,0.01,325 +3728,2219,1.0122807315216162,0.01,189 +3729,4438,1.066788107531972,0.01,239 +3730,4438,0.9767231891676778,0.01,261 +3731,4438,1.0973233544445389,0.01,436 +3732,4438,0.9573522919017214,0.01,326 +3733,4438,0.9858697929652472,0.01,282 +3734,4438,0.9933799891707366,0.01,325 +3735,4438,1.0560385744586018,0.01,421 +3736,2219,1.344401812814919,0.01,174 +3737,2219,0.9670065599667468,0.01,162 +3738,2219,0.8738967534624564,0.01,192 +3739,4438,0.9570593762785689,0.01,344 +3740,4438,1.0071863162660657,0.01,340 +3741,4438,0.8814755165632826,0.01,255 +3742,2219,0.9105224243977376,0.01,181 +3743,2219,0.8795377857662133,0.01,165 +3744,4438,0.8954427165145878,0.01,398 +3745,4438,0.9068914540464904,0.01,350 +3746,2219,0.9911151332709623,0.01,148 +3747,4438,0.8468688594835935,0.01,378 +3748,4438,0.853279033301427,0.01,350 +3749,4438,0.8196083337290035,0.01,388 +3750,2219,0.8331224810422997,0.01,199 +3751,4438,0.8487281186481669,0.01,361 +3752,4438,0.92037410891962,0.01,349 +3753,2219,0.9132207211346424,0.01,154 +3754,2219,0.8771350780210887,0.01,194 +3755,2219,0.9747845324865356,0.01,150 +3756,2219,0.9050340212737,0.01,145 +3757,2219,0.8142873828851929,0.01,194 +3758,2219,0.8380575661944623,0.01,184 +3759,4438,0.8829178502707399,0.01,309 +3760,4438,0.8527786082847987,0.01,394 +3761,4438,1.0829864315305564,0.01,375 +3762,2219,1.031218922517268,0.01,117 +3763,4438,1.0889281917822171,0.01,324 +3764,4438,1.1064864664920386,0.01,377 +3765,4438,1.2584025242517554,0.01,331 +3766,2219,1.7413468244502073,0.01,171 +3767,4438,0.7403563040320468,0.01,417 +3768,4438,0.8170761511223098,0.01,338 +3769,2219,0.772775472178002,0.01,196 +3770,2219,0.8768400361173717,0.01,188 +3771,4438,0.7876571951094554,0.01,333 +3772,4438,0.7469505379323523,0.01,373 +3773,2219,0.8413464572050612,0.01,180 +3774,4438,0.8322019317181082,0.01,322 +3775,2219,0.9056019690662882,0.01,174 +3776,2219,0.9946721374177462,0.01,179 +3777,4438,0.8895050344078348,0.01,314 +3778,2219,0.7999230997823075,0.01,186 +3779,4438,0.7897827991520433,0.01,336 +3780,4438,0.8576816401056877,0.01,390 +3781,2219,0.8866815310342313,0.01,154 +3782,2219,0.8760644691829744,0.01,188 +3783,2219,0.9120479486152574,0.01,188 +3784,2219,0.9593500394057746,0.01,181 +3785,4438,0.827835868873205,0.01,298 +3786,4438,0.9525400536314912,0.01,295 +3787,2219,0.8261630343522217,0.01,155 +3788,4438,0.8383546629359243,0.01,353 +3789,2219,0.918010311938099,0.01,135 +3790,4438,0.9313458353549634,0.01,268 +3791,4438,0.8458658372363157,0.01,370 +3792,2219,1.0115826250851738,0.01,191 +3793,4438,0.9173302735915334,0.01,349 +3794,4438,0.835565140558791,0.01,340 +3795,4438,0.9030641524859834,0.01,310 +3796,2219,0.9613278720945369,0.01,196 +3797,4438,0.9601915143154904,0.01,377 +3798,2219,0.9424271389735318,0.01,166 +3799,4438,0.9322112486690936,0.01,324 +3800,4438,0.8878874260325019,0.01,344 +3801,4438,1.1161439779743871,0.01,393 +3802,2219,0.9142815593053754,0.01,191 +3803,4438,0.8967537305254641,0.01,297 +3804,4438,0.9369648751790496,0.01,362 +3805,2219,0.9414012468049529,0.01,179 +3806,4438,0.9086139631533284,0.01,340 +3807,2219,1.0792790894111055,0.01,194 +3808,2219,0.9943616508753718,0.01,187 +3809,2219,0.9782161578039236,0.01,147 +3810,2219,0.94584252723393,0.01,161 +3811,4438,1.4621549425916591,0.01,318 +3812,2219,0.9648094132205098,0.01,113 +3813,2219,0.9753606054761598,0.01,144 +3814,2219,0.9774451365846902,0.01,160 +3815,4438,1.273816749660072,0.01,385 +3816,2219,2.274452738287964,0.01,103 +3817,2219,0.881200088195523,0.01,171 +3818,2219,0.9036121228192264,0.01,159 +3819,2219,0.9569327859524108,0.01,192 +3820,2219,0.9010005850236286,0.01,169 +3821,2219,0.9300384789228632,0.01,188 +3822,4438,0.8632989949760722,0.01,435 +3823,4438,0.9070738269080904,0.01,439 +3824,4438,0.863131043531088,0.01,304 +3825,4438,0.8963084197033413,0.01,359 +3826,4438,0.9508545804457962,0.01,387 +3827,4438,0.8750800139877225,0.01,347 +3828,4438,0.8287320823780366,0.01,267 +3829,4438,0.8544120004059792,0.01,365 +3830,4438,0.9281441517320268,0.01,353 +3831,4438,0.8288659629875621,0.01,369 +3832,2219,0.8645483697987787,0.01,147 +3833,2219,0.8792608710911526,0.01,193 +3834,4438,0.9447495078608916,0.01,313 +3835,2219,0.9368818684916902,0.01,188 +3836,4438,0.8734916028389872,0.01,326 +3837,4438,0.9196993499064484,0.01,348 +3838,2219,0.8732448512863666,0.01,166 +3839,4438,0.953593498924282,0.01,298 +3840,2219,0.8589651229677182,0.01,189 +3841,2219,0.8901454680299052,0.01,191 +3842,4438,0.8665809828716015,0.01,426 +3843,2219,0.9538307748839252,0.01,191 +3844,4438,0.9087234028231368,0.01,354 +3845,2219,0.9371855655173024,0.01,181 +3846,2219,0.9146420818923297,0.01,191 +3847,2219,1.0042136966329456,0.01,179 +3848,4438,0.9589819310396256,0.01,379 +3849,4438,0.9075681374591724,0.01,284 +3850,2219,0.9715350321307744,0.01,130 +3851,4438,1.0042570735581142,0.01,360 +3852,2219,0.9800095427037656,0.01,189 +3853,2219,0.9829481835567244,0.01,174 +3854,4438,0.9995462778033128,0.01,358 +3855,2219,0.8543174102165593,0.01,161 +3856,2219,1.1422421065698896,0.01,188 +3857,2219,1.14440574144012,0.01,154 +3858,2219,1.037044818098955,0.01,128 +3859,2219,1.1496493824556224,0.01,188 +3860,2219,1.060431020893345,0.01,165 +3861,2219,1.238789369351926,0.01,184 +3862,2219,1.0361478428366255,0.01,171 +3863,2219,0.9069494322673376,0.01,131 +3864,2219,0.9854256831744632,0.01,191 +3865,2219,0.9898775165193012,0.01,175 +3866,4438,1.044861942623985,0.01,396 +3867,2219,1.0251350572549702,0.01,190 +3868,2219,1.0045932753242548,0.01,178 +3869,4438,1.0795954468707418,0.01,323 +3870,2219,1.053463912485054,0.01,183 +3871,4438,1.0478539646384837,0.01,282 +3872,4438,1.051654621295594,0.01,420 +3873,4438,1.036347643212166,0.01,404 +3874,2219,1.017849283217543,0.01,180 +3875,4438,0.9462809745124924,0.01,372 +3876,4438,1.1004033118097196,0.01,378 +3877,4438,1.079758428599746,0.01,353 +3878,4438,1.010187913012036,0.01,349 +3879,2219,1.1132390691777598,0.01,191 +3880,2219,1.1598029199021644,0.01,196 +3881,4438,1.3759836809569643,0.01,295 +3882,2219,0.9475204963173468,0.01,171 +3883,4438,0.9334057712484196,0.01,366 +3884,4438,0.8805813924874913,0.01,355 +3885,2219,0.9173703130074568,0.01,196 +3886,2219,0.9775408638482428,0.01,195 +3887,4438,0.9398428627405226,0.01,364 +3888,2219,1.0672123035222465,0.01,175 +3889,2219,0.8957992128666357,0.01,190 +3890,4438,1.009931225458214,0.01,343 +3891,4438,1.037222962111637,0.01,289 +3892,4438,0.8912877239943859,0.01,274 +3893,2219,0.9365870434608592,0.01,192 +3894,2219,1.0319629340406973,0.01,171 +3895,2219,1.006016389259441,0.01,138 +3896,4438,1.078492417831512,0.01,326 +3897,2219,1.0774084656009857,0.01,135 +3898,2219,1.082928097798267,0.01,187 +3899,2219,1.0796450394180686,0.01,194 +3900,4438,1.1525150450863109,0.01,349 +3901,4438,1.109597212833384,0.01,388 +3902,2219,1.140180229761124,0.01,155 +3903,2219,1.075087240052993,0.01,179 +3904,4438,1.1412772920423584,0.01,386 +3905,2219,1.2066723059893518,0.01,169 +3906,4438,1.1912907278255371,0.01,373 +3907,4438,1.0399740145449965,0.01,272 +3908,4438,0.9612547847262768,0.01,369 +3909,4438,1.0291045891137651,0.01,370 +3910,4438,1.0399768294885214,0.01,331 +3911,4438,1.0975250311502152,0.01,347 +3912,4438,0.9623067510122963,0.01,353 +3913,4438,0.931197961561301,0.01,318 +3914,4438,1.0456321846139776,0.01,381 +3915,4438,1.1572905195282102,0.01,347 +3916,4438,1.0399174317635196,0.01,340 +3917,2219,0.9983722964043128,0.01,191 +3918,4438,0.9441458107047134,0.01,340 +3919,4438,0.8863397758987622,0.01,389 +3920,2219,1.014736375101681,0.01,190 +3921,4438,1.2034834567419574,0.01,273 +3922,4438,0.945488571220814,0.01,349 +3923,2219,1.108775183838717,0.01,198 +3924,2219,1.131256122269706,0.01,174 +3925,2219,1.0232063794366384,0.01,163 +3926,2219,1.1324272638984858,0.01,192 +3927,4438,1.0222638475878012,0.01,359 +3928,2219,0.9109850703751404,0.01,194 +3929,2219,1.0758944661983447,0.01,148 +3930,4438,0.9004487866940001,0.01,356 +3931,4438,1.006338368011546,0.01,397 +3932,4438,1.000895270390508,0.01,319 +3933,4438,0.9581746570744636,0.01,384 +3934,4438,0.9964411526820016,0.01,341 +3935,4438,1.055979781200389,0.01,343 +3936,2219,0.9467632741807503,0.01,181 +3937,2219,0.9974347495839752,0.01,186 +3938,2219,1.001325709139912,0.01,149 +3939,4438,1.0520319246804122,0.01,328 +3940,4438,1.038283726378109,0.01,367 +3941,4438,1.2271733819494153,0.01,275 +3942,4438,0.8586999620037187,0.01,319 +3943,4438,0.8271796025056152,0.01,272 +3944,2219,0.940983520471138,0.01,183 +3945,4438,1.0695442556313004,0.01,376 +3946,2219,1.3483204015047083,0.01,190 +3947,2219,1.06406313354436,0.01,181 +3948,2219,0.9976949271361184,0.01,146 +3949,2219,0.9854237968911884,0.01,193 +3950,4438,1.0230585088347268,0.01,338 +3951,4438,1.1034093411418515,0.01,330 +3952,4438,0.8787431963663467,0.01,333 +3953,2219,0.9691948876603858,0.01,183 +3954,2219,0.9840760000399552,0.01,189 +3955,2219,0.937678322098703,0.01,191 +3956,4438,1.0243371281630973,0.01,373 +3957,2219,0.9531594939461028,0.01,150 +3958,4438,0.9080480457578184,0.01,386 +3959,4438,0.985567791139866,0.01,282 +3960,4438,0.8749696281254966,0.01,451 +3961,4438,1.0045749807769029,0.01,306 +3962,4438,1.035950987491077,0.01,277 +3963,2219,1.0159639056621583,0.01,150 +3964,4438,1.0252554723060952,0.01,355 +3965,4438,1.3366137171015289,0.01,373 +3966,4438,1.5986524741484978,0.01,306 +3967,2219,0.7941156330273742,0.01,189 +3968,2219,0.8488996656211013,0.01,172 +3969,4438,0.8163385036583918,0.01,379 +3970,4438,0.7983698900943285,0.01,335 +3971,4438,0.8721951123576785,0.01,367 +3972,2219,0.8554826375367229,0.01,168 +3973,2219,0.9069758957916366,0.01,184 +3974,4438,0.8456103469288067,0.01,330 +3975,4438,0.965208135861148,0.01,266 +3976,2219,1.3062178033400869,0.01,198 +3977,2219,0.6860650657687235,0.01,149 +3978,4438,0.812976499275727,0.01,291 +3979,2219,0.7236737873266698,0.01,173 +3980,4438,0.7768523273171557,0.01,344 +3981,4438,0.7792754955866107,0.01,350 +3982,4438,0.7802967399919881,0.01,358 +3983,2219,0.7523491580466409,0.01,176 +3984,4438,0.7598671022220587,0.01,383 +3985,4438,0.7492466513927722,0.01,282 +3986,4438,0.7128347217377555,0.01,358 +3987,4438,0.7748426009687426,0.01,374 +3988,4438,0.7783678116293451,0.01,368 +3989,4438,0.777182544658094,0.01,313 +3990,4438,0.7044162232819626,0.01,368 +3991,4438,0.74119536035523,0.01,329 +3992,4438,0.9305182933415796,0.01,306 +3993,2219,0.7530733709814851,0.01,197 +3994,4438,0.741125581580365,0.01,365 +3995,4438,0.7563171768745599,0.01,338 +3996,4438,0.7809673334683211,0.01,308 +3997,4438,0.7901304346293516,0.01,292 +3998,4438,0.7632654493695232,0.01,389 +3999,4438,0.7731771359681436,0.01,351 +4000,4438,0.8309544792914177,0.01,405 +4001,4438,0.7780809365001955,0.01,371 +4002,2219,0.8256990368817697,0.01,170 +4003,2219,0.8018878443542006,0.01,184 +4004,2219,0.7732207902726114,0.01,160 +4005,4438,0.8540604815912745,0.01,448 +4006,4438,0.7865986942424172,0.01,356 +4007,4438,0.8361512121767062,0.01,352 +4008,4438,0.7793130915500591,0.01,338 +4009,4438,0.7955333471745906,0.01,331 +4010,4438,0.8142853834137528,0.01,378 +4011,4438,0.9436382960428262,0.01,346 +4012,4438,0.8372930948823482,0.01,372 +4013,4438,0.8376243015934571,0.01,246 +4014,2219,0.84116850305317,0.01,179 +4015,4438,0.8595623204983178,0.01,359 +4016,2219,0.9455604703078118,0.01,192 +4017,2219,0.7873640147631101,0.01,156 +4018,4438,0.7727149977631979,0.01,389 +4019,2219,0.827965384341204,0.01,189 +4020,4438,0.8861441836740717,0.01,363 +4021,4438,1.0418884674857507,0.01,349 +4022,2219,0.9384325331649228,0.01,192 +4023,2219,0.8665835280929642,0.01,193 +4024,4438,0.9595679822508012,0.01,436 +4025,4438,0.8591868400667501,0.01,410 +4026,4438,0.8968566786257912,0.01,362 +4027,4438,0.8715362988922989,0.01,319 +4028,4438,0.9037658261096948,0.01,291 +4029,4438,0.8544591251326414,0.01,378 +4030,2219,0.8963952003827603,0.01,160 +4031,4438,0.8473274619785207,0.01,378 +4032,2219,0.8267864301800368,0.01,191 +4033,4438,0.9199338320181064,0.01,375 +4034,4438,0.8936098686512562,0.01,332 +4035,4438,0.8863828584729097,0.01,384 +4036,4438,1.0036387829999192,0.01,429 +4037,2219,0.9764824335395532,0.01,199 +4038,4438,0.9813184322813038,0.01,371 +4039,4438,0.9553070120870696,0.01,354 +4040,4438,0.9492017149451918,0.01,366 +4041,4438,1.4918625634343494,0.01,321 +4042,2219,0.8699898136116175,0.01,184 +4043,2219,0.928677299848824,0.01,148 +4044,2219,1.0714944498986074,0.01,160 +4045,4438,1.4232599683029776,0.01,367 +4046,2219,2.552994809692871,0.01,91 +4047,2219,0.8489223003730448,0.01,189 +4048,2219,0.8080344078076717,0.01,171 +4049,4438,0.7968018303531362,0.01,284 diff --git a/enduro/results/metrics.png b/enduro/results/metrics.png new file mode 100644 index 0000000..66b33cd Binary files /dev/null and b/enduro/results/metrics.png differ diff --git a/enduro/results/weights.pth b/enduro/results/weights.pth index 9cb70fd..67ecc2d 100644 Binary files a/enduro/results/weights.pth and b/enduro/results/weights.pth differ