diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..afbc8a890b79eefbcbe954ee41b8244804492a13 Binary files /dev/null and b/.DS_Store differ diff --git a/EchoNet-Dynamic/.DS_Store b/EchoNet-Dynamic/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..e4e0b385663ab15bc536b33464797ca4e4f74a9a Binary files /dev/null and b/EchoNet-Dynamic/.DS_Store differ diff --git a/EchoNet-Dynamic/FileList.csv b/EchoNet-Dynamic/FileList.csv new file mode 100644 index 0000000000000000000000000000000000000000..1e0c6edc8bd76d5b65479623fe11d6d170a62571 --- /dev/null +++ b/EchoNet-Dynamic/FileList.csv @@ -0,0 +1,10031 @@ +FileName,EF,ESV,EDV,FrameHeight,FrameWidth,FPS,NumberOfFrames,Split +0X100009310A3BD7FC,78.49840597,14.88136797,69.21053366,112,112,50,174,VAL +0X1002E8FBACD08477,59.10198811,40.38387624,98.74288352,112,112,50,215,TRAIN +0X1005D03EED19C65B,62.36379841,14.2677839,37.90973395,112,112,50,104,TRAIN +0X10075961BC11C88E,54.54509675,33.14308352,72.91420979,112,112,55,122,TRAIN +0X10094BA0A028EAC3,24.88774165,127.5819446,169.8550242,112,112,52,207,VAL +0X100CF05D141FF143,55.95179045,47.45383119,107.7315779,112,112,50,248,TEST +0X100E3B8D3280BEC5,36.57373876,81.74728111,128.8855429,112,112,38,101,TRAIN +0X100E491B3CD58DE2,33.99174499,76.86556916,116.4484187,112,112,50,226,TRAIN +0X100F044876B98F90,69.31525203,25.13140943,81.90195812,112,112,50,221,TRAIN +0X101026B90DAE7E95,46.75519372,49.64283623,93.23507719,112,112,64,147,TRAIN +0X1012703CDC1436FE,41.01442459,71.3791246,121.0111525,112,112,50,201,TEST +0X1013E8A4864781B,69.20174269,9.822643712,31.89350492,112,112,47,140,VAL +0X1018521A3BC5CDBA,57.1235329,38.34475852,89.43077897,112,112,50,162,TRAIN +0X101C388397F66EDB,64.20806887,38.66533984,108.0280907,112,112,50,183,TRAIN +0X101CFC9C5351DCBE,55.08625176,38.84348188,86.48461418,112,112,50,123,TRAIN +0X101E654AF3FC07A8,67.47545212,26.30850297,80.88814354,112,112,47,151,TRAIN +0X10267ADF2E644E0,65.62197059,14.62233275,42.53394681,112,112,50,200,TRAIN +0X102AE9C68B2C46DA,43.6094332,30.02454066,53.2439065,112,112,52,169,TRAIN +0X102C51641C321436,50.83624143,30.90719603,62.86581198,112,112,50,133,TRAIN +0X102CFB07F752AAE6,50.79471786,33.94717344,68.9909131,112,112,54,217,TEST +0X102DD1B9BE03716,49.95484403,34.72350739,69.38435243,112,112,50,212,TRAIN +0X102E453603FA1440,68.09613876,28.42563243,89.09778105,112,112,50,185,TRAIN +0X102E94908346DE1D,42.87105831,38.19240563,66.85298992,112,112,67,151,TRAIN +0X102F3D4CD5E10801,46.91590495,55.85145791,105.2131676,112,112,58,199,TRAIN +0X10365E52F01510B4,60.14083811,45.6577512,114.547695,112,112,33,109,TRAIN +0X1039108E17193B1C,58.51654559,25.16523879,60.66331542,112,112,50,233,TRAIN +0X1039B49145DF4F25,62.36505089,34.46776908,91.58447108,112,112,50,154,VAL +0X103A55B2546EF36E,58.55145495,60.19758017,145.2344831,112,112,50,335,TRAIN +0X103BE163257D663A,58.53043748,19.07649018,46.00118502,112,112,50,190,TRAIN +0X1040C376CF369A01,66.44514352,12.59339204,37.53075816,112,112,50,125,TRAIN +0X1040D64234D3E916,66.19994822,42.73338308,126.4299338,112,112,50,190,TRAIN +0X1043D3D352972862,45.56065609,87.0845526,159.9662052,112,112,47,234,TRAIN +0X1045F1B5A0A5EA54,49.04850216,43.22416074,84.83393536,112,112,50,219,TRAIN +0X104D2C3D60AE3DE8,65.35942652,41.48641981,119.7625086,112,112,50,242,TRAIN +0X105039B849CDB1CD,58.85715543,30.50259701,74.13827928,112,112,50,212,VAL +0X10516E63208D8EA1,57.50310609,51.72034144,121.7038157,112,112,50,198,TRAIN +0X1055D6B76E5D7556,57.44283107,16.87664503,39.65640915,112,112,50,147,TRAIN +0X10569E00E4DFFF7D,81.17563688,17.94015652,95.30286047,112,112,46,113,TRAIN +0X1059077339EF0869,66.19935919,21.1533857,62.58279488,112,112,50,201,TRAIN +0X105B9EF57DE45DCB,50.63498148,33.68354464,68.23363113,112,112,50,202,TEST +0X105CDF495F9A9A43,59.72080478,20.83948235,51.73758373,112,112,50,142,TRAIN +0X105D400DBDB7A1FA,58.48580772,48.12352514,115.9206587,112,112,50,158,TRAIN +0X105E0E36E611D657,44.53676297,68.47406337,123.4584692,112,112,50,249,TRAIN +0X10623D3AF96AC271,67.05546014,17.15559742,52.07417523,112,112,50,125,TRAIN +0X1062E316DF137FDB,72.57779293,16.33182234,59.55692148,112,112,50,163,TRAIN +0X10648BFB1458861,43.80704884,70.52383412,125.5029904,112,112,50,106,TRAIN +0X106766224781FAE2,59.45210057,43.93236535,108.3468341,112,112,50,88,TRAIN +0X106A8FDB8A83534B,61.69321282,35.08993464,91.60239534,112,112,50,228,TRAIN +0X106B384BEED608E3,67.40380326,27.74929784,85.13047722,112,112,50,134,TRAIN +0X106E73F4961CC47B,60.83788603,30.12181091,76.91569186,112,112,50,131,TRAIN +0X106EA7D9DEC59EA9,50.67383927,41.2301228,83.58672597,112,112,50,187,TRAIN +0X106FE6CF624D4C8C,50.79854998,52.01888061,105.7263162,112,112,50,104,TRAIN +0X1070ABA581A9A255,57.39175552,32.41239991,76.07072365,112,112,50,154,TRAIN +0X107458C8895A9AC9,58.53551621,24.73237537,59.64713197,112,112,50,151,TRAIN +0X1082BF2A3762D881,34.31637429,76.99118011,117.21518,112,112,50,171,TRAIN +0X1088B755BC61AF23,76.15107638,14.41232747,60.43177335,112,112,50,162,TRAIN +0X108B163EEADDDABC,54.67460003,43.56735203,96.1212743,112,112,50,147,TRAIN +0X108B4B26B48E417B,52.71121126,34.5465199,73.05435565,112,112,50,134,TRAIN +0X1093398DC18FB3B3,65.32080178,31.22889199,90.05079009,112,112,50,218,TRAIN +0X1096572D64654BBD,55.58304816,20.97684433,47.22711364,112,112,50,128,TRAIN +0X1098A9CCA66A5DD0,55.37422369,45.15514339,101.1862361,112,112,50,148,TRAIN +0X109D27B0A540F9F6,58.94414567,30.37278226,73.97917485,112,112,50,198,TRAIN +0X10A28877E97DF540,63.09808593,47.37678532,128.3857125,112,112,50,211,TEST +0X10A5FC19152B50A5,64.34951673,21.07203475,59.10729061,112,112,50,149,TRAIN +0X10A8ADB48536C3D5,19.32885676,102.6408936,127.2337164,112,112,31,120,TRAIN +0X10A9B17E26220232,63.98403662,16.62407056,46.15750627,112,112,50,218,TRAIN +0X10ABB3401FC5EC2D,64.79136274,23.91952553,67.93652749,112,112,50,195,VAL +0X10AD385C206C85C,32.79630136,41.94299824,62.41174086,112,112,50,174,VAL +0X10B04432B90E5AC2,47.65580552,17.04279655,32.55909604,112,112,62,232,TRAIN +0X10B063E16BA7BEE3,37.65490684,32.94899739,52.84938352,112,112,50,124,VAL +0X10B13E581B12A53C,60.29612777,26.58302571,66.95323206,112,112,50,112,TRAIN +0X10B7505562B0A702,58.49443837,30.9971732,74.68197509,112,112,50,175,TEST +0X10BC6AA53115AA06,57.62460399,19.50756738,46.03512704,112,112,43,161,TRAIN +0X10BD75A3203C3BB9,59.3875286,28.02260174,68.99999131,112,112,50,197,TRAIN +0X10BDFD27E27D56A9,56.18317074,35.07935059,80.05908045,112,112,50,230,TRAIN +0X10BFDDD409BA5A7A,61.85227385,47.51711252,124.5607991,112,112,50,204,TRAIN +0X10C2D4AA0721C0FB,59.82378115,45.48397496,113.2111888,112,112,56,196,TRAIN +0X10C3E084B3ABE52A,60.66873271,27.66005219,70.32586055,112,112,50,217,TRAIN +0X10C4823DD13E1869,57.7336957,42.20338385,99.85113331,112,112,50,142,TRAIN +0X10C53B6D1D01A54A,59.59650257,54.05789694,133.7950929,112,112,50,183,TRAIN +0X10CA19FBE6D26A71,67.81216123,19.54743204,60.72924678,112,112,50,203,TRAIN +0X10D11D93FB71B19C,64.13550937,30.60980418,85.34849833,112,112,50,204,TRAIN +0X10D1B5DDEBC0E3C8,55.88027153,22.72221703,51.50126217,112,112,50,117,TRAIN +0X10D278E3FD2DE072,66.5293738,23.51849512,70.26607443,112,112,50,159,TRAIN +0X10D5F8CF0EB124,22.68832821,126.7045433,163.8879879,112,112,50,145,TRAIN +0X10D734CBEB6ECB81,36.24321448,57.4598677,90.12353309,112,112,28,56,TRAIN +0X10D8F5659B144070,48.95415394,20.04320426,39.26510345,112,112,50,113,TRAIN +0X10DEF75CF6DC6B84,51.16704656,35.11711599,71.91274234,112,112,50,157,TRAIN +0X10E197789006C3D5,66.41872462,30.71823617,91.47429878,112,112,50,217,TRAIN +0X10E47D630E15DE12,31.98274573,115.1925385,169.3578191,112,112,50,164,VAL +0X10E57E24DBA5788,27.03079115,154.5779626,211.839987,112,112,50,177,TRAIN +0X10E60C3C123CAEB8,62.93333259,13.34397914,35.999943,112,112,60,243,TRAIN +0X10EFC1D17C7FB199,58.2251977,20.21425345,48.38862745,112,112,63,229,TRAIN +0X10F04F8DFB86BAEE,37.13709962,67.14677346,106.8146284,112,112,50,166,TRAIN +0X10F6FD4A9C6A458E,67.38156571,17.51648463,53.70118159,112,112,50,187,TEST +0X10FCACE551DE0CEB,68.6119981,13.78251475,43.91013737,112,112,50,191,TRAIN +0X11000DD0D10B399F,55.25853414,42.89295014,95.86845068,112,112,50,162,TRAIN +0X1100A0AA0BDBAE92,57.98337201,57.47183049,136.7835384,112,112,47,212,TRAIN +0X1106795368C7DE44,60.6826077,19.05954106,48.47610674,112,112,62,140,TRAIN +0X1108EED6EC60971E,62.79010679,33.7996677,90.8351645,112,112,50,197,VAL +0X110A2E1C465B1B53,69.7177415,32.15570734,106.1866219,112,112,50,137,VAL +0X11109B2A42A4C76E,48.59766111,72.76475389,141.5592276,112,112,50,166,TRAIN +0X11116A740B44446A,58.66039861,40.26824402,97.40839938,112,112,50,199,VAL +0X1112442D58D48C79,62.83352663,42.49539113,114.3379699,112,112,50,152,VAL +0X11199500C4901088,47.72532792,41.6059601,79.59104944,112,112,52,177,TRAIN +0X111D3734D84AA8B8,60.38442619,26.07973384,65.83202344,112,112,50,204,TRAIN +0X111E2E3AD9EB4317,61.81091073,35.40297402,92.70442081,112,112,50,163,TRAIN +0X111EDA8A1E44169C,57.28490963,20.00759028,46.83962998,112,112,54,127,TEST +0X1123724D7C9FAF61,58.50036238,28.94164043,69.73950157,112,112,50,173,TRAIN +0X1124D3D938A98B7B,56.70443581,30.92616863,71.43033982,112,112,50,118,TRAIN +0X112505A983BB4D8E,65.77405979,34.06832478,99.53948547,112,112,47,134,TRAIN +0X112668E4C7655E1A,53.01606062,41.087971,87.45109828,112,112,46,155,TRAIN +0X112862331B7E140E,66.4384152,11.09581972,33.06107202,112,112,50,164,TRAIN +0X1128628F2CE14FF4,35.39632537,77.13939763,119.4040402,112,112,46,177,TRAIN +0X1129FFF0D45D7EFF,59.91860623,62.58169318,156.1365194,112,112,50,209,TEST +0X112B93363FA20D8B,44.63122487,36.48656837,65.89737317,112,112,50,132,TRAIN +0X112D0A3D2ACB8800,61.02682443,32.48712171,83.35764595,112,112,50,254,TEST +0X112E05F05062753E,54.50280818,24.47008248,53.78372048,112,112,50,165,TRAIN +0X112EF236E1F676E4,61.73581207,29.88883114,78.1117613,112,112,50,141,TEST +0X112F1A9C7DF4A5F2,62.58032642,22.41101979,59.89100824,112,112,60,245,TRAIN +0X11303E45952732BD,53.54182187,28.57093288,61.49817757,112,112,50,202,TEST +0X113195610E41EF2,54.65025759,52.60953649,116.0084571,112,112,50,205,VAL +0X1131FB2A374D34F5,55.05341336,38.62424046,85.93364558,112,112,63,343,TEST +0X1134CC5B50757EEF,48.77873639,37.76027445,73.7199198,112,112,50,129,TRAIN +0X113E6AD75AB62781,46.81123787,60.86437106,114.4308847,112,112,47,166,TRAIN +0X113E9F83E605C0F5,60.1947899,41.06605947,103.1675486,112,112,50,156,VAL +0X113F9B4D1F9FA03,54.77768565,33.91456707,74.99520438,112,112,50,217,TRAIN +0X1143688D7F946644,61.59931395,28.17629743,73.37446365,112,112,50,202,TRAIN +0X11445CEF92745462,60.36810141,13.1195048,33.10339717,112,112,50,199,TRAIN +0X114B58E6B34E55F1,45.08211837,61.14768816,111.343858,112,112,50,157,TEST +0X114DED900F0C2D7D,33.36378773,51.03234883,76.58350781,112,112,50,419,TRAIN +0X1150BD0249677E8F,67.05550493,28.80605168,87.43813381,112,112,50,140,TRAIN +0X1151059A7824211,64.23874207,28.22157781,78.91662499,112,112,50,196,TRAIN +0X1151F27F45E9644F,72.77178068,9.964660905,36.59681446,112,112,59,245,TRAIN +0X11537FCF989575BB,57.75841953,51.85525758,122.7588007,112,112,53,263,TRAIN +0X1154F8CD483D5CD5,55.72144087,39.74852286,89.76923289,112,112,50,285,TRAIN +0X115841DA5E9DC64D,56.83599156,27.30543899,63.2597388,112,112,50,133,TRAIN +0X1161B02E0B2DBB94,66.1519909,17.07278557,50.43955618,112,112,50,175,TRAIN +0X11648EA1AD4AE177,78.1132521,8.024786444,36.66504718,112,112,50,152,TRAIN +0X1167650B8BEFF863,68.19174723,12.34490298,38.81037752,112,112,50,217,TEST +0X11679CCF8428C87,26.93549015,173.2047461,237.0572888,112,112,50,169,TRAIN +0X116D6A1EFDD8E226,55.4855667,37.90350003,85.14878709,112,112,50,152,TRAIN +0X11751D404DAD3313,40.76398627,187.8316116,317.090229,112,112,50,170,TRAIN +0X117CAE6A13AA3F5,59.86969472,35.40984877,88.23717766,112,112,50,225,TRAIN +0X117F243A9D657663,54.58966347,23.27979785,51.26541582,112,112,50,129,TRAIN +0X117FFBEE3018EEF,41.46294817,51.45490367,87.90142665,112,112,46,157,TRAIN +0X1185DA5AB0D9BE6A,50.27980254,32.17819502,64.71855838,112,112,50,95,TRAIN +0X11861625D2695B1F,68.86353677,32.52922605,104.4730925,112,112,50,182,TRAIN +0X118EF5AEED2E28EC,61.83110309,27.52844006,72.12270276,112,112,50,268,TRAIN +0X119154A48FDF0A82,54.50269627,27.35631076,60.12732298,112,112,50,223,TRAIN +0X1192B98E520E87C8,59.34908648,28.54734041,70.22558152,112,112,70,281,VAL +0X119C98019EFAA0F4,64.06840144,29.51642662,82.14615492,112,112,50,191,TRAIN +0X11A07A83B21CFE1E,65.26613631,47.78179298,137.5654416,112,112,50,196,VAL +0X11A3165A8DC20F2D,49.3284477,47.34214099,93.42942705,112,112,47,122,TRAIN +0X11A3EC0D91F0CD3B,59.5293855,34.06415935,84.17010655,112,112,50,116,TRAIN +0X11B01A59D74693C4,50.12156714,30.83685713,61.82402967,112,112,50,126,TRAIN +0X11B7D2EE96990A8D,59.27557332,42.77899393,105.0450489,112,112,50,134,TRAIN +0X11BACBBF79E25D1E,58.53265172,42.05654423,101.4208672,112,112,29,106,TRAIN +0X11BC6C9DEA4C94C7,58.05602556,31.257176,74.52125465,112,112,50,213,TRAIN +0X11BDF610427B903F,51.22602023,49.27483175,101.0268836,112,112,50,161,VAL +0X11BE656DE80C9CF2,60.58526693,25.39654592,64.43414414,112,112,64,215,TRAIN +0X11C1412786BCBB50,32.0986084,122.4807701,180.3803534,112,112,47,140,TRAIN +0X11C5F414FDFFA6FE,76.05808372,13.62825891,56.92217262,112,112,30,74,TRAIN +0X11C89001BEF939E2,40.43108519,74.0862583,124.3706697,112,112,50,127,VAL +0X11C9572ABEDC9715,50.86312384,57.14298688,116.2934874,112,112,50,170,VAL +0X11CC3D00A37FE7DF,55.26970021,25.92594671,57.96059233,112,112,50,174,TRAIN +0X11D525180CDD1ECD,32.0119473,60.64151284,89.1943664,112,112,43,161,TRAIN +0X11D53502D38B208F,65.2184024,15.05972146,43.29795784,112,112,50,116,TRAIN +0X11DA79F89EE37D3B,69.40221716,17.09501588,55.8701131,112,112,50,113,TRAIN +0X11DD5C8CC2A4D225,67.39962834,25.40453725,77.92713994,112,112,52,182,TEST +0X11DF3DEE0B2544FE,41.67446256,55.67141057,95.44946008,112,112,50,131,TRAIN +0X11E0A9338456F4AA,57.09176631,40.340212,94.01508413,112,112,50,176,TRAIN +0X11E371F35DEBE8B4,57.33501475,32.84618839,76.98628793,112,112,50,200,TRAIN +0X11E3FA2DD4ADD675,31.65293771,77.09116322,112.7936749,112,112,51,151,TRAIN +0X11F088FA228B2BE8,53.84208476,39.81061923,86.24873767,112,112,50,448,TRAIN +0X11F7628563B5B391,59.55141507,22.02265287,54.44604033,112,112,57,230,TRAIN +0X11F798A4F0181ACF,68.96129366,32.99106046,106.2900628,112,112,50,170,VAL +0X12006C9A54BEED76,64.27708004,30.55295192,85.52758831,112,112,50,137,TRAIN +0X1205884E675E58B9,64.88353756,51.44945467,146.510927,112,112,50,96,TRAIN +0X120CAF5F957C906C,46.46680346,85.37766433,159.4854592,112,112,50,141,TRAIN +0X120E33CFA2D0FF00,65.88295261,36.1865158,106.0657899,112,112,50,223,TRAIN +0X1210DA53C9475EBF,55.73955454,50.92569169,115.0591486,112,112,50,199,TRAIN +0X1212FB5C4E7021B8,48.62635027,46.384861,90.2892071,112,112,50,160,TRAIN +0X12143BF23189A122,61.23308602,22.75021651,58.68462092,112,112,43,186,TRAIN +0X12185F79407DF986,45.36243197,44.65506531,81.72959911,112,112,50,189,TRAIN +0X121968806D66B71F,64.66164261,18.51780621,52.40143452,112,112,50,147,TRAIN +0X1219DA80A35E3B5F,61.27778777,27.2992183,70.50015154,112,112,50,136,TRAIN +0X121ED339D11C4F6B,63.70360049,22.76133654,62.70962645,112,112,50,120,TRAIN +0X1220B4C71FD9D82,74.38944557,13.18881021,51.49755835,112,112,50,225,TRAIN +0X1222EAE9D581E210,66.90998273,26.4982218,80.07920209,112,112,50,172,TRAIN +0X1225C19111629C6F,63.57150793,14.42012039,39.58473044,112,112,50,177,TRAIN +0X1227CDDF6A114129,76.14298647,17.03920178,71.42219102,112,112,50,201,TRAIN +0X123B2FFEBC042304,66.20304785,39.14035717,115.8103163,112,112,50,149,TRAIN +0X123BE57301362DA4,56.49333304,40.27886464,92.58090186,112,112,55,142,TRAIN +0X123D5FE0A5DC7E1D,52.012643,38.23173742,79.67043782,112,112,50,151,TRAIN +0X123F96492CB893D6,54.76882254,31.71990189,70.12840186,112,112,50,143,TRAIN +0X124030F8B3C1A5AF,61.56735188,39.30711086,102.2753122,112,112,56,172,TRAIN +0X12430512E2BBCD55,86.90815657,12.9288894,98.75530113,112,112,50,73,TRAIN +0X124823D11EF8E321,57.69707555,34.86202266,82.41043168,112,112,50,142,TRAIN +0X12508E9DD1BA59B5,72.75054889,10.90299602,40.01180052,112,112,50,166,TRAIN +0X125C10BA973D3B07,25.68153323,103.5597958,139.34598,112,112,50,161,VAL +0X12628F033A56EB6F,64.20919292,27.0699695,75.63386162,112,112,50,88,TRAIN +0X1262A9E08289B606,66.50938461,27.78205278,82.95473958,112,112,50,221,TRAIN +0X1264B4000299A44A,63.75110675,29.41413287,81.14491295,112,112,50,143,TRAIN +0X126C02C8B984672B,58.95600364,40.77255917,99.33866774,112,112,50,150,TEST +0X126D2362E5A0A3E2,59.61190092,42.08477913,104.2009406,112,112,50,167,TEST +0X12743BE18328C2CB,59.68733319,35.23623437,87.40735149,112,112,50,166,TRAIN +0X12746954583128D,69.40352652,35.70984925,116.7123044,112,112,51,167,TRAIN +0X1274EA614B0388C1,19.85146626,134.6932162,168.0544982,112,112,47,146,VAL +0X1276054526651444,44.73264225,78.31123871,141.6952825,112,112,50,191,TRAIN +0X127779E8265AE7DF,49.66403839,125.5999594,249.5233138,112,112,50,207,TRAIN +0X127A2C51D192532D,53.11440115,40.67269799,86.74880771,112,112,50,170,TEST +0X127D3AEEA73EDE76,64.66638649,18.43881829,52.184921,112,112,50,123,VAL +0X127F452F06A3EE97,54.54997918,34.47218602,75.84635914,112,112,50,161,TRAIN +0X12807854DFA9CC01,56.75507862,31.3584575,72.51361894,112,112,50,152,VAL +0X128786C169B3ADAE,70.15197121,13.96472477,46.78608719,112,112,50,183,TRAIN +0X128C3C2C3A7496CB,22.18254484,273.8226893,351.878237,112,112,40,111,TRAIN +0X129133A90A61A59D,19.06633165,193.3004349,238.8380989,112,112,50,133,TEST +0X129682A2ECCD415,71.37052956,6.322999775,22.08563302,112,112,50,128,VAL +0X1297B85A51C2B20A,58.42688405,33.0792978,79.56896432,112,112,50,192,TRAIN +0X129C303CC617D208,24.91904078,104.1931297,138.774372,112,112,51,177,TRAIN +0X129CDFF3A684DDB9,30.1223824,117.1657732,167.6728218,112,112,50,156,TRAIN +0X129ED481CEECBD9,58.53067324,26.59779699,64.13848275,112,112,50,194,TEST +0X12A72A2C6FF4C400,61.83489714,37.49000503,98.23111224,112,112,50,208,TRAIN +0X12AD71F42865D2A,39.57138658,46.41327034,76.80677698,112,112,50,144,TRAIN +0X12B41FA5409312FE,54.95578941,49.10230939,109.0091462,112,112,64,224,TRAIN +0X12B468050091669,54.51847217,60.80044524,133.6816245,112,112,50,159,TRAIN +0X12B70D2902C13E73,64.45317105,23.36015983,65.71657873,112,112,59,222,TRAIN +0X12B79C738400F3,65.55389631,26.10698137,75.79081108,112,112,50,176,TRAIN +0X12B890B1E2E14CC4,58.40110638,39.4337728,94.79524423,112,112,52,207,VAL +0X12B9FFDEA456E877,56.63557198,61.75129486,142.4008056,112,112,47,176,TRAIN +0X12BAD5FBFC3E4F2A,58.0692761,24.29984883,57.95237137,112,112,59,190,TRAIN +0X12C17194EECA74B4,55.60463438,60.63185916,136.5724965,112,112,30,63,TRAIN +0X12C75A801CBD284A,57.04066442,29.86529119,69.51990943,112,112,50,131,TRAIN +0X12CC84ACC62427C1,61.48651166,30.06564997,78.06524744,112,112,50,134,TRAIN +0X12CF33089E2618A8,47.10987906,31.25853289,59.10089131,112,112,55,172,TRAIN +0X12D510DA18959EE3,53.63388284,50.83826332,109.6452894,112,112,47,126,TRAIN +0X12D56DAF10A98037,64.40406179,17.21876758,48.37284379,112,112,50,162,TRAIN +0X12D7CFBEBDF0EAAF,62.62071266,29.65467923,79.33452279,112,112,50,160,VAL +0X12DAF7D942F818A0,59.7452318,72.33544248,179.6940977,112,112,50,204,TRAIN +0X12DC39D816351E0D,46.86580539,37.35204284,70.29756095,112,112,50,110,TRAIN +0X12F2890C7AEA52E8,50.42488053,51.00487782,102.884024,112,112,50,107,TRAIN +0X12F3277B0A6EE866,68.12936426,10.84426123,34.02587044,112,112,50,203,TRAIN +0X12F3CF2F58EC699B,63.07227764,30.73221034,83.22259911,112,112,50,251,TRAIN +0X12F535C804FC3F13,69.24929541,18.36073453,59.70833768,112,112,50,187,VAL +0X13031FC2687E954D,62.32652865,35.30016429,93.70032288,112,112,60,288,TRAIN +0X1303B567B01D9D71,61.36470846,23.28743613,60.27503664,112,112,50,139,TRAIN +0X13078849A6B5C581,56.1352098,44.18375451,100.7271534,112,112,50,216,VAL +0X130914FFD198255E,61.50393254,61.71277992,160.3093095,112,112,50,151,TRAIN +0X130ABC17C55FD6B5,58.43479658,45.00888079,108.2850006,112,112,50,166,TRAIN +0X130B57359B0E6F00,59.64871544,41.16636668,102.0199657,112,112,53,210,TRAIN +0X130E96B8AB4EC4DF,69.16502109,19.73499112,64.00196083,112,112,59,153,TRAIN +0X131AEF344C28F4B2,62.09555835,49.28424236,130.022341,112,112,50,235,TRAIN +0X131EE16CE9512E4E,60.20122115,20.5076053,51.52822747,112,112,57,243,TRAIN +0X132A335840604190,59.56370251,68.01653324,168.2066299,112,112,50,222,TRAIN +0X132C1E8DBB715D1D,65.31321059,15.9850466,46.08396126,112,112,50,223,TEST +0X132E461F48559F6B,70.06860457,35.21083977,117.6384838,112,112,50,150,VAL +0X1335F88662E38FD5,54.598159,51.8590099,114.2222623,112,112,50,200,TEST +0X1337E8945A141439,44.7120043,38.38015724,69.41860843,112,112,50,145,VAL +0X13381981E598316E,60.60144519,34.66465442,87.98458368,112,112,50,151,TRAIN +0X1339B9E81946F0E8,64.89802625,22.88240478,65.18837071,112,112,50,242,TRAIN +0X133BD3C195F9EA2,58.08241003,53.39951035,127.391652,112,112,50,182,VAL +0X133C22A8F4C643C,32.11511659,72.51748157,106.824197,112,112,50,171,TRAIN +0X133F1774D5859CF4,70.07675273,13.89707159,46.44239131,112,112,50,181,TRAIN +0X133F50BB99C6E09,59.89150458,37.63849224,93.84169574,112,112,50,119,VAL +0X13408BBC062D7EF8,63.74979027,24.58425069,67.81823023,112,112,37,107,TRAIN +0X13419AC126FD7685,63.00882062,34.51326357,93.3013333,112,112,50,136,TRAIN +0X1345D6698FB8834D,51.78612203,62.26538983,129.1441229,112,112,50,259,TRAIN +0X13491A03D3184C5A,42.01358009,88.8100717,153.1566733,112,112,50,214,TRAIN +0X134A337D9B4C1948,24.0369267,192.4928453,253.4031826,112,112,46,153,TRAIN +0X134CE85850028C74,64.01185039,27.84926295,77.38453699,112,112,50,182,TRAIN +0X1351FD090B93589F,63.94870809,20.21777564,56.08058566,112,112,50,169,TRAIN +0X135A31260870D960,69.32460319,21.60479926,70.43038234,112,112,54,189,TRAIN +0X135AADB11C76E482,67.03924563,31.6725859,96.09181135,112,112,50,159,TRAIN +0X13621A689D1114C3,63.24126275,20.41679102,55.54268876,112,112,50,128,TRAIN +0X1364306109381555,15.64166944,49.18534429,58.30526038,112,112,50,123,TRAIN +0X136492E67BFF8CB3,61.43218562,36.27403756,94.05261393,112,112,50,177,TRAIN +0X136601DC3725F327,61.30727669,24.85143537,64.22767188,112,112,50,188,TRAIN +0X1366FB9F3F37807D,59.67508029,30.07556667,74.58307888,112,112,57,206,TRAIN +0X13682394806BB587,61.10063235,37.13805437,95.47212876,112,112,50,111,TRAIN +0X1369E49954F0EAEC,55.83490594,29.43910293,66.65694607,112,112,50,77,TRAIN +0X13745EE94756A394,61.33147397,29.66216457,76.70880589,112,112,50,194,TRAIN +0X13881965FA7312E,58.31349339,18.81322067,45.13024045,112,112,50,123,TEST +0X13888ED03221D0D4,54.79519232,39.46267449,87.29751662,112,112,50,313,TRAIN +0X138BF0FABD298C5,55.81328159,70.14492782,158.7466332,112,112,50,235,TEST +0X1390B905E366F035,50.17227345,43.29733889,86.8940686,112,112,50,144,TRAIN +0X139DEEAD6326D6C5,63.56526103,50.98813301,139.9437308,112,112,50,177,TRAIN +0X13A3E602CCA508D6,55.42098484,34.94269601,78.38373253,112,112,55,191,TRAIN +0X13A4AE3152A4D752,57.44689148,42.11449152,98.96924804,112,112,61,128,TRAIN +0X13A5B3EF1C1004FC,64.63286426,31.14183629,88.05303468,112,112,50,105,TRAIN +0X13A5F88444B588E0,51.83208035,25.8616768,53.69066587,112,112,40,140,TRAIN +0X13ACF1360A23F50F,65.16207805,29.29828888,84.09884184,112,112,50,158,TEST +0X13AF8C4530219270,58.21279898,58.2548662,139.4083949,112,112,50,228,TRAIN +0X13B0A1DABEDA5EDF,64.5530661,21.31036845,60.11907408,112,112,50,116,VAL +0X13B4430D1930FF80,61.34443676,38.03962939,98.40661008,112,112,50,191,VAL +0X13B5EC7F42AF217,59.61984376,28.98487784,71.7800042,112,112,43,154,TRAIN +0X13B783ADFB252C8,60.38751045,28.03248268,70.76677836,112,112,47,113,TRAIN +0X13B8F91C9C8074AF,54.85063848,55.36634876,122.6293062,112,112,57,176,TRAIN +0X13B98D39BC103032,62.71078475,34.02946922,91.25820695,112,112,50,133,TRAIN +0X13BD3AC66BD12220,61.39903535,24.32057903,63.00510686,112,112,50,146,TRAIN +0X13BF1C6E527440F,56.91600606,48.14089477,111.7373074,112,112,50,116,TRAIN +0X13BF81440466675F,57.57608911,40.55672387,95.59873905,112,112,50,128,TRAIN +0X13C061D2FD255419,36.12877036,137.0842994,214.6260534,112,112,50,190,TRAIN +0X13C1FEB745C8B810,75.61992976,17.32922273,71.07946186,112,112,50,198,TRAIN +0X13C378D617ABCBEF,59.16674284,58.43519041,143.1068557,112,112,47,148,TRAIN +0X13C611744D86E729,40.36542009,54.83504258,91.95175462,112,112,50,195,TRAIN +0X13C7281794656150,66.01636681,34.63713082,101.9229775,112,112,50,198,TRAIN +0X13CAF66BDD4EBEA0,59.49766481,27.92330783,68.94246393,112,112,50,169,TRAIN +0X13CE2039E2D706A,25.38049848,107.4028498,143.9340221,112,112,50,215,TEST +0X13CE28139B5F8E2D,58.95858159,35.03097581,85.35517818,112,112,50,223,TRAIN +0X13CF32153B3B30B7,56.04111879,21.99332662,50.03158865,112,112,50,129,TRAIN +0X13CFD73EA4694798,14.37057569,322.6800919,376.8331908,112,112,50,136,TRAIN +0X13D0DD096DFED1C7,55.99478182,24.4430313,55.54575642,112,112,50,193,TRAIN +0X13D1459C51B5C32E,34.20492396,50.83526739,77.26302704,112,112,50,107,TRAIN +0X13D6BC74D088CACA,54.8687579,27.30720937,60.50622162,112,112,37,94,TRAIN +0X13D875B7A4A97001,57.16732361,42.11991936,98.33595028,112,112,64,158,TRAIN +0X13D9B0A4BC16701D,66.00853551,17.3862189,51.14877856,112,112,50,102,VAL +0X13DEAEAFDF1338AD,58.62975921,18.81387267,45.47682662,112,112,50,142,VAL +0X13E043A35E3EB490,55.81937575,41.46581468,93.85520324,112,112,50,143,VAL +0X13E260DF39629AC9,47.4482994,56.2252174,106.990291,112,112,50,188,VAL +0X13E488CF5C7C934C,50.81544479,62.80693661,127.6964615,112,112,50,50,VAL +0X13E9B31F9C5D5660,56.01931337,35.30508002,80.27405376,112,112,50,169,TRAIN +0X13EA5DE4962B3822,54.71969735,55.90492677,123.4641191,112,112,106,614,TRAIN +0X13ECF4B877219D8B,69.77770113,10.94876295,36.22743259,112,112,50,251,VAL +0X13EFD6BF683801F,40.40933806,48.94628179,82.13750309,112,112,50,189,TRAIN +0X13F04450E6B7D249,56.31688603,89.94394503,205.9009463,112,112,50,168,TRAIN +0X13F0F314138CE831,55.7747295,14.54024567,32.87768624,112,112,50,197,TRAIN +0X13F52A775D9F62D0,47.10799756,74.50238606,140.8575638,112,112,50,132,TRAIN +0X13F7CAB4C719ACA3,44.96715032,59.62532448,108.34497,112,112,50,158,TEST +0X14017B26554F7A5E,67.66090264,30.12291476,93.14704866,112,112,50,188,TEST +0X140A0F27BE9116F5,48.9594186,50.22003142,98.39235768,112,112,56,146,TRAIN +0X140AAFB14918E8A4,67.77433066,11.08731413,34.40522527,112,112,50,119,VAL +0X140D4A2F475712FA,59.64555465,50.01926105,123.9498167,112,112,50,197,TRAIN +0X141103C96A34DA6C,55.12950462,53.65938432,119.587234,112,112,72,283,TRAIN +0X1412F3A856C40C82,67.0421975,20.78413964,63.0628806,112,112,50,110,TEST +0X141E714781DEE463,44.91884189,55.25817243,100.32137,112,112,50,177,TRAIN +0X142C9C144BF16FAE,56.79871834,63.32414896,146.5793294,112,112,50,167,TRAIN +0X142CA9754A01C189,48.46800899,57.43664598,111.4582318,112,112,50,190,TRAIN +0X142D95A439C28FD0,62.64782018,22.41769264,60.01709338,112,112,50,150,TRAIN +0X142EFADA9AF9DC99,57.06761325,49.02287828,114.1862403,112,112,50,235,VAL +0X1430480BD524AA15,62.82101472,30.93360389,83.20185087,112,112,62,163,TRAIN +0X143952B6F3131E88,65.14686074,10.07488303,28.9066731,112,112,50,111,TRAIN +0X1439627ADB475793,68.28650355,36.31077609,114.4962875,112,112,50,181,TEST +0X143B72A804BC7AE7,68.69539342,8.91204631,28.46880151,112,112,50,154,TRAIN +0X143D9B52A85BF561,56.92579482,26.63464047,61.83431676,112,112,50,182,TRAIN +0X143DC0C8FB089A18,28.11000475,121.0252201,168.3477926,112,112,50,173,TRAIN +0X1441AEEF1315F95F,66.18476319,23.65674416,69.95883038,112,112,50,147,TRAIN +0X1444E316F0AD1ECD,56.1259678,42.08700359,95.92691048,112,112,50,152,TRAIN +0X14458B9410D73E11,58.05495649,41.76916353,99.58068948,112,112,50,169,TRAIN +0X144DF7C585233D4C,54.86755129,65.65488557,145.4715785,112,112,50,136,TRAIN +0X1453F1CB3615D8E6,54.10393574,37.5689522,81.85658794,112,112,50,173,TEST +0X14586BA47B83C598,64.96528399,63.70877996,181.8447163,112,112,67,322,TRAIN +0X145985C5A34EFCC,65.09014143,14.40054368,41.25065029,112,112,50,148,TRAIN +0X1459E82A63876D49,66.19856608,39.18410785,115.9243952,112,112,50,184,VAL +0X146617301504663D,64.81876716,25.2882438,71.87992506,112,112,84,220,TRAIN +0X1469FC68080F968F,69.3000437,19.11507646,62.26418134,112,112,50,158,VAL +0X146DFEE92CCEC4E2,65.87257761,23.91647008,70.07991934,112,112,50,169,VAL +0X146FA81A1880E0DB,68.36904466,31.76554304,100.4254936,112,112,50,176,TRAIN +0X148536C2B06F8C88,59.58505602,14.71130348,36.4006529,112,112,50,110,TRAIN +0X148B59B7E2DE8071,60.34204675,47.93246471,120.8646962,112,112,50,177,VAL +0X148BFBF596042FF5,57.76403602,18.3489093,43.44380375,112,112,53,436,VAL +0X148FD32A15B26865,49.9412672,43.45759787,86.81322007,112,112,50,424,TRAIN +0X148FFCBF4D0C398F,65.64154195,18.35933728,53.43469504,112,112,72,189,TEST +0X1494CF8E521C3FEF,38.24288774,145.3747738,235.3976222,112,112,47,187,TRAIN +0X1498806542CEE367,45.95367828,41.70594612,77.16703893,112,112,50,81,TEST +0X1499CC196E57EFB,64.67285632,45.30835091,128.2536491,112,112,50,180,TRAIN +0X149C551B9CC4DED,66.36970579,25.01800625,74.39127975,112,112,50,152,TRAIN +0X149CE42387608CEC,57.33038062,13.47027871,31.56878104,112,112,50,138,TRAIN +0X149D7652015AA236,59.74065084,36.41006266,90.43877612,112,112,50,155,TRAIN +0X149DCE7F77B408F4,58.11941445,22.63761758,54.05277237,112,112,52,213,TRAIN +0X14A6F87817547A95,69.78723773,15.62864305,51.72861361,112,112,50,141,VAL +0X14A943AC8D162D36,52.23165027,49.57140187,103.7745749,112,112,50,164,TRAIN +0X14A96DC7D16968CA,68.18953917,13.95202159,43.85985372,112,112,50,113,TRAIN +0X14AD611ACCAD1161,64.78968957,26.88269452,76.34892789,112,112,50,131,VAL +0X14AE436F61819521,49.1353006,41.28916356,81.17449635,112,112,50,133,TRAIN +0X14B62F1593336331,63.83162221,16.51265657,45.6549549,112,112,50,207,TRAIN +0X14B9AD04DC394090,59.24818023,37.42915957,91.84659674,112,112,53,157,TRAIN +0X14BF7A33B6A3FAC4,58.4180893,34.44842785,82.84474492,112,112,47,99,TRAIN +0X14BFDFE46468D601,45.40986715,54.61714936,100.0494897,112,112,50,201,TRAIN +0X14C05BE120AEAFA3,68.12363065,30.72397679,96.38480611,112,112,50,188,TEST +0X14C5B3A3DFECAC76,58.26859744,25.48346717,61.06544619,112,112,50,146,VAL +0X14C8F7E6EBDBC708,70.17178423,23.14963201,77.60984497,112,112,50,200,TRAIN +0X14C8FE5C30084CB3,64.35543279,31.5241031,88.44013426,112,112,50,208,TRAIN +0X14C9558E01709E65,61.01489831,26.55019654,68.1034431,112,112,50,176,TRAIN +0X14CA2B7814B1B9EF,60.23187289,24.04384868,60.46009816,112,112,50,121,TRAIN +0X14CDF03D85703540,61.27723053,78.69104164,203.2164608,112,112,50,237,TRAIN +0X14CFCEAD6539D3DC,65.06592034,27.76634454,79.48211264,112,112,53,216,TRAIN +0X14D50036EAB69EA,56.80717657,37.41106777,86.61408262,112,112,50,139,TRAIN +0X14D6CCAC550E278B,65.12871302,16.96998822,48.6646456,112,112,55,182,TRAIN +0X14DDD7911ED612B8,61.95549612,30.81190759,80.98911655,112,112,53,249,TEST +0X14E954E2A0878925,40.59522539,50.78538896,85.49041604,112,112,50,117,TRAIN +0X14E98112C64DA88B,28.97642478,109.792457,154.5859339,112,112,61,196,VAL +0X14EAF6EAE837F32D,64.80216204,9.168110972,26.04736968,112,112,50,162,TRAIN +0X14F0C15097590562,61.90310698,21.81467525,57.26103501,112,112,50,203,VAL +0X14F4B815A5210B8A,68.61188031,15.46267914,49.26283988,112,112,50,153,VAL +0X14F639B3E0EC3A72,60.12600668,38.03930478,95.39878405,112,112,50,241,TRAIN +0X14F7F25545E76A73,57.97053773,26.97799814,64.18830192,112,112,50,174,TRAIN +0X14FC5096F3E4145D,60.70555563,40.80963298,103.8559868,112,112,50,202,TRAIN +0X14FC7EEB6ACFE0BF,50.27732885,41.79435709,84.05493133,112,112,50,185,VAL +0X1502E38D5D99E2E4,49.69101766,16.22117534,32.24309972,112,112,50,197,VAL +0X15031D084B3EEC96,73.54252525,12.50533923,47.26580806,112,112,50,243,TRAIN +0X150D2E5A2E09ADC,32.48451761,129.8424516,192.3150765,112,112,43,87,TRAIN +0X1512DC6CBD8EA12A,22.9511423,90.92540461,118.0100618,112,112,46,161,TRAIN +0X15146FB55B5697A0,48.37289881,38.73516868,75.02874998,112,112,68,256,VAL +0X15213080EC9FA05,59.78933624,31.5532824,78.46993672,112,112,50,204,VAL +0X15260A2D31648922,57.70204436,21.01580761,49.68516158,112,112,50,179,TRAIN +0X152F36A552DD2930,62.41411172,44.62649932,118.7320597,112,112,46,142,TEST +0X152F4B797A15C43F,31.54362363,94.03580425,137.3660267,112,112,50,170,TRAIN +0X1531B80C56297FD2,60.15055299,32.66518299,81.97148378,112,112,50,153,TRAIN +0X153A76426320A57B,15.5258691,157.615612,186.5844731,112,112,50,185,VAL +0X153F6AD036CBC30B,12.29488593,125.5553806,143.1562822,112,112,50,117,TRAIN +0X1545ED054E5CE01D,66.29083944,26.94360084,79.92961081,112,112,51,166,TEST +0X154827D058D6A9D0,66.03166359,19.23211263,56.61776425,112,112,59,209,TRAIN +0X154A3BABDF5193B6,57.76091711,51.67614583,122.3420167,112,112,50,218,TRAIN +0X154B75E4EF6184AE,57.95893989,50.22348173,119.4629288,112,112,50,124,TRAIN +0X15505C1D0357A434,28.56257299,85.15916115,119.2080464,112,112,106,536,TRAIN +0X1556825C5295368F,64.31048323,24.08896661,67.49591698,112,112,50,170,TRAIN +0X155A7771ACB14472,56.06206394,35.1786851,80.06449155,112,112,50,177,TRAIN +0X155E07DE20CF09F5,72.86094035,21.9099593,80.73219774,112,112,50,208,VAL +0X1563E9D9834E5A52,40.2061288,57.53863781,96.22832016,112,112,50,204,TRAIN +0X1564DE8D0D40F195,56.77671311,41.506142,96.02726907,112,112,50,176,VAL +0X15672D90E3EC7303,58.28556634,44.15244666,105.844531,112,112,50,147,VAL +0X156A170A2372A74D,69.2643335,22.98142512,74.77119495,112,112,50,144,TRAIN +0X156B1DF0112EDD64,55.15172038,132.7334018,295.9609666,112,112,50,112,TRAIN +0X156F3A66548E593A,71.78598238,22.35733608,79.24194414,112,112,50,190,TRAIN +0X1572A0615437CE09,63.99177287,17.31464713,48.08525304,112,112,50,121,TRAIN +0X157528EBA14B2EB6,60.32020389,31.42943562,79.20765402,112,112,50,166,TRAIN +0X1578E7D18F51EBBA,65.09089933,26.24918303,75.19295119,112,112,59,211,TRAIN +0X157AC89BC2BB953E,21.60998809,139.2852855,177.6824395,112,112,50,178,TRAIN +0X157BF8C4D154D45D,28.53271459,49.43619826,69.17318598,112,112,50,139,TRAIN +0X158518565B5C46D8,63.57024276,27.34656053,75.06654614,112,112,50,174,TRAIN +0X15861B0853DB6E4D,57.67035027,43.39547403,102.5179143,112,112,50,202,TRAIN +0X158B03C45BB55DAC,64.95909603,30.99403711,88.45102036,112,112,50,160,TEST +0X158C469B8C462A10,38.28859154,63.85400837,103.4719673,112,112,50,161,TRAIN +0X1592A79667250EA1,61.81701732,28.0168835,73.37531416,112,112,50,198,TEST +0X159307C65686B64D,64.50621144,22.79000049,64.20841904,112,112,60,168,TRAIN +0X1597DA4581B6F4AD,68.62985649,24.93854468,79.49770671,112,112,50,194,TRAIN +0X1599E3BC17BB6A01,69.28182716,27.88820223,90.78730815,112,112,50,129,TRAIN +0X159BDA520C61736A,68.34396717,12.65851601,39.98768916,112,112,50,170,VAL +0X15A62E3A92DFFF7,55.71687845,29.84544505,67.39688624,112,112,50,165,TRAIN +0X15A89931D5E83C23,31.92577125,54.85268426,80.57775353,112,112,53,211,TRAIN +0X15A912A3822431A9,51.00888273,37.13126666,75.79183479,112,112,50,148,TRAIN +0X15AA1BAFC9C0CCB2,34.03050609,88.32933449,133.8942127,112,112,64,192,TRAIN +0X15ACD275B96CDD05,62.55095654,37.18112862,99.28458831,112,112,50,177,TRAIN +0X15B26FE0D3CD6E0F,55.11689296,54.15385378,120.6553141,112,112,76,262,TRAIN +0X15B2A840A070DCC9,60.10221972,20.77915159,52.08097153,112,112,61,186,TRAIN +0X15B6905E8EC410FA,28.7659935,83.87635373,117.747629,112,112,50,187,TRAIN +0X15B980AC8A6B5EF1,59.45479568,62.79548615,154.8777154,112,112,50,147,TRAIN +0X15BA82A1F6BF8B6,57.57974107,49.85116118,117.517343,112,112,50,133,TEST +0X15BE180F1CCF0F3B,58.83311934,32.10913667,77.99749738,112,112,50,147,TRAIN +0X15C0D7DBFF8E4FC8,34.77069989,44.47902605,68.18872189,112,112,58,195,TEST +0X15C4831F7DDCA462,58.63634895,56.86625587,137.4788115,112,112,50,216,TRAIN +0X15C85161F8F9A55B,60.53261409,32.63531695,82.68932994,112,112,50,160,VAL +0X15C904A855E4FF2B,63.48818288,29.24110162,80.08667859,112,112,50,165,VAL +0X15CBECA136CF18CD,58.08479503,20.52631632,48.97105081,112,112,50,220,TRAIN +0X15CC2CDE8C2CD542,56.65928211,53.3568822,123.1102871,112,112,50,278,TRAIN +0X15CC6C50F1763B61,50.16003868,65.5497539,131.5204751,112,112,50,165,TEST +0X15D24A43FD766AB9,63.95238828,30.85575129,85.59721384,112,112,50,218,TRAIN +0X15D27BEDBDC09AA0,30.64767081,120.270924,173.4201655,112,112,50,187,TRAIN +0X15D82D31755657,62.53739691,28.07808847,74.94964619,112,112,50,226,TRAIN +0X15D8B127660F649C,60.26518063,14.94168433,37.60350386,112,112,50,115,TRAIN +0X15D9F9EC9BA764E7,69.82584527,26.03919828,86.29636361,112,112,50,186,VAL +0X15DA8D60960ABB2B,48.40527115,46.78985078,90.68726945,112,112,50,213,VAL +0X15DC7EFD8DB3D0A6,26.20632969,83.70262136,113.4279146,112,112,47,120,TRAIN +0X15DF6B9DA16DAD07,62.36100399,64.35851394,170.9889231,112,112,50,176,TRAIN +0X15E22119724FDD7D,67.41590383,23.48346866,72.07033925,112,112,50,233,TEST +0X15E8BE2AE8C05C88,46.91485889,80.72980101,152.0760788,112,112,50,208,VAL +0X15E987778BEC99D5,58.29153872,33.53700925,80.40816713,112,112,50,149,TEST +0X15E9928F7242538E,65.02030152,28.42542326,81.26263089,112,112,50,168,TRAIN +0X15F1317B1354152B,62.42328269,31.67006799,84.28109279,112,112,50,132,TRAIN +0X15F216DB6201C0F,63.38517382,28.58277376,78.0633878,112,112,50,170,TRAIN +0X15FFEB32E5D2ECF2,60.15851281,9.494900576,23.83169215,112,112,50,121,TRAIN +0X1603C982E33D045E,65.54679505,24.25091716,70.38798625,112,112,50,155,TRAIN +0X160563B6A541752C,66.16780105,27.08173113,80.04720939,112,112,50,188,TRAIN +0X160C233C08E7E8DE,60.75402959,26.25553672,66.89995544,112,112,50,174,VAL +0X160DBDFED541D2D9,43.43004704,79.3791353,140.3203134,112,112,28,92,TRAIN +0X160E1BD0E636CC69,42.98275968,52.83498916,92.66493584,112,112,50,162,TRAIN +0X160FFE14D950D4C0,59.55044826,32.70764952,80.86035103,112,112,50,170,TRAIN +0X1611B3A479A63A01,55.77122515,36.94193824,83.52467,112,112,50,176,TRAIN +0X16134D6B554889A,64.15253075,26.62007635,74.25929057,112,112,50,168,TRAIN +0X16139FAA2B68E8FD,58.23052427,68.69176629,164.4544613,112,112,47,196,TRAIN +0X16148C355E993321,26.26996006,122.4370586,166.0612943,112,112,55,104,TRAIN +0X1616791A7190BBA0,47.71019659,40.47872009,77.4122629,112,112,50,166,TRAIN +0X1619E4697D8673B4,51.39434615,35.59610522,73.23449516,112,112,50,135,TRAIN +0X1622EDE923576CF4,62.5019263,21.05270693,56.14343578,112,112,50,129,TRAIN +0X1623BBE488F0EC89,52.01438387,59.60117026,124.2063249,112,112,50,181,TEST +0X162DC693CC98C01F,40.29357848,35.55998106,59.55805115,112,112,50,149,TRAIN +0X1631C52C25D15DEE,50.36068137,29.37055474,59.16792484,112,112,50,51,TRAIN +0X163A374094D066E8,64.04357514,24.94675676,69.38052616,112,112,50,191,TRAIN +0X163D02E41A3A93D,21.45696142,43.82532578,55.79784864,112,112,50,96,TRAIN +0X163EBCB6784FC30B,58.41247323,22.50698938,54.11956691,112,112,50,150,TRAIN +0X163FFB185E479D0C,61.42824615,29.42039593,76.27445734,112,112,50,170,TRAIN +0X164D9C71CC801B34,30.52219124,96.00364981,138.1788682,112,112,50,173,TRAIN +0X164E6F5DA8503204,55.13157946,46.7521973,104.1984468,112,112,55,183,TRAIN +0X1653CEFBC9986D9F,60.14071812,20.22113915,50.73131827,112,112,55,171,TRAIN +0X1655D3F044EB6BB2,64.85687656,17.03613405,48.47643687,112,112,50,258,VAL +0X1655F3F4D2943C1D,58.39701791,31.87090593,76.60726306,112,112,50,166,TRAIN +0X16562EC4F3B6646B,58.89500909,26.75185695,65.08177317,112,112,50,160,TRAIN +0X1659FD6165A50811,61.76139712,16.40872404,42.91141101,112,112,64,136,TRAIN +0X165D339CF0773DFD,52.47460862,40.59832183,85.42448711,112,112,57,202,TRAIN +0X165EC58045A8A8BF,63.43034881,37.68761006,103.0570674,112,112,50,239,VAL +0X166087A5E749713A,34.65046327,31.61811287,48.38307118,112,112,50,201,TRAIN +0X166A033F6DC02086,56.79490293,22.70753135,52.55752884,112,112,50,165,TRAIN +0X166B0D5A9407635F,59.77435386,27.21417432,67.65379039,112,112,50,97,TRAIN +0X166B717BBC2ECADA,58.98946316,16.00269097,39.02092535,112,112,50,151,VAL +0X166BF85033848E4E,9.729765053,111.2866875,123.281708,112,112,50,189,VAL +0X166F42C7B9DD12C,64.53461092,24.24176239,68.35329606,112,112,50,224,TRAIN +0X1674C7C6F8A8B313,63.82844496,36.71070521,101.4905363,112,112,64,150,TRAIN +0X16763AF254837506,57.68455323,42.89285957,101.3645438,112,112,50,177,TRAIN +0X16765E1EDC5E93BE,33.40503914,121.2604602,182.0865403,112,112,46,115,TRAIN +0X1677A8B7AAA975A1,66.53661488,15.08816637,45.08858359,112,112,50,592,VAL +0X167EC6F7A8986FED,40.07046048,164.8595757,275.0890079,112,112,46,155,TRAIN +0X167F487F9DF04A97,65.2435407,26.25763826,75.54750625,112,112,50,200,TRAIN +0X168065C1F6FCF27C,34.34385227,78.03367433,118.8520451,112,112,50,113,TRAIN +0X1685EEE356F42581,64.16584642,21.27521892,59.37134493,112,112,62,153,TRAIN +0X16862634E89FB736,64.6118532,12.75342282,36.03868518,112,112,50,112,TRAIN +0X1689802F6D3093D2,61.24544531,23.38606916,60.34405336,112,112,50,182,TEST +0X16902A1B1A139923,70.72204145,14.40443959,49.19892061,112,112,50,108,VAL +0X169062AB1FF38E72,60.32406912,33.34969973,84.05524201,112,112,70,223,TRAIN +0X1694973B204EAB,63.95162625,22.30480083,61.87463819,112,112,50,190,TRAIN +0X16967BF5B2546925,37.69164035,50.45874734,80.98230738,112,112,50,172,TRAIN +0X169B747DFB6D2415,59.66049888,41.10623698,101.9007073,112,112,58,242,TRAIN +0X169BC7341D79E051,53.4616894,79.94499632,171.7831939,112,112,50,181,TRAIN +0X169D3A3AC16C2CE2,57.0102807,37.09159621,86.28015445,112,112,50,238,TRAIN +0X16A017AC10918091,36.42546703,60.78058368,95.60523819,112,112,50,172,TRAIN +0X16A129DE47B81909,58.01261795,26.48766766,63.08482779,112,112,50,157,TRAIN +0X16A6CEDE7F61E211,59.93024575,40.54747851,101.1922316,112,112,50,184,TRAIN +0X16A9F4D08E4677A1,65.49899291,31.06301817,90.03510561,112,112,50,151,TRAIN +0X16ACC4514A457BBA,59.64215077,19.89154046,49.28791013,112,112,50,108,TRAIN +0X16AF26F9A372EEDE,50.54018854,85.71537252,173.3030717,112,112,50,198,VAL +0X16B28DDAC5D81FDF,59.50187318,20.60950939,50.89003124,112,112,50,187,TRAIN +0X16B2D41C50E4082C,67.84997836,15.55273591,48.37550683,112,112,50,160,TRAIN +0X16B5A10BF77BE425,60.23936533,25.58628529,64.35079698,112,112,57,207,TRAIN +0X16B76AB7F9D95270,57.79264096,48.89003722,115.8329693,112,112,50,157,TRAIN +0X16B85222D7B28245,23.94354523,154.9601113,203.7435373,112,112,50,153,VAL +0X16BB1F509B1D9721,60.08549178,31.50296066,78.92608997,112,112,50,181,TRAIN +0X16CEA7710E200570,65.14686597,23.61706455,67.7616668,112,112,50,192,TRAIN +0X16CFBE094453AA79,59.97226188,40.34708851,100.7978227,112,112,57,194,TRAIN +0X16CFE39107BFF8A7,61.83679009,35.59487739,93.27013497,112,112,47,132,TRAIN +0X16D883017E8A7734,59.53234596,30.84745142,76.22742694,112,112,50,180,TRAIN +0X16F87B98A2C09E62,56.12617775,43.98030673,100.2427062,112,112,47,150,TRAIN +0X16FA4A372C724D22,59.39918896,18.23171699,44.90480985,112,112,50,133,VAL +0X16FB5FF81284B942,42.62783728,39.32666881,68.54660334,112,112,50,134,TRAIN +0X16FBD79EE1C8DA26,68.40071305,16.76722026,53.06202092,112,112,50,170,TRAIN +0X16FC9AA0AD5D8136,23.17613813,186.2489658,242.4363488,112,112,47,183,TEST +0X16FE5AFA8320ACD3,31.6302127,66.95754742,97.93440943,112,112,47,80,TRAIN +0X1702B6CCB7E8812B,58.53013193,26.62483588,64.20284684,112,112,50,142,TEST +0X1702CEEC44104760,25.11601472,67.42742761,90.04252024,112,112,57,116,TRAIN +0X17057442E198A967,55.14825744,59.62139,132.92993,112,112,50,177,TRAIN +0X17098CFCB688AD91,64.90532884,22.38816076,63.79361887,112,112,50,110,TRAIN +0X170AA34F7E4EFB6B,67.25373185,27.76556135,84.79000178,112,112,50,217,TRAIN +0X170DDD15D26D5F83,46.36541063,50.51436771,94.18244514,112,112,46,163,VAL +0X170F2698C1A90A77,57.28136685,45.56283279,106.6579837,112,112,50,230,TEST +0X1711A2ED181823F0,56.34034073,53.38396387,122.2729741,112,112,50,161,TRAIN +0X17174AB357750B03,59.23521268,31.84712589,78.12410658,112,112,50,150,TRAIN +0X17190A139A853180,51.19504223,42.44414612,86.96687396,112,112,50,224,TRAIN +0X17197B4B5AE30CC7,59.27300774,49.11266499,120.5899632,112,112,50,168,VAL +0X171A7C9E7E1129D,31.06439846,50.44157062,73.17201778,112,112,51,157,TEST +0X171A888D1B17304F,73.2439183,16.62800354,62.14663164,112,112,50,208,TRAIN +0X171B390B95FD0FAE,57.77307837,24.79442388,58.71710018,112,112,50,149,TEST +0X171B52ED0054DF49,59.30533125,46.74821071,114.875516,112,112,61,261,TEST +0X171C87FA9E52210F,37.2794556,72.50580282,115.6013608,112,112,50,98,TRAIN +0X171C9D28B996267E,37.48119292,104.7336786,167.5234757,112,112,50,137,TRAIN +0X171CF9695943319A,65.42848553,36.37743142,105.2237137,112,112,50,171,TEST +0X171FD888481D524D,64.05658983,28.34930155,78.87204195,112,112,50,211,TEST +0X1725C38816FAAED5,58.89537122,36.7384864,89.37797881,112,112,50,116,TRAIN +0X17270F0DF580E06B,65.7188057,34.51239079,100.674412,112,112,50,152,TRAIN +0X172821226E303BA6,62.72224562,37.18917531,99.76238089,112,112,50,223,TRAIN +0X17294454521A97BB,59.9994361,41.996954,104.9909049,112,112,50,184,TRAIN +0X1729DA199F862403,68.85336073,14.4731656,46.46782427,112,112,54,189,VAL +0X172CA389F7A02EEF,58.52665429,14.570329,35.13179067,112,112,50,251,TRAIN +0X172D986B9780F9DE,57.41290562,34.73313929,81.55789868,112,112,50,204,VAL +0X172F640B239CBFCA,64.10774957,21.49549253,59.88895171,112,112,50,177,VAL +0X172FE96C1B43E4CF,16.20324788,96.73424162,115.43913,112,112,43,138,TRAIN +0X17344D3535D790EF,68.43634345,16.96939293,53.76244322,112,112,50,167,TRAIN +0X173A0C055813A634,62.54178106,17.02261408,45.44426981,112,112,50,203,TRAIN +0X173D74409C3E5652,25.15901015,116.1901377,155.2493332,112,112,46,204,TRAIN +0X174090E59512E733,57.74305086,31.41997512,74.35457542,112,112,62,233,TEST +0X17458D83D9F9B188,57.15371025,41.1547263,96.05201883,112,112,50,128,VAL +0X174A9943AB689618,28.59955992,86.09901268,120.5861092,112,112,30,28,TRAIN +0X174ADA9A145CAD74,63.57245899,28.08920635,77.10980639,112,112,50,232,TRAIN +0X174D0098F99A290E,51.32741626,54.6176265,112.2143562,112,112,50,171,TRAIN +0X174E853B58F29959,61.51157397,28.44439611,73.90376547,112,112,50,174,TRAIN +0X175303C2D48B91CA,57.60717332,23.77321721,56.07839598,112,112,50,126,VAL +0X1756A6A345D31CB3,31.41871383,56.13169709,81.84695888,112,112,50,121,TRAIN +0X1760612A101EA2EB,69.98845818,12.95487868,43.16632166,112,112,57,203,TRAIN +0X176394EB0FCFBD35,58.59307435,72.75525573,175.7079391,112,112,50,171,TRAIN +0X1763FB53ABCFB176,57.11741184,67.84741214,158.2166913,112,112,46,145,VAL +0X176B5602BC2BF57B,64.93186256,13.81447111,39.39322734,112,112,50,212,TRAIN +0X176C1E76AD804467,57.98577296,73.30775935,174.4831799,112,112,50,201,TEST +0X1770B6D3A7C462B6,61.60736747,35.55468962,92.60810546,112,112,50,153,TRAIN +0X1770D3F5C2EA5142,41.34124918,39.58029413,67.47551488,112,112,50,177,TRAIN +0X17734E8CA72A687A,65.3948044,29.64774756,85.67426666,112,112,50,168,TRAIN +0X1779C609E2B8B8C6,68.38235263,8.523915016,26.95935885,112,112,50,170,TRAIN +0X1779FEC3D7DEA8C2,33.92114096,84.78183296,128.3040207,112,112,50,106,TRAIN +0X178269A4C18FC6B,60.75121978,24.7506763,63.06100766,112,112,50,165,TEST +0X17828CD670289D36,66.88999748,14.17796055,42.82077763,112,112,50,179,TEST +0X17859AAFF455F6DF,56.37818566,30.57768139,70.0972251,112,112,50,187,TRAIN +0X1786055C7E6EFCE6,44.05722921,96.38804607,172.2975904,112,112,50,151,TRAIN +0X17865EC85AD080B0,65.07758081,30.15861171,86.35888467,112,112,62,209,TRAIN +0X178A34206F5D376E,58.99780784,21.94200771,53.5142307,112,112,53,209,TRAIN +0X178DE58CE0367682,55.55281202,38.61973467,86.88903939,112,112,50,207,TRAIN +0X178DF5359B89AD06,38.46424864,28.52414024,46.35376932,112,112,50,53,TRAIN +0X17918422FAD01F20,62.9652091,46.43426996,125.3801327,112,112,50,171,TRAIN +0X1793039C294208A0,45.64693722,53.58526809,98.58739389,112,112,50,165,TRAIN +0X1798604CE5F68C34,63.10349754,31.83672089,86.286555,112,112,50,234,TRAIN +0X179A9ADE4B5A5B88,56.31523069,37.84129733,86.6235485,112,112,50,120,TRAIN +0X179B579A585FF160,44.86298473,115.2138579,208.9591853,112,112,52,189,TEST +0X179BA5C70ACC402D,62.1180897,28.76372533,75.92997583,112,112,50,188,TRAIN +0X179C10878AAE691E,57.79271681,18.20835769,43.14032156,112,112,50,178,TRAIN +0X179CFD0E04B039FB,40.43914067,65.90775478,110.6561516,112,112,50,223,TRAIN +0X179D5051F8526C08,19.29684393,137.7703955,170.712525,112,112,50,140,TEST +0X17A28F565B51B841,38.63347409,132.1864473,215.4048079,112,112,50,221,TRAIN +0X17A339D2A6706C11,61.90475489,44.98174472,118.0770581,112,112,50,173,TRAIN +0X17A44C8A2D0EE533,55.23682126,28.88009016,64.51751409,112,112,50,117,TRAIN +0X17A5854FEC963F9A,58.36670701,45.6770819,109.7128731,112,112,50,202,TRAIN +0X17A59B0D289D4643,54.56685419,36.98764259,81.41114143,112,112,50,135,TRAIN +0X17A9A432333A840F,23.12444013,161.8606802,210.5489449,112,112,43,119,TRAIN +0X17A9DF475F90B6C6,48.07377546,47.65093775,91.76661343,112,112,50,124,TRAIN +0X17AA98EC842092E3,40.72588069,71.58136678,120.7632734,112,112,50,135,TRAIN +0X17ADB25B1E90B6C,57.05198971,80.18568657,186.7040779,112,112,50,190,TRAIN +0X17AE431AF06F53AB,55.67035085,15.81410535,35.67387889,112,112,55,114,TRAIN +0X17AF6DB1F62C771C,59.97987557,42.61500985,106.4839514,112,112,50,182,TRAIN +0X17B3AF86CDF82B5C,48.07214069,43.17019486,83.13494034,112,112,80,286,TRAIN +0X17BA5ABF4E82034B,73.59181773,14.13982071,53.543332,112,112,50,109,TRAIN +0X17BC4EF4BF83368B,36.10815589,81.99368532,128.3320062,112,112,52,206,VAL +0X17C42DA572378352,65.1916109,40.6206488,116.6978704,112,112,50,159,TRAIN +0X17C5541071D4E52E,68.97634508,22.76137794,73.36781562,112,112,51,151,TRAIN +0X17C6F77ABE9266AF,63.05627991,25.75658012,69.71842592,112,112,50,186,TRAIN +0X17CA14AB3CB05770,66.13430199,33.89853235,100.0969546,112,112,50,155,TRAIN +0X17CAFC6BB1CA2DE,68.4459492,42.91719964,136.011696,112,112,50,195,TRAIN +0X17D229C79845F458,56.34249032,45.25555717,103.6604183,112,112,59,191,TRAIN +0X17D6DA5B33D4069C,42.33139012,37.15885051,64.43514173,112,112,50,71,TRAIN +0X17D958175C4CE2F3,54.87517706,28.11962851,62.31521073,112,112,50,167,TRAIN +0X17DA9A44189C6A38,63.59934039,22.68774572,62.32784231,112,112,50,143,VAL +0X17E230402D71C497,63.32309752,41.49024858,113.123644,112,112,50,140,TRAIN +0X17E51BF21235E28B,58.31282128,41.8079475,100.2897025,112,112,50,126,TEST +0X17E5929A007B9E32,57.48128658,26.83213945,63.1066589,112,112,50,138,TRAIN +0X17E6608AC5511D03,35.05160862,93.61274734,144.1340507,112,112,50,122,TRAIN +0X17E6B8EDDD62F739,57.30182398,23.68999346,55.48244835,112,112,50,140,TRAIN +0X17E8971B356D72C7,59.29841496,21.64102051,53.16996989,112,112,50,209,TRAIN +0X17EFE782884D63BA,58.39975775,35.62544077,85.63758007,112,112,50,114,TRAIN +0X17F142F80B72740D,66.08779259,24.8955926,73.41189058,112,112,50,123,TRAIN +0X17F29C21E6144BAB,60.17600743,38.33129631,96.25176643,112,112,50,177,VAL +0X17F6D551F5734D8B,32.0441444,113.1190596,166.4596209,112,112,50,136,VAL +0X17F7CCE4FCD76726,59.00633662,13.96966187,34.07761278,112,112,50,112,TRAIN +0X17F940E1C4298D7,55.44176523,27.53097145,61.78649488,112,112,50,151,TRAIN +0X17FA348140E338F7,65.36984967,12.24766157,35.36704708,112,112,50,149,TRAIN +0X17FD9808C073BC07,69.73449385,33.45145834,110.5266774,112,112,50,208,TEST +0X17FE6C8963488DAC,61.05019953,39.62635984,101.7370034,112,112,47,164,TRAIN +0X18039FAD713F594F,66.8030311,23.4119547,70.52437459,112,112,50,139,TRAIN +0X180951979820CA64,69.87664518,12.8084156,42.51988425,112,112,50,161,VAL +0X18111FDA1FD455D5,59.32962722,30.50503041,75.00553432,112,112,50,166,TRAIN +0X1815E6741A8B2CFA,63.71392451,20.60692591,56.79017538,112,112,50,162,TEST +0X1818FF06D5E762A8,61.04638814,30.82564888,79.13425075,112,112,50,138,TRAIN +0X181A0445205F1D79,58.18151225,30.76162106,73.55986005,112,112,50,181,TRAIN +0X182114B9EB84D61B,42.33764862,38.72315354,67.15500256,112,112,50,164,TRAIN +0X18247588296B45DF,57.72590917,37.35473366,88.36318634,112,112,47,184,TRAIN +0X182717968AF362F0,52.13397463,40.22680538,84.04041294,112,112,50,196,TRAIN +0X18277456188D3B13,45.45887049,103.1722243,189.1640771,112,112,57,309,VAL +0X18353D8F5AB7B324,69.83819498,21.34862341,70.78032429,112,112,50,207,TEST +0X18354FFCDBCF9EBB,69.46232259,23.86175901,78.13874869,112,112,53,200,TRAIN +0X183BECFC41F9E3E0,59.69120064,25.87842849,64.20044481,112,112,50,158,TRAIN +0X183FA1CAAEA9C545,48.49349861,50.37530888,97.80378695,112,112,50,111,TRAIN +0X1840607E4AF92B3E,56.83526493,36.21638124,83.90270711,112,112,50,161,VAL +0X184173B598997780,65.96285853,19.46537384,57.1886269,112,112,50,166,TRAIN +0X184432EACE258EBF,61.45887676,25.53194899,66.24599089,112,112,50,217,TRAIN +0X1847DC558AF3C423,33.84437117,46.53835414,70.34677919,112,112,50,182,TRAIN +0X1847E925CBCEB6CE,22.70008779,116.9999458,151.3584459,112,112,50,97,TRAIN +0X184B997FF61BB28B,41.33420313,64.44249492,109.8467904,112,112,50,191,TRAIN +0X184DEB337FF5AB9,68.70516841,25.43222891,81.26654664,112,112,50,138,TEST +0X184E4A64C93BE06,64.36879235,11.09207792,31.13023289,112,112,50,214,TRAIN +0X184ECC87D1A8A226,49.52781302,84.84996382,168.1123187,112,112,62,275,TRAIN +0X1855EB02B676DC2,60.58242891,26.60780775,67.50240315,112,112,50,194,VAL +0X185672E7C8FF1212,42.5094209,68.07256598,118.4064712,112,112,50,97,VAL +0X18579C8EAEFC2713,60.3479106,41.49856674,104.6566962,112,112,50,173,TRAIN +0X1858AFC9464E1463,21.46112218,101.7283122,129.5260577,112,112,50,116,TEST +0X185A9362099F3094,60.01329505,37.1462026,92.89638306,112,112,50,233,TRAIN +0X185D65EA647B5C61,62.09410295,43.71414304,115.3228032,112,112,50,213,TEST +0X18610C37F29E80E4,71.61378593,19.65549002,69.24308389,112,112,50,1002,TEST +0X1865C8A28648E2F0,56.74543816,29.63270006,68.50768751,112,112,50,130,TRAIN +0X1865E116F085C53D,20.13297195,154.8482777,193.882609,112,112,43,109,TRAIN +0X186FC3D4ED309B9E,76.61314619,20.13652711,86.10190699,112,112,50,139,TRAIN +0X1870E70784D77469,61.43323334,50.80396077,131.7298938,112,112,50,173,TEST +0X1871B1379385763C,30.54444789,85.96886638,123.7753697,112,112,50,195,TRAIN +0X1874F566992B7FF6,53.51062872,25.00725602,53.79134055,112,112,50,151,TRAIN +0X18752855DF343E36,19.83272755,108.6819691,135.5689994,112,112,50,179,TRAIN +0X1876806A464A0093,31.56223603,136.1063215,198.8760497,112,112,50,211,VAL +0X1878080DBC95E7FC,60.08827342,25.82322288,64.70084131,112,112,50,151,TRAIN +0X187B0E5DB0E285DD,55.15055288,59.45118309,132.5572262,112,112,73,269,TRAIN +0X187EFDFCE3BEA77C,57.59751588,31.62982605,74.59427604,112,112,50,232,TRAIN +0X1880CD40F8586DBC,57.37055647,88.5867546,207.8065001,112,112,58,117,TRAIN +0X1883BBE20F1DC05D,63.51949981,47.23481022,129.4796123,112,112,50,251,TRAIN +0X18888A4FEDCAC3AA,63.33794831,45.78397327,124.8810995,112,112,50,176,TRAIN +0X188AFC939CDA11FC,65.79430702,51.66856772,151.052539,112,112,50,150,TRAIN +0X18916084CE523264,75.894294,17.66202452,73.26906136,112,112,47,147,TEST +0X1891E25994F489B9,65.39820952,20.80333177,60.12212514,112,112,50,266,TRAIN +0X18923DCFDE784034,51.75586653,44.37834261,91.98702395,112,112,50,219,TRAIN +0X18989A4754914D96,69.22049289,18.48815588,60.06644557,112,112,50,124,TEST +0X189B31C02B819CB9,61.9209817,37.54711674,98.60316368,112,112,50,171,TRAIN +0X18A306D062D926FB,71.23744386,16.10261811,55.98465599,112,112,59,128,TRAIN +0X18A467C9DDA7707A,57.14165138,33.2122125,77.49298229,112,112,50,160,TRAIN +0X18A4DD625B52E53E,60.13995464,63.44326772,159.1650666,112,112,50,195,TRAIN +0X18A69B7961D01D28,60.73336187,52.50960382,133.7257436,112,112,40,156,TRAIN +0X18AB58EA130B3A90,69.60954568,21.84057287,71.86655599,112,112,50,147,TRAIN +0X18B3A9EB362299CF,47.0162445,55.83636934,105.3839404,112,112,50,257,TRAIN +0X18B4FD6B23A94C8A,55.67588526,43.39322266,97.89980674,112,112,50,205,TRAIN +0X18B8CD7AD450F707,59.89694738,15.36757716,38.32021793,112,112,58,231,VAL +0X18B8E705314BF4C0,58.88534987,37.87881855,92.12973582,112,112,50,135,TRAIN +0X18BA5512BE5D6FFA,55.25131852,28.68198978,64.09572043,112,112,50,129,TEST +0X18BFFDF053671070,62.57627905,29.50232049,78.83320991,112,112,50,199,TRAIN +0X18C24CABDF058431,57.8409698,21.66430015,51.38709323,112,112,50,161,TRAIN +0X18C67769235E4C58,67.33325585,16.16483261,49.48406411,112,112,50,139,TRAIN +0X18C711A3AC175647,36.93421653,41.29897888,65.48555587,112,112,73,190,VAL +0X18CB62C594EB4DDC,62.22385491,18.70723635,49.52129527,112,112,50,128,TRAIN +0X18CE4A36AE88A585,54.10270187,57.72507448,125.7700929,112,112,50,201,TRAIN +0X18D009E44F62FDA3,57.52534753,55.51591307,130.7036311,112,112,50,204,TRAIN +0X18D12F1D70B64D0C,50.16145157,48.37134898,97.05609515,112,112,50,216,TRAIN +0X18D2B28FBD7DD266,65.00855312,15.37814724,43.9483034,112,112,50,171,VAL +0X18D52232BF832BA,63.14379322,55.82175549,151.458222,112,112,47,121,TRAIN +0X18DA846E9699358F,57.39286062,41.59738562,97.63008318,112,112,57,139,TRAIN +0X18DF4351AAEEF3C9,74.58374259,8.391328062,33.01559284,112,112,50,132,TRAIN +0X18E7B26CAD98175,65.23751008,14.92091448,42.92245611,112,112,50,205,TEST +0X18EAA8BD773D0B43,69.02430261,14.04390758,45.33847102,112,112,62,239,TRAIN +0X18EF8F4C9A35641,65.73750637,14.80674974,43.21562202,112,112,50,210,TRAIN +0X18FC2192952D0349,58.69043531,35.21972899,85.25804921,112,112,50,219,TRAIN +0X19001827BA355232,62.20154382,11.81406395,31.25541396,112,112,50,182,VAL +0X1902FC225A954D67,54.39074244,22.30217225,48.8983453,112,112,50,120,TRAIN +0X190403EC57259998,65.6738496,55.82486468,162.6307175,112,112,50,196,TRAIN +0X1904DC1BFE26592F,45.0167707,36.04407963,65.55467928,112,112,50,201,TRAIN +0X1905CFC5951B4F7F,23.34850554,206.3919968,269.2602385,112,112,47,253,TRAIN +0X19063156A3F3C14E,64.36973209,24.03764741,67.464122,112,112,50,222,TEST +0X1915042866B81B09,58.0152631,30.87202719,73.53154854,112,112,50,158,TRAIN +0X19152A7A3ABDFFBB,65.9628356,21.64272177,63.58556054,112,112,50,310,TRAIN +0X19163DCC129B0134,42.72773131,50.8104464,88.71736281,112,112,50,142,TRAIN +0X1917BD1A03DD500B,54.87041062,31.63088713,70.08902045,112,112,50,173,TRAIN +0X191A73CA019BCD1B,63.60633258,13.46888082,37.00885834,112,112,50,154,TRAIN +0X191F4BD1E4262B78,55.03395869,24.63242663,54.78006494,112,112,50,161,TRAIN +0X1922FC3605A29BD7,62.83944391,23.23879984,62.53620045,112,112,50,116,TRAIN +0X192BF0F7E30FAEE2,62.82876247,16.94813009,45.59474265,112,112,50,104,VAL +0X192E809348BF4D86,67.20597894,13.91372542,42.42762847,112,112,50,106,TRAIN +0X19325CFA88842F2E,73.69814798,10.3432847,39.32530947,112,112,50,243,TRAIN +0X1933C9D846A59DB1,43.9067121,40.69105976,72.54176262,112,112,84,267,TRAIN +0X19359F9246BB8A33,66.19121005,16.33274955,48.30918106,112,112,50,113,TEST +0X1936B58B8E1F0305,60.7125218,30.96101598,78.80632048,112,112,50,237,VAL +0X193DAE2D1CE519CE,47.85588737,67.75363339,129.9353464,112,112,50,145,TRAIN +0X193E071BCB23C9C3,56.12496149,31.90800649,72.72473729,112,112,50,186,TRAIN +0X19467C739783524D,65.30770421,44.77707266,129.0692116,112,112,50,175,TRAIN +0X19480FDA24A00E4A,63.51792943,20.51957528,56.24564329,112,112,50,175,TRAIN +0X1956F412DA2FE4C6,61.19605985,71.97572725,185.4856155,112,112,50,203,TRAIN +0X1959D1C10DEB5749,57.5336726,35.52635362,83.65770197,112,112,50,166,VAL +0X195D3B45D8A0DB2D,62.26871269,14.27573802,37.83527951,112,112,50,173,TEST +0X195F60292B968F31,62.38101493,72.13874731,191.7615459,112,112,50,179,TRAIN +0X196186BDD71D1431,66.74256662,26.55664898,79.85176932,112,112,49,117,TRAIN +0X19618B8C8B4DF34B,66.23524481,37.70655947,111.6743162,112,112,50,137,TRAIN +0X1965872D32B60581,60.06592614,47.35086195,118.5725807,112,112,50,153,TRAIN +0X19661E4F455D7F61,67.7918444,31.26796809,97.08090236,112,112,50,266,TRAIN +0X19681D039967D016,57.12080496,43.79122241,102.1269694,112,112,50,195,TRAIN +0X196C052551A4CABB,57.11605391,41.98686884,97.90812803,112,112,50,99,TRAIN +0X196DC930B3905A7,32.32652732,115.3139566,170.3975753,112,112,50,182,TRAIN +0X196F26E35CDAC977,64.17725493,22.06001297,61.58102324,112,112,50,198,TRAIN +0X197084FCEC4148B9,55.19398906,31.93489617,71.2736874,112,112,50,137,VAL +0X1972FA470600C81E,49.98248924,50.41682829,100.7983555,112,112,50,118,TRAIN +0X197911F5F8F8E21C,54.72161209,37.93459831,83.78080595,112,112,50,168,TRAIN +0X197DF6A1F73E7DFC,47.28794973,68.83504151,130.5869173,112,112,22,72,TRAIN +0X197E4CD40A2201F5,59.98372867,20.39653715,50.97060889,112,112,50,177,TRAIN +0X19816523D8096AC8,59.04674212,39.60715863,96.71308385,112,112,50,144,TRAIN +0X19840511812269C2,54.84809257,75.66346905,167.5753547,112,112,50,182,TRAIN +0X1985B619CF9BF669,57.16761002,28.29189911,66.05258107,112,112,50,205,TRAIN +0X19900411C55CBC8,51.27350093,37.18242553,76.30842815,112,112,50,203,TRAIN +0X1993275B5FC115CF,36.63094729,153.0261569,241.4840531,112,112,50,170,TRAIN +0X199715475BB10B69,59.08150631,30.08396113,73.52167301,112,112,50,167,TRAIN +0X1999533C6100442C,69.33659252,13.84994779,45.16767353,112,112,58,173,TEST +0X199FB3987429A7B1,65.08038372,30.74453517,88.04373714,112,112,72,289,TRAIN +0X19A2CB675FA38526,62.91291123,50.4021151,135.9020532,112,112,50,143,TRAIN +0X19A7A51DBF1CFEC6,46.9720103,61.89393714,116.7193731,112,112,50,222,TRAIN +0X19AC153896677B58,64.16986891,34.86627909,97.30994006,112,112,50,115,TRAIN +0X19AC1E6345765C03,27.11939862,126.4427029,173.4929467,112,112,50,74,TRAIN +0X19ACDC7E0119034A,64.01870351,16.44353504,45.7002294,112,112,50,142,VAL +0X19AD6B318F7CEFFD,64.99287758,19.89932193,56.84363795,112,112,50,190,TRAIN +0X19B044F932C6BC6C,64.0273827,37.95822837,105.5197848,112,112,50,203,TEST +0X19B8983673C64F6E,49.09528171,34.2643524,67.3107593,112,112,50,127,TRAIN +0X19B9109694DE642,57.40582293,21.91681554,51.45495711,112,112,43,44,TRAIN +0X19BC228D5D5F58,58.06876785,40.59119211,96.80419589,112,112,50,229,TRAIN +0X19BCCFDA31770A23,65.32429215,30.05357661,86.6704055,112,112,50,163,TEST +0X19BDD7CE32887463,43.12397907,35.25530782,61.98624173,112,112,50,201,TRAIN +0X19C391E6D353A95E,59.82470181,40.02526538,99.6265546,112,112,50,200,TRAIN +0X19C41F308D6663A1,61.20361027,49.64524448,127.9635678,112,112,50,181,TRAIN +0X19C438542B668FA,63.89863555,18.12358966,50.20195203,112,112,50,175,TRAIN +0X19CA4A53B93AFB3E,58.50410426,57.11619698,137.6430029,112,112,50,238,TRAIN +0X19D448273C0BF59F,55.22148768,105.6713659,235.9867722,112,112,47,113,TRAIN +0X19D929CBB3056FCE,70.05053348,31.17697921,104.0986129,112,112,50,186,TRAIN +0X19DDDD5F1F429BA0,51.14160658,91.50449796,187.2851143,112,112,50,108,TRAIN +0X19DF9461CA5F498F,69.67632022,24.2404743,79.93909207,112,112,50,201,TEST +0X19E240FFEFEBBD,66.04324638,26.60791548,78.3582429,112,112,50,141,TEST +0X19E42A10F0077B9F,27.91579385,161.1818889,223.6022251,112,112,50,161,TEST +0X19E6ED76090F947D,26.59824699,183.5339014,250.0402155,112,112,50,173,TRAIN +0X19E76D0B6EF68709,40.32149702,65.02492102,108.9587,112,112,50,152,TRAIN +0X19E82707BBBA6452,55.98760844,26.97653471,61.29304441,112,112,58,277,TRAIN +0X19EA5CB11FC1BC78,68.26176782,24.50195781,77.20013411,112,112,50,148,TEST +0X19EC4368A6646DE8,59.16594153,19.53552104,47.84124276,112,112,58,144,VAL +0X19EDAE3C1312197A,68.068959,37.49250964,117.4171228,112,112,50,170,TRAIN +0X19EE8D8054A106AF,67.9460596,40.14558709,125.2438439,112,112,50,210,TRAIN +0X19EEE7F19EFB69DF,35.03105451,85.68539114,131.8866891,112,112,50,162,TRAIN +0X19F05146FAAACB83,68.60994062,29.86740629,95.14925069,112,112,50,162,VAL +0X19F169BA719D9E9F,72.16124694,12.68611549,45.56998464,112,112,50,233,TRAIN +0X19F41F4CC412632E,65.72619123,26.08470028,76.10680347,112,112,50,225,TRAIN +0X19F5F732B9ED2EC7,54.86145209,32.43006683,71.84561385,112,112,59,210,TRAIN +0X19FD06A9BF46A803,48.49264161,55.03932455,106.857207,112,112,50,136,TRAIN +0X1A030EFDD45062FA,44.4856997,55.41115443,99.81419946,112,112,50,157,VAL +0X1A05829AEDF6C65,64.07805028,36.27441905,100.9812088,112,112,50,178,TEST +0X1A05DFFFCAFB253B,65.1436008,31.24821681,89.64843623,112,112,50,166,TRAIN +0X1A09BE7969DA1508,69.56634692,14.83660385,48.7506505,112,112,50,149,TRAIN +0X1A0A263B22CCD966,65.4545286,16.92438112,48.99160565,112,112,50,140,TRAIN +0X1A1891A9F821324E,68.91916958,33.26499941,107.027383,112,112,50,168,TRAIN +0X1A193199E812B948,64.42917871,30.22240909,84.96404636,112,112,50,155,VAL +0X1A193A8138F4DD0F,64.0939079,24.29558001,67.66422795,112,112,50,179,TEST +0X1A2629BF0939E381,64.61876936,24.44744556,69.09721655,112,112,50,161,TRAIN +0X1A296F5FCD5A0ED8,64.9571834,29.89494569,85.30976842,112,112,50,131,TRAIN +0X1A2A76BDB5B98BED,65.42513582,16.90147394,48.88370306,112,112,50,201,TRAIN +0X1A2C60147AF9FDAE,64.17785605,17.47400929,48.7799092,112,112,50,173,TRAIN +0X1A2E9496910EFF5B,56.54909473,22.96959414,52.863327,112,112,50,171,TRAIN +0X1A349D84388BD74B,60.20031334,30.64246534,76.99172509,112,112,50,177,TRAIN +0X1A36AE0874972BBE,59.56683208,24.9580253,61.72661353,112,112,50,165,TRAIN +0X1A3D565B371DC573,58.83346066,24.22841291,58.85462635,112,112,116,327,TEST +0X1A3E7BF1DFB132FB,65.75056397,36.37361253,106.2020773,112,112,50,210,TRAIN +0X1A481BE9AE4F2DCD,68.91312616,21.54830045,69.31639558,112,112,60,191,TEST +0X1A494FC3B214947B,45.22593952,50.3278713,91.88267375,112,112,50,173,TRAIN +0X1A50422240E04D03,56.0904573,34.88634256,79.45048026,112,112,50,184,TRAIN +0X1A58B506ED05C1D4,32.99933805,107.8449424,160.9610103,112,112,49,174,TRAIN +0X1A58C9DFE12C7953,58.58502408,23.04394552,55.64157653,112,112,50,108,TEST +0X1A5FAE3F9D37794E,53.51590769,42.04071082,90.44107078,112,112,50,133,TEST +0X1A62D321A1A1821B,56.00079555,38.2326295,86.89391088,112,112,53,202,TRAIN +0X1A6699291D449F74,62.45617805,20.51033493,54.6303862,112,112,50,136,VAL +0X1A6ACFE7B286DAFC,51.82126873,48.7721029,101.2316049,112,112,50,242,TRAIN +0X1A75652DD11C1689,63.60901586,15.710222,43.17064342,112,112,50,212,VAL +0X1A75CDAE16981DBC,60.2208445,31.53273642,79.26949688,112,112,50,162,TRAIN +0X1A76A1A8448B456,57.69503552,25.39110846,60.01921706,112,112,50,206,TRAIN +0X1A8797C532A3F0EF,29.53773887,84.74967224,120.2766855,112,112,47,125,TRAIN +0X1A8D85542DBE8204,58.21378021,62.27301086,149.0276248,112,112,50,188,TEST +0X1A8F20B8BF0B4B45,61.82830476,18.52836761,48.53954611,112,112,50,251,TRAIN +0X1A970F020826E7FA,60.56010231,39.81067416,100.9401051,112,112,50,202,VAL +0X1A9827D58AC404D1,32.03497998,66.22925158,97.44608559,112,112,50,211,TRAIN +0X1A9D7251E9464D49,65.20598988,26.27562022,75.51765413,112,112,50,197,TRAIN +0X1AA00FE97F010F42,60.24695841,28.96064595,72.85139649,112,112,50,151,TRAIN +0X1AA2E82F7F577905,62.3235816,18.30538663,48.58579294,112,112,40,113,TRAIN +0X1AA30623C1AE4641,69.00624374,25.66250787,82.79896007,112,112,50,177,TEST +0X1AA5F075905B8FE9,63.91806414,21.02493248,58.269968,112,112,50,151,TRAIN +0X1AA6A2C3ADD3E2F1,62.49223394,29.27293648,78.04500122,112,112,50,148,TRAIN +0X1AA8E4C0155A02E0,63.91192545,18.32878903,50.78904668,112,112,50,171,TEST +0X1AA923C15A9F0D3E,25.40106826,106.7660904,143.1201331,112,112,50,179,VAL +0X1AACBE51D95E0698,66.49140291,44.92761771,134.0778833,112,112,50,117,TRAIN +0X1AADD51FAA94E4E,63.83289378,19.93684083,55.12423557,112,112,50,164,TEST +0X1AB987597AF39E3B,32.01454766,112.037638,164.7964883,112,112,50,201,TEST +0X1ABAD3C70E6D0F27,51.38929522,81.91096715,168.5039695,112,112,50,139,TRAIN +0X1ABE578AF99E8F3E,35.3221902,43.54419776,67.32478711,112,112,50,122,TRAIN +0X1ACB73BE8C1F2C0C,65.70024378,17.59215812,51.28945526,112,112,50,57,TEST +0X1ACC87A912A57EDA,64.20719291,48.82069316,136.3980563,112,112,43,173,TRAIN +0X1AD23DC4055A4B6A,62.05817701,34.34028514,90.5077364,112,112,50,135,TRAIN +0X1AD3CDEC841DA50,70.92089053,21.8167061,75.0253584,112,112,50,291,TRAIN +0X1ADDEA184822F38E,55.13373735,27.59142485,61.49704304,112,112,50,169,TEST +0X1ADEAFA4D59610C8,63.46258599,23.89865135,65.40871049,112,112,30,102,TRAIN +0X1AE20B8AE3B5E9EF,62.29433671,23.05572231,61.14657667,112,112,50,194,TRAIN +0X1AE66E51AC2B077C,63.06526484,33.160484,89.78129627,112,112,50,201,TRAIN +0X1AE829B4D710C61B,63.17555421,29.07585133,78.95801471,112,112,50,149,TRAIN +0X1AE89E8AFB9A3EFA,66.28728991,24.00300494,71.1986811,112,112,50,194,TRAIN +0X1AE9BF9AC0788D0F,63.78938329,19.97639587,55.16723459,112,112,50,176,TRAIN +0X1AEAD01BDFAB0A10,62.44577502,20.6515626,54.99131618,112,112,50,163,TRAIN +0X1AECADC95492F71D,69.21442753,37.5482278,121.9669631,112,112,50,142,TRAIN +0X1AEE3CDCAEC1A61,58.03352038,16.26422938,38.75528644,112,112,50,179,TEST +0X1AEE776BCC482134,28.6524007,147.9193138,207.3220617,112,112,50,217,TRAIN +0X1AF21B7690DB0BCB,58.86894724,29.05988841,70.65194412,112,112,50,154,TRAIN +0X1AFA6BA6C2E2132C,55.13817077,41.65879512,92.86022401,112,112,62,276,TRAIN +0X1AFB0F66AC312843,55.0389222,40.21444158,89.44278818,112,112,50,149,TRAIN +0X1AFEC568103E25C7,69.00831779,19.7587922,63.75514587,112,112,50,194,TRAIN +0X1B000374EAD0EC4C,63.73132909,18.65321883,51.43066555,112,112,52,222,TRAIN +0X1B00A1770ABC7BD2,24.86504342,97.38183151,129.6092204,112,112,50,154,TRAIN +0X1B01EAEFBE83BEB0,54.61323744,51.92321413,114.4016696,112,112,50,214,VAL +0X1B025FF1F6B21C16,58.87179125,46.45975249,112.9632286,112,112,46,145,TRAIN +0X1B05B56F239276F3,57.74739763,32.65359896,77.28186463,112,112,54,215,TRAIN +0X1B0895E4993C1F79,55.91499434,27.01471735,61.27869771,112,112,50,156,TRAIN +0X1B0B2312599F9EA2,37.93794404,57.93718165,93.35362929,112,112,52,155,TRAIN +0X1B15DFCD442A799C,65.81979205,13.98841519,40.92548299,112,112,50,761,TRAIN +0X1B165975B5EF65D9,43.64136144,67.64664635,120.0288866,112,112,50,167,TRAIN +0X1B170168A6449950,54.18840087,31.88204667,69.59383056,112,112,50,156,TRAIN +0X1B1798BF5669FB07,64.5139191,34.66606147,97.68918006,112,112,50,135,TRAIN +0X1B18BF458FEFF359,60.59105623,23.38122962,59.32975459,112,112,56,113,TRAIN +0X1B1C20A5745C92CA,66.19544143,45.50144535,134.6015072,112,112,50,184,TRAIN +0X1B2089E659E6AA87,56.9772222,49.82677807,115.814879,112,112,50,147,TRAIN +0X1B2241C91CCDEF05,39.94348117,94.55383688,157.4414214,112,112,50,138,TRAIN +0X1B25F9E969909539,60.89133507,31.12757678,79.59253233,112,112,56,129,TRAIN +0X1B281A660811E1EA,54.64686067,50.27309177,110.8480968,112,112,50,180,TRAIN +0X1B2900BF089AD45F,56.39682932,27.32465509,62.66667002,112,112,43,149,TRAIN +0X1B2B05C3C40B72BA,71.9496646,24.05471674,85.75554049,112,112,50,171,TRAIN +0X1B2BCDAE290F6015,28.41270597,181.1292282,253.0186825,112,112,76,155,TEST +0X1B2C915522B844C2,67.33026803,18.24881498,55.85847781,112,112,50,116,TRAIN +0X1B2E5940872E3373,64.30234402,32.95756829,92.32418036,112,112,50,154,TRAIN +0X1B307E34A69B4030,54.5365265,23.134551,50.88601732,112,112,50,131,TRAIN +0X1B30B4E3D0465503,61.83522915,36.59931012,95.8981524,112,112,50,175,TRAIN +0X1B357C0B6C82BB18,61.77200625,14.17353218,37.07631708,112,112,68,204,TRAIN +0X1B379931357428C0,74.00986198,12.47529277,48.00010204,112,112,58,215,VAL +0X1B37FD032ECC5F3B,50.66785063,49.59482021,100.5324537,112,112,50,109,TRAIN +0X1B3DB601BDE717E3,50.50043329,65.64287265,132.6130247,112,112,50,196,TRAIN +0X1B3EC325B3E2311B,61.4474441,41.32455531,107.1901832,112,112,50,210,TRAIN +0X1B3FFA6126553D43,22.42220775,83.67755883,107.8627741,112,112,53,133,TRAIN +0X1B41B8EBA3A7FCCA,51.45991967,34.44957069,70.971392,112,112,50,221,TRAIN +0X1B43F368B235BE28,55.13037983,66.14287572,147.4112673,112,112,50,240,TRAIN +0X1B48047F9A40121,37.35074079,77.63894154,123.9263521,112,112,52,165,VAL +0X1B4BD1E75ADB69FF,59.77820985,34.60263874,86.029584,112,112,47,161,TRAIN +0X1B4BEF07F46727E5,56.97692709,36.67626105,85.24788809,112,112,50,172,TRAIN +0X1B4F427BC662B727,48.86799669,39.35869204,76.9746724,112,112,50,121,TEST +0X1B4F9C7AEC750887,66.21006729,22.14678894,65.542566,112,112,50,138,TRAIN +0X1B50C4EFCE4201B9,60.1285187,27.39266419,68.70239905,112,112,50,154,TRAIN +0X1B53202748E0AB3F,38.64384297,112.5187267,183.386203,112,112,50,275,TRAIN +0X1B54B78D0A2101E4,58.02548762,41.42865307,98.69954579,112,112,47,158,TEST +0X1B55DFD67FEA873F,64.13156472,49.22790999,137.2457694,112,112,50,186,TRAIN +0X1B5F80BEE43A4CE0,49.05148216,52.20953849,102.475088,112,112,50,169,TRAIN +0X1B6045BB53151A4A,49.25201502,44.65674099,87.99707221,112,112,50,161,TRAIN +0X1B65D8D908C385B,66.07087718,19.45330517,57.33512556,112,112,50,129,TRAIN +0X1B68B516EEF78BA1,51.0958944,50.96020922,104.2043579,112,112,50,188,TRAIN +0X1B6A0E49BE9C0472,64.82031058,30.98831314,88.08580647,112,112,54,196,VAL +0X1B6B465FEA68FBEA,47.24152431,57.98531952,109.9071168,112,112,50,198,VAL +0X1B71C9A73CCCC8B7,26.44387203,185.9275887,252.7696792,112,112,50,141,TRAIN +0X1B780BD98DA7D4D9,49.30631217,49.75825583,98.15473674,112,112,50,250,TRAIN +0X1B7833C5A54B5FF2,21.49495408,178.8682662,227.8430183,112,112,50,174,VAL +0X1B78D94323028328,56.41451923,48.10226653,110.3630514,112,112,50,172,TRAIN +0X1B7B728C3E99A716,67.7225762,13.68865901,42.40939145,112,112,50,128,VAL +0X1B7E00757AF6858B,52.42497581,50.00812068,105.1142307,112,112,50,167,TRAIN +0X1B7EDA7973C0A9E,63.64762994,18.44327024,50.73471196,112,112,50,162,TRAIN +0X1B861DB510984105,74.71362602,44.46629722,175.8508249,112,112,50,152,TRAIN +0X1B86D91E09FF9EBA,68.66272387,40.77791231,130.1258991,112,112,46,150,TRAIN +0X1B8D4F0D26BB0826,63.15482644,38.45612207,104.3722104,112,112,50,206,TRAIN +0X1B8DC2233ED16EA9,56.16234175,45.61272899,104.0491915,112,112,50,141,TEST +0X1B8FD7CA891CA2CD,9.48244713,319.4678008,352.9346416,112,112,47,144,VAL +0X1B94E05BA6E96C70,35.59015434,79.6617979,123.6795355,112,112,54,166,TRAIN +0X1BA1268DB195A3F,23.41203191,129.0111344,168.4483054,112,112,48,127,VAL +0X1BA265AD5BF096E5,34.61394109,155.7423782,238.1889669,112,112,47,190,TRAIN +0X1BA53DA5F128AB92,55.9823856,35.28651552,80.16453413,112,112,50,174,TRAIN +0X1BA556585D2FE6A7,46.61360932,57.7640257,108.1999082,112,112,50,201,TRAIN +0X1BA619D4A0E2746,55.76636849,34.26905305,77.47284561,112,112,50,212,TRAIN +0X1BA7A8147245AB28,69.62200937,13.74931913,45.26079191,112,112,50,135,TRAIN +0X1BA8C753E08FB53F,63.59812116,65.56387063,180.111227,112,112,50,231,TRAIN +0X1BA9676E9B1FAEA7,63.02944992,28.31830815,76.59693483,112,112,53,171,TRAIN +0X1BACE554294DDF8,52.72845202,48.29679792,102.168852,112,112,50,137,TRAIN +0X1BB19B668CF2A22E,59.97726821,46.24109401,115.5370759,112,112,50,216,TRAIN +0X1BB47462D0C470D5,61.59899041,7.970048668,20.7547894,112,112,50,141,TRAIN +0X1BB609E66AC34DE,66.19621604,33.56233076,99.28572137,112,112,50,201,TRAIN +0X1BB91877C1F2F21E,64.51327557,22.2643235,62.73986641,112,112,50,124,VAL +0X1BC515434037562D,65.32303577,13.00321827,37.49814481,112,112,50,100,TRAIN +0X1BCA2217072BCB55,61.74598421,33.35640062,87.19712149,112,112,51,204,TRAIN +0X1BCA569AEE7FCFC6,59.21676464,38.63573122,94.73434579,112,112,50,202,TRAIN +0X1BCAECCA681C2F1A,63.55418508,29.22814951,80.19617498,112,112,50,218,TRAIN +0X1BCC6B1BA8FEBC5,55.14410122,42.72062776,95.23970965,112,112,50,165,TRAIN +0X1BCC9803878310C8,67.66348797,27.92729751,86.36459457,112,112,57,192,VAL +0X1BCD0AD72ECB908A,55.70739636,37.40242772,84.44395824,112,112,88,278,TRAIN +0X1BD453F455D30DEA,71.65737217,7.899978639,27.87313402,112,112,50,153,TRAIN +0X1BD5EEAC641B0443,58.84510747,31.957296,77.65126826,112,112,50,132,TRAIN +0X1BD7A625C9DA5292,34.41889285,15.34437252,23.39755028,112,112,50,106,TRAIN +0X1BDA3760E526CD15,23.86134684,267.207212,350.9481728,112,112,50,194,TEST +0X1BDE353AD84F913D,68.06670176,17.88694277,56.01345226,112,112,33,197,TRAIN +0X1BDEEC24D5FC570C,60.67793894,27.62512396,70.25349949,112,112,58,176,TEST +0X1BE3FBED90CBC6BB,39.61658233,61.18501583,101.3275137,112,112,50,147,TRAIN +0X1BE64129E54E4042,69.09767848,20.73995812,67.11456323,112,112,61,293,TRAIN +0X1BEA6959BDF3CC69,71.37490343,23.42388665,81.82989562,112,112,50,144,TRAIN +0X1BED31FBCDA78011,63.75239712,31.18154776,86.0237513,112,112,50,232,TRAIN +0X1BF00F2E669B915E,24.97129638,190.7431837,254.2269485,112,112,50,201,VAL +0X1BF56B66ECD93FED,57.56429339,33.58058394,79.13284972,112,112,50,157,TRAIN +0X1BFF8D71CA0070FF,63.47240803,55.81261087,152.7957576,112,112,50,183,VAL +0X1C0BDFA4E539B43B,58.32983077,25.31495808,60.75079258,112,112,62,215,TRAIN +0X1C12CFE9B3EC7C95,69.9028029,27.80756863,92.39255252,112,112,59,201,TRAIN +0X1C15B7D4A1339799,54.61672472,45.18250859,99.55761965,112,112,56,227,TRAIN +0X1C1A328EA29B6CC3,45.6118092,55.38160523,101.826526,112,112,50,171,VAL +0X1C1E4272FA7678DD,63.93685548,26.74433367,74.1597385,112,112,50,140,TRAIN +0X1C1F4EA2045C5402,51.34959346,67.65194364,139.0573038,112,112,50,229,TEST +0X1C32622E5515DFF5,67.42833951,19.0402907,58.45661662,112,112,50,264,TEST +0X1C33DE87BFF16258,55.13708953,48.68843179,108.5271358,112,112,59,234,TRAIN +0X1C3559AB35305292,62.04794055,25.11878158,66.18555607,112,112,50,159,TRAIN +0X1C46CC78DD272DA9,68.18658836,16.89127115,53.09481215,112,112,50,152,TRAIN +0X1C48B213563D806E,40.03082408,69.63210758,116.113164,112,112,47,131,TEST +0X1C4BA7E6CC226887,72.01239862,12.32163823,44.02534559,112,112,50,201,TRAIN +0X1C569B8A2AA3A56B,55.12017948,28.38081999,63.23737407,112,112,50,107,TRAIN +0X1C5B6810C6224D33,66.65507314,34.95043036,104.8148359,112,112,50,209,TRAIN +0X1C5E88A031705A5E,69.40858293,16.65420555,54.44077831,112,112,50,154,TRAIN +0X1C60E6C39540CE11,57.35085072,46.93868968,110.0577397,112,112,50,151,TRAIN +0X1C635AEB198CFFC6,60.40987691,35.15811608,88.80527097,112,112,50,168,TRAIN +0X1C646F03E10DDA20,59.9871851,21.06958288,52.65708732,112,112,43,167,TRAIN +0X1C64E294328A8F14,62.99962159,27.86065777,75.29830496,112,112,50,163,TRAIN +0X1C65E2F2670EDE62,52.99280894,19.65673167,41.81643536,112,112,68,160,TRAIN +0X1C71836EDBA989E0,45.20270806,61.28662117,111.8424269,112,112,50,192,TEST +0X1C7404B2998743AC,59.49151623,17.58575042,43.41251212,112,112,73,258,TRAIN +0X1C7A7B6A9AF3D511,57.98422236,46.94229693,111.7254031,112,112,50,201,TRAIN +0X1C7C2D50F32C91CF,65.101337,22.5052665,64.48747476,112,112,50,204,TRAIN +0X1C7C566D4F68F6D2,55.31457353,27.69433356,61.97620957,112,112,58,157,TRAIN +0X1C7D028B07255C1B,62.69757698,26.5094938,71.06641246,112,112,50,174,TRAIN +0X1C8054277A139381,62.21107285,30.13805362,79.75366301,112,112,28,81,TRAIN +0X1C82AA09A1D277E8,41.9094653,22.87324941,39.37517451,112,112,50,108,TRAIN +0X1C82B217189FDD84,62.36528662,35.00389744,93.00960283,112,112,58,196,VAL +0X1C84462026E440E0,66.58304344,21.19986321,63.44043681,112,112,50,182,TRAIN +0X1C85315EEDEFF010,60.01106071,28.10694136,70.28678894,112,112,50,184,TRAIN +0X1C88C00C2ED813C3,64.29113517,32.1745485,90.10241197,112,112,50,252,VAL +0X1C89EE0FA8900904,60.43113854,27.46637007,69.41410256,112,112,50,189,TRAIN +0X1C8A2199662FE731,56.06180048,48.43421477,110.2325887,112,112,50,187,TRAIN +0X1C8C0CE25970C40,55.99568445,23.21110315,52.74733366,112,112,50,46,TEST +0X1C9CCA2A21942E09,67.39360611,9.459615702,29.011536,112,112,50,206,TRAIN +0X1C9F9EC57DDAFE0B,60.15249996,29.66975604,74.45826214,112,112,50,201,TRAIN +0X1CA16A648FE49910,43.08529215,79.14258489,139.0547151,112,112,47,161,TRAIN +0X1CA24B09EF768629,60.93736843,24.32896947,62.28195206,112,112,50,204,TRAIN +0X1CAD9DE1F782AF55,65.90235434,18.34950151,53.81457035,112,112,27,63,TRAIN +0X1CAF8DA4E12CFBA4,32.67926689,83.80224108,124.4820685,112,112,54,194,TRAIN +0X1CB1B34B202C4041,67.22561208,20.03541764,61.13132514,112,112,50,172,TRAIN +0X1CB4A8300D2A3A7E,61.14146805,31.88671931,82.0584765,112,112,50,164,TRAIN +0X1CB543E7827F3A19,49.66302872,69.33727811,137.7462258,112,112,50,138,TRAIN +0X1CB789DF05D5561C,62.31978179,30.02014097,79.67082568,112,112,50,184,TRAIN +0X1CB9B564C2B0F615,57.47388036,17.83081817,41.92909751,112,112,61,159,TEST +0X1CBC3578B6638C3B,54.96583646,31.5542954,70.06746194,112,112,51,168,TRAIN +0X1CBE92E8D0B12C7,66.36709643,34.24277433,101.8133158,112,112,50,152,TRAIN +0X1CC5A2587BAEBD73,57.4817312,33.27041938,78.24970375,112,112,68,217,TRAIN +0X1CC8CF03024E9245,58.05080336,41.34065919,98.54934659,112,112,50,137,TRAIN +0X1CD114B3DED2907A,58.06284296,48.66692492,116.0472677,112,112,64,209,TRAIN +0X1CD9761078D7F70F,57.47977054,34.37584425,80.84585783,112,112,50,233,TRAIN +0X1CD9AB4AB31F2DB3,69.24765667,35.45688893,115.2981695,112,112,51,205,TRAIN +0X1CDCF35D2D2D80ED,55.79686986,33.65887463,76.14590759,112,112,50,229,VAL +0X1CDD9C054D8FB60D,24.95549174,147.6796461,196.7894114,112,112,50,145,VAL +0X1CDE7FECA3A1754B,50.89240047,44.45455396,90.52479531,112,112,50,165,TEST +0X1CEBFD3654DFE9D3,48.01663376,73.14334945,140.7052962,112,112,35,94,TRAIN +0X1CEDB27808EA7730,69.61002618,29.60831159,97.42789436,112,112,50,177,VAL +0X1CF4B07994B62DBB,71.29609862,21.38690903,74.50871835,112,112,50,58,TEST +0X1CF55D59270F6C7,72.6040772,10.46218471,38.1888385,112,112,50,173,TRAIN +0X1CF81033C527E6A3,69.23114202,26.86995119,87.32839941,112,112,50,153,TRAIN +0X1CF9770B0D12C750,58.6420888,27.59600917,66.72486199,112,112,99,282,VAL +0X1D002C3879CAE6C1,33.66425026,56.67921694,85.44294316,112,112,50,143,TRAIN +0X1D00424C7EBCCA52,64.28516643,18.67238792,52.28188418,112,112,50,188,VAL +0X1D026A00CF69D6B,64.81007863,15.85459169,45.05435383,112,112,52,89,TRAIN +0X1D04C25FA7BF8956,50.10292507,41.13208278,82.43385577,112,112,50,159,TRAIN +0X1D07317451CD15C,34.70619325,78.0333818,119.5111538,112,112,50,180,TRAIN +0X1D0C24D004481BF1,55.2042578,40.35303931,90.0823099,112,112,50,179,VAL +0X1D0EE9FA3D7BAB92,58.28580023,21.20482338,50.83358544,112,112,51,178,TRAIN +0X1D0F905BD24A0655,46.64272135,81.71547203,153.1477506,112,112,50,196,TRAIN +0X1D15ED3F501B5ED7,64.84428334,16.25916516,46.24899364,112,112,50,180,TRAIN +0X1D181F5019010E4B,50.30845443,49.15436534,98.91897058,112,112,50,128,TEST +0X1D1827F63E2BF135,35.31667358,80.52381238,124.4892878,112,112,50,178,TRAIN +0X1D1CFF6024EE3376,69.55911019,35.12623217,115.3916078,112,112,50,180,TRAIN +0X1D1F9CC83450E37E,75.42076522,10.92293328,44.43968,112,112,50,186,TRAIN +0X1D20B8AA6F51A9C9,59.64479567,24.27091608,60.14321196,112,112,50,214,TRAIN +0X1D21C27167358D98,55.96745692,18.6622617,42.38288409,112,112,50,255,TRAIN +0X1D22C277EE981F30,23.67082446,111.9557439,146.6749027,112,112,26,96,TRAIN +0X1D24CEA29A24560B,63.11747124,25.06031558,67.94630526,112,112,55,148,TEST +0X1D2517EEA27B805F,59.99827638,14.65706352,36.64107991,112,112,50,228,TRAIN +0X1D26D7A594FADAA2,69.8873035,21.51519173,71.44890437,112,112,50,222,TRAIN +0X1D3210B98E59078A,55.85449899,22.65512303,51.3192115,112,112,50,193,TRAIN +0X1D393AED88F9D056,45.31716718,81.42000792,148.8950073,112,112,50,220,TEST +0X1D3B87F45396BF74,64.73063806,25.49273733,72.28012056,112,112,55,240,VAL +0X1D3D82FD91F61757,66.06621111,23.68140455,69.78709222,112,112,50,137,TRAIN +0X1D435EAAB297493F,62.54107955,23.22931047,62.0127601,112,112,50,186,TRAIN +0X1D458DED386FFD57,44.79796864,70.28917844,127.3307824,112,112,50,304,TRAIN +0X1D47DAD797C08240,56.11289303,29.75566273,67.8004653,112,112,50,127,TRAIN +0X1D484F34365B129A,59.80220033,43.91591733,109.2495552,112,112,57,202,TEST +0X1D531494AA297EA7,63.40061489,25.18884782,68.82314482,112,112,50,118,TEST +0X1D5340ABC7E874A0,44.3084848,42.96885829,77.15512523,112,112,50,121,TRAIN +0X1D56758A76508E6B,15.31031571,220.3471104,260.1817592,112,112,50,159,TRAIN +0X1D56E0444C390AAB,32.92198466,62.1203263,92.60907018,112,112,72,258,TRAIN +0X1D5C7F82BC641385,47.59272772,82.73360864,157.8666568,112,112,35,86,TRAIN +0X1D5D36D11FB698E6,67.7251754,16.56629215,51.32883714,112,112,50,201,TRAIN +0X1D6C97E5EE466774,67.76712822,17.29931518,53.6697918,112,112,50,239,TRAIN +0X1D72D240D0D428E7,62.94452192,40.7307114,109.9181916,112,112,50,146,VAL +0X1D79693A227013AF,40.05500377,42.47177401,70.85124144,112,112,50,112,TRAIN +0X1D7D9F50E7714DF3,57.17730244,49.87043794,116.4579552,112,112,50,167,TEST +0X1D82C79739A0FA64,56.56895598,70.05869656,161.3101829,112,112,50,172,VAL +0X1D855297E0E75B59,55.18210211,58.03704581,129.4952431,112,112,43,155,TEST +0X1D865EBAD1A947E4,34.31033606,97.66236585,148.6723481,112,112,26,125,TEST +0X1D89AB9610940667,30.45411687,106.6956323,153.4176108,112,112,50,209,TEST +0X1D8AB94351A8029D,66.21584986,16.12127452,47.7184551,112,112,72,142,TRAIN +0X1D8B6731487F309,59.29552591,23.23715431,57.08746969,112,112,50,133,TRAIN +0X1D8D28801D701B6,57.56554519,25.66507729,60.48169442,112,112,30,88,VAL +0X1D903A5F71B0415B,58.4050127,49.48932683,118.9790647,112,112,50,181,TRAIN +0X1D964059BBD23752,64.20965536,17.35418444,48.488453,112,112,50,151,TRAIN +0X1D97238D22053D7F,56.29776453,39.85190266,91.18962048,112,112,50,201,TRAIN +0X1D9BD6464304E4C1,69.11883137,12.54575791,40.62591691,112,112,72,198,TRAIN +0X1DA42DFD1ADF56A2,61.78749245,23.15800268,60.60320079,112,112,50,189,TEST +0X1DA5AC481B10C795,68.94455261,18.80664473,60.55827983,112,112,50,145,TRAIN +0X1DAD3979E64B1EB0,65.22747483,14.06409148,40.44598835,112,112,50,174,TRAIN +0X1DAD96580464A3AE,52.10816579,41.63523013,86.93596899,112,112,50,167,TRAIN +0X1DAFA784FB6CD2DC,55.68862089,38.49659458,86.87744628,112,112,50,235,TEST +0X1DB488AC3583E3D6,65.51980624,25.8619065,75.00510781,112,112,52,146,TEST +0X1DBA02F07308FF4,57.65013773,43.59636924,102.9433554,112,112,50,176,TEST +0X1DBA0F198086D94D,59.78909802,26.40449131,65.66500627,112,112,50,161,TRAIN +0X1DBC6610903DEE15,61.51982335,25.91179756,67.33804212,112,112,50,146,TRAIN +0X1DBC96AF6E04AFAE,68.95023494,15.72614679,50.64819897,112,112,50,209,TRAIN +0X1DBFE6B5E123C051,24.31081781,121.1308025,160.0371401,112,112,50,222,TRAIN +0X1DC2DFB2C2B235E0,47.82573906,73.61004671,141.0849821,112,112,50,149,TRAIN +0X1DC37C23058344DB,59.54443375,31.09091868,76.85201707,112,112,50,145,TRAIN +0X1DCA0E401C075C0B,61.90809744,16.09645622,42.25689751,112,112,50,154,TRAIN +0X1DCB42B624F74B6A,61.03458727,19.97526167,51.26408338,112,112,50,192,TRAIN +0X1DCD463A9C38E795,63.66330824,23.48595937,64.63428076,112,112,56,158,TEST +0X1DD34527824BAE2B,60.18059942,31.23568397,78.44338066,112,112,82,247,TRAIN +0X1DD541B1AA7D27F5,62.36277333,31.49247516,83.67373993,112,112,50,141,VAL +0X1DD7E4C84703951C,35.00584763,104.0954391,160.1612381,112,112,50,201,TRAIN +0X1DD94B6FED393031,64.38413681,35.83587878,100.6177461,112,112,50,113,VAL +0X1DDB2D8370136DF6,62.44463376,11.85458618,31.56562528,112,112,50,166,TRAIN +0X1DE0D259C9FFED67,70.0873568,13.29971311,44.46184519,112,112,50,185,TRAIN +0X1DE1700F4DDEF5AB,52.14141153,70.64442341,147.6107542,112,112,50,177,TRAIN +0X1DE841B07C0641E5,54.46426821,28.83516282,63.32425479,112,112,58,224,TEST +0X1DE88A76BA76EB42,53.26048866,41.67194839,89.15786066,112,112,50,180,TRAIN +0X1DEBBA3CCE0C4044,23.19721303,241.8121289,314.8481174,112,112,40,119,TRAIN +0X1DECC0FD3CEFBBF9,64.45408007,40.53043327,114.022744,112,112,50,162,TRAIN +0X1DEE80021337DE93,76.02837415,26.11818547,108.954585,112,112,52,201,TRAIN +0X1DF7163A74801695,66.63770907,34.96815976,104.8134249,112,112,50,252,VAL +0X1DF725E212D34FF2,59.49594149,24.38664245,60.20789853,112,112,53,171,TRAIN +0X1DF846341FD06B89,68.55899249,14.17112442,45.07210661,112,112,50,132,TRAIN +0X1DF8F6CF6E254FA1,75.77067526,8.788909877,36.27385398,112,112,50,103,TRAIN +0X1DFB35BA6E0A7B20,60.76913172,33.91959435,86.4614928,112,112,50,123,TRAIN +0X1E0132313BE50536,47.64028181,61.89597533,118.212965,112,112,50,162,VAL +0X1E042B3994B076CF,31.13613962,101.8686607,147.9276069,112,112,38,167,TRAIN +0X1E0D4D57EA9C0D47,61.38957762,27.82928999,72.07714467,112,112,50,172,VAL +0X1E125FF0DBDEDD8E,66.8980596,34.33342608,103.7202825,112,112,50,197,TRAIN +0X1E12C1907286203F,57.55775743,31.96151892,75.30591454,112,112,50,115,VAL +0X1E12EEE43FD913E5,63.19669652,39.4874019,107.293091,112,112,47,145,TEST +0X1E1603F30AB541CC,69.5407981,14.16702884,46.51149063,112,112,51,188,VAL +0X1E19B51380EDA781,68.92836022,29.82004055,95.97189194,112,112,106,277,VAL +0X1E1CEE4FB1052A3A,61.96659683,53.33007713,140.2190514,112,112,50,193,TRAIN +0X1E24B73EF1088C16,58.97112557,16.08832608,39.21220434,112,112,50,154,TRAIN +0X1E254C7288E039E1,58.78851657,29.73491682,72.1520177,112,112,50,174,TRAIN +0X1E2A3EA85194639F,67.58944084,15.94388958,49.1935036,112,112,50,125,TRAIN +0X1E319F331B8638F7,69.38614417,27.89556243,91.12070884,112,112,50,161,TRAIN +0X1E3950AF8323C7C3,59.62989074,13.50677359,33.45736199,112,112,30,92,TRAIN +0X1E3989E1CA499ADC,55.00790967,29.57707441,65.73838689,112,112,50,207,TRAIN +0X1E41619BEA0A4042,67.02080763,13.07865759,39.65730101,112,112,50,43,TRAIN +0X1E4214A580D40B2B,37.38063781,103.9270561,165.966328,112,112,50,178,VAL +0X1E4319B75C24DB18,64.0588214,28.62275105,79.63776417,112,112,50,172,TRAIN +0X1E433E7966FD7332,27.62884885,44.59607378,61.62134092,112,112,50,136,TEST +0X1E4717D992CFA5F4,39.68073685,83.96627086,139.2030779,112,112,50,213,TRAIN +0X1E4C615D9F0C3287,58.04627274,22.74442476,54.21312061,112,112,50,192,TRAIN +0X1E4FB78F8BCBB9B2,64.37508214,22.6547909,63.59254212,112,112,50,144,TRAIN +0X1E4FC262266FC8D6,43.82095672,38.40745476,68.36616025,112,112,50,159,TRAIN +0X1E4FEF1411B063A7,44.56437212,32.10156476,57.90782207,112,112,50,152,TRAIN +0X1E50146E7EAFF53E,33.94753809,62.26743169,94.26966065,112,112,80,256,TEST +0X1E5364575AD6FAD4,47.77509416,54.83176623,104.9916038,112,112,50,216,TRAIN +0X1E544C386296BE42,48.92439611,44.32381282,86.78079052,112,112,58,151,VAL +0X1E5936D90E75B1A7,62.29328311,24.74494552,65.62476812,112,112,50,251,TRAIN +0X1E611525E31DDA7B,61.77393421,22.27973125,58.28413358,112,112,50,180,TEST +0X1E61DC4342BD6300,58.36092115,38.58541187,92.66634359,112,112,50,164,TRAIN +0X1E62CC48E5EF3624,58.04621534,27.68322234,65.98504179,112,112,50,224,TRAIN +0X1E6321147D13B4BC,65.59255698,26.60117375,77.31226563,112,112,50,170,TRAIN +0X1E635D1244D8F305,62.67269581,41.86238746,112.1495066,112,112,55,172,TRAIN +0X1E6679C7134CBE5D,62.19331174,36.30538396,96.02899812,112,112,50,206,TRAIN +0X1E67F4F64EDDA6ED,49.05591965,43.10210969,84.60670876,112,112,51,164,TRAIN +0X1E6815E1D578374,57.81293248,21.72060522,51.48640684,112,112,50,182,TRAIN +0X1E6CBE38BF082CC,51.04063415,68.49645036,139.9046927,112,112,50,170,TRAIN +0X1E72A706170A99CF,58.75584943,45.76285178,110.9559808,112,112,50,165,TRAIN +0X1E737062D3FC72DB,62.14446393,15.54552414,41.06539162,112,112,50,225,TRAIN +0X1E749B73E6D4B963,46.28974484,49.44135278,92.05197897,112,112,67,168,VAL +0X1E761ED7D7755949,63.62129545,28.05626694,77.12277632,112,112,50,198,TRAIN +0X1E7DD9435BBDEFC1,72.67535526,9.766641145,35.74297575,112,112,50,161,TRAIN +0X1E8097AF20639AFD,51.78176892,41.03532692,85.1033437,112,112,62,264,TRAIN +0X1E840F388269AE5D,58.18779507,29.76820522,71.19501416,112,112,50,114,TRAIN +0X1E8826D9BE12BF0D,50.64168736,29.20206364,59.1634156,112,112,50,159,TRAIN +0X1E890CFC7E9C3E14,48.64650508,31.78433871,61.89323386,112,112,50,130,TRAIN +0X1E89470188B772FB,44.87298499,72.53165653,131.5718918,112,112,50,176,VAL +0X1E8B7A7B0312AD0B,65.15155325,13.61089046,39.05738053,112,112,50,154,TRAIN +0X1E9465782E2D5B16,59.90507857,15.54079212,38.76000144,112,112,50,151,TRAIN +0X1E9C4F25D31278C7,65.03976252,33.25669959,95.12721304,112,112,50,127,VAL +0X1EA0FB82B5B28F2F,54.84426427,60.83353114,134.7193887,112,112,50,139,TEST +0X1EA2B431C3A155AA,68.70900119,19.89406266,63.57758913,112,112,50,206,TRAIN +0X1EA3EC569C1E2C60,61.87180398,20.86476446,54.72266364,112,112,50,214,TEST +0X1EA50DD28B65A0EC,58.46227031,38.74670392,93.2807455,112,112,50,113,TRAIN +0X1EA6F8F85D1A8178,61.27709482,42.28631008,109.2023181,112,112,50,168,TRAIN +0X1EA7A5960D8A5576,67.65319597,26.90321381,83.17116518,112,112,50,72,TRAIN +0X1EA7A71E2DBC4AC0,70.12427762,20.56978203,68.85116204,112,112,50,146,TRAIN +0X1EA7B071C64DA43E,69.96121471,16.16052628,53.79886745,112,112,72,371,TRAIN +0X1EAA8A2138A834E0,63.46386565,31.08516066,85.08059546,112,112,50,146,TEST +0X1EB543E46AF39064,63.91796433,36.62179652,101.4959268,112,112,50,240,TRAIN +0X1EB9E86F4FA26B5B,65.12405449,43.23646774,123.9721737,112,112,50,190,TEST +0X1EBDE8F8E5BA979D,68.37092937,30.22966199,95.57556192,112,112,68,166,VAL +0X1EC139D3F3A2D516,63.25333583,24.70746846,67.23730987,112,112,47,160,TRAIN +0X1EC55C31E1027A7D,53.22510889,47.6129137,101.7916078,112,112,50,110,TRAIN +0X1ECA00B8BAB9E432,34.97719892,129.7729138,199.5806266,112,112,50,245,TRAIN +0X1ECE22D7A0081047,66.479218,22.14132783,66.05253967,112,112,50,169,VAL +0X1ECE8E201253DCBB,56.06422825,35.06693313,79.81408254,112,112,50,188,TRAIN +0X1ED03199B5CD723F,64.13235825,31.62040078,88.15857199,112,112,50,182,TRAIN +0X1ED182EA95B3349E,59.18215117,42.5266992,104.1865273,112,112,33,95,VAL +0X1ED8BDD5ABC0E688,63.16711629,35.88436918,97.42481598,112,112,59,233,TRAIN +0X1EDA0F3F33F97A9D,34.97888306,58.68892303,90.26132709,112,112,50,147,TEST +0X1EDC550222BB3CB7,59.02246825,24.66380976,60.1886173,112,112,50,196,TEST +0X1EDE39935530AE94,60.19626443,49.07082,123.2819465,112,112,50,219,TRAIN +0X1EDF77660FB2302C,26.07489477,93.85711144,126.962432,112,112,50,201,TRAIN +0X1EE30D34D1CBF56A,63.13544858,16.85723453,45.72749125,112,112,50,140,TRAIN +0X1EE5D4C563C42FFC,59.1625328,33.71975033,82.57062115,112,112,50,128,TRAIN +0X1EF35FFC92F4F554,61.39202351,29.08179843,75.32588102,112,112,104,499,TEST +0X1EF97820A1259D69,65.05445874,38.64938368,110.5988984,112,112,50,219,TRAIN +0X1EFB6CCF125DF19C,26.95997955,231.4379717,316.8646042,112,112,50,169,TRAIN +0X1EFC35B469AE1CEC,62.39089898,36.3855997,96.74679456,112,112,50,266,TRAIN +0X1EFF5D4EF0A8CAF8,23.01249473,145.685918,189.2331976,112,112,50,186,TRAIN +0X1F00CAA7AC31402B,54.92733494,41.5778218,92.24620231,112,112,50,196,TRAIN +0X1F016C2C0B4EC219,58.21207987,19.79034829,47.35901723,112,112,50,201,TRAIN +0X1F042F557F67EF0C,54.15091362,59.10170027,128.9048592,112,112,50,120,TRAIN +0X1F0B89ADC5D08D7B,55.83715801,29.03821766,65.75260184,112,112,50,131,TRAIN +0X1F0E003D44A08AC1,54.63831132,92.92862302,204.8614717,112,112,50,207,TRAIN +0X1F110BEB95539840,63.15352009,19.44931342,52.7847259,112,112,50,177,TRAIN +0X1F129E3C07702D2D,63.7085249,17.39972026,47.9443732,112,112,50,201,TRAIN +0X1F147D6EB6F7A33E,64.69582063,25.25421618,71.53321968,112,112,50,224,TRAIN +0X1F16283D4711432A,59.15107847,44.53459398,109.0226922,112,112,50,190,TEST +0X1F167F8B80CBF9E1,64.21901218,27.11796242,75.78874725,112,112,50,124,TRAIN +0X1F19C2EE177D0051,59.99041267,15.96389152,39.90016541,112,112,50,205,TRAIN +0X1F1B83FF55E4E8,65.22854263,30.31942128,87.19629136,112,112,50,182,TRAIN +0X1F1EBF404A2CBB95,21.22813881,174.1046813,221.0239528,112,112,50,160,TRAIN +0X1F1FD906BE4B4E5C,33.04487891,79.7042754,119.0413431,112,112,50,160,TRAIN +0X1F21C6B7573013C2,57.92489397,59.2202869,140.7489903,112,112,50,174,TRAIN +0X1F22C0D0D9D6CEA7,65.40158309,21.64907832,62.57245347,112,112,50,102,TRAIN +0X1F24BEDFA7735AC2,56.53655613,36.84918113,84.78200955,112,112,50,162,TRAIN +0X1F2549CEA36F670D,60.97300814,34.73616516,89.00548955,112,112,50,149,TEST +0X1F28DD950C91E736,56.07008113,41.31598222,94.04975764,112,112,50,188,VAL +0X1F295B3610D3C821,37.32067834,64.4376003,102.8051973,112,112,50,150,TRAIN +0X1F296AC6184AEEA2,57.55824153,29.70170686,69.98227201,112,112,50,212,TRAIN +0X1F2DF5CA165B89C1,57.48014399,33.90418232,79.73729334,112,112,50,140,TRAIN +0X1F30E6AC3FE50EE3,46.02938482,33.60590085,62.26703316,112,112,50,193,TEST +0X1F32D3B154B596AC,57.94557861,23.02618063,54.75329317,112,112,50,235,TRAIN +0X1F341EB2BB60BC7E,64.77367936,16.00510564,45.43507625,112,112,50,165,TEST +0X1F38A18115D35B80,64.22806638,25.25188543,70.5913348,112,112,63,272,TRAIN +0X1F3A4CF3F7A776F2,61.90440803,47.20387618,123.909024,112,112,50,176,TEST +0X1F3FC0C8E6884E5E,65.40019588,25.41085541,73.44219442,112,112,50,150,TRAIN +0X1F4145A50D7D74A1,13.65227598,254.0719222,294.2427552,112,112,50,135,TRAIN +0X1F415D2BD4F791F1,59.71674058,43.04561099,106.8573189,112,112,50,190,TRAIN +0X1F41F0CD400CE121,68.01173379,22.75404853,71.13248457,112,112,50,154,TRAIN +0X1F4449F6E867C79D,59.43571007,26.31746497,64.87840663,112,112,50,164,TRAIN +0X1F5282DEF12F1522,48.90927446,44.68087387,87.45398191,112,112,50,173,TRAIN +0X1F5743D01B9FF8A7,50.29896017,34.88234493,70.18433629,112,112,50,197,VAL +0X1F636F27771CFA8A,50.38250696,44.54191536,89.77058822,112,112,61,165,VAL +0X1F6E5F98F771906C,62.1356844,19.325877,51.03981597,112,112,50,120,TRAIN +0X1F7368994CBAFA05,61.84531038,30.10669133,78.90692241,112,112,50,144,TEST +0X1F73F80777A9A18E,61.89281649,24.0498114,63.11096539,112,112,50,177,VAL +0X1F7426166F480035,60.29248365,27.87948426,70.21210799,112,112,50,84,TRAIN +0X1F76CC06470CA08E,63.58776821,37.38304163,102.6661641,112,112,50,139,TRAIN +0X1F7896620951FFD,56.09301684,33.88434235,77.17301422,112,112,50,173,VAL +0X1F7984F85C024A44,52.73990551,80.78057163,170.9276558,112,112,50,172,TRAIN +0X1F7B281D395F60DF,48.36610443,35.7997586,69.33383237,112,112,50,134,TRAIN +0X1F7C341DFC185B04,66.16104924,14.78314384,43.68676777,112,112,53,170,TRAIN +0X1F89A004D9EC9D11,24.08897828,122.7469611,161.6984705,112,112,64,314,TRAIN +0X1F8C3C7F157F3494,65.08327357,27.62151263,79.10682202,112,112,50,111,TRAIN +0X1F8D2F8CEE622FC2,62.13211601,29.09329241,76.82840801,112,112,50,206,TEST +0X1F8FD3228136CADC,63.60005793,25.74615405,70.731305,112,112,50,182,VAL +0X1F96B3B6851A691F,19.48640522,114.8953096,142.7029931,112,112,50,102,TRAIN +0X1F9747E8DFC8C33F,64.47045574,26.94239594,75.83096406,112,112,50,155,TRAIN +0X1F97A5C0DC538F71,56.0912619,39.74510124,90.51752104,112,112,50,157,TRAIN +0X1F97C88FCA1837FC,32.78540121,155.4467319,231.2692996,112,112,50,164,TRAIN +0X1F984B05E47C44E8,67.99739862,42.06862772,131.4537753,112,112,52,218,TRAIN +0X1F9860EB836A4AD5,56.25416961,46.95766199,107.3420291,112,112,50,864,TEST +0X1F9A2F0F949DA53C,46.71160733,50.21475102,94.23206164,112,112,50,192,TRAIN +0X1F9B2F6750598383,60.12606834,44.72372466,112.1628162,112,112,57,259,TRAIN +0X1F9EC90B561B66F0,64.76827238,17.13394758,48.63215272,112,112,50,173,TRAIN +0X1F9F3763AB755914,88.14206093,5.394161778,45.48987601,112,112,50,143,TRAIN +0X1F9F7D8AA7E0AD33,60.9619321,26.93918492,69.00747493,112,112,58,154,TRAIN +0X1FA2FD1613FF2ABA,39.07679304,69.95959835,114.832429,112,112,50,187,TRAIN +0X1FA393110F28F205,50.01759924,22.26517706,44.54603365,112,112,50,163,TEST +0X1FA69C9259AB1323,61.20020683,32.41468667,83.54345222,112,112,50,207,TEST +0X1FAB4A096967CE44,65.57359196,79.89198454,232.0659897,112,112,43,197,TRAIN +0X1FB746B9CC0A2C34,59.65823054,57.58860263,142.7518014,112,112,73,282,TRAIN +0X1FB77879F86A9295,62.86275706,13.10344869,35.28384893,112,112,50,212,TRAIN +0X1FB83321A4C5E14A,68.69685143,11.6234597,37.13191876,112,112,50,178,TRAIN +0X1FBB4B04FD21CFFD,56.90930626,34.06623553,79.05705984,112,112,50,203,VAL +0X1FBF4879584835DC,6.907258122,33.98749756,36.50928835,112,112,50,140,TRAIN +0X1FC0DB9513AAE7AE,61.52235556,35.56727277,92.43620103,112,112,50,152,TRAIN +0X1FC4816F238B726E,30.59466592,67.38195608,97.08469381,112,112,50,190,VAL +0X1FC8B6CD248E1EBF,61.22836897,24.11200441,62.18981191,112,112,50,204,TRAIN +0X1FCFC35D87A5825E,51.97247852,46.60661896,97.04148271,112,112,50,219,TRAIN +0X1FD1C12446296002,35.95909172,79.4272681,124.0258301,112,112,50,165,TRAIN +0X1FD5C7765ED980E9,69.41223487,29.64745967,96.92587722,112,112,50,186,TRAIN +0X1FED7F19EE7790BC,44.89235583,47.0596842,85.39592811,112,112,50,243,TRAIN +0X1FEF660F1B027D9A,38.038857,111.5568506,180.0432419,112,112,46,163,VAL +0X1FF11ED3741D6CF1,55.37393416,33.5659263,75.21596553,112,112,50,197,VAL +0X1FF210ABA6FAF49B,44.5263982,99.10822448,178.6583551,112,112,58,235,TEST +0X1FF2C044D2369B68,54.33825709,41.2343193,90.30386637,112,112,50,218,TRAIN +0X1FF493CD3E1F9556,59.56645521,24.44030445,60.44561409,112,112,50,204,TRAIN +0X1FF49A3B7CCE0940,64.39803028,17.39226585,48.8519764,112,112,50,140,TRAIN +0X1FF884B7C72A46E4,48.47394791,39.30232891,76.27661603,112,112,50,163,TRAIN +0X1FF8C2A15819C013,59.88116673,21.25262294,52.97417998,112,112,50,175,TEST +0X1FF8F1B69E8A6228,56.16944983,28.30395557,64.57586195,112,112,50,208,TRAIN +0X1FFB0CA3E357AA3B,57.09391613,39.54308822,92.16196087,112,112,50,181,TRAIN +0X1FFD70185CCC2352,65.41534119,27.0072746,78.09033117,112,112,58,201,TRAIN +0X20044D5F4DB57EBF,32.83269751,87.25800245,129.9114289,112,112,62,122,TRAIN +0X2006B85D0AC90B99,61.94815131,30.50238815,80.16006896,112,112,50,199,TEST +0X2006F373AD037FB0,67.1411979,22.08392693,67.20855757,112,112,50,121,TEST +0X2007AA7BEEA8CDE9,61.16879615,17.75976739,45.73581456,112,112,50,159,TRAIN +0X2007E059C9C83B68,32.64982024,93.44724491,138.7483229,112,112,50,227,VAL +0X200A81BEC98DEB6D,52.10602499,35.78837946,74.72417869,112,112,50,135,VAL +0X200BAB1CBCC59B75,57.47141581,75.03393586,176.4317747,112,112,50,203,TRAIN +0X200D2ADC0AAA7F69,62.23637049,37.52947707,99.37995248,112,112,50,177,TRAIN +0X2012F90A3894AE6C,68.10767552,4.350710186,13.64187232,112,112,50,156,TEST +0X2013A055C2ED13B1,68.04729651,19.05758708,59.64311309,112,112,50,188,TRAIN +0X2018476243B2BF60,41.31530333,45.31455991,77.21699604,112,112,50,173,TRAIN +0X201E550F4D45FA11,57.75725375,28.10308503,66.52759947,112,112,50,160,TRAIN +0X20206186C27410,65.6336407,25.82210582,75.13774036,112,112,50,235,TRAIN +0X202CB635A3F07205,66.7531558,17.75140632,53.39275577,112,112,50,101,TRAIN +0X20385C07ACB78AD7,60.59660023,31.07412588,78.86153495,112,112,50,129,TRAIN +0X20398152C6AC9E74,63.62652428,43.74637267,120.2699819,112,112,50,145,TRAIN +0X203B9F42F7B63F18,58.59229583,42.93484235,103.6880532,112,112,50,207,TEST +0X203DEFC1AD6C4FE7,59.94305287,31.08647902,77.60571198,112,112,50,199,TRAIN +0X2040D80BE038FF72,63.05495527,27.44629625,74.2895196,112,112,28,82,TRAIN +0X204572836CA7223E,66.19950634,17.98046291,53.1958589,112,112,50,158,TRAIN +0X20466440F503CA47,58.52797266,19.36867148,46.70297721,112,112,50,196,TRAIN +0X2046744420463941,68.29507417,17.04953536,53.77566707,112,112,50,201,TRAIN +0X20498F7A9EEC40,57.38905363,50.66911732,118.9110349,112,112,50,285,TRAIN +0X2049B43FE38C7E52,55.68973386,32.33951632,72.98425204,112,112,50,119,TEST +0X204AE811B3916921,45.69038942,76.34255709,140.5691484,112,112,53,179,VAL +0X204B7002B426FB64,63.2612021,23.23937249,63.25566925,112,112,50,156,VAL +0X204EABEBB4C346A7,56.00838273,85.0837942,193.4091072,112,112,50,220,TEST +0X20527C7266CB3D06,64.97664744,26.23313247,74.90183135,112,112,50,133,TRAIN +0X20552C24AF1C72AA,60.21194657,35.21236296,88.49983833,112,112,50,158,TRAIN +0X20586B1BD35F38C9,74.9549711,4.873100375,19.45735577,112,112,50,141,VAL +0X205D332D95319E52,56.49939715,30.15103272,69.31175833,112,112,64,178,VAL +0X205D43DE6AFEF1E3,54.96859242,59.55792018,132.2586243,112,112,55,139,TRAIN +0X2061466F4B6FF0D6,65.42407627,31.74393458,91.80936085,112,112,53,155,TRAIN +0X2064D5C200087993,67.34901721,25.83111821,79.1128352,112,112,50,201,TRAIN +0X2067611AEB6EAC1C,57.7809875,28.19803198,66.78988993,112,112,50,56,TRAIN +0X206AE6EE14B44F6D,61.31960758,25.39822175,65.66174786,112,112,50,158,VAL +0X206B9304876FB434,59.55098842,19.93187844,49.27655254,112,112,50,223,TRAIN +0X206BF720DCA80EDB,64.91265314,30.73001731,87.58147895,112,112,50,144,TRAIN +0X20705C8B7253C987,57.59106382,50.26994896,118.5362178,112,112,47,150,TRAIN +0X2072849DEB59E522,50.05857742,58.61887391,117.3752586,112,112,50,198,TRAIN +0X2077ABE141A56534,65.43380565,43.70741244,126.4455439,112,112,50,181,TEST +0X2078B65A7DEB1F45,60.24231818,45.47766089,114.3871041,112,112,50,159,TRAIN +0X207D62797D7ADFE5,50.45178732,50.17381629,101.2626159,112,112,50,122,TRAIN +0X208160FB0725991,67.66631525,18.61916112,57.58440853,112,112,50,154,TEST +0X20826845F90FE6D,57.24999706,29.25929137,68.44278213,112,112,50,157,TRAIN +0X208440694FA7807C,66.33101314,30.18139392,89.64152693,112,112,50,251,TRAIN +0X2086CBAC9AC36095,61.03822423,28.73783137,73.75903897,112,112,51,181,TRAIN +0X208AC63E1BFEB97F,64.44392046,25.80036992,72.56247103,112,112,50,181,VAL +0X208ADDBD7BDAEC00,61.62770406,46.12696184,120.2090224,112,112,50,175,TRAIN +0X208AEA64245AEE45,58.11014308,36.00362398,85.94830975,112,112,50,214,VAL +0X208BA5FCD6556200,64.59977934,22.02955862,62.23000368,112,112,50,173,TRAIN +0X208DD67A7E91CA9B,62.74286553,54.67311995,146.7453703,112,112,50,173,TRAIN +0X208F3DC503692577,60.33549096,29.56509261,74.53790131,112,112,50,194,TRAIN +0X208FBB50F39AAF69,62.28379736,20.44427744,54.20555626,112,112,53,167,TRAIN +0X209C2DD9B266CEE0,60.77522244,19.28194397,49.15756104,112,112,50,313,TRAIN +0X209D282CEC579EA7,57.12140316,33.47576318,78.07103229,112,112,30,103,TRAIN +0X209F758FA6ECB6BF,62.01162326,23.38936672,61.56979774,112,112,50,120,TRAIN +0X20A77232EFCBBA15,26.64164086,48.37486814,65.94322543,112,112,50,137,TRAIN +0X20A9585822B9B71D,67.63612824,22.89314264,70.736724,112,112,50,140,TEST +0X20AB680B9A6201C2,65.23110933,41.19621662,118.4858528,112,112,50,185,TRAIN +0X20AEF825025712FA,63.83588011,32.15843929,88.92360545,112,112,50,125,TEST +0X20B431A11992F8C1,67.10574145,67.45939299,205.0795366,112,112,50,241,TRAIN +0X20BA6E6EAB935FF,65.97188599,23.8791073,70.17464233,112,112,50,180,TRAIN +0X20BF40D7DF972197,23.22024258,89.19526311,116.1702851,112,112,50,162,TRAIN +0X20C138B0C280E0E8,64.14473224,35.07893803,97.83482378,112,112,50,162,TRAIN +0X20C397F012441121,45.21107242,41.89606506,76.46812397,112,112,55,210,VAL +0X20C66395A83A2333,55.01937347,29.41105602,65.38605237,112,112,50,173,VAL +0X20C709BA520B3393,37.07203763,63.01498063,100.1382824,112,112,46,113,TRAIN +0X20C87FB09C5485FA,55.12381681,62.63650717,139.5762801,112,112,50,179,TEST +0X20DC0F2BB24C0B14,65.36145073,15.61285977,45.07365378,112,112,50,218,TEST +0X20E2EEBED55F4D49,58.43239949,42.32738963,101.8278397,112,112,50,122,TRAIN +0X20E888D4879745B8,68.81534346,35.6546844,114.3340615,112,112,50,98,TRAIN +0X20EF6DD108D6DBEF,60.09140456,23.48842954,58.85556553,112,112,75,160,TRAIN +0X20F0ECA9A407E292,69.205312,25.34123289,82.29092268,112,112,50,249,TEST +0X20F33082C8E339A5,63.97872348,30.16303551,83.73672015,112,112,50,132,TEST +0X20F3D05837705ED2,26.97863385,73.36573714,100.4716031,112,112,50,120,TEST +0X20F915FF0D48F7B1,68.31108076,21.75027678,68.63685257,112,112,50,216,TRAIN +0X20FA1B615696ED4E,64.71980836,17.38452069,49.27558463,112,112,49,193,TRAIN +0X20FAB502219482F3,61.65990339,41.85734361,109.1738084,112,112,50,201,TRAIN +0X20FB855B93C178FB,35.75359899,78.26504581,121.8201247,112,112,50,155,TRAIN +0X20FC953931845AED,30.43748651,59.643961,85.74152658,112,112,50,134,TRAIN +0X20FDE60EA17CDF97,62.85789896,47.20498332,127.0929269,112,112,56,262,TEST +0X210265FBDA5360AE,55.11130799,34.40579759,76.64691495,112,112,50,149,TEST +0X210582D0841E845,44.91910647,46.8108132,84.98557341,112,112,50,126,TRAIN +0X2109CB4DF22133B8,57.98598103,21.52952711,51.24367446,112,112,50,184,VAL +0X210C7A32E968D801,50.32630956,55.52060156,111.7706397,112,112,50,178,VAL +0X210DAE04842ABFCE,59.81315736,28.91319206,71.94691137,112,112,53,216,VAL +0X210F9921E31032AF,49.82471669,44.00224533,87.69705406,112,112,50,155,VAL +0X210FD939B1583C4,59.78128142,29.93257759,74.4244935,112,112,50,172,TRAIN +0X2119E364C4EB41A5,72.84534043,13.2623495,48.84005068,112,112,50,195,VAL +0X211D307253ACBEE7,10.66110787,34.2472864,38.33412927,112,112,58,130,TEST +0X211D82BA9236CDCB,62.24258376,56.18660178,148.8094456,112,112,50,157,TRAIN +0X212800138BB39A54,56.62984697,59.95002227,138.2287543,112,112,50,176,TRAIN +0X2128420519D139AC,59.04452755,38.35516872,93.65090042,112,112,50,175,VAL +0X212CA9670262F815,66.78635602,24.91901641,75.02644523,112,112,50,179,TRAIN +0X21308CC313DC6218,26.67971872,73.3278171,100.010278,112,112,50,185,TRAIN +0X21335091E8EAB9E7,64.82378252,45.41824255,129.1163343,112,112,54,168,TRAIN +0X21335E5666FE334,75.39257136,9.130281286,37.10376008,112,112,50,274,VAL +0X2137CC12E6EBD1F9,19.31621195,170.8072694,211.6996159,112,112,50,129,TRAIN +0X2138256B8ACBC286,64.49376444,16.31097626,45.93834294,112,112,50,196,TRAIN +0X213B9075196791A5,60.4909326,34.34034232,86.91762317,112,112,50,152,TRAIN +0X2142A8069D0CEE3E,47.4610256,38.05429701,72.43060497,112,112,53,187,TRAIN +0X2149046928524ECA,58.13390058,29.83300386,71.25814029,112,112,50,138,VAL +0X21494E0B4F352AA,65.68904079,17.0746189,49.76432979,112,112,50,186,TEST +0X214C1C219A70B853,64.18224442,52.25981714,145.9047791,112,112,50,218,TRAIN +0X21586B809CFC96DF,56.20855389,24.79342744,56.6170557,112,112,62,219,VAL +0X215A85593D22E6F0,66.34849089,18.51792557,55.0285145,112,112,50,216,TRAIN +0X215CFDA8D8E99821,39.12500568,43.51960745,71.49012157,112,112,53,183,TRAIN +0X215F0AEFF802A568,66.87975201,27.10372567,81.83430773,112,112,46,204,TRAIN +0X215F900F6CB6C95A,15.13724386,260.4039281,306.8530176,112,112,50,186,TRAIN +0X216C953D364C7BE5,62.02793733,33.19957347,87.43157768,112,112,50,224,TEST +0X216DCC8A21950E6E,69.90698199,14.26576882,47.40557698,112,112,50,138,TRAIN +0X216E6AFF3D3589CD,49.80612705,48.97659313,97.5748438,112,112,53,212,VAL +0X21753A275A66C4B5,46.29589617,63.98759576,119.1484285,112,112,50,230,TRAIN +0X21764955637F610E,67.43399655,20.92211791,64.24527327,112,112,50,229,TRAIN +0X217799C2838B5023,62.25390961,23.18844612,61.43270968,112,112,41,114,TRAIN +0X21780197024E9D79,45.90602423,62.67432289,115.8619273,112,112,50,249,TRAIN +0X2178C7825C058A65,26.31000033,123.1660527,167.1407969,112,112,47,183,VAL +0X21797862231FE398,40.59989027,55.27805569,93.06052791,112,112,68,181,TRAIN +0X217B4E9C7EA72B72,30.98223864,64.1179095,92.90059288,112,112,47,140,TRAIN +0X217DA0FD15274A38,48.91695201,21.38239864,41.85811044,112,112,50,125,TRAIN +0X217EB21B6C3068DF,62.36872021,27.54543737,73.19824764,112,112,50,184,TEST +0X218383A7F84BD283,60.52013904,37.34990653,94.60495966,112,112,30,137,TRAIN +0X2183CED6963429F7,45.29902862,89.27952149,163.2137771,112,112,50,170,TRAIN +0X21861CDBBA5F5D9D,68.15988064,54.47796582,171.0984975,112,112,47,168,TRAIN +0X218BD0C4F2E153B7,43.71616607,81.23985921,144.3395973,112,112,49,125,TRAIN +0X218C389768E6BEEF,44.61772291,95.88388289,173.1309869,112,112,47,245,VAL +0X218E4B013739DD05,55.23468386,37.90623829,84.67769594,112,112,50,216,TRAIN +0X2190CC524D8A3203,58.76420644,30.17894581,73.18628601,112,112,56,166,TEST +0X21911F001AA82BCD,47.56512098,32.16177427,61.33660432,112,112,50,201,TRAIN +0X2193B0208A4BD2C5,72.27550879,18.01680283,64.98515228,112,112,50,145,TRAIN +0X21957D70CCDCA50C,56.50637865,30.88858161,71.01864745,112,112,50,211,TRAIN +0X219A42DE14521E3,59.56704875,33.63829003,83.19523802,112,112,71,285,TRAIN +0X219B35DD01D6562B,57.692998,37.60099064,88.87651892,112,112,50,104,TRAIN +0X219CD2BA2C006453,64.90756867,20.70699852,59.00702155,112,112,59,154,TRAIN +0X21A13B095CACF0EB,56.63992168,38.90943782,89.73562624,112,112,50,171,TRAIN +0X21A4FF7D4640E7FC,63.79272761,29.56127249,81.64457178,112,112,50,98,TRAIN +0X21ADDDA989F95D59,62.20367113,28.7997975,76.19734074,112,112,50,184,TRAIN +0X21B24F2764DE564E,45.93709176,85.67400346,158.4709485,112,112,50,265,VAL +0X21B497B1AE639C14,66.40997564,19.98261931,59.48974342,112,112,50,86,TRAIN +0X21C7B32102269C4F,64.7567016,19.15201954,54.34230167,112,112,50,194,TRAIN +0X21C7FD7003B44572,65.92481594,33.8250818,99.26602816,112,112,50,132,TRAIN +0X21D68178D7E68FF6,63.20204809,30.11213916,81.83101939,112,112,50,202,TRAIN +0X21D75884E9572691,53.09247665,17.46532647,37.23352934,112,112,50,130,TRAIN +0X21D7E54015D4F60,62.09800386,50.86935962,134.2128774,112,112,50,211,TRAIN +0X21D8A9341F567E31,59.28699993,11.7797634,28.93366585,112,112,50,106,TRAIN +0X21DB11780A6A35EE,65.1919367,16.84415917,48.39154372,112,112,50,98,TRAIN +0X21E16CBE16849CF8,57.47572366,38.85258085,91.3656485,112,112,50,70,TRAIN +0X21E519C28BC94C65,64.55046761,20.1371627,56.80515748,112,112,50,131,TEST +0X21EB8F540A5C436D,70.11100417,23.44909941,78.45395524,112,112,50,213,VAL +0X21ECA17BDAB1F437,59.28429488,30.27034579,74.34562584,112,112,50,174,TRAIN +0X21F0FCA4D0ED4E27,59.81080096,25.75832422,64.09265385,112,112,50,153,TRAIN +0X21F20E41517158AB,65.39709637,25.78182475,74.50769167,112,112,50,176,TRAIN +0X21F489F4F5523D94,60.37578521,35.73705593,90.18994095,112,112,58,231,VAL +0X21FF36E89AF42A54,59.56163121,26.58396131,65.7394502,112,112,50,181,TRAIN +0X2205F4A252993508,66.43079954,21.2509295,63.30484258,112,112,50,209,TRAIN +0X220A95C40078BCFC,67.20105951,18.55635925,56.57609354,112,112,50,196,VAL +0X22152A575B5662D1,60.18887048,44.53496314,111.8656106,112,112,50,202,TRAIN +0X2216131AF6AC3FC7,59.61102285,43.80948293,108.4689091,112,112,50,207,TRAIN +0X22164FE4DE644483,62.43129681,23.88207658,63.56907359,112,112,53,209,TEST +0X2217DF2C04B344B9,63.35534716,19.13473708,52.21699648,112,112,50,179,TRAIN +0X221A17B6FD89EDA9,39.54723301,54.24788433,89.73598236,112,112,50,201,TRAIN +0X221C260D3C7960DD,57.60828703,30.67921322,72.37077973,112,112,50,603,TRAIN +0X221D4FD030661C63,61.58002522,31.86242025,82.93191349,112,112,58,166,VAL +0X2223897D4CA9FE1,42.53848943,76.00013067,132.2626745,112,112,59,249,TRAIN +0X22241B85FF21816D,45.31392037,37.6109198,68.77603963,112,112,50,201,TEST +0X22273DBF5B7AA460,60.83877031,31.53541911,80.52714218,112,112,50,128,TRAIN +0X222A58FCB3875364,37.93926687,128.9792419,207.8274544,112,112,50,212,TRAIN +0X222D850B21C1CBBF,60.3024553,13.11457423,33.03623518,112,112,53,127,TRAIN +0X2230D32DA2165960,56.19359222,47.14559917,107.6226095,112,112,50,189,TEST +0X223201B0F37DA3E1,57.10639658,42.596764,99.30796342,112,112,50,150,TRAIN +0X22390EC6147E56F5,63.81835941,33.71266328,93.17615989,112,112,50,142,TEST +0X223C255E3659DD3A,47.70382711,41.4707766,79.29983077,112,112,46,202,TRAIN +0X223CC1A7091C8635,54.76710522,69.47807795,153.6007773,112,112,50,199,TRAIN +0X22449C227AD0E5AF,66.01993721,15.38961977,45.29014519,112,112,72,267,TRAIN +0X2245EF882F5AED68,55.18597004,51.18776064,114.2226233,112,112,50,168,TRAIN +0X2246E1E4611257EA,68.34158726,29.03467813,91.71236214,112,112,50,112,VAL +0X224BAB7B84F593AE,60.1969391,25.02035992,62.86039152,112,112,50,152,TRAIN +0X224BF576A2C34B1D,51.7098548,40.55148223,83.97465376,112,112,72,189,TRAIN +0X224D087937470C14,45.25373942,28.95968982,52.89802357,112,112,55,277,TEST +0X224D7364FF5B803,55.98051654,32.17288289,73.08782466,112,112,50,219,TRAIN +0X22516F1CC1E029EB,54.4169644,42.73214589,93.74572212,112,112,50,116,TRAIN +0X2256C847305993D3,48.05402906,52.9877842,102.0055709,112,112,50,149,TRAIN +0X225D461E61753EF7,54.65029421,39.6369199,87.402816,112,112,50,212,TRAIN +0X2265B34908346F7E,64.27844337,25.69585741,71.93375607,112,112,50,234,TRAIN +0X2267236AA0B2C189,54.72383331,37.50187529,82.82917489,112,112,50,108,VAL +0X226BDFC5918616F2,59.01871375,29.07534727,70.94786409,112,112,50,242,TRAIN +0X226CCBEB90960018,65.69850116,14.95323037,43.59351889,112,112,50,201,TRAIN +0X226F346724BCAD71,57.87136516,37.37200969,88.7092825,112,112,50,178,TRAIN +0X226FC5A7CCB38B74,54.53798317,29.36345597,64.58898663,112,112,50,192,TRAIN +0X22720172531FD8E2,65.15041019,21.96985998,63.04194713,112,112,50,158,TRAIN +0X227A9B835F6F73F7,60.19532755,31.97827661,80.33799714,112,112,51,247,TRAIN +0X227BA4CE78376983,61.40854196,24.86943142,64.44283963,112,112,50,109,TRAIN +0X228402F6221FD034,55.04348311,53.80522982,119.6828258,112,112,54,159,TRAIN +0X228D178D820A29A2,56.14546238,38.5859893,87.98630973,112,112,50,185,TEST +0X229107A87184B05E,61.56788777,38.97808669,101.4206205,112,112,50,235,TRAIN +0X2293D93BECAE2E77,64.39935737,24.90689152,69.96191552,112,112,50,172,TRAIN +0X2295D5A3C8F9AF68,70.02263725,16.36240461,54.58253531,112,112,73,275,TEST +0X229B538A0319227C,57.00502127,38.74506315,90.11532112,112,112,50,156,TEST +0X229F4D6D9E97CF7,63.22982747,29.44856028,80.08817543,112,112,50,161,TRAIN +0X229FA19806028FBF,67.14159806,21.51618341,65.48152722,112,112,50,152,TRAIN +0X22A1A8A656653343,69.38330226,10.05002563,32.82530896,112,112,50,113,VAL +0X22A224A7045E469A,62.16794814,36.26098555,95.84726116,112,112,54,166,TRAIN +0X22A4930668E3B1F4,69.69567827,18.9557686,62.55137064,112,112,50,234,TRAIN +0X22A5FF0B68B27499,36.85442962,103.7075789,164.2357148,112,112,50,149,TRAIN +0X22A6C58CDE4CB622,60.08654382,19.41205494,48.63536461,112,112,50,102,TRAIN +0X22A6E3420279C25,62.16734873,18.8480163,49.81944345,112,112,50,145,TRAIN +0X22A8C16F3DEDC047,57.06494182,34.35241193,80.01016741,112,112,46,198,TRAIN +0X22A9B6ECBD591065,67.35200839,33.65620999,103.0881482,112,112,50,185,TRAIN +0X22ABDF6856E47639,67.51306137,30.92042203,95.178011,112,112,50,146,TRAIN +0X22AE2280530D5513,59.03365596,24.99363144,61.01015853,112,112,47,140,TRAIN +0X22AEF55BDD1858B1,67.159966,15.14523454,46.11820602,112,112,50,154,VAL +0X22B5C22119402EFA,61.45534222,42.3845043,109.9620719,112,112,50,139,TRAIN +0X22B62786C6D09449,57.443861,33.74688429,79.29968528,112,112,50,155,TRAIN +0X22BD7BADB8F9E8E8,65.35106435,18.71325813,54.00817594,112,112,50,162,TRAIN +0X22BD87DACA8C3D21,65.2882613,21.00008942,60.49852359,112,112,59,158,TRAIN +0X22BDBD4B2C8D42AC,47.3920221,30.21053281,57.4257632,112,112,50,180,TRAIN +0X22BDBF9811758CD2,52.13187564,42.88419986,89.58821852,112,112,50,144,TRAIN +0X22BEF985FFBEE221,63.50590899,23.59409983,64.65183589,112,112,50,222,TRAIN +0X22C104757C7FC3AA,69.99018129,18.16105932,60.51705773,112,112,50,147,TRAIN +0X22C1D803B10F7071,20.28994313,93.89588724,117.7967887,112,112,50,158,TRAIN +0X22CA1F004555C1BA,57.12032685,16.12964796,37.61607021,112,112,50,178,VAL +0X22CC169C12A93C2A,65.06172969,43.71163845,125.1110546,112,112,50,212,TRAIN +0X22D0F8CEA2D21C2D,16.32146478,166.0095449,198.3896402,112,112,50,197,TRAIN +0X22D1F7E6B6953628,47.87696529,53.75225297,103.1257164,112,112,50,114,TRAIN +0X22D2668EC8BB8C20,58.12164179,58.33502237,139.2963451,112,112,50,261,TRAIN +0X22D7FDCF2827269E,64.18675674,13.4227277,37.47978814,112,112,50,198,VAL +0X22DB24EB0B914163,59.97343029,43.27879726,108.1251718,112,112,50,176,TRAIN +0X22DC2377CAE4D754,35.8238876,66.03483245,102.8962802,112,112,50,220,TRAIN +0X22DD6BCF1DE33B89,24.07713182,176.2511573,232.1450197,112,112,46,137,TRAIN +0X22E82C3D081C819C,33.30412671,66.44958219,99.63072513,112,112,50,172,VAL +0X22E91BA7334F8292,57.86355403,65.74554192,156.0301075,112,112,68,272,VAL +0X22E9ABEF19984B09,65.55963271,19.42233562,56.39410129,112,112,50,134,TRAIN +0X22EEBC2819EE606D,54.77183228,31.13166829,68.83247732,112,112,50,166,TRAIN +0X22F116501001DB14,42.36486134,108.1784474,187.6953017,112,112,50,177,TRAIN +0X22F64BF092575F44,67.4765175,31.39738618,96.53758995,112,112,50,193,TRAIN +0X22F81F24E8B0741C,65.35723825,21.29374585,61.46665212,112,112,50,128,TRAIN +0X22FA972EE22D2F30,55.16658521,34.06485155,75.98094349,112,112,50,186,TRAIN +0X22FAC36B13D3526C,43.4664001,66.4745635,117.5841687,112,112,50,155,TEST +0X22FE585B9B3A0ECB,29.57993679,96.52730461,137.0735842,112,112,50,141,TRAIN +0X2307097BE78FA04F,70.44759036,16.72313193,56.58804859,112,112,50,122,TRAIN +0X2307127FC335FF07,64.51748645,33.42409445,94.19877879,112,112,53,211,VAL +0X2308E2752F913346,63.87657283,11.0029355,30.4592791,112,112,50,172,TRAIN +0X230ECEDF5353B79D,72.9066661,11.81974143,43.6260132,112,112,50,165,TRAIN +0X230F00FD0DF5D71C,65.39364623,29.21650189,84.42525347,112,112,50,163,VAL +0X23109C0554A16C8F,66.28598353,21.92272323,65.02554583,112,112,50,150,TRAIN +0X2311252C422D2782,66.42240542,33.8430954,100.7907083,112,112,50,138,TRAIN +0X23138B9CCE9AA1D0,60.93099622,33.0118099,84.496165,112,112,50,144,TRAIN +0X23178A65C1003DE7,64.69487508,30.86729698,87.4300744,112,112,50,138,TRAIN +0X231C7BD210366D86,47.39963248,39.3663915,74.84052557,112,112,50,151,TRAIN +0X232094B1E30C45E1,57.29120676,32.0163909,74.96440071,112,112,72,206,TRAIN +0X232232E2699FD6BB,52.93572618,69.31028226,147.2672935,112,112,50,215,TRAIN +0X23229F0B64DC9FAE,56.45492979,31.16360526,71.56632222,112,112,50,150,TEST +0X2324CDAF976E078E,58.61427218,23.21559417,56.09565276,112,112,73,326,TRAIN +0X2324EE43744E214C,67.23654018,30.982672,94.56471378,112,112,50,122,TRAIN +0X232567AC545F3F3D,66.0085304,39.7346979,116.8960871,112,112,50,215,TRAIN +0X23261A4B1EEB9DE9,64.31432345,39.39972298,110.4076671,112,112,50,161,TRAIN +0X2326F92D1F6B4980,60.88034824,18.5805484,47.49671217,112,112,55,139,TRAIN +0X232B95105F8D700C,65.13381464,29.76297001,85.36342507,112,112,57,232,TRAIN +0X232D295076A40924,64.25476798,15.97750472,44.69828232,112,112,50,161,TRAIN +0X232DAB0AE399625D,67.65190877,21.78241358,67.33755453,112,112,50,231,TEST +0X232E3FFDB1D666B0,64.86148676,27.88706019,79.36323315,112,112,50,165,TRAIN +0X23316DEB7389A3CF,35.32676728,77.2094204,119.3838891,112,112,50,141,TRAIN +0X233503BE5DE4C30F,56.34177794,25.44164878,58.27458742,112,112,50,180,TRAIN +0X2335AA783BB18BF9,64.11635996,21.84056197,60.86495669,112,112,50,128,TRAIN +0X233DCAFBF90253C7,26.92398978,57.1702788,78.23399036,112,112,50,103,TEST +0X233E8DAD9CD641F2,58.00481972,39.8995077,95.00973073,112,112,50,207,TEST +0X233F896CE9F42E51,40.96592736,56.85002756,96.30036524,112,112,50,205,TRAIN +0X233FA49D8921EEF4,59.47478241,23.17389663,57.18389191,112,112,50,197,TRAIN +0X23404EE09A063C6B,57.43106992,31.97390742,75.11090214,112,112,50,132,VAL +0X23419AB4EA378B47,58.924155,40.16920786,97.79277301,112,112,50,109,TEST +0X234453BC01C1F830,62.55849232,24.10673523,64.38505477,112,112,50,205,TRAIN +0X2349279AD743CF2B,49.02401138,45.34134285,88.94647084,112,112,35,148,TRAIN +0X234D7576D2E85005,41.63162957,75.38619488,129.1559013,112,112,50,163,TRAIN +0X234DDA5BD6618265,56.98091629,19.93253109,46.33416004,112,112,50,143,TRAIN +0X234F388F6AF6AC9C,58.97881099,54.06519406,131.798213,112,112,50,144,TEST +0X235318E55D1F73EC,58.69931457,33.18205964,80.34263667,112,112,50,251,TRAIN +0X23562CFC0E7E956B,61.93159093,28.30152053,74.34384894,112,112,53,146,TRAIN +0X2359BC3D3CC007E,57.98432444,14.45359998,34.40049407,112,112,50,192,TRAIN +0X235CC08DFD8EFC4E,39.34045946,41.65178677,68.664857,112,112,50,116,TRAIN +0X23646D0D797339F6,60.05979739,36.6911379,91.86517721,112,112,47,126,TEST +0X236567224F84C1A3,67.86863667,20.93194256,65.14489395,112,112,46,115,TRAIN +0X2366DB553504817A,58.03196399,35.92936275,85.61125601,112,112,50,130,TRAIN +0X2367EA1E168596C6,29.52862464,116.631262,165.5016116,112,112,50,251,TRAIN +0X236A602C00A2312,28.0925881,146.1881621,203.3005475,112,112,50,132,TRAIN +0X237A158C025A28E5,61.23707605,28.44123283,73.37225868,112,112,50,178,TEST +0X237C76B2D575785D,20.34138698,172.8484202,216.9864798,112,112,50,187,TRAIN +0X237F8C7FF6BB577F,55.20262498,30.90936632,68.99816408,112,112,50,199,TRAIN +0X2382898F68207D7F,57.99059713,32.40755732,77.14358001,112,112,56,143,TRAIN +0X23835D19C3DBFE2E,65.32640953,37.46767041,108.0582366,112,112,50,195,TRAIN +0X2387300342812F85,58.19627661,21.88397701,52.34934891,112,112,50,135,TRAIN +0X238824F40F11736F,60.02106108,28.29074309,70.76411695,112,112,50,144,TEST +0X238ADF5CF8E3E97,30.60613169,116.7538855,168.2481297,112,112,47,160,TRAIN +0X238CEE1A57B1D64E,53.79839327,68.1090229,147.4170007,112,112,63,191,TRAIN +0X238D16678F01A823,25.30009224,128.3392186,171.806395,112,112,50,203,TRAIN +0X2392EF0E06DB21B5,38.04371029,58.58678514,94.56148102,112,112,46,165,TRAIN +0X239CB1C46AEDDF00,62.32349484,21.48481325,57.02443248,112,112,65,241,TRAIN +0X239D1851C8D6BE09,58.21888384,24.09083804,57.65963252,112,112,47,120,TRAIN +0X239FC841AB0C17DD,56.95656875,47.13074913,109.4957994,112,112,50,220,TRAIN +0X23A08B6B1959FCC5,51.07746863,55.95939298,114.3836826,112,112,50,157,TRAIN +0X23A2F3EB82C3709B,52.34251265,80.82748966,169.6008207,112,112,50,117,TRAIN +0X23AA500225C0E94E,48.79696078,29.03512583,56.70586409,112,112,50,134,VAL +0X23AC249A5A6612D9,42.62335335,65.10568589,113.4707058,112,112,50,166,TRAIN +0X23B1641319A2AFA2,66.04767424,22.9840135,67.69496047,112,112,50,197,VAL +0X23B883A39F37F8D9,69.23953232,31.18010002,101.3641936,112,112,50,251,TRAIN +0X23BA55335A3F3F42,65.16634925,13.12485252,37.67865911,112,112,50,179,TRAIN +0X23BC106BDEB75F2B,59.67997281,17.35896983,43.05297153,112,112,50,172,TRAIN +0X23C1AA2F97BCD568,59.34391102,49.54415569,121.8615881,112,112,50,155,TRAIN +0X23CA5B856231EF59,65.72550765,27.02715758,78.85501937,112,112,50,215,TRAIN +0X23CC21A0B9FBE97,64.05576692,29.41712062,81.84100231,112,112,50,164,TRAIN +0X23CC74B76656533F,67.36695384,16.22124719,49.70803861,112,112,50,154,VAL +0X23CF63A0B3106979,55.41573536,15.67867247,35.16638122,112,112,50,125,VAL +0X23D1957D8639581F,34.24903453,66.45474512,101.0703716,112,112,80,184,TRAIN +0X23D40A4C6D379CF7,65.19720049,23.16088691,66.54891914,112,112,50,154,TRAIN +0X23D6C6323D56B730,64.80695915,24.31477254,69.08971761,112,112,50,137,TRAIN +0X23D7360CB2EF9A53,44.6029062,47.07430048,84.97611922,112,112,50,172,TRAIN +0X23DF57D03E5E2F9B,68.10214958,18.18412286,57.00736139,112,112,50,125,TEST +0X23DFED26C5A53775,63.91344924,13.49388317,37.39310875,112,112,50,136,VAL +0X23E4915490598D1F,57.0699425,45.53005191,106.0563497,112,112,56,354,VAL +0X23E619A8A8C3736C,46.51702494,38.60900006,72.18932757,112,112,50,137,TRAIN +0X23E63ABC87C2E515,65.35644742,24.35655531,70.30617098,112,112,50,141,TRAIN +0X23E98D02C1B728A0,48.88948727,91.05780293,178.1586567,112,112,46,163,TRAIN +0X23EB7A832C5D533D,60.74680144,41.84051151,106.591343,112,112,50,173,TRAIN +0X23EBAF193699CC69,61.18512963,60.45511545,155.75246,112,112,50,177,TRAIN +0X23F29235EC216628,44.84452197,71.59244258,129.801146,112,112,58,310,TRAIN +0X23F4B52E8588E2AD,55.46057449,59.42160662,133.4135004,112,112,50,250,TRAIN +0X23F7E889AEC65CC6,60.49061501,25.4770899,64.48364079,112,112,50,215,VAL +0X23F8FB36ACE98145,54.7731688,42.61282342,94.22022788,112,112,50,140,VAL +0X23FAB252614B31A,63.84060658,28.12345201,77.77633792,112,112,50,219,TRAIN +0X23FCF45E798060D0,59.49167972,31.14683762,76.88997569,112,112,50,224,TEST +0X240DC6905435E17B,50.27053175,59.51714794,119.6818507,112,112,50,124,TRAIN +0X240E0BC8345AB153,63.56535066,33.69564871,92.48242899,112,112,50,213,TRAIN +0X241057582EE5420E,67.66536433,23.05200512,71.29198966,112,112,50,222,VAL +0X2411B3C3F8748A26,65.24394817,15.52214322,44.66026031,112,112,50,181,TRAIN +0X2414B3661FDBF9C3,64.28430937,43.3460583,121.3641891,112,112,50,172,TRAIN +0X241E08BD87DD9251,63.90542441,30.63268736,84.86784193,112,112,50,135,TEST +0X241F39470B521282,59.14433065,32.90800005,80.54696098,112,112,50,196,TRAIN +0X2427A56346ED7F61,39.50443666,73.02324379,120.7084285,112,112,57,154,TRAIN +0X242B658934E3E2AE,55.49421037,46.20221696,103.8117003,112,112,50,183,TRAIN +0X242CB7F150E2C5AA,61.18153117,17.48949014,45.05455951,112,112,55,125,TRAIN +0X2430FD0356057728,47.47542891,104.6241683,199.1909046,112,112,50,201,TRAIN +0X2432016D32614048,77.84278506,9.481257808,42.79083736,112,112,50,140,TRAIN +0X24337F79C53AD299,54.98619761,30.43625196,67.61537649,112,112,50,177,TRAIN +0X24346E6B95219B70,66.23744981,19.20648086,56.88693762,112,112,50,156,TRAIN +0X24362254069DD61B,68.59397553,6.779264984,21.58587436,112,112,52,159,TEST +0X2439B4EB7F068E2A,55.5027942,42.88547291,96.37790091,112,112,50,220,TRAIN +0X2439D556A91476D3,62.32824283,31.72251919,84.20769716,112,112,58,203,TRAIN +0X243C32CAE420170B,33.80509722,93.59050349,141.3862693,112,112,52,175,TRAIN +0X243FDE8AE0A05B6F,29.93745163,161.4053393,230.3732067,112,112,50,138,TRAIN +0X24429BE93EA20EA0,61.36686746,16.81611977,43.52771484,112,112,50,142,TEST +0X2445E24972D9082C,67.66997344,16.52904199,51.12597714,112,112,50,202,TRAIN +0X244B43804C53EDB1,61.30524584,22.77009697,58.84543645,112,112,50,203,TRAIN +0X244C21A1DE9C2E9B,70.79113089,28.84090348,98.74022639,112,112,50,160,TRAIN +0X244C8BF642C90DA7,63.95912455,20.16989707,55.96394878,112,112,72,246,TRAIN +0X244CAB3550320216,67.22981549,26.26512826,80.14946713,112,112,50,252,VAL +0X244FC0ACE784DDF8,66.71696759,17.66990301,53.08982304,112,112,50,229,TRAIN +0X245274A42C2D825,67.53676966,12.19735793,37.57284103,112,112,50,171,TRAIN +0X24543F8B04D98E65,48.99343865,29.01089562,56.87679164,112,112,50,201,TRAIN +0X245BB0CA4EA502B6,57.71129545,29.37966157,69.4740165,112,112,50,177,TRAIN +0X24609A701DBC258E,57.97039047,29.57417695,70.36510042,112,112,50,134,TRAIN +0X2461DF4B5870DBC4,27.64514596,105.7636736,146.1735705,112,112,50,123,TEST +0X24669F82F91D85C9,62.23253496,45.9811728,121.7481045,112,112,47,130,TRAIN +0X246B8C7FCA4D818D,55.29497667,25.65142966,57.37930047,112,112,50,137,TEST +0X246D33ADC0084497,64.17880978,26.68556691,74.49659475,112,112,50,207,TRAIN +0X246D58B781EFA3A2,61.81315978,21.36975354,55.9610416,112,112,50,219,TRAIN +0X24708E2D3F05391F,63.20488254,23.80728388,64.70229075,112,112,50,176,TEST +0X2478857A75A6F4E7,62.19631205,17.98697002,47.57993464,112,112,59,200,TRAIN +0X247B5634CCC3377C,56.54507675,34.73453214,79.93232881,112,112,50,172,TRAIN +0X247FC8D31B4E44B7,61.90507318,34.81720023,91.3958974,112,112,50,243,TEST +0X248229014E7A20A9,60.73610314,44.89905643,114.352013,112,112,50,151,TRAIN +0X2485A9135A333814,59.21238241,36.28464079,88.9599416,112,112,62,254,TEST +0X24889AD4250280C9,22.63861199,181.2252933,234.2580685,112,112,61,191,TRAIN +0X2489A40319D6990E,57.76962988,32.01668506,75.81436055,112,112,50,183,VAL +0X2490B0F4C6B72FD2,64.06194356,24.25203571,67.48288057,112,112,50,146,TRAIN +0X2492BC93BE9264ED,68.3457887,35.74813864,112.9332786,112,112,50,163,TRAIN +0X249901C1E8BF28AA,66.02819766,45.62319822,134.2972556,112,112,50,144,TEST +0X2499AD2830EAF683,64.82735625,30.67791656,87.22095721,112,112,50,124,TRAIN +0X249FE2498B57B632,61.20882829,39.08666494,100.7617538,112,112,59,216,TRAIN +0X24A8A07492EDC214,63.4787364,22.75693308,62.31146142,112,112,50,203,TRAIN +0X24ADF09C5E5972E0,49.28207774,62.31420631,122.8642727,112,112,46,105,TRAIN +0X24B3D97148F6484B,58.93997752,24.9001901,60.64339129,112,112,50,163,TEST +0X24B3DECAE59D63C9,55.1170678,26.16950778,58.30614556,112,112,50,206,TRAIN +0X24BC1D83B332BEB6,58.34569338,16.7987686,40.32900789,112,112,53,131,VAL +0X24BE53A4193FF10D,61.90994427,31.41031286,82.46328933,112,112,50,203,TRAIN +0X24C05ADF764D0216,55.53122892,22.12193577,49.74712644,112,112,50,134,TEST +0X24C20970C045D12E,60.9211671,24.1027002,61.67712392,112,112,50,190,TRAIN +0X24C59DA367132337,17.83880926,244.2581155,297.2913529,112,112,43,110,TRAIN +0X24C8EA32354AEA68,64.91573995,45.13521074,128.6480339,112,112,50,155,TRAIN +0X24C9CCB070DF24A2,50.30380248,43.03730895,86.60080872,112,112,59,179,TRAIN +0X24D4438DC51DFA0E,46.89415922,25.26377658,47.5725009,112,112,50,135,TRAIN +0X24DB1B4036794813,67.17997652,28.53122165,86.93236209,112,112,50,146,VAL +0X24DB845BE8C32224,52.10020325,59.01626758,123.207762,112,112,50,168,TRAIN +0X24DBD52BC75C4180,56.92199734,31.85766341,73.95343665,112,112,50,136,TEST +0X24DCAB4C07F1AD8D,47.25251429,30.69487497,58.19211012,112,112,50,104,VAL +0X24DDDEF00414EBC9,59.85178217,22.78229957,56.74548162,112,112,50,135,TRAIN +0X24DEA0FED8614873,22.03676443,69.24571185,88.81841722,112,112,99,398,TRAIN +0X24DFAB969E9BD3E0,68.64691827,22.78282459,72.66534366,112,112,50,210,TRAIN +0X24DFC8851585B0DD,49.83029174,56.97818987,113.5709013,112,112,50,152,VAL +0X24E187AB50EC7783,74.48583617,27.60926214,108.2115107,112,112,50,91,TRAIN +0X24E87BD3601FCACD,47.75802166,34.68369293,66.39046613,112,112,50,191,TRAIN +0X24EA617BDDDE90F7,29.60515778,134.384669,190.9013,112,112,50,144,TRAIN +0X24EE7C86ABF22F86,56.73398959,55.2711573,127.7472935,112,112,50,177,TRAIN +0X24EFBC61D076595F,47.24508376,44.98874068,85.27876431,112,112,50,176,VAL +0X24F61C272DE6EE2C,52.38200841,21.64202137,45.4492528,112,112,50,117,TRAIN +0X24FD10BD50809882,62.63767499,18.85285426,50.45953177,112,112,50,144,TRAIN +0X24FE367014EDA4DD,57.03858049,35.96505547,83.71477451,112,112,50,232,VAL +0X24FEF7D294B35A5B,60.15703682,30.53164091,76.62994535,112,112,50,172,VAL +0X250244FCEBCBC052,58.07503329,24.59734505,58.6699215,112,112,50,204,TEST +0X2505AECEA36CF52,61.53278291,33.2664902,86.48010624,112,112,50,141,TRAIN +0X25067F9AEA265A46,57.89335579,18.49154739,43.91598461,112,112,50,194,TRAIN +0X2507255D8DC30B4E,66.81203305,39.02752566,117.5954096,112,112,50,174,TEST +0X250C2239FCD3BC30,64.28482408,20.19654435,56.54891464,112,112,50,187,TRAIN +0X250C34BB262848FB,67.65899887,18.55664642,57.37808284,112,112,50,192,TRAIN +0X25153E9120D31CC8,59.45025737,39.49938096,97.40969585,112,112,50,251,TRAIN +0X25167816F5C51BF9,52.45135807,35.78441333,75.25853922,112,112,50,202,TRAIN +0X2516D09AA3CCE8BD,26.73545009,166.9898099,227.9271627,112,112,47,161,VAL +0X25189F2E27A7255B,62.61598586,23.93079578,64.01344621,112,112,53,225,TRAIN +0X251EDDF07FB24ACF,59.0113159,37.70452952,91.9876555,112,112,50,160,TRAIN +0X251F4272F05D83ED,60.66856111,23.64397268,60.1146903,112,112,50,69,TRAIN +0X252021CE18C83D44,39.33096541,115.6916952,190.6931534,112,112,46,154,TRAIN +0X25207D09933DFD43,64.66640031,21.01540023,59.47709945,112,112,61,204,TRAIN +0X2520973CB1749031,66.16297081,30.55113213,90.28904977,112,112,50,160,TRAIN +0X252C6960C9AF4343,61.51558447,24.58845437,63.89197818,112,112,58,147,TRAIN +0X252E1DC0C5961D6C,49.48121117,51.29772164,101.5418675,112,112,50,151,TRAIN +0X25300D8E61A12BC1,45.99489581,56.04386837,103.7751324,112,112,50,195,TRAIN +0X2532193930C4999E,60.69943199,38.1512012,97.07544479,112,112,50,214,VAL +0X253BCEAF26478E57,23.23320216,244.3431418,318.2927368,112,112,40,127,TRAIN +0X253C4E380393A2D2,57.86684238,38.52398456,91.43388897,112,112,57,207,TRAIN +0X253C90A225AEF537,62.20212462,32.06199562,84.82486197,112,112,50,197,VAL +0X2540790A197DB384,64.64830905,16.64085659,47.07230727,112,112,88,216,VAL +0X2542AA1A14E87A14,65.06176273,43.85144342,125.5113218,112,112,50,198,TRAIN +0X2544717E45506688,51.90492388,35.33651167,73.47220239,112,112,50,192,TRAIN +0X2546A823617AE567,65.44859617,17.13782188,49.60094232,112,112,55,159,TRAIN +0X2549CEDB5C42998D,45.2572294,77.31778371,141.2383459,112,112,50,198,TRAIN +0X254ABDAB4EA3EDF1,73.40196996,23.83667699,89.61820465,112,112,50,114,TRAIN +0X254E038B4BBEA091,69.48081002,23.87486707,78.22903257,112,112,50,127,VAL +0X254E359564F8F57B,59.45798929,65.73416414,162.1383917,112,112,48,174,TRAIN +0X254EAC7CF9705B92,60.4456974,22.76448993,57.55249982,112,112,55,185,TRAIN +0X25522AD7521D4273,43.28338602,64.24369533,113.271387,112,112,53,142,TRAIN +0X2553AFE4965ECA1E,64.63729907,21.7431951,61.48623982,112,112,50,203,TRAIN +0X25553AEB1C8D0B7D,57.72134955,16.05088927,37.96452607,112,112,64,234,TRAIN +0X2558A02B9C207AB7,57.51430956,22.008459,51.80205092,112,112,50,143,TRAIN +0X255B6F7F23189FC3,63.0883692,41.68748864,112.9386259,112,112,50,172,TRAIN +0X255CF282AD77EF,58.57293694,29.85630776,72.06957373,112,112,28,115,TRAIN +0X255D1BAE852D2D09,63.6389552,40.66936923,111.8487366,112,112,50,145,TEST +0X256237754531D2A2,58.20657547,24.98943066,59.79273281,112,112,50,182,TRAIN +0X25624BE57690EB19,59.53813742,22.49332478,55.59142202,112,112,61,204,TRAIN +0X2564F370E5D14459,65.56328334,28.92766135,84.00237931,112,112,50,205,TRAIN +0X25651736878239CE,58.75488761,38.31666888,92.89990175,112,112,50,119,TEST +0X2566A541FE945277,57.59142402,25.81158705,60.86407397,112,112,50,238,TRAIN +0X25698E5F54BE0698,69.31944557,27.48099386,89.57137306,112,112,50,118,TRAIN +0X256A9030D9AB77FD,58.91319266,29.16318454,70.97943702,112,112,50,179,TRAIN +0X256B5ADEF784F5FA,66.72629797,25.4309174,76.42947989,112,112,70,216,TRAIN +0X256B964D43ED2F4C,39.35427029,50.41262526,83.12642209,112,112,50,196,TRAIN +0X257DBA22CD382E13,66.02559092,25.45334061,74.91915621,112,112,50,189,VAL +0X257E206A79A1586C,65.54292399,15.62934229,45.35887575,112,112,50,160,TRAIN +0X257EF0B5775B242F,28.10768426,100.2377579,139.4276382,112,112,50,99,TRAIN +0X2584F54C17C798FF,52.26527825,39.1574298,82.0313356,112,112,40,161,TRAIN +0X258CC502191AF4EC,63.54747277,21.66004029,59.41985903,112,112,50,104,VAL +0X25907540CCAE26A4,58.6542527,38.03821871,92.00031731,112,112,54,189,TRAIN +0X259464E770C6A619,18.42138192,252.8298876,309.9217584,112,112,40,193,TRAIN +0X25964FF07BC01F9F,54.88444934,41.04142549,90.96957677,112,112,50,182,TRAIN +0X2596A4518C3B0F1D,64.38196392,32.57170055,91.44721085,112,112,50,201,TRAIN +0X2596D75079E57033,61.85861476,33.43731654,87.66675969,112,112,50,145,TRAIN +0X259876A5AE3180F9,60.00956958,38.75457183,96.90961417,112,112,50,200,TRAIN +0X259BD7856D76C702,66.81598675,23.26299823,70.10302839,112,112,50,162,TRAIN +0X259C94B50AFAD96B,35.02286184,75.50997243,116.2100618,112,112,47,187,TRAIN +0X259CB75B5D7E779C,50.48059758,31.69033573,63.99579596,112,112,50,186,TRAIN +0X259CBD1FA6358DC,57.94739899,43.56355641,103.5930129,112,112,50,200,TEST +0X259D527FD2BEAECD,29.6929409,159.728249,227.1866453,112,112,50,139,TRAIN +0X25A6935E6A8C35CD,56.20459327,20.77695329,47.44094149,112,112,50,160,TRAIN +0X25A6EA066D812683,39.48424749,60.06385069,99.25324928,112,112,50,164,TRAIN +0X25A7456549F3C925,59.86378561,38.89071204,96.89681159,112,112,58,178,TRAIN +0X25A8434F6D4F2256,63.98049626,25.76904066,71.5419092,112,112,50,209,TRAIN +0X25B0A5E678CC4D13,58.87024099,17.93877064,43.61506382,112,112,50,179,TEST +0X25B9B8065140E94A,37.03484436,52.07419302,82.70319115,112,112,50,200,TRAIN +0X25BD4EC399A57695,81.59478051,7.341358527,39.88737287,112,112,50,118,TEST +0X25BF7A8880B7E925,35.87242638,40.24469926,62.75724621,112,112,50,136,TRAIN +0X25C020CCF59979A4,62.55312377,52.40924185,139.956245,112,112,50,202,TRAIN +0X25C4CF4384EAA0FA,65.00093439,20.79630701,59.41960633,112,112,50,170,TEST +0X25C5D78648D39291,60.08281242,76.27009727,191.0708191,112,112,50,210,TRAIN +0X25CB97C76159F8E9,45.00761731,29.76585545,54.12723361,112,112,43,189,TRAIN +0X25D144CE38BAC3B5,61.36692665,50.244835,130.0565309,112,112,50,174,TRAIN +0X25D1BFBDD75BFAAE,68.42943083,22.89121434,72.50808252,112,112,52,138,VAL +0X25D22CAAFC2F06F2,52.2168723,48.68236123,101.881906,112,112,50,217,TRAIN +0X25D27D50A4C85F88,63.53431022,19.87572108,54.50526563,112,112,50,209,TRAIN +0X25D3F22462D32922,65.25279815,44.30677268,127.5117717,112,112,47,189,TRAIN +0X25D630E0245B8D8,68.16772401,19.44108867,61.07351128,112,112,47,117,TRAIN +0X25D970C75A57B3F2,46.73404535,40.84603844,76.68319981,112,112,50,169,VAL +0X25DD6BFF7103EB50,60.25282489,46.98186389,118.2017685,112,112,50,210,TRAIN +0X25E1A2FEB38D5C1A,56.53762847,35.98566895,82.79729727,112,112,50,188,TEST +0X25E3D9E8E02E9F8C,55.07291717,23.708156,52.77029913,112,112,50,173,TRAIN +0X25E51194DDD25625,60.75843482,60.59365519,154.4119224,112,112,50,196,TRAIN +0X25E65648D14CF132,54.14335799,29.21783795,63.71560731,112,112,64,257,TRAIN +0X25EA04C3BB5BD73A,60.8972156,25.34671721,64.82074767,112,112,50,153,TRAIN +0X25F3ABD0BC56E0FC,60.76365348,45.33857851,115.552498,112,112,50,146,TRAIN +0X25FDAC4206518E5D,64.12757994,39.00110406,108.7216976,112,112,50,195,TRAIN +0X260124F79F295A76,57.90152453,56.39863747,133.9683607,112,112,50,247,TRAIN +0X260767549892A590,30.40071047,77.69104767,111.626208,112,112,50,109,TEST +0X260789ADF320D4F8,55.16483104,54.27592204,121.0565797,112,112,50,218,TRAIN +0X2608D27FDE98149F,57.25412473,32.91592803,77.00375259,112,112,50,159,TRAIN +0X260C36268AE552EB,64.47661436,40.20815163,113.1878364,112,112,50,201,TRAIN +0X260C383010AEF14B,37.58125003,99.04234053,158.6740212,112,112,50,188,TRAIN +0X260D4D63B7684BDD,27.01570268,143.7469997,196.9560645,112,112,47,154,TRAIN +0X2617EE50F758E3C5,30.31449954,89.89398352,128.9995522,112,112,50,201,TRAIN +0X26206D5594CF7FB2,34.50555696,52.56565316,80.25971475,112,112,52,176,TRAIN +0X2620ED756670917C,66.63395937,10.53849244,31.58448603,112,112,54,184,TRAIN +0X26253C5173D9E765,63.49197098,30.16067291,82.61380774,112,112,50,151,TRAIN +0X262735F84D104CDD,60.14709504,31.00952032,77.80993719,112,112,50,230,TRAIN +0X262D48995AF25D8D,66.16437629,40.59540404,119.9782939,112,112,53,187,TRAIN +0X262EA10B2898736E,51.58774616,46.13600414,95.29819514,112,112,50,219,TRAIN +0X2630F7B1E8035F5B,28.72315422,139.9280089,196.3162193,112,112,47,133,TRAIN +0X2635B9BFE175C8E4,58.7058187,30.29662677,73.36778648,112,112,57,177,VAL +0X263A95AED78DF1B2,66.18355832,33.91855697,100.3019693,112,112,50,138,TRAIN +0X263BDA8DEDBBDBAA,55.64611327,45.84332595,103.3580805,112,112,50,224,TRAIN +0X263C6A56C2FAA248,67.02769443,12.89745025,39.11600972,112,112,50,148,TRAIN +0X2641B2DB74DE3FF1,58.03997018,29.19886085,69.58732149,112,112,50,92,TRAIN +0X26444E1ACD4FE90F,57.75384881,37.38987773,88.50481448,112,112,50,109,TEST +0X2649959DDB6CA52B,68.28022954,23.766143,74.92533099,112,112,50,171,TEST +0X264B6A93D7EE624A,42.85096474,80.40361511,140.6911153,112,112,50,209,TEST +0X264C65C2ABBD368,59.90076931,49.93718024,124.5340107,112,112,50,148,TRAIN +0X264CFB8943A84B48,60.07263328,37.69741769,94.41498598,112,112,50,117,TRAIN +0X264FE9E65AF38F05,55.21931254,41.38494845,92.41695651,112,112,93,214,TRAIN +0X2651CD8338B30EB,55.25729531,34.21201765,76.46390153,112,112,50,143,TRAIN +0X26549E8D48ABC8DC,51.17944483,35.551705,72.82118133,112,112,50,111,TRAIN +0X2654E4234D69980A,60.1311509,28.19031865,70.70763086,112,112,50,221,VAL +0X265A95FC3A21FE5,53.24352669,31.99348138,68.42577961,112,112,50,186,TRAIN +0X265D6BCE92090FFC,55.62770685,25.0113904,56.36713503,112,112,50,110,TRAIN +0X265F7C106F4A0B62,51.60673333,36.37234705,75.15993351,112,112,50,140,TRAIN +0X2660492955910B85,40.75576749,29.78338474,50.2722096,112,112,50,106,TRAIN +0X26626AAEFAAEEC0,65.21439446,46.15177163,132.6749123,112,112,50,133,TRAIN +0X26635CBAB84870AA,65.45320474,19.84068577,57.43133515,112,112,50,250,TRAIN +0X2665FA8EF7EEDA20,59.96830282,30.49483095,76.1767127,112,112,50,171,TRAIN +0X266AD7E3C2CC1BE,61.60447361,34.53722507,89.95116961,112,112,50,145,TRAIN +0X266D751D516B1711,58.02374232,38.88216887,92.62895509,112,112,50,220,VAL +0X267065C982C08D41,60.01360585,39.78293626,99.49118221,112,112,50,178,TRAIN +0X2670CCCA311E7C7D,61.12402201,35.67015968,91.75372949,112,112,50,178,TRAIN +0X2671B367BF1DBB8B,62.48206059,36.57750451,97.49337275,112,112,50,210,TRAIN +0X26760E1AE0AA7123,58.58586445,31.18883936,75.30964717,112,112,50,164,VAL +0X2676C392F6C80EBD,58.1421525,21.48451787,51.32733561,112,112,50,129,TEST +0X267B31C01341EDBA,50.23451938,56.82808218,114.191768,112,112,50,183,TRAIN +0X267E2148259DAA74,64.91512784,13.95798575,39.78348756,112,112,50,164,TRAIN +0X267E5D3B36A34A6C,56.71690493,29.03886292,67.09054165,112,112,50,134,TRAIN +0X26804C474CA9671C,58.28490933,21.20023117,50.82149128,112,112,50,109,TRAIN +0X268D722E60E6E7EC,57.84503761,49.6724104,117.8328899,112,112,50,119,TRAIN +0X26902A58F384934F,66.42035018,9.138812964,27.21533135,112,112,50,121,TRAIN +0X2694F675274D5ED6,56.98233412,40.22377658,93.50525129,112,112,50,227,TRAIN +0X2698E0A4C8C7777C,60.33637151,46.96263006,118.4022538,112,112,50,172,TRAIN +0X269BDCE2A6A294AB,56.22789093,39.84943861,91.03842483,112,112,50,186,TEST +0X26A12BDA55DE0DDE,29.10200965,99.11974533,139.8061424,112,112,50,147,TEST +0X26A8F239F3777D92,17.09668939,131.3436941,158.4299748,112,112,50,131,TRAIN +0X26A955191AA5D386,64.25419787,15.49017144,43.3342393,112,112,50,178,TRAIN +0X26ABE39755AB6CA8,62.82386614,21.20208275,57.03143535,112,112,53,193,VAL +0X26AC778A988D76C1,64.37250168,33.58869199,94.27743619,112,112,58,143,TRAIN +0X26ACBFDFA9C147C6,65.51265688,20.33077066,58.9513973,112,112,50,136,TRAIN +0X26B10F18D3BA321B,70.82641145,34.72041854,119.0131906,112,112,50,156,TRAIN +0X26B209C0083A4AD5,49.75004173,42.76037657,85.09534742,112,112,50,151,VAL +0X26B4D2AD6ECD2F2,52.84674729,36.68713855,77.80404625,112,112,50,168,TRAIN +0X26B75629377907FA,25.96709959,140.2702639,189.4701722,112,112,50,148,TRAIN +0X26BCB772A8DD9BEC,53.58612675,48.46364466,104.4162904,112,112,50,161,VAL +0X26C216A513F3EE72,59.98357901,28.57854553,71.41704535,112,112,43,167,VAL +0X26C6F8397D6EC0,60.78153147,10.35786131,26.41067257,112,112,50,150,TRAIN +0X26C7FACA5C9DFA73,44.62824199,32.42779683,58.56378414,112,112,50,132,TRAIN +0X26C9C9504E3472BC,45.25200855,71.35033267,130.3250234,112,112,50,132,TRAIN +0X26CCB26A138F5904,64.66228994,20.95157984,59.28957991,112,112,50,161,TRAIN +0X26CCD2B933FE44D1,55.6746388,35.03728203,79.04567742,112,112,50,133,TRAIN +0X26CD1BC6C11A3861,69.05441627,14.4623492,46.73477588,112,112,59,163,VAL +0X26CF0F0BCD885F65,60.89311327,35.18079782,89.96062012,112,112,68,144,TEST +0X26DC58E11003BCA1,55.5437917,36.84466026,82.87854874,112,112,50,161,TRAIN +0X26DCA2BE77293D2D,40.3731528,70.94154942,118.9758519,112,112,47,116,TRAIN +0X26DCCCBC2614214,52.30030158,58.22741381,122.0708217,112,112,50,180,TRAIN +0X26DD260B02C5900C,71.826131,19.63281893,69.68449712,112,112,50,120,TRAIN +0X26DDEAE1C3A6A05,65.35579435,25.37346247,73.2401335,112,112,50,199,VAL +0X26E20CDE56AEEAF3,65.9499987,34.18357858,100.3922974,112,112,50,239,TRAIN +0X26E2492AD4BD86A9,65.31969571,22.78457679,65.69889525,112,112,50,172,TRAIN +0X26E286395968E8C2,69.7446415,21.11591578,69.79231721,112,112,50,124,TRAIN +0X26E3E2CF4D4EC82B,56.36974433,75.85069133,173.8488353,112,112,50,163,TRAIN +0X26E6C7FBCBD4AB54,63.63699922,37.65797364,103.5612376,112,112,50,171,TRAIN +0X26EA0A49954B4816,58.20867729,23.89846204,57.18522527,112,112,50,193,TRAIN +0X26EB82C1481E10E7,63.29243826,36.4335536,99.25353763,112,112,50,137,TRAIN +0X26EBEDBF286CD649,56.7075461,20.33419384,46.96937228,112,112,50,206,TRAIN +0X26F143D493EF7B90,57.74500585,32.72894935,77.45581322,112,112,50,201,TRAIN +0X26F4ACC4D1DE761E,36.86791643,56.34537698,89.24998796,112,112,53,227,TRAIN +0X2704E5FD2037088E,59.09638495,27.32373933,66.80030431,112,112,50,127,TRAIN +0X27077CF4CF371370,65.49572653,31.83528828,92.26476919,112,112,104,298,TRAIN +0X2709CA13E0E58743,68.37434326,20.03633423,63.35468193,112,112,50,109,TRAIN +0X270BF3E8EC3136C9,55.70993257,41.90457273,94.6139285,112,112,63,235,TRAIN +0X27135E2E874381AA,64.69104006,14.74314045,41.75467212,112,112,59,137,TRAIN +0X271545171DA5B5F5,54.95096094,16.68913135,37.04658678,112,112,65,252,VAL +0X27187ECFBEB82A72,69.04679379,7.562701252,24.43269108,112,112,50,109,TRAIN +0X271A48B44C62AFDA,47.23366303,62.03618961,117.5677395,112,112,50,161,TRAIN +0X271C112B61F00E3A,64.00698836,26.96296476,74.91166628,112,112,50,235,TRAIN +0X271C3AE602E3785C,55.78288004,49.29983564,111.4949044,112,112,50,208,TRAIN +0X272447C91729F139,55.95543155,36.76402019,83.47004291,112,112,53,155,TRAIN +0X27250C8B6DF1D971,79.70733085,5.283024293,26.03415181,112,112,50,164,TEST +0X2728207F531EE47D,68.1709243,23.15646281,72.75254559,112,112,50,201,TEST +0X272940207C572D60,37.18764312,101.7528482,161.9949534,112,112,43,183,TRAIN +0X272A1770B9F8E6A0,19.30612934,136.4779871,169.1305497,112,112,50,165,TEST +0X272CBEA136AB2FC5,55.04037331,38.05469704,84.64193287,112,112,50,176,TRAIN +0X272D953C352803EA,24.51677775,89.14436223,118.098247,112,112,50,113,TRAIN +0X27350E8706E23F95,52.61134972,59.96396214,126.5365479,112,112,50,235,TRAIN +0X2736D654E5082786,66.98796453,17.58378807,53.26478002,112,112,50,172,TRAIN +0X273A6EE131B06F89,67.77975814,15.83630914,49.15018705,112,112,50,144,TRAIN +0X273A8DAD815E005C,48.73710798,39.00972276,76.09738978,112,112,55,174,TRAIN +0X273E4A9DF1C9DAC9,67.5214953,13.20194473,40.64825291,112,112,50,198,TRAIN +0X274474F672CA7CCA,54.59149047,37.20537999,81.93481876,112,112,50,153,TRAIN +0X2749DB8810BA40F9,62.5552168,22.60641374,60.37266558,112,112,50,171,TRAIN +0X27508F921B0D7D12,64.24076639,42.96177662,120.1417712,112,112,50,141,TRAIN +0X2752526D9BC50FE3,56.70051693,41.42392684,95.66840966,112,112,50,137,TRAIN +0X2753C50A8B05D7D5,58.28608028,35.36023803,84.76843766,112,112,50,139,TEST +0X2754B4D0ABE17BD0,25.57503505,111.2801883,149.5199741,112,112,52,159,TEST +0X2755371160DC96FC,55.38628689,30.69311149,68.79748255,112,112,70,227,TEST +0X275ABCD76B8D34C0,29.29774922,29.0013656,41.01901323,112,112,61,125,TRAIN +0X275B6562C2CAB56D,61.05744449,38.26468345,98.25930258,112,112,50,158,TRAIN +0X275C7438812C25A1,61.8573259,22.6524555,59.38874512,112,112,50,134,TRAIN +0X276409ED976E48CA,68.60530251,26.76197611,85.24361835,112,112,50,215,TEST +0X2764D7135244AB7A,60.80669143,24.60450178,62.77730223,112,112,50,160,TRAIN +0X2768CE554B3E0BED,62.64630605,28.68481072,76.79243384,112,112,50,187,TEST +0X276B38EA6C9DED77,50.78752812,35.55879345,72.25565409,112,112,50,250,TRAIN +0X276C46369286E618,56.03082373,36.8517419,83.81267294,112,112,50,122,TRAIN +0X276DED2DD51341DA,63.22524107,23.099606,62.81375236,112,112,61,144,TRAIN +0X2774E9E5AFD94FFD,18.61309348,102.4750807,125.9110158,112,112,50,148,TRAIN +0X2774EAE17709B110,62.34147232,18.82635803,49.99228379,112,112,53,207,TRAIN +0X2776B06CA00EE370,65.10565888,38.9886682,111.7334988,112,112,62,232,TRAIN +0X2778AF8121E07236,69.10678104,17.32295396,56.07364508,112,112,50,108,TRAIN +0X277FC348812C0E79,21.67267195,134.9696607,172.3149048,112,112,50,154,VAL +0X27836E538BD008A,59.41294715,40.42005335,99.58853995,112,112,50,182,VAL +0X278A875DF27E7F42,55.83438111,29.25841974,66.24705026,112,112,50,149,TRAIN +0X2790203453E55347,48.35882526,55.21259519,106.9158389,112,112,50,163,VAL +0X2795D1D6CC01F594,66.51141321,19.33507313,57.73630655,112,112,50,74,TRAIN +0X2795F92CA80D4F5F,50.07969563,26.66707944,53.41930459,112,112,50,166,TRAIN +0X2797ABAED6ABCE28,30.65616991,74.54065992,107.494293,112,112,50,201,TRAIN +0X279B82BB85870F8D,49.28087008,27.26020634,53.74738561,112,112,50,136,TRAIN +0X279CA7868FB35FB2,56.54431707,26.05067146,59.94767474,112,112,50,144,TEST +0X27A14489647DFCB,41.58302998,76.83905398,131.5355007,112,112,43,117,TRAIN +0X27A172BEF8B816CD,73.74690503,18.76315235,71.47024902,112,112,50,133,TRAIN +0X27A4A5840BC00390,54.82458871,25.46458718,56.36824647,112,112,50,153,TEST +0X27AB73CC472E519D,61.92690492,30.6710279,80.55827306,112,112,50,167,TRAIN +0X27AD2D53372C8B2C,64.34630992,47.25175463,132.5297733,112,112,57,203,TEST +0X27AE655830163CF2,63.68212197,23.55881045,64.86835611,112,112,50,180,TRAIN +0X27B4E7A56393A167,57.84387748,36.44899176,86.46191724,112,112,50,215,TRAIN +0X27B83995F6D5BDBB,64.24540316,22.74998636,63.62814398,112,112,50,179,TRAIN +0X27BBC1D9367BD3F,55.89243505,49.20766848,111.5628771,112,112,57,239,TEST +0X27BF8122053FB24F,56.13172429,11.51745254,26.25462787,112,112,50,138,TRAIN +0X27C0E8036DA99281,58.77051871,27.73231205,67.26330573,112,112,50,165,VAL +0X27C871612E887EF6,64.73040756,15.42176299,43.72537908,112,112,50,190,TEST +0X27CA6FFE2C5843BD,46.89847986,47.11529181,88.72682305,112,112,47,187,TRAIN +0X27CC9C6EAF53A68F,58.03037181,50.30962482,119.8715047,112,112,56,248,TRAIN +0X27D24C1F2489FB74,27.69613391,71.99312347,99.57022684,112,112,50,172,TRAIN +0X27DE40A84F577EBD,56.88208991,52.92203589,122.7379429,112,112,50,189,TRAIN +0X27E3BABA985C6485,55.00148918,53.22936605,118.2913947,112,112,50,168,TRAIN +0X27E5A824236613DF,50.12387753,50.13519294,100.5194279,112,112,50,168,TEST +0X27E5FF18C326FC22,58.94034511,58.9109869,143.4765759,112,112,50,211,TRAIN +0X27E8DE815C310DE2,63.34496113,40.17044615,109.5905158,112,112,64,320,TRAIN +0X27EBBB70B35C2BDF,66.09044919,35.20451831,103.8188872,112,112,50,234,TEST +0X27ED61D9D1D7C33,55.57660601,34.67945271,78.06574329,112,112,47,85,TRAIN +0X27F9E56828CA9A79,65.6829946,31.04192035,90.45637866,112,112,51,218,TRAIN +0X27FB927A584A359C,61.97378177,18.70614962,49.19276879,112,112,50,143,TRAIN +0X2800557D97ACA8FA,57.77809387,24.46844439,57.95201266,112,112,50,163,TRAIN +0X2802CA3B99221213,51.01603271,49.2502218,100.5435544,112,112,53,188,TRAIN +0X280B7441A7E287B2,39.50445457,15.40600989,25.46635422,112,112,57,183,VAL +0X280E7E6433076E5B,55.18977097,38.50115968,85.92047066,112,112,50,139,TRAIN +0X2812459832695FC3,30.14125834,101.5214979,145.3239716,112,112,50,76,VAL +0X281A54A385859C72,60.72078798,20.54212911,52.29771183,112,112,50,210,VAL +0X281BFB3D114BB83A,62.33013868,19.12954502,50.78209569,112,112,50,118,TRAIN +0X28236C2AA117D80B,59.98948845,25.62225791,64.03881608,112,112,50,183,TRAIN +0X28259FC1DD8D4DCC,24.44242158,98.8480515,130.8248009,112,112,50,201,TRAIN +0X2826DDFD5A2904F4,65.04741119,21.36234355,61.11805813,112,112,50,203,TRAIN +0X282AA53113273C8B,56.18647883,53.96819294,123.1770273,112,112,50,207,TRAIN +0X282CA4F9C50B6F6B,55.95924704,87.92994515,199.6558624,112,112,50,135,TRAIN +0X2833102D81E9117C,44.83703192,44.57812016,80.81167804,112,112,53,197,TRAIN +0X2835A031AB3FF693,58.1522846,38.81319573,92.74866109,112,112,50,216,TRAIN +0X2837905EB4C648A6,58.70811925,64.27957792,155.6712282,112,112,64,257,TEST +0X283B9F3D9498F401,62.84209548,50.86685157,136.8937571,112,112,47,210,TRAIN +0X283E07E657955D9D,14.48716169,278.704575,325.9213242,112,112,47,129,TRAIN +0X283EA34320D8C58B,59.50681815,27.62955163,68.23260204,112,112,50,174,TEST +0X283F3C018BBAA3FB,60.33530657,22.27564129,56.15987259,112,112,50,209,TRAIN +0X2840438B29E95F1F,63.12766363,42.25660716,114.6024671,112,112,50,200,VAL +0X2841EE2AE1958F10,58.15630037,39.36205042,94.06924045,112,112,50,168,TEST +0X28482EB3CD2FDA9D,45.12884789,34.3468727,62.59550124,112,112,50,119,TRAIN +0X284834DEEBB7C5C2,60.89194011,33.81355266,86.46185149,112,112,50,245,VAL +0X284D36D6CA672984,65.05529355,31.63768727,90.53642305,112,112,50,215,TRAIN +0X284DA4EF4567F673,46.64726415,85.84111561,160.8935591,112,112,50,176,TRAIN +0X2851536849A2542B,41.64431404,54.81939993,93.94011745,112,112,50,141,VAL +0X2851818C006989E0,66.29874917,31.73212828,94.15712324,112,112,50,215,TEST +0X2855741E46DF1FA3,61.12570227,25.23474374,64.91369675,112,112,50,201,TRAIN +0X285939779C4DBE60,49.88792309,20.30823821,40.52563665,112,112,58,152,TRAIN +0X285B6CE9FA9200E1,63.63585438,26.89787028,73.96810736,112,112,57,283,TRAIN +0X2863C1D767AA05C,55.9182834,21.64264761,49.09665338,112,112,50,149,TRAIN +0X286661146EB02EE4,63.30419922,11.49966269,31.33781643,112,112,30,89,TRAIN +0X286856FF99946B18,65.20047378,28.76888308,82.67032977,112,112,50,150,TRAIN +0X286CE13D5E499A83,68.45713217,21.33367911,67.63392354,112,112,50,184,TRAIN +0X2870FB8B7A63E9F7,56.50943578,26.53288136,61.00836315,112,112,50,177,TRAIN +0X28712788DD9BC1B6,21.94639241,70.12244927,89.83883184,112,112,50,168,TEST +0X2871AB68D43C2FAE,55.07114793,16.62859294,37.01094547,112,112,50,147,TRAIN +0X2871C2C07B263E65,64.33503916,37.88179904,106.2157315,112,112,73,417,TRAIN +0X2878D9240A9B5CC4,57.63592336,22.24760421,52.51525815,112,112,50,90,TRAIN +0X287940BA389ACFE8,55.18852316,57.06765784,127.3505402,112,112,50,212,TEST +0X287AFCC7F6DEED83,60.99385974,19.86794916,50.93543998,112,112,117,412,TEST +0X287BF355C298ACA,51.77365098,40.60194333,84.19037343,112,112,50,267,TRAIN +0X287C85967E202E62,58.12822378,42.91202335,102.4843635,112,112,56,171,TRAIN +0X2882179032E434E1,41.46653415,53.64476516,91.64802456,112,112,50,124,TRAIN +0X28845A25C055F9DC,15.28089842,319.7122223,377.3791463,112,112,46,129,TRAIN +0X2889D8C33077C148,69.14467221,15.52993894,50.33146638,112,112,84,220,TEST +0X288EB79F76CDA89F,24.45951345,119.796435,158.585734,112,112,26,88,TRAIN +0X28903421E8658F6A,31.85618379,55.2814926,81.12473836,112,112,50,192,TRAIN +0X28917531761A46E7,61.07893718,40.35700424,103.6893685,112,112,50,109,TRAIN +0X28923B334611CFC1,55.24339583,21.30745184,47.60739166,112,112,57,93,TRAIN +0X2893E0784C56B75,66.33821157,19.54846321,58.07315691,112,112,50,223,TRAIN +0X28957333BC12D494,60.07527804,30.37481299,76.08021171,112,112,62,213,TEST +0X28957EA81265C8D9,63.86034855,19.05642518,52.72996394,112,112,50,339,VAL +0X28980B95F9769CE7,72.72382801,13.27886055,48.68300639,112,112,62,149,TRAIN +0X28A2034B93DBE0D6,57.4057577,19.05054479,44.7256337,112,112,43,146,TRAIN +0X28A422DF50B05663,66.17781405,11.3883242,33.67116549,112,112,50,112,TRAIN +0X28AABB6786125B68,32.56182541,51.50850993,76.37886144,112,112,50,144,TRAIN +0X28B349884BCB88D2,37.68419735,95.59216933,153.3995636,112,112,53,210,TRAIN +0X28B494298CA73B42,63.70328637,24.96661172,68.78477199,112,112,50,144,VAL +0X28B77DCB71D1245A,66.46911613,17.2334348,51.39570692,112,112,50,201,TRAIN +0X28B8302CC1B2FCB,71.92895523,29.50481496,105.1076481,112,112,50,184,TEST +0X28BD4F110426601C,53.32978267,34.22470419,73.33307224,112,112,78,201,TRAIN +0X28C73B18FDF845BC,30.88250847,60.63510825,87.72758806,112,112,50,213,VAL +0X28C95C58B1790E20,67.45276063,14.59606139,44.84577395,112,112,50,238,TRAIN +0X28C9F49BA9170823,69.37908257,36.14295978,118.0335627,112,112,50,207,TRAIN +0X28CA9C46619120F3,53.05767796,54.37834896,115.8407735,112,112,50,177,TRAIN +0X28CB8784368E0723,52.93071371,23.32623643,49.55723417,112,112,50,133,TRAIN +0X28CFBCA1B785A2F2,56.95943181,24.76039771,57.52804562,112,112,50,175,TRAIN +0X28CFCF51E65B1B31,57.3808717,15.97499439,37.4831561,112,112,50,195,TRAIN +0X28D1BD6F5325C92C,69.41978581,13.83276986,45.2343786,112,112,53,174,TRAIN +0X28D708482E66EDE5,58.91636697,37.58266121,91.4784269,112,112,50,146,TRAIN +0X28DDDD1528582978,62.05580533,36.58158814,96.40891962,112,112,50,130,TEST +0X28DDF77DCDD5982A,57.83849879,16.1976883,38.41819631,112,112,50,178,TRAIN +0X28E0837117794467,34.45614443,76.69563291,117.0142224,112,112,50,119,VAL +0X28E57A04871E4BC0,59.66863956,40.12028074,99.47663631,112,112,62,172,VAL +0X28E5D0919BC9A280,50.07275345,47.26879201,94.67534317,112,112,50,148,TRAIN +0X28EA2B0204CD390C,63.15968107,24.76443483,67.22101097,112,112,50,180,TRAIN +0X28EAD9701FAB642B,78.79424862,8.736923557,41.20072616,112,112,50,182,VAL +0X28EDD31B54CBEBD9,42.17267826,33.04707027,57.14784858,112,112,73,166,TEST +0X28EDDD27E7D737BB,68.40889875,13.78611853,43.63924643,112,112,50,136,VAL +0X28EF4C40DB0E777D,65.34273418,27.9687162,80.70087338,112,112,50,172,TRAIN +0X28F054EA79CDB082,35.52259791,72.59664422,112.5923841,112,112,50,197,TRAIN +0X28F2E8C16B4A4974,66.28361181,32.38642335,96.05543502,112,112,87,308,TRAIN +0X28F376B3A1AC9A38,43.56694532,102.2654074,181.2154384,112,112,50,162,TRAIN +0X28F676EC204B892,12.41502486,153.5960316,175.3680142,112,112,46,285,TRAIN +0X28FB1162DC7E5985,60.18433224,17.88403809,44.9170869,112,112,106,285,TRAIN +0X28FBB5E92B4E4970,29.9401052,78.17951777,111.5895449,112,112,50,218,TRAIN +0X28FC7D7A02E982B1,56.98644772,29.8198875,69.32672591,112,112,50,167,TRAIN +0X290387F4D1B37AE0,59.13122855,23.07704597,56.46620916,112,112,50,123,TRAIN +0X29044407543B4ED0,14.80492508,136.533331,160.2596524,112,112,47,114,TEST +0X29088E4297D24753,59.70906966,32.16961257,79.84331039,112,112,43,147,TRAIN +0X2909743644F8B146,59.09130799,44.31515899,108.3270005,112,112,53,147,TRAIN +0X290C040A358C02C1,65.09560093,23.29953909,66.75244299,112,112,50,113,TRAIN +0X29148E0F44A62490,49.67984395,49.11553652,97.60608943,112,112,50,222,TRAIN +0X2918B2872C91B115,71.41467183,8.697350697,30.42592565,112,112,50,157,TRAIN +0X291C4F5273C6D916,63.87485523,29.23557743,80.92860974,112,112,40,178,TRAIN +0X29205B46A897CCE4,27.56120246,74.94212059,103.4557766,112,112,50,161,TRAIN +0X2925FF720D4E48F,70.19072904,30.68108626,102.9246448,112,112,89,357,TRAIN +0X292971284482F563,55.94781835,49.94812269,113.3839933,112,112,50,197,TEST +0X292A1F9335000CC5,63.71841314,29.25964856,80.64600007,112,112,50,207,TRAIN +0X292BD6E101B932B9,57.02429221,47.52261947,110.5801903,112,112,50,190,TRAIN +0X292CF3666916BFEE,59.76165651,32.92260651,81.81899069,112,112,50,173,TRAIN +0X2936BE5BD2B454BE,25.44587981,101.4459576,136.070223,112,112,50,151,VAL +0X29372D09CBD2D8D0,60.52532328,21.34095974,54.06240535,112,112,51,174,TEST +0X293C81AED2A80133,63.37863104,39.64842321,108.265814,112,112,50,181,TRAIN +0X293C9951DFBCD9D8,60.79256077,29.44892114,75.11054461,112,112,68,170,TRAIN +0X293D1E326007C469,59.96517312,30.83195557,77.01283601,112,112,52,142,TRAIN +0X293DC06147AADAD2,63.18383421,24.07132643,65.38249141,112,112,50,154,VAL +0X293E8502D91120B4,20.44465553,84.39684219,106.0856976,112,112,50,157,TRAIN +0X294BA2FC928E6983,29.18571125,124.2839493,175.5068808,112,112,50,186,TRAIN +0X294D929C1B18A74C,64.27483966,14.57224041,40.78985308,112,112,50,251,TRAIN +0X29576307FEE7F10E,23.63046799,106.1636661,139.0131159,112,112,50,160,TRAIN +0X29582FA0A66ECA89,47.42187604,58.58096691,111.4169972,112,112,50,186,TEST +0X2959FF1D90DC5714,31.464251,62.92557173,91.81423221,112,112,56,155,TRAIN +0X295CBC8E87EBEA7E,55.01830864,46.88663911,104.2349402,112,112,50,149,TRAIN +0X295D7794423319AD,43.21408146,43.96073741,77.4148566,112,112,50,176,TRAIN +0X296284667D0B48F7,61.90548029,38.26382223,100.4444275,112,112,50,185,TEST +0X2962BA442DE9E45B,51.48461543,27.10979929,55.8787682,112,112,50,148,VAL +0X29640FD5E676FCF2,52.40742784,31.11859539,65.38540359,112,112,50,140,TRAIN +0X2966D3700CD4B8B5,49.72945236,48.94245905,97.35811792,112,112,50,201,TRAIN +0X29670BE6399C86BC,54.71549512,32.09896827,70.8828955,112,112,50,96,TRAIN +0X296BF1BFDF695E01,55.90985045,48.55492094,110.1264601,112,112,50,225,TRAIN +0X296D27E36A3B10B1,54.99942772,78.42456638,174.2745979,112,112,53,195,TRAIN +0X296F1EF6CF0AFE57,63.43201804,24.86814121,68.00523265,112,112,57,192,TRAIN +0X2971776F0E51B880,34.70925696,48.67060061,74.54441218,112,112,50,201,TRAIN +0X29735078772CEC7C,55.1264871,42.62246441,94.98356971,112,112,50,180,TRAIN +0X2973BE861413FD44,57.74054992,46.23861424,109.4160339,112,112,50,238,TEST +0X2975F53722811E61,62.10538893,39.69033235,104.7387247,112,112,50,454,TRAIN +0X297C35461EDC1C32,69.04789431,18.58840497,60.05538089,112,112,43,185,TRAIN +0X297F7F40A699959B,10.31097429,155.0109521,172.8315709,112,112,50,170,TRAIN +0X2980C863A2001D4F,32.31513308,70.11081663,103.5841833,112,112,106,417,TRAIN +0X298127FA6EF9AE66,60.79759325,20.2317634,51.60847274,112,112,50,160,TRAIN +0X298213C78149E758,65.88717718,26.31566554,77.14303115,112,112,50,164,TRAIN +0X2987121B61405E4A,63.8048596,45.11095982,124.6326422,112,112,50,151,TRAIN +0X29891201362B3276,24.74349578,115.7772787,153.8435514,112,112,50,177,TRAIN +0X2989EFBB544B63BF,60.70530323,18.77256573,47.77378953,112,112,59,250,TRAIN +0X298EBAF6CC2B526,65.31761692,19.84595984,57.22201901,112,112,50,144,TRAIN +0X2994B5330ED757B9,59.27753708,23.37983481,57.4126247,112,112,50,220,TRAIN +0X299A88D5675F49D0,54.88984474,28.63593417,63.48001688,112,112,50,161,TEST +0X299E0A308114BAE3,60.96588712,33.44477459,85.68088813,112,112,50,151,TRAIN +0X29A2919E823A0D12,61.69443122,17.59105919,45.92298129,112,112,50,176,VAL +0X29A336DCE20541A0,25.27036817,96.78292873,129.5107795,112,112,50,148,VAL +0X29A4B28DB80C5246,59.91201886,15.50799399,38.68489644,112,112,50,132,TRAIN +0X29AF1111EE5795F,57.81085029,37.65892135,89.26210082,112,112,50,121,TRAIN +0X29BB9686E6983297,35.42035211,46.44567512,71.91998816,112,112,50,164,TRAIN +0X29C17E1745706401,55.97066455,35.30654861,80.18869296,112,112,50,93,TRAIN +0X29C57DC906DE1162,56.02445938,32.65755632,74.26300134,112,112,50,198,VAL +0X29C61163B3107A0F,45.29068073,29.3659655,53.67634965,112,112,50,128,TRAIN +0X29C62BE737EF818E,59.9246367,41.31236834,103.086697,112,112,50,177,VAL +0X29C81728B50A2E6C,59.60804697,62.1904164,153.9673418,112,112,68,180,VAL +0X29C990BE357DA21C,66.89851726,34.15083654,103.1701112,112,112,50,156,TEST +0X29CB7E7DE6A747BD,62.71026089,29.82698733,79.98711721,112,112,50,174,VAL +0X29DC850F81AD37D8,24.78396016,58.53558839,77.8232788,112,112,50,101,TRAIN +0X29DFB3EEC01DD44C,51.57784866,42.1995748,87.14931831,112,112,50,210,TRAIN +0X29E0C74AFAC38079,58.67331507,25.74838673,62.30450562,112,112,50,176,TRAIN +0X29E4873A1EDEDCE2,37.28275585,115.3735865,183.9583165,112,112,50,228,TRAIN +0X29E5CE47FBC8961D,60.33258836,31.62871794,79.73476622,112,112,50,234,TEST +0X29E66C557C99EC32,65.5199528,19.43769598,56.37375106,112,112,50,136,TEST +0X29EA5EC080FF78D6,62.80764217,42.23535763,113.5592366,112,112,50,163,TEST +0X29EAD82D1B3029D2,64.4266329,22.75388935,63.96327142,112,112,50,164,TRAIN +0X29EB469268DC5E30,50.21816621,43.81786271,88.01978428,112,112,50,187,TRAIN +0X29ED6C257E2FC811,60.60119337,27.92323951,70.87331293,112,112,50,140,TRAIN +0X29F5DCEC80F87BA6,66.83876027,23.36284032,70.45225242,112,112,50,182,TRAIN +0X29F88FD41325783F,52.96964994,29.96549796,63.71523479,112,112,50,179,TRAIN +0X29F98334C8C86ACF,56.08029145,14.94212429,34.02145594,112,112,50,115,TEST +0X29FA8548E33956DA,68.60444703,37.13099347,118.2683213,112,112,50,184,VAL +0X29FDE0A4498AB572,29.23874761,123.8408861,175.012287,112,112,50,200,TEST +0X2A005531D741B5AE,43.17435892,85.15447158,149.8521969,112,112,50,239,TRAIN +0X2A01716CA8E6B78C,44.84023134,38.56846789,69.92137355,112,112,50,203,TRAIN +0X2A071BC3FD1AC4EC,48.87075493,30.36872548,59.3959982,112,112,50,151,TRAIN +0X2A09D7E5E6F9F9DF,39.98637357,99.48839444,165.7763417,112,112,50,158,TRAIN +0X2A0B8E212C49D706,62.90888824,23.68588402,63.85865211,112,112,52,169,TRAIN +0X2A179DC26614D64F,65.0257777,28.07025727,80.25984688,112,112,50,199,TEST +0X2A1AE3B6420FD216,60.33476179,47.31521093,119.28634,112,112,50,156,TRAIN +0X2A1F8EEF3A53DF5E,59.87833539,49.24344024,122.7352871,112,112,47,174,TRAIN +0X2A20552783F445AE,59.74807542,37.28175296,92.62104446,112,112,50,164,TRAIN +0X2A2C1D627826C72,64.24724775,22.29492372,62.35862226,112,112,55,179,TRAIN +0X2A2C6AF671DB82E7,35.68733026,50.61083325,78.69496547,112,112,50,146,TRAIN +0X2A2C7C74F6D0D042,27.219447,88.45213242,121.5326468,112,112,47,110,TRAIN +0X2A2D19625CBF1D16,34.70538419,28.68850514,43.93701499,112,112,50,251,TRAIN +0X2A312A5ECB7000FC,66.16108062,23.86980292,70.53949521,112,112,55,186,VAL +0X2A388C798DF4CFF0,57.27216134,24.82085536,58.09059418,112,112,50,139,VAL +0X2A3BB51936839E6D,67.17142597,39.08729874,119.0648692,112,112,50,143,TRAIN +0X2A449C0A5F6A9CCB,59.27900121,45.52024865,111.785688,112,112,50,179,TRAIN +0X2A45204FA70C5C9,36.50692176,52.32118884,82.40455541,112,112,50,138,TRAIN +0X2A46A6A93DF181FA,40.65391722,38.75442582,65.30241595,112,112,50,119,TRAIN +0X2A4B6CD214AAB6A0,56.32013407,66.8062912,152.9452753,112,112,50,252,VAL +0X2A4B8B438E6DE7FF,39.14215312,82.30040376,135.2338408,112,112,50,201,TRAIN +0X2A4CE8DBE3CCDE95,50.29849368,30.28489867,60.93356302,112,112,50,185,TRAIN +0X2A5507B5E2C166BA,63.34675219,44.2127292,120.6243153,112,112,50,202,TRAIN +0X2A55659AE64722AA,50.32157447,67.24370213,135.3579575,112,112,39,29,TRAIN +0X2A5A066CD7F27D5C,72.48062253,6.69362493,24.32331522,112,112,50,142,TRAIN +0X2A5B7EE5D039818C,61.23074475,27.3672651,70.59012333,112,112,50,165,TRAIN +0X2A651E015F9439C0,57.08562682,47.58032328,110.8726978,112,112,50,221,TRAIN +0X2A6635B01B13AAA4,55.51038973,40.42300756,90.85943284,112,112,50,160,TRAIN +0X2A667FD468D528A2,51.61078726,58.69655153,121.300902,112,112,50,204,TRAIN +0X2A67800D05897E40,65.76233373,29.00877275,84.7276579,112,112,30,113,TRAIN +0X2A68164E9B03130B,24.74713593,110.9019014,147.3723329,112,112,50,121,TRAIN +0X2A6A2DB28C7B4608,50.45079438,42.60620801,85.98767119,112,112,50,161,TRAIN +0X2A6A33D5D510FDBF,62.64825282,39.92495741,106.8891295,112,112,50,224,TRAIN +0X2A75592E9961EB81,73.24403608,23.36053675,87.30964366,112,112,50,195,TRAIN +0X2A76C86F7457546F,55.43739996,17.90045152,40.16922599,112,112,50,138,TRAIN +0X2A777BDE3B51C189,66.34634863,27.08551823,80.48314855,112,112,50,158,TEST +0X2A7C5F0B89FED627,54.48563136,38.80783434,85.26501742,112,112,50,134,TRAIN +0X2A7FCA76C4FAEAFD,30.29912915,186.6100208,267.7298268,112,112,50,215,TRAIN +0X2A830BC4A3A36A93,65.64168168,35.27025941,102.6542076,112,112,50,145,VAL +0X2A8498756C4D6E82,61.84237846,35.56109964,93.19527319,112,112,51,218,TRAIN +0X2A855CCD4A6C6BD3,66.62701864,10.85296761,32.52022195,112,112,50,135,TRAIN +0X2A85B05A9671F32E,63.64936977,34.14980877,93.94557552,112,112,50,223,TRAIN +0X2A85FF99D2016B7D,65.40459885,21.02452259,60.77259374,112,112,50,195,TRAIN +0X2A8A694D5740E1F0,47.89626819,42.00008466,80.60859213,112,112,50,192,TRAIN +0X2A8AF50D1F38A71,68.28095007,27.44336799,86.52014498,112,112,50,230,TRAIN +0X2A8DA996FB52D5CB,55.32998432,20.37265666,45.60700584,112,112,59,149,TEST +0X2A904CE88E96E7,21.70444567,213.4837226,272.6639136,112,112,43,137,TRAIN +0X2A91906B774CE547,56.11607918,25.22547803,57.48227951,112,112,64,294,TRAIN +0X2A928235B332DBCF,56.44545446,25.39979543,58.31720917,112,112,50,160,TEST +0X2A9687F49EE5406,67.89412369,26.11752299,81.34810818,112,112,50,214,TRAIN +0X2A99BFFB26E9ECE2,30.51094487,97.78297433,140.7170872,112,112,50,201,TRAIN +0X2A9CDF57A90DBE32,58.89905524,30.31342929,73.75360704,112,112,50,140,TRAIN +0X2AA7D76F830E270,61.67897487,34.07927376,88.93100758,112,112,50,139,VAL +0X2AA86B752CDAFC28,65.65769695,28.00553205,81.54820606,112,112,50,221,TRAIN +0X2AB5732368D8A3F9,64.85377238,29.9434732,85.196834,112,112,50,168,TRAIN +0X2AB73E07EA2A8D7F,58.0559899,50.92323185,121.4076378,112,112,50,197,VAL +0X2AB81C540CAFDB5A,39.90565,89.45649681,148.8600789,112,112,50,154,TRAIN +0X2AB98AC8D400D5DB,65.07660084,20.0571778,57.43191753,112,112,50,162,TRAIN +0X2ABAD17326F8DC47,69.19723805,13.479804,43.76167314,112,112,50,175,TRAIN +0X2ABBA31A554D6E2,68.59921045,22.08047346,70.31821103,112,112,50,150,TRAIN +0X2ABBDEA046C1EBF1,52.44045673,35.11700774,73.83798356,112,112,47,134,VAL +0X2AC09763183674E8,29.22028728,283.2581901,400.1968632,112,112,43,131,VAL +0X2AC18208BD3CA1FF,75.1736379,7.684113752,30.95142865,112,112,55,99,TRAIN +0X2AC54813DFFE6A44,29.11334304,52.13139648,73.54190297,112,112,50,189,TRAIN +0X2ACD4F35A8D82C7C,57.27154713,41.46552446,97.04429175,112,112,56,163,TRAIN +0X2ACE034731B7CA96,58.25641663,28.2304604,67.62826313,112,112,50,196,TRAIN +0X2ACEC865BDA02BE4,66.69046318,24.91796518,74.80730012,112,112,50,117,TEST +0X2ACF3F84A3F9A6ED,36.88526127,70.97743837,112.4577869,112,112,50,168,TRAIN +0X2AD46881C37E12F,55.05849158,61.10569249,135.9671596,112,112,50,142,TRAIN +0X2AD648B03DA6DDB6,32.96431175,70.54635041,105.2370047,112,112,55,203,TRAIN +0X2AD994F98C491FA6,63.87165995,30.71909052,85.02768319,112,112,50,150,VAL +0X2ADEADB93D232F1F,58.80822082,21.76905761,52.84806348,112,112,50,118,TEST +0X2ADF6020233E02A5,53.00602209,50.63305666,107.7437129,112,112,50,107,TRAIN +0X2AE5EC02C6B6F6DB,69.67720237,24.78311967,81.73098001,112,112,50,220,TRAIN +0X2AE7F3D6A1A2A977,61.36873778,30.14672571,78.03712325,112,112,50,189,TRAIN +0X2AEB1E1DE5E9144F,58.07177946,34.56915079,82.44840907,112,112,50,193,TRAIN +0X2AEB5ED737A6EA90,52.79218204,62.66270632,132.737985,112,112,47,118,TRAIN +0X2AEBE2737F2F198E,68.94774897,10.94537385,35.24824605,112,112,50,168,TRAIN +0X2AF780DBAFAEE9DD,61.4618359,18.430531,47.82410223,112,112,50,136,TEST +0X2AFCAC3003694C4D,48.12122107,27.36223805,52.74264086,112,112,50,158,TEST +0X2AFCEF38F2CB4FD,64.87189324,18.89027309,53.77538055,112,112,51,185,TRAIN +0X2AFE868FF0F26037,23.34209389,82.7050823,107.8885225,112,112,50,273,TRAIN +0X2AFFF29A1DA11CEC,66.56762059,20.72030268,61.97675143,112,112,50,206,TRAIN +0X2B00EBE66CDF22EF,39.91823468,59.57247404,99.15233635,112,112,50,189,VAL +0X2B0188BDC08AE8F3,67.78006742,9.771546739,30.3276449,112,112,50,170,TRAIN +0X2B04379243A07D3E,54.27579127,99.80710786,218.2806671,112,112,50,203,TRAIN +0X2B049A419C740450,62.47932151,19.90836949,53.05972677,112,112,50,165,TRAIN +0X2B04D402904C0AF3,59.29504481,35.49816677,87.20846543,112,112,50,196,TRAIN +0X2B0639FDC76E788B,49.05642338,42.63561982,83.69184625,112,112,50,171,TRAIN +0X2B0C7B1FD6FDF2FA,63.99153709,40.92904642,113.6650751,112,112,62,197,TRAIN +0X2B0F87B014648FF1,51.23435557,55.41156232,113.6282786,112,112,67,312,TRAIN +0X2B11C46C12F72E1,32.02224703,84.52141822,124.3368816,112,112,50,179,TRAIN +0X2B13AFFF378DA58A,39.42456662,71.54126757,118.1027746,112,112,47,106,TRAIN +0X2B1407FFE2B14FB4,59.25111663,24.94167868,61.20825067,112,112,50,175,TRAIN +0X2B1EA4FE61E09B04,59.21019451,25.09113085,61.51323976,112,112,52,154,TRAIN +0X2B2471C251239AD7,46.7888536,78.67806238,147.8601152,112,112,50,202,TRAIN +0X2B2494C2C6EF6F9,65.45121385,19.25332968,55.7279483,112,112,50,182,TRAIN +0X2B25C29EF3612FD9,60.98603524,14.12290176,36.19960659,112,112,50,148,TEST +0X2B26BF7B0DC2B52E,49.30480033,23.01288322,45.39460022,112,112,50,201,TRAIN +0X2B2D3664A4F59EF6,58.3736746,37.33496438,89.69075226,112,112,50,180,TRAIN +0X2B337C895834063D,62.87949802,29.68801898,79.97741787,112,112,56,168,TRAIN +0X2B357569BC532F43,56.89849737,42.52313885,98.65813547,112,112,50,142,TRAIN +0X2B36749BB015C796,33.52282859,71.84549382,108.0754375,112,112,50,188,TRAIN +0X2B36907D5AB72242,56.51040401,25.07538839,57.65836132,112,112,50,201,TRAIN +0X2B39C678737EB346,41.95645405,91.3078313,157.3091888,112,112,43,171,VAL +0X2B39E514C7DED838,64.39899918,23.38250047,65.67933465,112,112,50,128,TRAIN +0X2B3A07F9F9F16B0B,63.37316619,44.67851756,121.9830187,112,112,50,161,TRAIN +0X2B3CFA85CCB59333,48.12757681,83.59799913,161.1607748,112,112,31,102,TRAIN +0X2B45ECFBC4E2299A,59.20536783,11.57909968,28.38388058,112,112,50,171,TRAIN +0X2B4ACDDAB3F1DA2E,20.148048,95.57131711,119.6856366,112,112,58,239,TRAIN +0X2B559592BBB6E421,61.46028052,28.70521531,74.48215942,112,112,50,266,TEST +0X2B5619B4EDE8F1B8,29.30643978,89.71721635,126.910027,112,112,50,196,VAL +0X2B591E1ED1F86C25,68.12808411,18.82215528,59.05561292,112,112,50,166,TRAIN +0X2B5B9DA97FC8A1A7,60.35115468,34.97406656,88.20954626,112,112,50,206,TRAIN +0X2B5C65259968F31D,69.92350212,10.02487381,33.3312537,112,112,50,160,TRAIN +0X2B5D059047625083,59.99286551,36.10333705,90.24224682,112,112,50,167,TRAIN +0X2B5E93155A8601B3,57.08758512,43.55745584,101.503157,112,112,50,183,TRAIN +0X2B62A0DEB27B4C10,58.7768773,43.49840498,105.5194321,112,112,50,203,TRAIN +0X2B650F4F171CC99F,54.56262026,26.32274311,57.93191257,112,112,50,129,TRAIN +0X2B6BB50CF65EE164,55.69872036,26.84461953,60.59558494,112,112,50,184,TRAIN +0X2B6E6D287F09E2A0,56.64443675,67.41366857,155.4902382,112,112,50,205,TRAIN +0X2B6EBF9236788362,59.79941862,40.01775615,99.54521747,112,112,50,146,TRAIN +0X2B75FD103FD8FA5E,69.27694084,23.67939002,77.07367257,112,112,50,246,TRAIN +0X2B76F1C5F5D0466D,59.29953431,16.29555923,40.03777094,112,112,50,173,TEST +0X2B79C68A21B5F520,49.79665961,67.04030233,133.5375332,112,112,50,230,TRAIN +0X2B7ABC059BB8090D,62.07736482,11.08517468,29.23102425,112,112,50,127,TEST +0X2B810D03C090DE59,58.59331427,34.41739504,83.12038123,112,112,50,170,TRAIN +0X2B81FE1EF971B25A,63.85310185,24.83225558,68.69816459,112,112,50,152,TEST +0X2B831262FD6E0F44,61.4544191,12.50271439,32.436181,112,112,62,247,TRAIN +0X2B8349B0466DDFE9,47.26226706,52.34877325,99.26246415,112,112,50,169,TRAIN +0X2B867271589725B9,56.68150225,43.02739428,99.32799268,112,112,50,168,TEST +0X2B888E6F035154BB,28.38567448,44.06689561,61.53363212,112,112,50,108,VAL +0X2B8D66D3AF8E8B84,73.78753,11.44113408,43.64767639,112,112,50,96,TRAIN +0X2B8E2C047E853E71,38.04078878,32.0330598,51.70023822,112,112,50,163,TRAIN +0X2B9185D91BBE0E97,68.90175534,41.43251634,133.231045,112,112,50,108,TEST +0X2B92A8AA5710178B,64.81013986,27.83173143,79.09020189,112,112,50,154,TRAIN +0X2B935E3B4404D29E,46.12658291,74.03327717,137.4207934,112,112,50,182,TRAIN +0X2B974E47EADA843,48.38992182,71.65915654,138.8472156,112,112,50,179,TEST +0X2B9B38D0E03561B3,64.03347248,28.94625177,80.48108549,112,112,50,141,TRAIN +0X2BA0CC0FD446A0CD,59.68055484,16.34896717,40.54859165,112,112,50,133,TRAIN +0X2BA56103B7A6BE7C,50.94850605,31.69512775,64.6160294,112,112,50,218,TRAIN +0X2BB46B720AC47098,64.17009291,17.50805553,48.86436206,112,112,50,107,TRAIN +0X2BB4D1569CCBAAF0,69.58992447,15.62067988,51.3667908,112,112,50,247,TRAIN +0X2BB53A7347B59BC6,57.66860291,48.74272171,115.145554,112,112,50,148,TRAIN +0X2BB72AFEFA5753AA,65.31182979,13.69079915,39.46820794,112,112,50,165,TRAIN +0X2BB766EF1A13DECC,54.96648523,31.26816415,69.43309734,112,112,50,182,VAL +0X2BB8F8D3346376DA,65.39326375,45.92550983,132.7068508,112,112,30,119,TRAIN +0X2BBE07A50418CB3,60.92111006,36.63714631,93.75175797,112,112,64,154,TRAIN +0X2BC272DCF674E2FC,65.06716152,33.90453123,97.05633068,112,112,50,119,TEST +0X2BC37749440CC632,28.14412424,141.5787897,197.0316112,112,112,50,148,TEST +0X2BCA5CD0E25723F1,66.39752597,37.6683784,112.1000149,112,112,50,245,TRAIN +0X2BCB6F4D73191177,27.82317286,145.8361139,202.0539273,112,112,43,159,TRAIN +0X2BCCE250005CFD40,48.09395918,52.49958317,101.1434938,112,112,50,193,VAL +0X2BD1518044A7F1E7,60.64172557,48.12525447,122.2748079,112,112,50,158,VAL +0X2BD2EAEB075A7A56,20.27653632,286.9653841,359.9509741,112,112,50,158,TRAIN +0X2BD5CA404CF4822,38.22911671,53.66033102,86.86994286,112,112,50,130,TRAIN +0X2BDAE57715F1BBF4,56.17898078,32.79525859,74.839105,112,112,50,126,TRAIN +0X2BDE03448DF23DEB,59.97603343,39.49793889,98.68571829,112,112,51,146,TEST +0X2BDF20FFCF3D29F8,57.10792781,34.51852591,80.47763642,112,112,50,158,TRAIN +0X2BDFE5712EFDDD47,58.44900069,21.47692759,51.68811327,112,112,50,192,TEST +0X2BE0908F65A5A564,50.05108449,22.06147441,44.16807488,112,112,50,87,TRAIN +0X2BE38B4D5D345FFA,60.20852037,27.60666471,69.37833165,112,112,50,104,TRAIN +0X2BEAF12F3432C314,43.2759372,32.73510027,57.70937175,112,112,50,164,TRAIN +0X2BEC544FB23D724A,34.4036098,83.81839021,127.7789677,112,112,50,152,TRAIN +0X2BF16ED5C2D8A0D3,27.13518509,92.25493265,126.6110849,112,112,53,144,TRAIN +0X2BF66637343A27ED,18.53737803,91.31844791,112.0985867,112,112,50,105,TEST +0X2BF77B6A39CD9A0B,52.47398437,39.29538273,82.68183691,112,112,50,456,TRAIN +0X2C03CDC4A9D90ACD,60.93834254,49.9674349,127.9193925,112,112,58,141,VAL +0X2C03FAE807BF8E76,59.5025122,33.44569918,82.58709614,112,112,50,167,TRAIN +0X2C04949A6CC88C77,21.0231464,198.3223077,251.1144705,112,112,50,186,TRAIN +0X2C073A809964F995,64.09929191,26.28766728,73.22325571,112,112,50,141,TRAIN +0X2C0B21D4520985EB,59.67605088,50.53234664,125.3159667,112,112,50,86,VAL +0X2C12346EFB5636F3,68.21049243,27.98164287,88.02163043,112,112,50,181,TRAIN +0X2C12A8B71D39E8DA,43.30049299,38.61086286,68.09735198,112,112,50,137,TEST +0X2C12BF73BA0A814C,64.79717478,64.17194472,182.2920301,112,112,84,277,TRAIN +0X2C14699B62EE346C,58.06217438,61.99562759,147.8274724,112,112,61,160,TRAIN +0X2C18E8C665E9D9A3,67.96295296,13.27707812,41.44288985,112,112,50,143,VAL +0X2C190FF79A686E07,45.1635765,72.66644176,132.5149182,112,112,50,151,TRAIN +0X2C1966CD61F4608D,66.32952772,22.28617963,66.18909128,112,112,50,242,VAL +0X2C19EFC05FC3B091,54.98133021,27.63047035,61.37558146,112,112,50,151,TRAIN +0X2C21A633164A6BFB,62.93654203,30.922641,83.43161349,112,112,50,478,TRAIN +0X2C2DDBD3EB793DAA,68.39040579,11.74427587,37.15414942,112,112,50,139,TRAIN +0X2C34E713BB4D3308,52.20507443,35.21962245,73.68904131,112,112,53,195,TEST +0X2C35AFD93B9496EA,51.75008428,40.90883314,84.7852945,112,112,50,102,TRAIN +0X2C36F355EB681B07,56.53380279,46.74256556,107.5377387,112,112,50,182,TRAIN +0X2C41E0CF2733C297,63.76167924,45.92212883,126.7225629,112,112,50,201,TEST +0X2C45F28244AF0456,63.57181308,23.91506736,65.64989746,112,112,50,171,TEST +0X2C49216A08762644,67.67609691,31.13710858,96.3284307,112,112,50,189,TRAIN +0X2C49AB7562FAA93,56.04218894,59.4723913,135.2942512,112,112,50,137,TRAIN +0X2C49F6FD06CCBCF8,54.83077183,68.91816213,152.5776838,112,112,50,202,TRAIN +0X2C4D02125B318CBD,56.63231633,36.84532323,84.96032093,112,112,64,242,TRAIN +0X2C511E5B9B2D8D2C,60.84112103,55.32144421,141.2743308,112,112,43,183,TRAIN +0X2C5353EF79A2AE33,61.55772641,32.47299813,84.47210609,112,112,50,172,VAL +0X2C56A1B8986F6EA7,61.98949757,36.04090388,94.81827805,112,112,50,154,TRAIN +0X2C5FA07F95C49BEE,48.43184652,84.89061292,164.6182909,112,112,50,209,TRAIN +0X2C6012D44180AE4A,20.2646939,136.1098062,170.7020552,112,112,50,114,TRAIN +0X2C61E96BC700B20F,64.50686005,38.92071537,109.6570082,112,112,72,173,TRAIN +0X2C693B4B714F5F77,59.2033528,57.66224453,141.3406456,112,112,28,80,TRAIN +0X2C73664CB7057853,61.21437054,43.06764519,111.040212,112,112,50,179,TRAIN +0X2C75C3C43D12BF,67.0309236,13.16861116,39.94231141,112,112,50,189,TRAIN +0X2C76048845DB3B26,69.28717228,24.28960956,79.08620393,112,112,50,131,TRAIN +0X2C79C011E028C5C8,61.55634319,37.89984585,98.58543384,112,112,62,243,VAL +0X2C7D0289D4D9C8DA,62.2160742,34.52892374,91.38522006,112,112,50,139,TRAIN +0X2C7EE3815ECE5418,71.06921633,12.25265824,42.35162924,112,112,50,128,TRAIN +0X2C82A1C3E914188A,42.31954977,50.1293338,86.90870754,112,112,50,188,TRAIN +0X2C871D22AD5EAD1A,44.31774966,66.17317328,118.840695,112,112,50,184,TEST +0X2C87657038E600E4,60.9935057,34.14354027,87.53296312,112,112,50,166,TEST +0X2C8891A017BD1976,60.34676485,27.62853321,69.67535714,112,112,50,147,TRAIN +0X2C8D4E3F973C4C0C,50.00586922,20.41936276,40.84351991,112,112,50,105,TRAIN +0X2C8D5BE1148380DD,63.15729713,23.76827175,64.51283402,112,112,50,163,TRAIN +0X2C8E3C1FD1F556BC,62.04259738,31.45717665,82.87494528,112,112,50,172,TRAIN +0X2C8F95568F4E8742,52.13895749,84.77688249,177.131291,112,112,53,147,TRAIN +0X2C90DA7EB02FCCD2,57.16055522,36.60198539,85.43991544,112,112,50,187,TEST +0X2C91EA24C7C0B398,70.03618583,22.16125602,73.96006361,112,112,50,165,TEST +0X2C9357E39710C30C,35.0535035,69.06792723,106.3458862,112,112,50,143,TRAIN +0X2C9420596D198D01,57.53594038,31.08292911,73.19820429,112,112,50,171,TRAIN +0X2C97A655ED70FABF,64.56617602,11.29155438,31.86659838,112,112,50,231,TRAIN +0X2C97ECB94ED1AD37,62.59495666,34.91149837,93.33366639,112,112,54,226,TRAIN +0X2CA3761058236EF3,62.32005973,30.67506948,81.40954911,112,112,50,207,TRAIN +0X2CA42A8211675132,68.55783168,54.76704289,174.1834161,112,112,50,210,TRAIN +0X2CA89051DE3DEC33,70.04543553,24.37231599,81.36428092,112,112,50,158,TRAIN +0X2CA927607A7AB65A,50.34684562,54.58835849,109.9393567,112,112,50,89,TEST +0X2CAA96B0D5EB2D62,22.65943277,169.9627076,219.7588066,112,112,47,94,TEST +0X2CADB19F2FEE68AD,40.38752041,81.53894437,136.7816687,112,112,50,197,TRAIN +0X2CAE2DE8A42A2342,60.69429697,25.92548067,65.95857259,112,112,50,150,TRAIN +0X2CB0D18E525D7C37,60.71349066,47.78329084,121.6277334,112,112,50,149,TEST +0X2CB14DA1C391E86B,58.25519537,35.14484726,84.18975144,112,112,50,293,TRAIN +0X2CB15E6A301D6B19,60.14436174,35.87080835,90.00184144,112,112,50,244,VAL +0X2CB1956D0DB0180C,64.15411066,26.00035805,72.53372291,112,112,50,161,TRAIN +0X2CB329D5D9E62171,55.30763822,41.01890682,91.78057543,112,112,50,193,VAL +0X2CB7A24A2CFDC0DE,68.2302683,27.80236723,87.51212472,112,112,50,264,TRAIN +0X2CB7A5F709ABD767,60.1675552,41.25579082,103.5733333,112,112,50,174,TRAIN +0X2CBCF722CBB5B80D,27.11549532,102.7722931,141.0070543,112,112,47,131,TEST +0X2CBD88FCC98A48FB,54.86782014,40.42113306,89.56166794,112,112,50,216,TRAIN +0X2CC10C4F3C7A5F8C,64.71941369,34.10051609,96.65518534,112,112,50,251,VAL +0X2CC1ACAF0876862A,59.0816965,25.2749282,61.76924759,112,112,50,180,TRAIN +0X2CC9EEC1D61BB2BF,62.7761951,39.77593434,106.8561756,112,112,50,157,TEST +0X2CCCED512683D687,60.00016942,27.03854754,67.59665514,112,112,50,145,TRAIN +0X2CCF9716099B6F41,52.39811634,57.5413492,120.8804038,112,112,50,185,TRAIN +0X2CD8C8DD79E1675F,41.09050463,101.244074,171.8637604,112,112,64,236,TRAIN +0X2CE0CBE435FB7161,67.27987958,40.12060667,122.6175398,112,112,47,148,TRAIN +0X2CE2BBE899FB30A,69.3733509,15.07375645,49.21777894,112,112,50,208,TRAIN +0X2CE2C2ECE6B2DEF3,27.69578653,135.4865767,187.3840683,112,112,50,187,TRAIN +0X2CE35C58DEBA5E84,65.67671822,26.82887058,78.16522544,112,112,50,131,TRAIN +0X2CE3CF0F97E7FC72,63.03114235,23.13832061,62.58868162,112,112,50,181,TRAIN +0X2CE44822F7569ED4,27.07979597,151.1832933,207.32703,112,112,47,127,TRAIN +0X2CE840CE9B6A835E,67.43969489,20.73139993,63.67077908,112,112,50,198,TRAIN +0X2CE8B16185B68E,30.95365514,68.18824332,98.75720933,112,112,50,139,TRAIN +0X2CEF6124DDC757CF,25.37365422,121.0398373,162.1945119,112,112,50,117,TRAIN +0X2CF28B839885FBAE,65.58977439,27.85861758,80.96028749,112,112,60,192,TRAIN +0X2CF2FAD1B2A26CEF,50.48069916,53.81964204,108.6841719,112,112,50,211,TRAIN +0X2CF7B35D7849A5D,66.57094298,32.67214798,97.73577508,112,112,50,181,TRAIN +0X2CF9DE123FE188CA,66.7765251,18.98974295,57.15760622,112,112,50,142,TRAIN +0X2CFC388D482B5B31,27.81494429,80.29623354,111.2366441,112,112,66,187,TRAIN +0X2CFD447B055E05BF,65.48270785,22.82702192,66.13213408,112,112,50,149,TRAIN +0X2CFD990707C2AFEF,58.13735451,26.18007915,62.5380428,112,112,50,154,VAL +0X2D03DD1D93E5C751,45.17911449,33.90824691,61.8527895,112,112,50,253,TRAIN +0X2D103F41D2E38399,41.04625411,70.78007005,120.0603439,112,112,50,181,TRAIN +0X2D1062571172E8A7,48.60773907,43.12253022,83.90860694,112,112,58,195,TEST +0X2D10BE0BA5D1B6A9,46.38886836,51.67200592,96.38297932,112,112,50,190,TRAIN +0X2D17D1C132427A37,56.7810252,25.41062019,58.79505544,112,112,50,184,TRAIN +0X2D196F26588E2E17,67.97056538,43.22402254,134.9509383,112,112,50,124,TRAIN +0X2D19E502F1A7362E,66.48009134,15.47377681,46.16294443,112,112,52,141,TRAIN +0X2D1CE5FC57B6FBC1,26.72572621,109.7934917,149.8390718,112,112,50,212,TRAIN +0X2D23A079EADDFA54,69.06256333,26.58009765,85.91564304,112,112,51,158,TRAIN +0X2D2ED63C8BA47E4D,54.67145147,62.08464691,136.9658834,112,112,50,177,TRAIN +0X2D30608E926E7FC8,70.02706734,17.51023605,58.42016277,112,112,62,134,TRAIN +0X2D34C7C038A1E3D2,60.59199038,30.29894962,76.88525737,112,112,50,231,TEST +0X2D3555E57E30410B,62.13347847,10.47344572,27.65885352,112,112,50,179,TRAIN +0X2D374A42BC63F7D3,65.32892753,32.94822998,95.03089356,112,112,30,109,TRAIN +0X2D37B879A205F20E,58.35549369,45.95979113,110.3621947,112,112,50,137,TRAIN +0X2D37C242683F1061,69.43832446,17.85420701,58.42024921,112,112,50,221,VAL +0X2D385BC839299FE6,59.78496912,22.39797859,55.69553996,112,112,58,180,TRAIN +0X2D3D5BE721D93FAB,57.51357293,37.67875833,88.68422442,112,112,50,187,TRAIN +0X2D3E3C182D1459C8,74.0456687,9.33438068,35.96463562,112,112,50,104,TEST +0X2D3F2E5FFA807CFF,58.92452249,12.64680209,30.7891785,112,112,50,201,TRAIN +0X2D3F7E5490285446,66.99297916,19.19411805,58.15162217,112,112,43,154,TRAIN +0X2D405B452654D053,44.65248124,22.9704529,41.50222704,112,112,89,279,TRAIN +0X2D40DC11D737F49B,54.84358663,53.81718555,119.1794953,112,112,50,172,TRAIN +0X2D4304FA6A09F93E,23.17747558,65.19068685,84.85881887,112,112,50,501,TEST +0X2D44B66B9949BE4D,68.19031021,19.31319228,60.71480862,112,112,57,225,TRAIN +0X2D4C335281042D7F,45.14510529,47.78213207,87.10641469,112,112,50,214,TRAIN +0X2D4E0673C195F693,59.67362145,23.87096399,59.1944153,112,112,50,114,TRAIN +0X2D4F77FD196A3828,61.02075869,32.99582646,84.64974011,112,112,50,212,VAL +0X2D597332A98E785E,70.22937674,74.0676339,248.7943677,112,112,50,296,TRAIN +0X2D5BD6E67BD7AE69,56.64986898,39.74489008,91.68343704,112,112,50,189,TRAIN +0X2D5CC137BFF6A623,56.92462419,24.9900953,58.01480504,112,112,68,183,TRAIN +0X2D5E11117A6B333B,64.09804228,52.84686635,147.1977288,112,112,50,223,TRAIN +0X2D604D85FE921D9,68.92235197,19.4888387,62.7101468,112,112,50,139,TRAIN +0X2D658517E159F3F4,59.83288034,41.89533124,104.3025529,112,112,50,148,TEST +0X2D6601DFA32D0382,62.38164233,20.01288167,53.19977509,112,112,50,128,TRAIN +0X2D66386606994937,66.42052645,23.66175962,70.4649511,112,112,50,190,TEST +0X2D69D2B24305EB5,35.2805338,86.87241557,134.2291905,112,112,50,122,TRAIN +0X2D6CA36A674EDC8F,39.88760745,107.8171067,179.3592006,112,112,50,153,TEST +0X2D6F8C1DEA6EF363,68.14906667,15.52118599,48.73071013,112,112,52,189,TRAIN +0X2D72B203AB220EAB,65.07370878,25.5923449,73.27530067,112,112,53,223,TRAIN +0X2D7C2A7FD48AC5CA,46.29534347,21.14531398,39.37333435,112,112,50,119,TRAIN +0X2D7E8B6DA9FDB3E0,35.80258587,63.86783494,99.48661609,112,112,61,294,TRAIN +0X2D82FF915BD14EFD,61.91164211,17.91492089,47.03516215,112,112,50,135,TRAIN +0X2D88CA57C0CA4328,59.63151191,23.11386572,57.25719939,112,112,50,151,TRAIN +0X2D8A896770271A60,42.50280217,33.05561314,57.49082457,112,112,50,251,TEST +0X2D8B38AA1ADBB074,41.65271513,67.35600169,115.4398218,112,112,50,167,TRAIN +0X2D8BD5AF3B8DED9C,63.38213746,19.53922564,53.35982028,112,112,50,120,TRAIN +0X2D909B4FCF030F77,64.53644379,32.78470037,92.44617257,112,112,50,168,TRAIN +0X2D93EB042A3DB0E2,64.99178861,24.23084676,69.2147522,112,112,50,166,TRAIN +0X2D9566C4D06D6F28,56.75576645,26.42038668,61.09574506,112,112,50,173,TRAIN +0X2D958648FECCDF1E,63.56066578,15.85575338,43.5127417,112,112,50,182,TRAIN +0X2D982113D0EC3AA0,67.80927066,25.87827715,80.39046546,112,112,50,127,TRAIN +0X2D9DB9841B21B473,27.17466882,69.55796853,95.51342562,112,112,50,195,TRAIN +0X2D9E50E6BDB7CF9,57.2129381,23.6527918,55.28024302,112,112,50,188,TEST +0X2DA55EE48DCFCD80,27.59209189,66.81395454,92.27438864,112,112,50,138,TRAIN +0X2DA7DA5B3CBF9227,63.39677131,41.33033781,112.9144594,112,112,50,141,TRAIN +0X2DA998F63F173C44,37.13823975,73.98073038,117.6879713,112,112,50,175,TRAIN +0X2DA99F9FC1DAD8A9,68.60386691,38.5953329,122.9302118,112,112,50,200,VAL +0X2DAD48A6BD57C623,57.68856079,28.43203751,67.19704656,112,112,52,209,TRAIN +0X2DAE446A22A6038,48.36536131,33.02352396,63.95614417,112,112,50,237,TEST +0X2DB1613A3E1C52F3,27.65241829,108.525592,150.0058322,112,112,46,109,VAL +0X2DB1F8801485264A,58.01033342,35.07224614,83.52589816,112,112,50,147,VAL +0X2DB87473EC321C75,65.05653597,40.13212241,114.8487236,112,112,50,147,TRAIN +0X2DC165EBD4F6A499,43.55153273,51.00994466,90.3655088,112,112,53,111,TRAIN +0X2DC355CC1C2B3876,59.67457807,33.94651683,84.18142999,112,112,50,157,TEST +0X2DC8C2A8797096FA,53.85066525,28.32797099,61.38327052,112,112,50,200,TRAIN +0X2DCE146E4AE80A3D,14.53349124,155.4450091,181.8782718,112,112,46,143,TRAIN +0X2DD4B303E3F4FCB5,62.26099237,33.13952929,87.81240252,112,112,50,173,TRAIN +0X2DD603AC2C74F6EC,72.00184749,8.66969391,30.96523567,112,112,50,117,VAL +0X2DD74DF5EE1C2986,63.4618334,31.64354968,86.6040982,112,112,80,384,TRAIN +0X2DDA61D944C9F9C3,65.04483066,21.69824631,62.07449921,112,112,55,161,TEST +0X2DDFB92556009B4C,61.09534691,10.79778792,27.75448966,112,112,52,127,TRAIN +0X2DE30D01995BB762,62.37817849,48.90238561,129.9840987,112,112,50,154,TRAIN +0X2DE58B024738E3C7,62.65753382,15.15750783,40.59053773,112,112,50,216,TRAIN +0X2DE5DE59AE16AF82,54.57189427,54.90642575,120.8644404,112,112,64,232,TRAIN +0X2DE6608CDEC4A536,70.66162214,41.52680775,141.5443211,112,112,50,160,VAL +0X2DE6FC105DDE8B38,9.554067552,166.7038654,184.3132807,112,112,43,109,TRAIN +0X2DEC11BFCC04AD8,60.14962102,56.26072798,141.179907,112,112,53,261,TEST +0X2DEDA110B28EFD48,63.14752992,21.84991136,59.2902221,112,112,50,171,TEST +0X2DF0CD09785D2C10,24.68792482,48.76133672,64.74570858,112,112,50,242,VAL +0X2DF88C27BB20C25D,43.89854338,64.13857603,114.3260441,112,112,55,209,TEST +0X2DFB4F76758EF666,54.07639053,39.41411008,85.8253751,112,112,50,198,TRAIN +0X2E0036AF7A9C970E,66.08137952,28.77764214,84.84319744,112,112,50,149,TRAIN +0X2E00AD0FD28287B9,31.10679946,121.6957742,176.6441002,112,112,50,184,VAL +0X2E03541DE1D78F8C,75.09665711,12.90474631,51.81933352,112,112,50,159,TRAIN +0X2E041070DF3C0BCD,57.27229085,22.58297569,52.85323304,112,112,50,270,TRAIN +0X2E08BE7843E94F2C,56.41894918,28.79567922,66.07385247,112,112,50,403,TRAIN +0X2E0A75B64C955D2F,68.67431227,23.19169736,74.03412035,112,112,50,188,TRAIN +0X2E0FDC08CC93A3C6,64.78358282,26.92282501,76.44964243,112,112,50,169,TRAIN +0X2E10D578B99BF9F3,63.62529854,33.7756123,92.85467907,112,112,50,183,TRAIN +0X2E1476D1A5C2BA29,61.24159581,35.03016788,90.38083123,112,112,50,116,TRAIN +0X2E17DD438B26829,58.23159446,56.08308076,134.2715386,112,112,50,153,TRAIN +0X2E19B6DE8518F7FD,55.31689277,43.74794739,97.90712889,112,112,50,149,TEST +0X2E1C7FD7AF5F7124,61.20391854,25.87754202,66.70143231,112,112,50,195,TRAIN +0X2E1EAA6DEAA3C9A4,67.84710727,15.61950626,48.57885227,112,112,50,155,TRAIN +0X2E1EF8E244CECCFD,56.24055716,48.52141494,110.8821589,112,112,50,186,TRAIN +0X2E2A4F7D4604622F,55.71183639,44.02586725,99.40775065,112,112,50,242,TRAIN +0X2E2E861DD589D587,61.12987444,43.48447483,111.8711972,112,112,50,144,TRAIN +0X2E2FB299A22B2B76,64.76397899,36.5946182,103.8557055,112,112,50,248,TRAIN +0X2E38C47AC9A2A3E6,58.47384622,13.89417539,33.45885455,112,112,50,136,TRAIN +0X2E407BCA61BDF192,64.90850099,23.7297703,67.62256094,112,112,50,184,VAL +0X2E410E770355AAC2,69.21273877,22.42676019,72.84428462,112,112,50,215,TRAIN +0X2E42A13CDA91A601,39.72550656,62.27168778,103.3134983,112,112,50,153,TRAIN +0X2E462984BEAE8FCD,68.39303774,12.15287271,38.44998645,112,112,50,821,TRAIN +0X2E46B7FD40A6955D,49.87161098,36.173445,72.16159487,112,112,50,159,TRAIN +0X2E47B387F4355FB3,62.64293948,25.07934593,67.13415238,112,112,50,167,TRAIN +0X2E4CC2441CFABDB0,65.10652143,43.39157646,124.3544016,112,112,50,151,TRAIN +0X2E52102EE379C357,60.04979492,44.96318558,112.548072,112,112,50,251,TRAIN +0X2E5298542F1F9C97,49.01073688,51.30506753,100.6193547,112,112,50,256,VAL +0X2E580D3095F8413D,64.54800944,18.876447,53.24509766,112,112,50,168,TRAIN +0X2E5D1A5A950E394A,55.36137093,52.41569412,117.4222758,112,112,50,150,TRAIN +0X2E5D7030DC1C9FBC,29.63347365,204.4797912,290.5924192,112,112,50,251,TRAIN +0X2E5EDA11D632F50,58.38551753,34.98947197,84.08003631,112,112,50,218,TRAIN +0X2E61656CEDFA0B02,60.11886815,25.94716584,65.06125737,112,112,50,255,TRAIN +0X2E636FB653B4D46,59.7239202,16.81393284,41.74669662,112,112,72,179,VAL +0X2E707E80B324D9F8,56.45929894,50.73788767,116.5297904,112,112,50,261,TRAIN +0X2E711400B03C543B,49.15227349,61.27958623,120.5158823,112,112,50,206,TRAIN +0X2E71FF0BAAC3BEC1,69.35601409,17.82678774,58.17385439,112,112,50,134,TRAIN +0X2E733C8B779C06B7,32.34396649,84.40738924,124.7595889,112,112,52,156,TEST +0X2E74B3A21BA7934E,59.22805755,22.31412996,54.72913141,112,112,50,188,TRAIN +0X2E77A82F2D70D940,61.51645709,24.70887973,64.20635382,112,112,50,157,TEST +0X2E7C63C6E680E0FD,57.53364945,46.33222587,109.1033849,112,112,50,198,VAL +0X2E7D89B9C53F4DBF,62.30814011,34.93635665,92.68939434,112,112,46,140,TRAIN +0X2E8342A7771D0391,67.27046329,13.07225056,39.94022486,112,112,50,88,TEST +0X2E879F97E4C4DB87,58.79581789,30.10395505,73.06043589,112,112,50,119,TRAIN +0X2E8A4D028176C17A,23.98734717,126.3390992,166.2079858,112,112,50,186,TRAIN +0X2E8CF6423EA1B7EC,58.54288424,31.59195567,76.20394012,112,112,50,174,TRAIN +0X2E908EB5E89DD099,67.7729746,16.05426088,49.81614245,112,112,50,123,VAL +0X2E924753D4D5ED2A,56.83931521,43.82147218,101.5309938,112,112,50,136,TRAIN +0X2E94465751550B92,65.09424898,42.83685532,122.721483,112,112,50,198,TRAIN +0X2E9602C7CB2FD797,58.02061107,57.10389856,136.0284178,112,112,50,185,TRAIN +0X2E9AEFC26169C304,55.15527731,27.2226033,60.70414011,112,112,50,99,TRAIN +0X2E9E2C168789FA46,49.03201408,37.32675791,73.23569341,112,112,50,180,TRAIN +0X2EA240C55AAD9858,60.35005207,39.76251361,100.2838987,112,112,53,176,TRAIN +0X2EA4BD879EEE7D43,58.6284993,20.88334332,50.47760649,112,112,53,195,TRAIN +0X2EA8A7FE9B5CD93E,61.16334997,35.17373679,90.56841092,112,112,50,165,TRAIN +0X2EADDC6889C08ABC,60.43605127,25.22336168,63.75339795,112,112,50,187,TRAIN +0X2EAF0F81176431E0,63.23149007,17.7211748,48.19660854,112,112,50,149,TEST +0X2EAF0FCB979CE980,56.32050368,32.1500799,73.6045115,112,112,61,228,TRAIN +0X2EB2CC02E37A1070,24.83820636,56.25563894,74.84605704,112,112,50,150,TRAIN +0X2EB39D9717E466FB,61.2047428,30.85797782,79.54059347,112,112,50,166,TRAIN +0X2EB86B8EAE0A26F0,59.33284817,37.35846791,91.86398908,112,112,50,218,TEST +0X2EB93A2E4548142E,33.28185339,135.7055107,203.4011998,112,112,50,131,TEST +0X2EBCFAC54E08438,57.47137718,41.23172017,96.95051811,112,112,51,221,TRAIN +0X2EC24D55FD3FC423,67.27039823,29.34365969,89.65480209,112,112,50,137,TRAIN +0X2EC2E75D27C6F224,52.52407228,36.7250827,77.35516602,112,112,50,175,TRAIN +0X2EC3A1A5F3971273,17.75721132,349.2597002,424.6690875,112,112,43,139,TRAIN +0X2EC3E1044DE5412D,55.9722424,28.62393989,65.01339484,112,112,50,170,TRAIN +0X2EC46449B60FD85B,63.83784708,31.14436575,86.12420233,112,112,50,179,TRAIN +0X2EC469A29DD619FF,50.41749272,64.33339294,129.750181,112,112,48,116,TRAIN +0X2EC98D548B0A3542,65.67355069,27.57584744,80.33410968,112,112,50,252,TRAIN +0X2ECD35E6B98033EB,44.04148663,45.72387794,81.71031571,112,112,50,135,TRAIN +0X2ECE3ECC0BF62256,63.08476272,13.11182289,35.51872846,112,112,50,129,TEST +0X2ED5BE4B6181065A,61.05705279,15.63103595,40.13829736,112,112,50,201,TRAIN +0X2ED852A3EC97B2E1,62.85284482,27.05820082,72.84057337,112,112,50,178,TRAIN +0X2EDA3A769536EEF8,34.88885308,36.98476872,56.80251457,112,112,50,196,TRAIN +0X2EDDFC5697535B9C,61.15178862,54.51640153,140.3318186,112,112,50,204,TEST +0X2EDF6921AA560E72,62.3729758,28.6827464,76.22911194,112,112,57,167,TRAIN +0X2EE0A304184B797,63.76023462,18.0557149,49.82293543,112,112,50,151,TRAIN +0X2EE1815F10D8A1F,50.45453254,54.32902587,109.654886,112,112,50,126,TRAIN +0X2EE56F270D208DF2,42.70927646,81.48958299,142.2387046,112,112,50,176,TRAIN +0X2EE5F2D684F133AA,54.07334715,33.61594052,73.19484097,112,112,50,162,TRAIN +0X2EE799C4FDC049DB,61.83451901,21.33882505,55.91132222,112,112,50,91,TRAIN +0X2EEB52E916176270,65.28096488,26.62578262,76.68929317,112,112,50,197,TRAIN +0X2EF360C2BADB742,31.40743625,157.8300672,230.097927,112,112,50,150,TRAIN +0X2EF6FF02EC002834,28.62324981,105.9010193,148.3690684,112,112,50,312,TRAIN +0X2EF985AA40F1925D,63.98722662,41.21794469,114.4536808,112,112,50,196,TRAIN +0X2EFB024B09168681,36.80415833,94.25493003,149.1473609,112,112,50,187,TRAIN +0X2EFB608A1CC1437F,45.25234047,58.81268919,107.4250291,112,112,50,117,TRAIN +0X2F064717C2ADEB37,62.69135272,31.30336102,83.90376845,112,112,50,174,TRAIN +0X2F094CEC2EEA4606,53.40563229,29.78417422,63.9222629,112,112,50,200,TEST +0X2F0A8FC115DF5430,38.1149901,85.70614805,138.4925819,112,112,50,178,VAL +0X2F0CAB93EBD17678,67.40305044,31.67748352,97.17928808,112,112,50,252,TRAIN +0X2F0CC49D6B277135,57.41131744,31.97453997,75.07755123,112,112,102,289,TRAIN +0X2F0F6CF2E9C4A169,64.08547029,27.496252,76.56024519,112,112,50,178,TRAIN +0X2F102F29E46CC1C0,60.17093742,22.42201567,56.29561487,112,112,50,137,TRAIN +0X2F11637431660144,65.87727182,11.78046442,34.52380583,112,112,50,152,TRAIN +0X2F15468C912C8E60,59.64116685,48.21576047,119.4676771,112,112,50,186,TRAIN +0X2F15D09454E8628C,61.80440864,37.54113206,98.28655801,112,112,50,227,TRAIN +0X2F178A2E89C73B5,29.19087843,90.17635338,127.3513234,112,112,50,218,VAL +0X2F1E80FB8078C3E8,54.18359458,109.0838117,238.0889787,112,112,50,227,TRAIN +0X2F1EFBACA8FA6CB5,30.03370409,97.65387873,139.5727435,112,112,30,77,TRAIN +0X2F21A058E2B8304A,59.33619018,63.3850381,155.8757981,112,112,46,143,TRAIN +0X2F290311A5574772,60.27167859,21.76749875,54.79088463,112,112,50,176,TEST +0X2F29E8E7691D0E32,63.80169068,30.05994131,83.0423903,112,112,50,221,TEST +0X2F2A34E211A5A1FE,51.01427402,65.02680187,132.7464288,112,112,52,125,TEST +0X2F3141F00A232601,42.07546848,72.08665016,124.4492588,112,112,50,189,TRAIN +0X2F32F1458812322B,65.36217482,33.65481197,97.16202389,112,112,50,156,VAL +0X2F332BC4ACA747A0,69.25130035,27.45348066,89.28338752,112,112,50,170,TRAIN +0X2F35B6AE58B2D4A4,67.58775464,50.65709062,156.2899764,112,112,50,130,TRAIN +0X2F38FFD4351DB77B,55.6656291,62.58616933,141.1685067,112,112,50,183,VAL +0X2F3A223D2AC5A8C9,25.45490962,138.0529399,185.1938729,112,112,53,181,TRAIN +0X2F3ABF4B8389713F,62.03590287,21.85026894,57.55508649,112,112,50,199,TRAIN +0X2F3CE7185C80B272,49.26094361,52.25479534,102.9873219,112,112,50,190,TRAIN +0X2F3DCD66E67791C0,58.47673908,25.00966837,60.23050168,112,112,50,152,TRAIN +0X2F405D88DA52F20D,55.31756236,44.80596365,100.2764532,112,112,50,160,TRAIN +0X2F51B5A594D13CC4,64.87323949,39.36663953,112.070225,112,112,65,226,TRAIN +0X2F5250C07A31A531,61.26191791,13.55984769,35.00392109,112,112,50,201,TRAIN +0X2F55C5011B932EE5,63.93961434,25.47092382,70.63408601,112,112,72,153,TRAIN +0X2F57AD6F6A61BD37,62.53825068,25.80062997,68.87193054,112,112,50,235,TRAIN +0X2F57AF57EBACCEB,67.24574181,33.22908562,101.4496663,112,112,50,170,TRAIN +0X2F588214D2744257,65.55025286,19.59671883,56.88494244,112,112,50,196,TRAIN +0X2F59305E0FDCC775,55.65451242,24.69976071,55.69847589,112,112,58,155,VAL +0X2F5B2D5DBDD28F66,19.39853269,102.7248767,127.4478991,112,112,50,105,TRAIN +0X2F60720EDEDB2B84,56.83833639,22.89212222,53.03809054,112,112,50,198,TRAIN +0X2F65820B1076710D,35.60649623,51.94401762,80.66654955,112,112,72,171,TRAIN +0X2F694951F67DF1B1,59.65604514,14.98085943,37.13284798,112,112,50,141,TRAIN +0X2F6973744CFA87D7,16.3745314,120.6345183,144.2557157,112,112,64,178,TRAIN +0X2F6DD3F418E35400,61.324467,32.26479774,83.42431309,112,112,50,134,TRAIN +0X2F71399035F475FB,57.10056036,13.69661584,31.92726049,112,112,50,142,TRAIN +0X2F73A1716262CBE0,59.54355261,18.24139065,45.08895818,112,112,50,202,TRAIN +0X2F763FE2C438D16,50.00363283,73.86286099,147.736456,112,112,50,180,TRAIN +0X2F778DF5E4DA96AD,60.2012031,27.02321256,67.89957149,112,112,50,218,TRAIN +0X2F7B172A664C6989,61.60275911,16.70926763,43.51684454,112,112,53,213,TRAIN +0X2F7E24BFBA3AA884,62.39567257,27.19976046,72.33146376,112,112,50,172,TRAIN +0X2F7EF90430E9370C,64.97725055,17.16059105,48.99841195,112,112,50,59,TRAIN +0X2F80BA0880335F5B,70.29917051,19.81580396,66.7180153,112,112,72,331,TEST +0X2F8172CBAC91EBCE,64.62844015,29.72459472,84.03529516,112,112,50,195,TRAIN +0X2F82938DF2A52427,63.24470526,13.08520126,35.60086064,112,112,50,51,VAL +0X2F839D43FB3ABB20,66.75760362,18.68319038,56.20289876,112,112,50,197,TRAIN +0X2F86CEC86F015C5D,50.27352798,21.27745662,42.78899298,112,112,50,181,TRAIN +0X2F874518FF81C895,67.8784215,14.20705949,44.22902034,112,112,50,152,TRAIN +0X2F8B4FE7F10C9FA1,59.69369727,36.72553898,91.11611956,112,112,50,192,VAL +0X2F9151F662C9CD76,67.12937677,11.52696743,35.0676875,112,112,50,167,TRAIN +0X2F92E6A93BE81557,63.99500657,24.57788609,68.26243739,112,112,50,145,TRAIN +0X2F99E4F6D932876F,59.5304268,20.79037726,51.37286019,112,112,50,186,TRAIN +0X2F9E2329B851C361,59.99740178,25.5210841,63.79856619,112,112,35,116,TRAIN +0X2F9F41180785BAB1,21.45730288,127.0289237,161.7323168,112,112,50,160,TRAIN +0X2FA10595E74036E6,69.74378357,16.31806362,53.93292865,112,112,50,155,TRAIN +0X2FA3584A1A60A7BE,58.26412902,23.29510647,55.81555129,112,112,50,141,TRAIN +0X2FA3FF89B166D768,16.85532828,136.0417382,163.6205128,112,112,50,126,VAL +0X2FA600708C8C76CA,57.45456195,38.91354229,91.46348955,112,112,50,191,TRAIN +0X2FA6F6D940DD7CEC,62.2643281,37.14877156,98.44470679,112,112,50,121,TRAIN +0X2FA86741F726D47C,61.26995816,37.21725558,96.09402369,112,112,50,168,TEST +0X2FA98A8EA1D32AE4,65.37994959,11.3672506,32.83429824,112,112,50,153,TRAIN +0X2FAA908FAA937E75,63.01125887,35.58505479,96.20509836,112,112,50,201,TRAIN +0X2FAAC59C895C5441,57.59494267,29.2290997,68.92833434,112,112,59,227,VAL +0X2FAB42A57418EC49,60.88217859,22.37618616,57.20202545,112,112,73,216,TRAIN +0X2FAD587DA2A84649,67.4816295,27.60783183,84.89918593,112,112,50,216,TRAIN +0X2FADE9E508CBEBBB,64.6281521,38.62352574,109.1928413,112,112,85,281,TRAIN +0X2FAFDA5737784951,28.4233167,62.52538025,87.35439723,112,112,50,151,TEST +0X2FB094DB8A50D559,57.30677366,36.38369387,85.22123294,112,112,50,141,VAL +0X2FB0B822B78A2E22,64.27725393,28.5444924,79.90564989,112,112,57,213,TRAIN +0X2FB2FF3DCA860716,59.78419982,28.38103831,70.57186027,112,112,50,146,TRAIN +0X2FB599E81FD49B1F,40.11845516,70.18553765,117.2072929,112,112,50,150,TRAIN +0X2FB96B1F06BA9765,62.27968781,26.63270004,70.60572537,112,112,50,189,TRAIN +0X2FBC0AB4967074E9,63.33641537,13.10502708,35.74398744,112,112,50,194,TRAIN +0X2FCB95682388D5A3,63.29954653,29.85253921,81.34106365,112,112,50,185,TRAIN +0X2FCD60103356EECD,66.37097768,20.39314452,60.6415028,112,112,50,179,TRAIN +0X2FCD96B6D495DDCB,30.33154769,99.68514624,143.0850592,112,112,50,148,TRAIN +0X2FCF352447197479,55.85326235,21.94457853,49.7082677,112,112,50,149,TRAIN +0X2FCF4A3A64516275,72.90326178,20.01871469,73.878688,112,112,50,239,TRAIN +0X2FCF6321B94208F9,58.96053132,35.58435001,86.70762843,112,112,50,109,VAL +0X2FCF84F7FD763713,78.20002358,17.24434844,79.10260133,112,112,50,140,TRAIN +0X2FD13114B6B7BA39,69.28969062,16.3770564,53.32755262,112,112,50,216,TRAIN +0X2FD727869D3D7132,59.95323424,29.65785148,74.05804417,112,112,50,206,TRAIN +0X2FDDCD0EE2DAB2E0,64.4334655,25.94452239,72.94644462,112,112,50,169,TRAIN +0X2FDECA4EA592C887,58.72543244,34.38353058,83.30439931,112,112,50,234,TRAIN +0X2FDF24DB8EF1CE4D,74.37656161,15.36872639,59.97917279,112,112,50,134,TEST +0X2FE7BCA20D009E39,66.36680244,22.47416925,66.82138745,112,112,50,233,TRAIN +0X2FE828B7456FE840,41.62009552,40.46462365,69.31258968,112,112,72,184,VAL +0X2FE99C7939456141,41.76158569,59.36713277,101.9380996,112,112,50,232,TRAIN +0X2FEC1EA391B6A3BB,45.32697963,64.71522662,118.3677547,112,112,50,144,TRAIN +0X2FF0C9AF0BDAE066,65.51929029,31.37796492,91.00150542,112,112,50,184,TEST +0X2FF33D4035E666DB,67.7672204,19.37975758,60.12437595,112,112,50,204,TEST +0X2FFB2D1F3A52F4AF,57.76255359,21.71282277,51.40657075,112,112,50,154,TEST +0X2FFB8AB1CBB7C3D,45.99916874,55.05579461,101.9536058,112,112,50,182,TRAIN +0X2FFF24580B67B985,21.35256124,173.2647557,220.3056557,112,112,47,156,TRAIN +0X2FFF4396044B9599,51.87552316,44.24330841,91.93514677,112,112,50,201,TRAIN +0X2FFFF8FC560376F0,55.04002187,37.18887807,82.71551637,112,112,50,190,TRAIN +0X30031EC6E173237B,66.47517453,33.12390053,98.80409537,112,112,50,307,TRAIN +0X30095431B14EB3DF,54.96208666,42.36640714,94.06831712,112,112,50,185,TRAIN +0X300AA381A5509008,62.03019173,28.40943228,74.82111071,112,112,50,237,TRAIN +0X300D3D8177BE07A6,57.52496637,26.90508762,63.34329916,112,112,50,199,TRAIN +0X300EB440D348F45,68.45862517,23.41972614,74.25080949,112,112,50,160,TRAIN +0X3011B1FF13AA6C42,60.13061339,25.61344748,64.2433949,112,112,106,334,TRAIN +0X30162222B586A328,66.30285885,30.63548256,90.91418892,112,112,50,198,TRAIN +0X3016B7ECCCEAE02C,50.8116662,62.79739703,127.667258,112,112,50,190,TRAIN +0X30191C05574D0257,63.36545779,21.07318014,57.52270637,112,112,50,165,TRAIN +0X3023ECB2216511F0,58.73529753,23.93999362,58.01567001,112,112,50,181,TRAIN +0X302567FE70174845,65.23075085,28.1064566,80.83711122,112,112,50,95,TRAIN +0X30274DCF9BBA567F,66.10294396,45.83113225,135.2068221,112,112,50,284,TEST +0X3027FD45B2C26E6B,58.19022802,15.93094632,38.10340397,112,112,50,173,VAL +0X302819E258912025,60.22522959,28.63587754,71.99507939,112,112,50,203,TRAIN +0X302995669B66A122,34.90587713,120.0102077,184.3641214,112,112,50,201,VAL +0X3029C3C640B5EFD9,64.49386006,37.20525526,104.7854127,112,112,50,187,TRAIN +0X302B5A67D2FD528F,65.96291457,47.9351772,140.8322029,112,112,50,115,TRAIN +0X302DC89F8DBB4E72,58.66232967,22.95829842,55.53844287,112,112,50,154,TRAIN +0X3031FD2072E91F1F,60.46343964,42.40769504,107.2619739,112,112,50,216,TRAIN +0X303266C9753A9221,63.74701916,32.52193039,89.70829333,112,112,50,174,TRAIN +0X3032DD7D5F77DC37,76.40541238,19.73739453,83.65221232,112,112,50,212,TRAIN +0X303781B228664E4,26.98900757,34.85363989,47.7375238,112,112,50,111,TRAIN +0X3038AF85DAEA33AF,63.07180004,27.49265218,74.4489366,112,112,50,160,TRAIN +0X303B6560E7903370,59.54756565,24.23494987,59.90974402,112,112,52,186,TRAIN +0X303FBC993DCFFA5A,58.43592499,12.72109263,30.60598033,112,112,50,148,TRAIN +0X304072964F9FED96,45.01643327,71.09508907,129.3024322,112,112,50,200,TRAIN +0X30478F96BBD1A142,24.73482843,49.02489987,65.13623612,112,112,56,152,TEST +0X3047DAECF3BF4F35,64.10185641,41.73774554,116.2671419,112,112,50,94,TRAIN +0X30498000742D4D19,57.25830547,46.26508894,108.2434598,112,112,50,161,TRAIN +0X304BECC72FD64162,61.04415419,26.41138019,67.79824603,112,112,50,202,TRAIN +0X304F73AE14FCAAEE,68.85771653,13.73082074,44.09060355,112,112,50,196,TRAIN +0X304FEB38430F6379,64.89003914,19.58289179,55.77588613,112,112,50,177,TRAIN +0X305357FDBA449A7E,20.77312383,216.413266,273.1563788,112,112,50,159,TRAIN +0X3057B68614333EF5,51.60020134,61.32998424,126.7153706,112,112,50,207,TRAIN +0X305A08AAFCD0F1B,37.6202118,52.14662116,83.59538028,112,112,50,142,VAL +0X305C73A65134962D,24.63486769,81.16559922,107.6964861,112,112,50,177,TEST +0X305DA6109DF57F3E,55.4130604,48.16300323,108.0204285,112,112,50,193,TRAIN +0X306001BA85006E21,55.14674634,22.65941781,50.51900577,112,112,57,150,TEST +0X306089480560F2CB,43.18033468,71.27325021,125.4376452,112,112,58,206,TRAIN +0X30623CFE5E3AD181,57.635291,28.96696014,68.3752133,112,112,50,111,TRAIN +0X3062BAD834AAB2A3,56.80692948,19.79571788,45.83077249,112,112,50,126,TRAIN +0X3064D2C12E6718AD,32.87475302,73.26534874,109.1472315,112,112,28,69,TRAIN +0X3064DF4DEEA10F77,51.64607651,25.13879149,51.9891452,112,112,50,230,TRAIN +0X306F42A51FFEB3CD,56.76938258,25.42006152,58.80106053,112,112,50,201,TRAIN +0X3070B9FC19EEA1A8,24.9358069,44.04116956,58.67134214,112,112,50,113,TEST +0X3073CB032B344F83,44.7131591,37.56213705,67.94046547,112,112,50,173,TRAIN +0X3074A91A06F3DF4F,62.80072394,21.80096516,58.60588556,112,112,52,151,TRAIN +0X3077040EC90D916D,46.84172613,43.13806794,81.1502421,112,112,50,167,TEST +0X30789B87116B381C,70.21074502,20.61147899,69.19098515,112,112,68,160,TRAIN +0X307C147F99088E0E,59.47790791,23.30158675,57.50341491,112,112,50,207,TRAIN +0X3086B124F7E9C217,34.69031818,78.00114083,119.4327375,112,112,50,171,TRAIN +0X30875E172CAE1B6E,69.79738315,11.79675302,39.05871164,112,112,50,111,TRAIN +0X308F6D2FF3555209,64.84811759,23.38838633,66.53523147,112,112,50,782,TRAIN +0X3091FF4E0AE5D57C,51.04015271,23.03276257,47.04418794,112,112,57,188,TRAIN +0X309525C0BF6240C0,65.62570006,22.21474947,64.62604188,112,112,50,182,TRAIN +0X3096BB5F01A3E901,60.39438469,26.59401709,67.14708731,112,112,72,297,VAL +0X309AD0F57E1C81B2,60.86814926,36.08436158,92.21225395,112,112,50,241,TEST +0X309C2F4CC7C29F55,66.51807838,13.37449652,39.94542689,112,112,50,137,TRAIN +0X309E151E82DD9D94,55.18345067,48.69885545,108.6626619,112,112,50,177,TRAIN +0X30A216CE9B22EF5,69.86373677,13.45748779,44.65546272,112,112,104,401,TEST +0X30A55286F1F00DD9,66.15899272,31.10082204,91.90276692,112,112,50,242,TRAIN +0X30A9476068D69B16,51.55357188,33.86402783,69.89994752,112,112,31,93,VAL +0X30ADD91111F35C41,46.53427298,70.26908263,131.4282748,112,112,50,157,TRAIN +0X30AFF793AC29BD2B,37.87171712,50.22090474,80.83420692,112,112,50,109,VAL +0X30B39D3B28B492C0,62.90665732,36.61468114,98.7095756,112,112,50,222,TRAIN +0X30B3AAE38D19F95A,61.37915839,42.62665876,110.3721643,112,112,50,118,TRAIN +0X30B768205DDFE981,59.48657329,26.70499562,65.91640793,112,112,50,178,TRAIN +0X30B78D6996933B74,66.94146213,18.00290268,54.45764948,112,112,50,141,VAL +0X30BABD45D8570AD3,31.8951911,55.38572922,81.32425612,112,112,40,162,TRAIN +0X30BFDB06375733D1,39.32510815,48.43698872,79.8303668,112,112,50,152,TRAIN +0X30BFEEB4102D358F,59.92953682,23.63388661,58.98081711,112,112,50,154,TRAIN +0X30C23954381AEB00,34.83151161,51.09517351,78.40472408,112,112,50,126,TRAIN +0X30C6E212959E3A90,50.31789864,63.58393546,127.9815743,112,112,50,190,TEST +0X30CAEB4DADB146B,54.62140448,42.54464647,93.75487712,112,112,50,179,TEST +0X30CB7DA75CA8487B,62.17753359,23.82074624,62.98041481,112,112,50,198,TRAIN +0X30D3622EBC82AC5F,69.41697412,24.57372066,80.35084807,112,112,50,208,TRAIN +0X30D3A903D183E50E,57.61539865,37.37632219,88.18372946,112,112,50,186,VAL +0X30D3D4670D1960CB,69.32070239,23.939638,78.03189728,112,112,50,175,TRAIN +0X30D49694BD3BE8E1,23.99237432,160.8498233,211.6232705,112,112,55,212,VAL +0X30DC735C9465A19B,64.18471999,37.04338619,103.4290006,112,112,47,206,TRAIN +0X30DD2E0EFB94A0C3,71.1259627,17.3792237,60.18979442,112,112,50,147,TRAIN +0X30DD64890676EF7D,64.73213664,26.66594776,75.60976259,112,112,50,257,VAL +0X30DF42C999969D67,30.04330728,92.25499769,131.8744413,112,112,43,173,TEST +0X30E04350F8CE348B,67.85112063,15.57409305,48.44365762,112,112,50,140,VAL +0X30E33024CE9DF8E9,57.68893139,30.67436012,72.49724748,112,112,50,134,TRAIN +0X30F0CADB380AFD41,65.68982519,27.53675342,80.25827201,112,112,50,234,TRAIN +0X30F59532488B7385,69.22633229,27.88262975,90.60548135,112,112,50,125,TEST +0X30FC08C8A542EB2F,50.41907006,37.91449247,76.46990993,112,112,50,207,TRAIN +0X30FEEEFC74A8F437,65.03855337,26.99428,77.21156474,112,112,50,189,TRAIN +0X310589D4CDC13146,45.54886748,49.07256162,90.12220564,112,112,53,151,TRAIN +0X31066B9B6C089130,59.13078125,40.27953579,98.55714649,112,112,50,121,TRAIN +0X31091C108B79BD8D,55.91069854,25.79233,58.50020105,112,112,64,207,VAL +0X3112D11F241CFEC2,52.98338462,34.98669913,74.41347882,112,112,50,106,TEST +0X312454CBA4A7D4F2,48.832877,24.17064344,47.23862124,112,112,60,166,TEST +0X3125B96D71B7821B,68.20533273,22.36335155,70.33680008,112,112,50,136,TRAIN +0X312D452CAA7E64C1,56.69881787,45.70992042,105.5627541,112,112,50,258,TRAIN +0X312EF19F60FD492,54.51553814,34.10877497,74.98994947,112,112,50,184,TRAIN +0X312EF87AE19B3E5,57.00436068,43.06981166,100.1725113,112,112,50,182,TRAIN +0X3135870672917B2E,68.42007334,22.45785569,71.11433772,112,112,50,175,TRAIN +0X31393277CDB5A7CC,61.63809182,53.42280597,139.2600329,112,112,50,212,VAL +0X313BCE11B5A12F4E,43.01467253,54.41486131,95.48924911,112,112,50,201,TRAIN +0X313D7019ACE708FD,61.48041998,32.24879019,83.72051351,112,112,50,158,VAL +0X313E1E99DB1C98DB,64.74990112,20.38926283,57.84171812,112,112,50,288,TRAIN +0X314192FBA6E19068,40.8619203,42.82110334,72.40868077,112,112,50,151,TRAIN +0X31454136B3094167,62.79646043,10.60852398,28.5148244,112,112,50,257,TRAIN +0X314D25279BC64DCC,60.33281696,15.23750963,38.41338977,112,112,50,200,TRAIN +0X3153B66CE568125A,61.28285255,16.50636355,42.633212,112,112,50,121,TRAIN +0X3154AED0655FDFA,62.33339197,38.43434514,102.0382433,112,112,50,225,TEST +0X31561CB66585395A,61.64290496,18.12115084,47.2432827,112,112,63,163,TRAIN +0X31564EE859AF143C,49.75218336,36.30248964,72.24689961,112,112,50,116,TRAIN +0X3157875A82E09BD4,30.59526674,88.91934333,128.117117,112,112,50,205,TRAIN +0X3157CB3AA918DBE4,58.40550901,37.90550952,91.13108158,112,112,59,238,TRAIN +0X3157CB9999A6EAA7,45.70103811,36.44644892,67.12181531,112,112,50,156,TRAIN +0X31609610BF62EABF,58.65348808,29.19468976,70.60980095,112,112,64,245,TRAIN +0X31612E3EF6C6CE3C,54.20346715,37.17142994,81.16647185,112,112,50,292,TRAIN +0X316B2586E85BB7B4,22.89411457,171.569014,222.5109187,112,112,50,272,TRAIN +0X316DE42557C8197,55.32867791,45.23373286,101.2589974,112,112,50,135,VAL +0X31728075F994A2C9,64.78904643,31.55029818,89.60364598,112,112,50,160,VAL +0X31765EFF76DA69F2,63.44649127,24.22164726,66.26353557,112,112,50,217,VAL +0X317B80B024DEF142,47.45485971,52.72139883,100.3354421,112,112,50,168,TRAIN +0X317E4342CFF4F82C,58.03608232,39.07303202,93.11102055,112,112,50,143,TRAIN +0X317E86FC42ABB6C4,59.47440731,28.50962801,70.34968798,112,112,50,194,TRAIN +0X317F9211C2AFCAA8,63.47902412,39.67450108,108.6348328,112,112,52,254,TRAIN +0X3180E8CFE4B3CE1B,67.56664989,26.09576558,80.45966726,112,112,50,201,TRAIN +0X3182DE90EDD4C06A,62.52118043,24.37961336,65.04904273,112,112,50,80,TRAIN +0X3184922BBFE6CAA7,58.87838738,53.7467065,130.7018453,112,112,50,194,VAL +0X318678A29B2FB80F,67.35118721,27.34138966,83.74390162,112,112,50,199,TRAIN +0X3186FFAF6AEAC0E0,60.90950304,23.45891059,60.01179931,112,112,50,136,VAL +0X31875024C412A9E,75.57198653,18.19060574,74.46616878,112,112,50,149,TEST +0X318B72F1FF654675,56.00713621,63.16331232,143.5762687,112,112,50,153,TRAIN +0X318BF49FD37428B3,45.06746898,56.24799514,102.3946905,112,112,57,255,TRAIN +0X31919E16542CBF1D,65.42577234,22.50104523,65.08039875,112,112,50,158,TRAIN +0X3191F7851F57ECC5,63.39623266,26.20150518,71.58144389,112,112,50,166,TEST +0X3193A277D6B5C956,55.81728011,39.13348509,88.57192401,112,112,50,201,TRAIN +0X3196BBF36C80C73B,61.17945593,78.34959673,201.8250867,112,112,50,172,TRAIN +0X31A6794877687D25,59.96297037,65.59606246,163.8384842,112,112,50,205,VAL +0X31A818859E10C195,69.14884976,20.53748251,66.56958444,112,112,53,191,TRAIN +0X31AC494B44342BAE,65.78041727,21.01586582,61.41473434,112,112,50,172,TRAIN +0X31B076E2421E08E4,61.63791334,39.85523997,103.892263,112,112,43,135,TRAIN +0X31B3F20AC08B5491,22.89449518,293.9837365,381.2746408,112,112,43,100,TRAIN +0X31B6E6B67B97806A,40.42701041,114.478548,192.165189,112,112,50,179,TEST +0X31C2B92D52D9835B,48.55079326,54.50403685,105.937565,112,112,62,190,TRAIN +0X31C63F2F632AFE59,61.94433536,29.14590812,76.58756824,112,112,61,179,TRAIN +0X31C69C4046D1289B,56.96240761,31.4098762,72.98241944,112,112,50,153,TRAIN +0X31C71452F1441C6E,44.07499472,53.90437692,96.38689644,112,112,50,105,TRAIN +0X31C7FC69D6C348EA,18.54923692,31.43321185,38.59167264,112,112,50,107,TRAIN +0X31D148279BA1B88D,63.80828362,23.93223413,66.12627563,112,112,52,181,TRAIN +0X31D2ECB813466DEF,48.04666895,75.42297588,145.1744755,112,112,50,142,TRAIN +0X31D2ED1154B10621,60.3973142,50.65148019,127.8991037,112,112,50,146,VAL +0X31D3AE2E06F1566E,50.06117363,56.2601361,112.6581063,112,112,50,167,TEST +0X31D48B2763D0524F,59.423238,42.61653752,105.0269549,112,112,50,213,TRAIN +0X31D5F0DB04CEBE74,59.48191926,21.87517442,53.98867374,112,112,50,223,VAL +0X31D873405F58E85E,64.39863253,31.03592768,87.1762235,112,112,50,219,TRAIN +0X31E20056D742A8B3,62.26292048,27.06049744,71.70798001,112,112,50,172,TRAIN +0X31E24F0580C988DC,61.62985241,46.41108944,120.9562443,112,112,50,167,TRAIN +0X31E2CCEE26A37C66,62.20543522,40.54880651,107.2874016,112,112,50,196,TRAIN +0X31E539C27D120BDE,39.88714266,39.45858065,65.64083358,112,112,50,245,VAL +0X31E7130E8CEF4E12,57.81052446,47.23780359,111.9658469,112,112,71,272,TRAIN +0X31EE1F0D632DEED0,67.95498967,32.38496362,101.0608619,112,112,54,109,TRAIN +0X31F4E5CAC0DE0D41,57.34063368,44.23780388,103.7000961,112,112,50,254,VAL +0X31F9215CE617A607,63.73458867,29.78595332,82.13322895,112,112,50,138,TRAIN +0X31FBF37FB7668A25,53.30429107,36.66641265,78.52201731,112,112,51,148,TRAIN +0X31FCB82628884EF3,58.86753656,34.04966516,82.78051522,112,112,50,131,TEST +0X31FCC04D7162E128,60.18889544,31.27948707,78.56975438,112,112,50,127,TRAIN +0X32045C0F3B6461A0,57.30357856,19.86295768,46.52136411,112,112,50,118,TRAIN +0X3206DD7C0738E9DD,49.42581961,36.98106998,73.12243066,112,112,50,133,TRAIN +0X320A26606B6ADA37,58.72234997,57.89080633,140.2473404,112,112,50,198,TRAIN +0X320AD06F26E9FD6C,62.46062422,32.77948894,87.32028241,112,112,50,197,VAL +0X321008E037A779B8,24.51087596,162.1693523,214.8247901,112,112,50,257,TRAIN +0X3210E8ECEF2256E7,69.03981846,9.938047073,32.09944703,112,112,50,155,TRAIN +0X32117E92121B16F3,59.98567684,20.63736646,51.57494825,112,112,51,652,TRAIN +0X321656F897378A94,48.96828409,18.23334873,35.72944474,112,112,50,150,TRAIN +0X321A0EF32BCBC550,63.20982722,29.48128041,80.13357421,112,112,50,189,TRAIN +0X321D8D51EFB9BA5C,60.03568044,25.58574666,64.02147449,112,112,50,179,TRAIN +0X321EBCC21FE8C856,57.68775953,20.75673973,49.05611119,112,112,56,148,TRAIN +0X322499B7AF82988E,37.19596405,36.36058081,57.8952933,112,112,50,112,TRAIN +0X3224EE34E8450170,53.62386563,37.59088758,81.05653499,112,112,57,145,TEST +0X3226DADAA3C82456,58.40350612,18.70571056,44.96944049,112,112,50,150,TRAIN +0X322927F6CCD46338,50.27496419,72.09552876,144.9883898,112,112,50,253,VAL +0X322A355CF59F2B40,60.45813108,31.15617115,78.79286437,112,112,50,123,TRAIN +0X322AD1DF704CA51,57.12600315,28.36972375,66.17000008,112,112,50,201,VAL +0X322C61C9E15C0DDB,19.95478761,81.95244513,102.3826943,112,112,50,140,TRAIN +0X32312BC4DF1CD8A3,31.08453119,99.47044239,144.3368871,112,112,50,161,TEST +0X32340D2C15869C0A,58.3920149,46.58446941,111.9604069,112,112,50,194,TRAIN +0X3237F0FD286478F9,57.10976745,22.55639927,52.59099317,112,112,50,179,TEST +0X32397CFF9BBD05C3,52.24919333,51.32860809,107.4926513,112,112,50,240,TRAIN +0X323BF010EA16C00C,60.14464258,37.82398183,94.90313042,112,112,50,160,TRAIN +0X323C358CAEAB7E3B,67.72430013,30.5607881,94.68667829,112,112,50,168,TRAIN +0X3249BC61F85F145F,57.06064897,45.81511286,106.6972643,112,112,50,236,VAL +0X324A55CC446CDAC2,42.91778323,66.44731314,116.4063292,112,112,50,197,TRAIN +0X324B3671E0084467,51.52227882,39.47393815,81.42696726,112,112,50,181,TRAIN +0X324D566949BA5E4A,64.02186779,20.91086946,58.12105346,112,112,50,114,TRAIN +0X324D5ED9263EE7D0,43.94938772,67.99603888,121.3118575,112,112,50,175,TRAIN +0X3255DC6631CBE0EE,38.18459208,61.34136169,99.23312611,112,112,50,167,TRAIN +0X325E7B3148ED7759,59.45849627,15.93942636,39.31631759,112,112,50,184,TRAIN +0X325F7A4C97D4DBAF,34.54516235,73.16309549,111.7764525,112,112,50,169,TRAIN +0X3263F90D7E0EC197,68.40391664,22.7659998,72.05323374,112,112,50,198,TRAIN +0X326722FDA159FB67,58.93059073,48.70321262,118.5875655,112,112,50,174,VAL +0X32692F7C7ED077C5,19.09149953,80.83141664,99.90472716,112,112,50,120,VAL +0X3269691452F4F42A,61.24322957,42.64310487,110.0274982,112,112,50,146,VAL +0X326ABE058F8ACB8D,54.58530546,41.69970656,91.81985473,112,112,50,189,VAL +0X3275A62B32E854D5,59.47792189,68.933942,170.1145282,112,112,50,117,TRAIN +0X32793DD199C99CEA,33.04961786,52.44634402,78.3361384,112,112,50,202,TRAIN +0X3285FE374F563092,37.81100667,71.34414531,114.7214989,112,112,50,240,TEST +0X3289775294422CD9,24.26634985,93.34148579,123.2496857,112,112,50,149,TEST +0X328A9B4F2821F941,69.25759394,16.59674565,53.98648895,112,112,72,225,TRAIN +0X328BD28D092FCAC4,64.97158822,15.58392312,44.48937971,112,112,50,155,TRAIN +0X328E6B9F2BE3343F,54.48350512,28.2804427,62.13229461,112,112,50,130,TRAIN +0X329210815212AA6A,39.71752112,48.70907573,80.80138149,112,112,50,161,TRAIN +0X3296B7D992D8EF77,28.99431369,69.06427289,97.26583388,112,112,47,174,TRAIN +0X32A27346773DADC8,58.02440722,37.70003823,89.814189,112,112,50,257,VAL +0X32A3B50290C0920B,62.27713551,36.30449469,96.24002625,112,112,50,132,TRAIN +0X32A7E7D83FC9AB4D,55.23388297,51.20000728,114.3722321,112,112,50,117,TRAIN +0X32A800B7CCBE3258,51.95573679,73.20602412,152.3720404,112,112,50,234,TRAIN +0X32AEF2B955391F03,25.68373953,89.30630593,120.1706132,112,112,53,202,TRAIN +0X32AFF6A0BED73A67,61.60788476,8.639361225,22.50295711,112,112,62,202,TEST +0X32BA30438E83A84,68.3614988,30.0236135,94.89581476,112,112,59,164,VAL +0X32BC15EF20DA1BD9,51.28073735,49.72442896,102.0631805,112,112,59,241,TRAIN +0X32BD73DC6E258DB,57.24266946,48.98135241,114.5566194,112,112,50,207,TRAIN +0X32C032EAEE7813E7,64.14553662,21.91705495,61.12782869,112,112,50,198,TRAIN +0X32C32159B97474E4,51.05742197,23.34264616,47.69394481,112,112,54,163,TRAIN +0X32D38BB19B226A8C,60.16925791,50.47838051,126.732212,112,112,53,174,TEST +0X32D4DA8EABE4418C,64.92653492,20.60101929,58.73676649,112,112,50,182,TRAIN +0X32DB42B7457ECACB,54.91510057,50.50033586,112.0116414,112,112,50,246,TRAIN +0X32DC806BF959BA14,45.27234385,53.34862606,97.48019524,112,112,52,187,VAL +0X32E508370DC978B,34.90553331,36.91426929,56.70876676,112,112,50,158,TRAIN +0X32E79594A10EDF5F,35.14742168,60.02305691,92.55307724,112,112,52,180,TRAIN +0X32EE41A1B84B6A14,59.16637999,40.63007603,99.50152845,112,112,50,177,TRAIN +0X32EEB965CE009046,59.99857108,27.13903102,67.84515392,112,112,50,218,TRAIN +0X32EFE97394069284,65.80198272,29.59785976,86.54846716,112,112,50,150,TRAIN +0X32F2F0DB38AB8F0E,42.5025051,54.6715719,95.08513717,112,112,50,157,TRAIN +0X32F6A3D09D55F15,61.10933239,24.38452077,62.70018559,112,112,50,183,TRAIN +0X32F8AD6F7FAA5FA1,47.97594533,35.47345225,68.18663497,112,112,50,164,TRAIN +0X32FC6DD96FD01C1E,60.02680339,46.98673992,117.5456153,112,112,50,276,TRAIN +0X32FDD6BF12B089E1,63.3540845,23.55901961,64.28825502,112,112,30,105,TRAIN +0X32FFE959DFD8A7FA,63.21963416,26.80965862,72.89122338,112,112,50,141,TRAIN +0X330D6A7AA5B79576,67.14646692,25.5495903,77.76816648,112,112,50,199,TRAIN +0X330E6856301BBF9A,62.09433837,35.78805347,94.4134779,112,112,50,164,TRAIN +0X33102FE7080DF430,53.55028478,38.32919472,82.51760972,112,112,89,356,TEST +0X331101FA7F150A51,63.11973222,29.74816835,80.66147599,112,112,50,203,TRAIN +0X33129CC972FD945A,56.62716944,39.99286336,92.20717865,112,112,50,173,TRAIN +0X331371BEC12BCA1D,24.81586517,48.96312742,65.12428124,112,112,50,251,VAL +0X33155387C61B9F96,69.66275255,8.558949812,28.21267758,112,112,50,159,TRAIN +0X3315BE64B4EFA2E0,64.39548183,22.35136368,62.77676213,112,112,50,109,TRAIN +0X3317BCA5B123B1DA,63.62791665,18.88046503,51.90922072,112,112,50,172,TRAIN +0X3319F092B34E5C6E,59.54370467,18.09819058,44.73516526,112,112,50,163,TEST +0X331A9942531AF159,56.33970632,42.83826099,98.11720759,112,112,55,150,TRAIN +0X331C177536F2D6A7,58.320279,13.29490141,31.89776968,112,112,50,218,TEST +0X331E30E9C34D156B,59.3794703,22.6089367,55.65889187,112,112,50,151,TRAIN +0X331E4B6F94DAA79F,62.46260105,22.88366226,60.96230132,112,112,50,170,TRAIN +0X331F3DCBF76715B8,63.32194533,20.86800724,56.89507642,112,112,50,156,TRAIN +0X331FA2EFD16DD71F,66.35661808,13.63714667,40.53441089,112,112,50,184,TEST +0X3322B56BD6D0A2DA,60.23658446,42.24645749,106.2445389,112,112,50,168,TRAIN +0X3322CB5CF2D2DFDC,67.9006616,17.34718647,54.04219317,112,112,50,158,TRAIN +0X332303C99316EA31,63.78092988,35.30349086,97.47210721,112,112,50,155,TRAIN +0X3323D09B5F9FD9E2,58.77412849,34.50930568,83.70788638,112,112,50,207,TRAIN +0X33270551FC06E368,56.91135639,24.70965297,57.34609144,112,112,50,249,TRAIN +0X3327607103BF5410,64.40045324,44.67349302,125.4889376,112,112,50,160,TEST +0X332B4C68C60E40D4,51.3292072,45.20909681,92.88752907,112,112,50,289,TRAIN +0X3330641518FE2774,55.33567414,54.40553672,121.809824,112,112,50,151,TRAIN +0X3331B6D11597103D,57.85733339,75.16413565,178.3563825,112,112,43,185,TRAIN +0X3331CE57D8978B42,59.43958414,38.68614941,95.37907488,112,112,50,173,TRAIN +0X33343944D242ACF2,48.40903412,42.39632399,82.17780627,112,112,50,222,TRAIN +0X333986F8FA0EE679,9.411371587,469.8990344,518.7174623,112,112,46,150,TRAIN +0X333A6598916DD19,65.82425699,31.86990582,93.25300058,112,112,50,75,TEST +0X333F90C4D2DB981A,45.66531458,35.87782251,66.03115898,112,112,53,214,TRAIN +0X333FD98F27A8A355,45.99070526,109.2569757,202.2929131,112,112,47,189,TEST +0X3342A007765C4B9D,55.9660014,44.67675234,101.4596761,112,112,50,203,TRAIN +0X334387311D165778,64.220126,28.79804881,80.48672505,112,112,50,140,TRAIN +0X3344182832A27669,59.95673264,45.70902317,114.1490847,112,112,50,170,TRAIN +0X3345EE0460BEFF23,57.16851369,33.41927109,78.02500908,112,112,50,190,TRAIN +0X3345F2E187DBB431,59.80322677,17.09067942,42.51754069,112,112,50,151,VAL +0X334B87F0729817FB,58.49571683,19.62834446,47.29233458,112,112,50,150,VAL +0X334CC02665FB2A7C,50.25685828,69.94700701,140.6163837,112,112,50,228,VAL +0X334D7C64AAB53CD,63.10813598,21.74647508,58.94653377,112,112,50,191,TRAIN +0X334F8452094FF33E,56.45126561,32.50067264,74.63057903,112,112,50,154,TEST +0X3351369E8117D69F,64.8206755,27.66840974,78.64963336,112,112,50,150,TEST +0X335537FEEA365B7F,62.08579552,38.8280134,102.410202,112,112,80,192,TRAIN +0X3355C64DA540919A,32.92177712,63.61366065,94.83504171,112,112,50,171,TRAIN +0X335B5FC2607A30BE,56.73762031,33.20863771,76.76100564,112,112,50,139,TRAIN +0X335BC6AA17BC0556,69.05772906,38.0425899,122.9469872,112,112,50,166,TRAIN +0X3361443607342447,35.05335077,50.76313441,78.16128317,112,112,65,184,TRAIN +0X33646D65192ECB1B,63.11660564,19.93846555,54.05810905,112,112,50,201,TRAIN +0X33684EDE3D2A8403,46.09476492,26.49005909,49.14190441,112,112,50,206,TRAIN +0X336E68E12F89AB87,58.40993708,31.02698573,74.60192064,112,112,50,169,TEST +0X336FEFA48BEDADD9,63.89313608,24.06676012,66.65425215,112,112,50,216,TRAIN +0X337135AA2B0C8A89,64.74215992,18.55160188,52.61695509,112,112,67,168,TRAIN +0X3372DC50E0B65B09,28.35170269,73.10807383,102.0374197,112,112,50,162,TRAIN +0X33763ECB684188DA,36.98111745,53.78123409,85.34145944,112,112,50,168,TRAIN +0X3377F80F64924FF6,63.80500013,25.31175432,69.93163259,112,112,50,259,TRAIN +0X3378E1497A371427,63.63168608,37.33864207,102.6680592,112,112,50,154,TRAIN +0X337BC0A792EAA058,57.99502952,50.5852074,120.4267181,112,112,50,141,TRAIN +0X337C7EAD926FC8D1,55.22664589,26.64028002,59.50030002,112,112,50,239,TRAIN +0X33801E24EDECD5DE,60.38318734,26.7017847,67.40013369,112,112,62,222,TEST +0X3380B75705B84B6A,62.0527391,28.98840608,76.39130042,112,112,50,176,TRAIN +0X3386474C986AC6E0,62.58775727,33.8313351,90.42851385,112,112,50,274,TRAIN +0X338A79C8EE1DC1EE,63.7609657,21.60318048,59.61301368,112,112,50,170,TRAIN +0X338B2143E28692C3,59.10038174,34.77412469,85.0231033,112,112,50,213,TRAIN +0X3392A216139E5076,61.46358479,34.30655307,89.02372699,112,112,50,159,TRAIN +0X3394222B4D42120E,30.09136578,98.04892398,140.2529531,112,112,50,174,TRAIN +0X3395476F5A327AEC,62.4628157,31.4442247,83.76820288,112,112,50,118,TEST +0X339CE86F29AF16AC,43.14286442,58.562892,103.0000745,112,112,50,172,TRAIN +0X339EDBDA0782AA12,61.20122913,43.6319462,112.4570321,112,112,50,189,TEST +0X339F99A07CA3DDE6,60.33038706,23.41022594,59.01299308,112,112,50,174,TRAIN +0X33A5EAE97F02CAC5,52.19882218,32.12910957,67.2140542,112,112,57,200,TRAIN +0X33A69D89DA1BF30B,28.12618894,59.87247645,83.30221476,112,112,50,203,TRAIN +0X33AF76D527A55F61,68.150287,30.05751634,94.37295822,112,112,52,150,TRAIN +0X33B2731B3D69C2E8,65.01735033,20.00074301,57.1733222,112,112,50,210,TRAIN +0X33B47388D301E9B9,54.45391991,28.32506572,62.18990891,112,112,50,159,TRAIN +0X33B931135755C02D,62.57186306,18.54515351,49.54869526,112,112,73,204,TEST +0X33BB0E79E1949B78,65.22369445,14.49525528,41.68141226,112,112,50,159,TRAIN +0X33BECF6DE6E8D68B,45.54672241,40.91864298,75.14449964,112,112,50,241,TRAIN +0X33BF00D55528C824,71.49446306,17.30764285,60.71677544,112,112,46,56,TRAIN +0X33BF24BE8114D6EF,65.64691223,36.4819044,106.1968713,112,112,50,171,VAL +0X33C02A3FE1E3BB60,59.58303946,18.03698797,44.6272746,112,112,73,346,TEST +0X33C06F70A505E8A4,62.68317948,31.99792501,85.7466541,112,112,50,192,TRAIN +0X33C1CE560C2A94F7,58.75298155,34.07005603,82.60004556,112,112,48,164,TRAIN +0X33C3D95C20A0D931,45.17374509,37.14698016,67.75399891,112,112,50,97,TEST +0X33C5FAF146604827,64.85497336,17.13533273,48.75606699,112,112,50,102,TRAIN +0X33C791E1689C2726,66.54211245,33.66232917,100.6110416,112,112,50,121,TRAIN +0X33CB7178EBFA4CC8,55.22633186,31.85520111,71.14717744,112,112,50,133,TRAIN +0X33CE722927824933,66.35817724,12.06146324,35.85258542,112,112,50,151,TRAIN +0X33D18DF74CDD4C2A,59.17913436,12.26997568,30.05809771,112,112,50,154,TRAIN +0X33D2E42B24A37393,67.75058094,20.22127855,62.70276841,112,112,50,177,TRAIN +0X33D4E36501CE4BB3,56.91533223,59.08544347,137.1379809,112,112,50,187,TRAIN +0X33D4F7277E4B9E25,54.24455233,229.9466242,502.5557304,112,112,50,183,TRAIN +0X33D5FF46E1A2274,69.23746791,12.38648305,40.26483583,112,112,50,201,TRAIN +0X33D6C37E2BE30F7C,49.95672444,44.77607403,89.47470669,112,112,58,193,TRAIN +0X33D87F30AE9C9DB6,56.04643844,35.32722373,80.37397308,112,112,50,160,TRAIN +0X33DC70DA3600D15D,30.50866132,94.45800034,135.9277316,112,112,50,132,TRAIN +0X33DC75C67339384A,69.35143998,37.95499007,123.839391,112,112,50,324,TEST +0X33DF960A6BD847AD,42.03617734,78.83248489,136.0029088,112,112,57,312,TRAIN +0X33E0EF504880E70C,63.7101558,26.93157496,74.21242927,112,112,50,138,TRAIN +0X33E127FCB951ED9C,74.93111841,10.37614033,41.39051952,112,112,50,152,TRAIN +0X33E4547677604CF2,35.36439571,94.4207703,146.0816702,112,112,50,140,TRAIN +0X33E9BEA41552C6F3,64.23881403,14.65068402,40.96811562,112,112,50,139,VAL +0X33EA067E1BF77EFA,56.9508927,29.75716625,69.12377077,112,112,50,158,TRAIN +0X33EA3705CEBB74DA,44.74236293,55.52870242,100.4905482,112,112,59,234,VAL +0X33EAE0F44B7618C1,35.55350827,48.36712649,75.05005344,112,112,50,131,TRAIN +0X33EBABBCE09F2DAE,56.62364859,42.22887397,97.3546013,112,112,46,141,TRAIN +0X33EC93EAFBBD0C5E,77.97539613,6.287990365,28.54984545,112,112,50,132,TRAIN +0X33ED9A0B02AAACFA,67.83400094,20.44740437,63.56837955,112,112,50,168,TRAIN +0X33EE0DCD5DC58B4C,70.53813108,25.47210755,86.45788094,112,112,50,183,TRAIN +0X33EF85BEFE8A25A1,77.14126424,14.07390289,61.56903445,112,112,50,239,TRAIN +0X33EFAD3CC44F65D2,54.50914865,71.52447163,157.2282547,112,112,50,208,TRAIN +0X33F1D582C99188E6,41.97891194,56.21378197,96.88508756,112,112,53,184,TRAIN +0X33F65ADDD00BECF,44.37677761,69.12116589,124.2667413,112,112,50,176,VAL +0X33F695DCDDB78E64,66.30972426,17.78848575,52.80005984,112,112,50,116,VAL +0X33FAC1D874BC1873,30.5839526,88.64482987,127.7007741,112,112,50,173,TRAIN +0X33FAD88E89C48D24,45.64266529,70.27517754,129.2837074,112,112,50,137,TRAIN +0X33FB3B666A158A2B,59.15542397,44.1364684,108.0595582,112,112,50,202,TRAIN +0X33FEE43E021DA243,61.20251656,16.75100578,43.17549565,112,112,50,130,TRAIN +0X3402A5D3DB11938E,55.45017957,17.58167328,39.46519449,112,112,50,117,VAL +0X3402AE2F48D0B71C,66.23346354,7.953605132,23.55469635,112,112,50,430,TRAIN +0X340364B9261E5FD8,24.1527518,151.1463713,199.2773302,112,112,50,201,TRAIN +0X3403D217C07A90BB,55.77211378,75.18738733,169.9999565,112,112,50,185,TRAIN +0X34093F356D30ECBD,32.27399942,46.90916808,69.26315991,112,112,50,207,TEST +0X340A15409D548A73,64.26818944,22.4899478,62.940969,112,112,50,189,TRAIN +0X340D3CA7C92DC723,26.17417126,144.693375,195.9928895,112,112,43,119,TEST +0X341959DF85C5BE6E,59.86468667,41.1106734,102.4301793,112,112,75,299,TRAIN +0X341CD0F8247C3635,60.78804593,35.63968835,90.8898554,112,112,50,112,TRAIN +0X341CE51CF56BDC97,61.65665639,19.67348567,51.3087379,112,112,50,172,TRAIN +0X341D23C239E4D3D3,50.00779067,64.78794622,129.5960852,112,112,50,177,TRAIN +0X341EC20E83B0B356,59.75997912,38.4363193,95.51764254,112,112,50,192,TEST +0X3420346582CD97A4,55.50236428,42.95520635,96.53368243,112,112,50,158,VAL +0X3422556389DBC33C,49.01936958,55.49998772,108.8648517,112,112,56,142,TRAIN +0X342304BADF69D9F5,54.97830312,31.44111347,69.83546968,112,112,50,196,TRAIN +0X342642887C3B635A,23.28691269,140.8397753,183.5928917,112,112,50,201,TRAIN +0X3427B817F8246DC0,60.11609218,36.69782732,92.01161403,112,112,50,236,VAL +0X342BECBDEC226B4B,62.1622507,18.86135719,49.84798922,112,112,50,168,TEST +0X342C33B7EFB51C1F,67.05801701,20.20826638,61.345021,112,112,52,203,TRAIN +0X34307A6B78240F3C,68.99731559,21.6713276,69.90145535,112,112,50,154,TRAIN +0X34346DB8538E9C00,55.01589258,33.12367295,73.63416736,112,112,50,163,TRAIN +0X34371B72F2CA944B,28.29423997,119.1954988,166.2286248,112,112,50,132,TRAIN +0X343BE9ED06FDDBF,68.06305767,28.53220366,89.33918396,112,112,50,240,TRAIN +0X343BF4FF40F55526,63.92763235,29.17452782,80.87777353,112,112,50,201,TRAIN +0X343CD94989ABD688,61.13383986,25.67443397,66.05858123,112,112,50,117,TRAIN +0X343CEAA877051407,63.49626008,33.82268952,92.65540899,112,112,50,124,VAL +0X3440ECCBC0B8B0B8,60.64001989,22.32559959,56.72157235,112,112,58,134,TRAIN +0X3446892185071673,63.94816099,63.93950571,177.3543527,112,112,68,359,TRAIN +0X344A1BA4E101C1A3,50.46564227,25.53887816,51.55790713,112,112,50,182,TEST +0X344B9B92809DFB2,56.27291848,29.32370956,67.06075168,112,112,50,251,VAL +0X3450FE8B316FA595,65.67256882,24.24327003,70.62360683,112,112,50,220,VAL +0X34517C9565F4887A,61.55226647,37.61458113,97.83302598,112,112,50,189,TRAIN +0X3452E6F46D1EED03,39.27177524,38.47895251,63.3625512,112,112,50,129,TRAIN +0X345C12B577CFF6AF,59.44079333,31.08739262,76.6469445,112,112,50,184,TRAIN +0X345D4E0B1B2EBAA1,84.45235206,5.764467176,37.07613652,112,112,50,232,TEST +0X346296E160818655,67.80631272,9.404857052,29.21335779,112,112,50,125,TRAIN +0X34681486F5F5BA04,68.64385621,19.10655678,60.93401317,112,112,50,180,TRAIN +0X3468566357AA7782,56.068369,31.92044603,72.65936936,112,112,50,185,TRAIN +0X346A7A8994D823E6,38.79531295,38.2894679,62.55969885,112,112,50,204,TRAIN +0X346C93EAA0D34D61,33.31468373,103.9722296,155.9147282,112,112,50,202,TRAIN +0X3473A41F60063EDA,25.2623888,216.0260158,289.0459199,112,112,46,160,TRAIN +0X34741F168806C3CA,56.85761413,17.83810145,41.34704443,112,112,50,149,TRAIN +0X3475D2DF28CA8EFA,24.73359914,67.2894625,89.40172737,112,112,50,92,TRAIN +0X347C08CBDD9C7630,65.44673998,29.06780583,84.12464065,112,112,50,112,TEST +0X348035818233D5AE,27.87701405,178.9631787,248.1361197,112,112,50,173,VAL +0X3483EE5D8D715915,40.71891831,34.2633551,57.79812737,112,112,50,143,TRAIN +0X3485FF30A440873D,55.59929081,46.02401328,103.6560319,112,112,50,174,TRAIN +0X3486DE177009C0A7,24.84286447,150.1615077,199.7967414,112,112,50,130,TEST +0X3488FD340222E032,60.03299594,22.82048556,57.09831423,112,112,50,150,TRAIN +0X348C1A7ED9165514,65.56652001,24.93476176,72.41429495,112,112,31,111,TRAIN +0X348C4CEA595CD540,66.1976519,38.90315319,115.090091,112,112,50,199,TRAIN +0X3491A2D8671884AA,59.67032093,25.58131999,63.4305072,112,112,50,165,TEST +0X349290B231655FCF,42.77457225,119.0839447,208.0962073,112,112,50,113,TEST +0X34937EEA012BAFAC,55.89784096,31.36551053,71.12012475,112,112,50,176,TRAIN +0X3496FC2940AE309C,64.38083383,23.40044282,65.69621172,112,112,50,260,TRAIN +0X349B5DCF9294D081,64.74192481,26.5157458,75.20474573,112,112,52,210,VAL +0X34A2487BD238406D,54.59012385,33.9048067,74.66394886,112,112,50,150,TRAIN +0X34A36626F45738E3,55.49088367,20.62170796,46.33142525,112,112,50,108,TRAIN +0X34A57B49B7505FF0,67.96743748,11.68350758,36.47384617,112,112,50,129,TRAIN +0X34A86702D598B94,33.43946741,78.06196084,117.2796518,112,112,47,152,TRAIN +0X34A9A9AC83DB199A,35.1551614,55.07666638,84.93608368,112,112,50,104,TRAIN +0X34AFA7E543D8DB5B,57.71008808,39.70717259,93.89277675,112,112,50,135,VAL +0X34B0D3390808FB87,64.19701661,34.82101809,97.25730873,112,112,50,213,TEST +0X34B3A7DE20686478,57.66477,41.52731575,98.09162664,112,112,50,190,TRAIN +0X34B82B9BE9BD2A62,63.6285717,39.97388614,109.9046367,112,112,47,195,TRAIN +0X34BF7E5793966642,57.5156305,27.43906804,64.58626635,112,112,50,244,TRAIN +0X34C0948C7AE2C568,44.60877297,92.30471153,166.6413916,112,112,50,170,TRAIN +0X34C0B1836A741427,67.14198872,11.27713388,34.32080471,112,112,50,241,TRAIN +0X34C1E0788687F5F,65.39248557,29.20857856,84.39952722,112,112,50,205,VAL +0X34C21BF64815FE24,41.64840668,80.67957606,138.2645639,112,112,50,234,TRAIN +0X34C28111C4C125E0,55.61414778,29.54487213,66.5637149,112,112,50,152,TEST +0X34C6D880282612DE,33.31012154,41.13195394,61.67645659,112,112,50,165,TRAIN +0X34C6E0BADBD81AF9,50.36025081,75.29936981,151.6916807,112,112,50,138,TRAIN +0X34D027E4D5B771F7,56.97334288,37.34753093,86.80091233,112,112,50,195,TRAIN +0X34D68DB928DCDFD8,25.44496732,62.69441706,84.09146211,112,112,50,108,TRAIN +0X34D6A77674B8E6F2,55.01383234,30.59875717,68.01814594,112,112,50,166,TRAIN +0X34DFB8411A045F86,60.67361295,52.85083626,134.3902662,112,112,50,221,TRAIN +0X34E161E07008834A,62.35114738,15.40402079,40.91498072,112,112,50,194,TRAIN +0X34E300A9A15F96BB,50.02429007,29.17339077,58.37514026,112,112,50,178,TRAIN +0X34EB3569B7B1A4DA,67.88633381,18.22723374,56.75849537,112,112,50,173,TRAIN +0X34F1AECC373BB68E,66.95388809,26.16151484,79.16669564,112,112,50,137,TRAIN +0X34F2CEE849DC9CBF,58.76619635,38.67155374,93.78604522,112,112,50,237,TRAIN +0X34F41D6E5B689307,55.61522737,45.16821741,101.7651206,112,112,50,170,TRAIN +0X34F5DA86B3B45492,63.05366757,23.96572874,64.86632681,112,112,50,164,TRAIN +0X34F7CF2069479824,20.357661,186.5995107,234.2968741,112,112,50,122,TEST +0X34FF0D4A53F3B1A7,64.21859844,30.25030935,84.54199117,112,112,50,244,VAL +0X3500E28504F6F202,56.37332398,38.18131479,87.51827615,112,112,50,185,TRAIN +0X3503A92D7637451,31.79976166,97.07535719,142.338736,112,112,50,157,TEST +0X35042F01545BC7FB,51.28209657,36.95380251,75.85261252,112,112,50,168,TRAIN +0X350970D6E6E3E907,60.98582477,14.00518547,35.89768434,112,112,50,268,TRAIN +0X350C03638EC233F6,44.89831625,62.05679873,112.6223275,112,112,50,150,TEST +0X350E5D4955052AFA,19.81245149,148.6241258,185.345641,112,112,50,177,TEST +0X350F6E738A333B5F,36.10241559,48.48265198,75.8755631,112,112,68,272,TRAIN +0X3511A5055ECF66F0,66.0214963,33.17734854,97.64217057,112,112,50,218,TRAIN +0X35132DA02086E6C9,58.40869433,53.93499229,129.6785263,112,112,50,148,TRAIN +0X3514BFDF02AF7035,28.23830541,132.320093,184.3881945,112,112,50,190,VAL +0X3515B5074318C90A,51.27542237,24.16375597,49.59254067,112,112,50,143,TRAIN +0X3517BDDF3F6BBF6,68.06056858,37.64485441,117.8632579,112,112,50,153,TRAIN +0X351A2752679C0517,61.81944626,43.44540883,113.7893629,112,112,50,156,TRAIN +0X351BBD25D2E2FD44,38.11379984,64.59955137,104.3844204,112,112,50,197,TRAIN +0X351E0C8099E00647,67.32943088,29.31526372,89.72988382,112,112,50,177,TRAIN +0X3524E64F44633A40,66.31431936,17.51078162,51.98286419,112,112,50,162,TRAIN +0X3527A0143356B7F5,42.09044469,57.28800149,98.92668176,112,112,50,224,TEST +0X352BAE1138127A5A,64.98878937,24.58919871,70.23235778,112,112,52,194,TRAIN +0X352D7150FCBFA7C1,28.89583936,58.48777087,82.25646762,112,112,50,61,TRAIN +0X353238043903CF38,60.77707653,30.02491188,76.54939824,112,112,50,163,TRAIN +0X3535658F5484B40F,66.93905957,19.25217322,58.2323823,112,112,50,195,TRAIN +0X353B18E085493A52,54.79507751,29.41302797,65.06598474,112,112,57,222,TEST +0X353EA59FF849AC98,64.13266898,27.3373243,76.2178939,112,112,50,201,VAL +0X3545F8A008B34ED0,60.05995958,25.65687734,64.23848616,112,112,50,112,VAL +0X3549E46B61BE286D,60.07166838,24.49415758,61.3453069,112,112,50,162,VAL +0X354B37A25C64276F,96.96723658,9.756508128,321.7035674,112,112,50,71,TRAIN +0X354BA7E7B96988A6,69.41252978,23.0728952,75.43250565,112,112,50,179,TRAIN +0X354F4B874AED071B,59.20426216,50.67158545,124.2080377,112,112,53,218,TEST +0X3555337FE7F02344,25.31167001,170.1705397,227.8408685,112,112,46,161,TRAIN +0X3559536AF7F794B5,59.84130873,38.31239191,95.40249123,112,112,50,207,VAL +0X355CFB6583C8DFAD,66.62900364,42.9694945,128.7629954,112,112,48,146,TRAIN +0X35607DFD91E00F2B,48.00675136,38.73372869,74.4976121,112,112,50,170,VAL +0X3562C155F79822B7,54.69938138,28.61534557,63.16767064,112,112,50,174,TEST +0X3562CBA08DC6E30F,63.35916849,45.75533917,124.8752752,112,112,50,201,TRAIN +0X35656E25278C4CCC,65.37569841,28.27865226,81.67284525,112,112,50,205,TRAIN +0X356662E85B788616,60.35040341,26.47308384,66.76759944,112,112,50,165,VAL +0X356731D116D6F9A0,56.11065158,35.57383272,81.05345376,112,112,55,150,TRAIN +0X3569758159E76E83,35.44489922,108.3387568,167.8236971,112,112,70,294,TRAIN +0X356A6FCC675F2E7D,63.76608693,18.64460862,51.4562382,112,112,50,209,TRAIN +0X356CFAC4B58D6D04,60.2354876,34.61923863,87.06063911,112,112,50,241,TRAIN +0X35701918728819DC,61.87430454,26.75455884,70.17461196,112,112,50,173,TRAIN +0X3571562B40FB6BF6,65.04271616,15.7200968,44.96944578,112,112,50,156,TRAIN +0X3572B6AE5C661529,28.03518825,123.8206776,172.0572522,112,112,28,43,TRAIN +0X3574D795ECA3735,64.02312779,12.21882475,33.96299902,112,112,50,112,TRAIN +0X357717818F4DA337,33.43457079,91.90823704,138.0720265,112,112,47,156,TRAIN +0X3579BDBD3E3E2AF3,63.09182023,18.05775843,48.92616904,112,112,50,359,VAL +0X357D90B1EE59CC94,53.15187884,52.79570693,112.6954628,112,112,68,451,TRAIN +0X3585426448E631FA,57.08415255,38.55817754,89.84601222,112,112,73,219,TRAIN +0X3587945D9CB88758,55.36409063,39.91525398,89.424086,112,112,50,168,TEST +0X3587F21A9977747D,66.80535512,11.82848812,35.63372393,112,112,50,119,VAL +0X358A9CDF953254F2,49.79929085,53.06824752,105.7121471,112,112,50,151,TRAIN +0X358D5974FC807D32,50.25008083,38.42994584,77.24624779,112,112,50,166,TRAIN +0X358EBA0C393EA18,64.12979377,37.26129509,103.8781178,112,112,48,201,TRAIN +0X3590CC9889D55995,60.99258147,39.16707403,100.4092952,112,112,33,78,TRAIN +0X35935529AAE83D83,27.21275844,72.21286015,99.21087625,112,112,43,177,TRAIN +0X35943DCDA257FB3F,55.68469806,36.20581355,81.70047809,112,112,65,210,TEST +0X35995BE8BB3A6D42,63.91572493,33.24770529,92.1390418,112,112,50,215,VAL +0X359C6A18604089D0,55.70005843,18.27880577,41.26146699,112,112,54,215,TRAIN +0X35A2E30EB9BB238F,58.20014426,18.02773141,43.12869289,112,112,50,195,TRAIN +0X35A57DE1135380CA,68.37858008,29.06949241,91.92975043,112,112,50,175,TRAIN +0X35A5E9C9075E56EE,80.54681144,6.446456397,33.13830212,112,112,50,281,TRAIN +0X35A78A31D8EC3E08,43.98560393,66.38279655,118.5102424,112,112,53,265,TEST +0X35AA6B2F5D6AEF85,56.44452933,75.31201402,172.9105732,112,112,46,147,TRAIN +0X35B6193459F647D0,56.24935853,49.13575929,112.3086603,112,112,50,193,TRAIN +0X35BC863BEC069E1E,50.71413143,26.40282186,53.57077521,112,112,50,116,TRAIN +0X35C02A1D71E0F261,57.00515185,32.39333452,75.34236291,112,112,53,188,TEST +0X35CF87872963F067,48.26878474,70.91787699,137.0891378,112,112,50,209,TRAIN +0X35D71675B11A8F12,62.07952724,33.99513919,89.64851099,112,112,50,223,TEST +0X35DBF818D1E47758,60.24323254,30.03503024,75.54696258,112,112,50,137,TRAIN +0X35DE4C4E8984305E,53.98291241,31.59298067,68.65488957,112,112,50,228,TRAIN +0X35DE851D8AB0DF91,60.0302921,25.20670216,63.06451431,112,112,59,136,TRAIN +0X35DFFC5BC8995375,62.03235117,24.81908681,65.36903806,112,112,50,201,TEST +0X35ED1628AC7789FC,56.94041461,36.24554997,84.17533434,112,112,72,215,TRAIN +0X35F13DAF9D23F2E0,46.39604891,36.63802848,68.34949241,112,112,50,183,TRAIN +0X35F221108BCA1A20,63.87554266,29.34605426,81.23597259,112,112,50,168,TRAIN +0X35F5B1F089772D09,57.81144087,49.16544784,116.5373951,112,112,50,111,TRAIN +0X35FEF9072E3537BB,54.99790778,21.97010042,48.82017554,112,112,50,240,TRAIN +0X3600E5DB8324B05C,58.52720387,17.57849307,42.38559901,112,112,50,167,TRAIN +0X36029F349497FD71,56.43751753,25.98047835,59.63957257,112,112,50,141,TRAIN +0X3606D9A467E6CE63,55.80246779,38.15345524,86.3248542,112,112,50,184,TRAIN +0X3619CA422F4061D1,64.23586947,38.8328718,108.5805001,112,112,50,205,TRAIN +0X3619FBB48260A469,58.5302443,42.94063612,103.546875,112,112,50,206,TRAIN +0X361BB885534EDDC4,62.10245476,31.25395614,82.46960572,112,112,50,219,TRAIN +0X361CC0F1626A8FC6,68.92008202,22.16692792,71.32235012,112,112,50,158,VAL +0X361DB800810D49EC,59.85441374,65.55733608,163.298988,112,112,50,191,TRAIN +0X36212648EAFF0B89,38.54586774,42.89375245,69.79799546,112,112,46,149,TEST +0X36225F52C1D2A015,21.11926702,82.50686139,104.5969761,112,112,50,146,TRAIN +0X36250F8B6C5C2DCD,68.7859242,11.83020765,37.90023363,112,112,50,171,TRAIN +0X36273BA043E4849E,70.62141255,20.78429144,70.74639472,112,112,50,136,TRAIN +0X362AF0DB0ECE89E9,48.75592621,34.44538292,67.21827593,112,112,50,96,VAL +0X362FD3C18A57E4AC,62.03596642,29.24270437,77.02739043,112,112,50,148,TRAIN +0X363F29275ABC04D0,56.07424454,41.4019341,94.25434728,112,112,50,206,TRAIN +0X3641C89EB2887277,63.05550285,36.96344217,100.0512797,112,112,49,143,TRAIN +0X3649FD731DF1B5B2,55.08310706,14.67331606,32.66770051,112,112,50,201,TRAIN +0X364A30E94BB38C,66.15152715,23.20505016,68.5556783,112,112,50,175,TRAIN +0X364DAFDC16D92240,16.33692042,139.6199016,166.8835313,112,112,47,178,TRAIN +0X3651598B0EB0AE89,24.51069425,121.9305473,161.5202923,112,112,50,174,TRAIN +0X36558A226D3C4158,62.43949891,32.20387397,85.73866971,112,112,50,191,VAL +0X36560A1C88E0899A,50.06138319,60.44057952,121.0297429,112,112,50,202,TRAIN +0X365705882E795EBB,49.28240207,66.50520501,131.1284598,112,112,47,102,TRAIN +0X3658AEF1BA5BFF33,69.16693776,18.89888594,61.29422304,112,112,50,123,TRAIN +0X3659F7222EFAEE84,54.58377899,39.28275402,86.49498602,112,112,50,229,TRAIN +0X365B2E9FB5F6E9A0,24.05739735,109.4802409,144.1618236,112,112,50,138,VAL +0X365CD11BB171403B,47.57646964,22.12289783,42.2003205,112,112,50,134,TRAIN +0X365F36B9859AED91,55.7534415,30.61241225,69.18597353,112,112,50,128,TEST +0X3662921D976FA535,62.49395741,17.24405407,45.97673569,112,112,50,164,TRAIN +0X3664FA96FA937A15,63.38879545,44.74618203,122.2199121,112,112,50,179,TRAIN +0X3668D2C590A028AD,59.0059643,27.8823175,68.01554671,112,112,50,148,TRAIN +0X36694614F119F8BF,54.51159561,72.16371525,158.6420017,112,112,50,222,TRAIN +0X366AD377E4A81FBE,39.45301846,37.60529455,62.10928041,112,112,50,200,TRAIN +0X366D3126835759B6,53.59640832,37.00117953,79.73774915,112,112,50,190,TRAIN +0X367085DDC2E90657,43.15201024,100.7717381,177.2652622,112,112,50,231,TRAIN +0X36715FD73D74BF39,36.01278883,73.82022503,115.3671549,112,112,50,189,TEST +0X3677ED237A9338F4,59.58095726,20.74074128,51.31428126,112,112,50,175,TRAIN +0X3679A40BE82295C8,58.21684563,26.42619361,63.24604739,112,112,50,251,VAL +0X367B540BD67522AF,74.02075132,13.125948,50.52474057,112,112,50,148,TEST +0X367CFA84878244FA,68.72432785,22.89281533,73.19687719,112,112,50,158,TRAIN +0X367EF3C5E490D06D,60.79493849,42.96727674,109.5962487,112,112,57,116,TRAIN +0X3680802CE73F0111,30.07747906,153.370414,219.3433703,112,112,50,185,TRAIN +0X36820DBFCD583F25,56.83553904,39.78042257,92.16012822,112,112,57,244,TRAIN +0X36843785539A004C,24.70650131,188.5569482,250.4292555,112,112,50,153,TRAIN +0X36854BD13E2D4031,54.75596072,37.35000028,82.55231157,112,112,50,134,TRAIN +0X36855520AF004067,56.74369916,28.0103595,64.75440331,112,112,50,157,TRAIN +0X368A36C92FFEC550,68.44753635,58.099618,184.13655,112,112,50,210,TRAIN +0X368C8C18EE91FFC2,68.74255771,14.6105467,46.74261754,112,112,57,216,TRAIN +0X368E8CE3FB0A3F96,49.97427702,40.67301205,81.30419637,112,112,64,118,TRAIN +0X368FA2713959D710,66.6676772,13.33278815,39.99957709,112,112,50,137,VAL +0X369097280CAAF1E6,48.49798671,73.36602758,142.4527371,112,112,50,226,TRAIN +0X3690E1CA5E40ABD6,74.45207881,6.322651259,24.74820245,112,112,53,191,VAL +0X3693781992586497,49.67565924,78.10593322,155.2050798,112,112,41,77,TRAIN +0X3693F13626B9A3E1,44.95008363,36.02960042,65.44896486,112,112,50,196,TEST +0X3694A8837AC5F707,68.10515943,17.08050368,53.55256015,112,112,50,205,TRAIN +0X3697C1B485A4B66C,47.86714128,38.27561725,73.41937156,112,112,51,157,TRAIN +0X36980E4A755BAB70,34.72866575,88.35755573,135.3696178,112,112,50,190,TRAIN +0X369B8F063DDD3DDE,31.55960989,74.58885823,108.9836836,112,112,55,113,TRAIN +0X369D9859BEDE11F6,57.57109913,25.30247653,59.63500352,112,112,50,191,TRAIN +0X369F4745D75C926A,68.27727014,31.09050582,98.00703141,112,112,50,206,TRAIN +0X36A70C2755257C5F,59.77631643,37.85588589,94.11342407,112,112,46,181,VAL +0X36AD89AAE3FAF892,60.01374521,25.80459896,64.53367312,112,112,50,205,VAL +0X36ADC50A0EA70B99,65.32027875,22.98469382,66.27704316,112,112,50,166,TRAIN +0X36AE471FEC81D0F8,59.26079084,36.56429003,89.75208598,112,112,50,158,TRAIN +0X36AEAF74B90CDBD4,56.72952534,44.40623977,102.6248039,112,112,50,170,TRAIN +0X36AEF23E46307423,64.5541697,29.66552148,83.69255629,112,112,50,169,VAL +0X36B24AE5ABCC6260,62.18260269,27.26053558,72.08464231,112,112,50,209,TRAIN +0X36B33D2B6530F83E,57.65061751,33.64751654,79.45220108,112,112,50,161,VAL +0X36B356D92C89CA77,55.50148199,33.18541016,74.57643904,112,112,53,138,TRAIN +0X36B5FD2DD0218534,61.15958453,24.89086807,64.08496864,112,112,50,121,TRAIN +0X36B7933826909A38,59.02037519,27.33309602,66.69923444,112,112,58,231,VAL +0X36B7C4AB8CD4B69E,58.01642312,26.23868828,62.49750552,112,112,52,178,VAL +0X36BC020D616A1C3E,65.67420517,24.88300515,72.49068892,112,112,50,273,TRAIN +0X36BC2C060ED9295,55.97427544,39.93827807,90.7157769,112,112,50,159,VAL +0X36BD144912D456D8,56.8216767,33.28961124,77.09797114,112,112,50,181,TRAIN +0X36BD2518C9D15985,18.09089375,262.9741481,321.0560585,112,112,50,51,VAL +0X36C24B4CC763F804,49.51893867,34.03420674,67.41975276,112,112,50,166,TRAIN +0X36C3A242D0282A79,68.97051025,19.25176977,62.04346228,112,112,50,185,TRAIN +0X36C4E7ECAA2BCBD9,52.09484576,36.52344503,76.24115946,112,112,50,103,TRAIN +0X36C5A15AC7FC6AAA,59.49417677,53.57838693,132.2732947,112,112,47,229,TRAIN +0X36C5DE35959702C2,61.88879007,32.23374883,84.57813038,112,112,50,226,TRAIN +0X36C8D17C4AA7C806,58.81470749,50.30243812,122.1368966,112,112,50,158,TEST +0X36CCD2D8878BA51D,60.52496682,28.24061775,71.54045349,112,112,50,173,TEST +0X36CFD828F214D7F6,62.87058616,27.06805763,72.90192555,112,112,50,195,TRAIN +0X36D558075BB74018,49.14507835,87.90049887,172.8456087,112,112,50,197,TRAIN +0X36D59A17CA2C77AE,55.31691902,46.94567796,105.0636548,112,112,50,175,TRAIN +0X36DF7F18D6224D8E,58.3516163,58.67946957,140.8925494,112,112,47,172,TRAIN +0X36DFB3273B20DF4B,60.39635495,33.04954755,83.45077204,112,112,50,139,TEST +0X36E1B0D2F55F5083,62.43732094,31.38520388,83.55422103,112,112,50,215,TEST +0X36E1F0560F36E313,38.71350687,65.41669379,106.7391695,112,112,50,195,TRAIN +0X36E4468C9E659B89,45.07188067,58.63948989,106.7567771,112,112,50,184,VAL +0X36E57BE2B11E4E3E,61.60160318,30.80795995,80.23241203,112,112,50,158,VAL +0X36E731545F69ECDC,58.88362858,55.06810059,133.9322968,112,112,47,143,VAL +0X36EAF76B49E25D66,71.05535273,21.5938417,74.60392072,112,112,50,128,TRAIN +0X36F52C92187D7452,53.63374085,30.89452103,66.6314721,112,112,50,125,VAL +0X36F9A84314FD103C,55.21750234,35.8386313,80.02821007,112,112,58,184,TRAIN +0X36FB42EDBD9C3623,57.60417413,41.69268178,98.34147803,112,112,50,156,TRAIN +0X370587577A29EA9,57.75475656,32.80277437,77.64844442,112,112,50,145,TEST +0X37065F92C8742D4B,65.37183045,23.21698315,67.04652151,112,112,54,176,TRAIN +0X3706CECB0D52DB89,55.38234514,36.712177,82.28172707,112,112,46,109,TRAIN +0X370BFF01AB719E61,58.95995934,21.32379253,51.95850732,112,112,50,148,TRAIN +0X371AEF210253C983,23.3959638,171.7479317,224.2021964,112,112,50,138,TRAIN +0X3721BAB9BF06CE82,56.08534536,29.17962189,66.44620601,112,112,50,129,TRAIN +0X3723344573E75E5,46.03099756,56.45184662,104.6005004,112,112,50,117,TRAIN +0X3725F884E49C387C,55.44214874,31.63964873,71.00802178,112,112,73,155,TRAIN +0X3729DC43901DD07A,62.89051097,19.68416653,53.04348576,112,112,50,150,TRAIN +0X37307937DDFA46A9,63.25353118,13.49179032,36.71588253,112,112,50,221,TRAIN +0X3732593549EE8E29,60.84640041,27.56615738,70.40516751,112,112,50,163,TRAIN +0X374099556945A9EA,51.0686833,69.32720303,141.6826844,112,112,50,251,VAL +0X3748E23FFEA283C6,26.41148512,57.21310351,77.74732729,112,112,50,150,TRAIN +0X3752924AB02EDDE6,38.18884375,76.29529307,123.4328845,112,112,50,178,TRAIN +0X3754A0841B209E31,59.04060197,22.10275215,53.9625903,112,112,50,246,VAL +0X37580FDB4D1D140,67.15963155,18.96862248,57.76007814,112,112,50,153,VAL +0X375A84A3AAC32C67,46.8012439,69.58352237,130.799153,112,112,50,156,TRAIN +0X37671D9D80CCE804,52.28336931,55.69990788,116.730597,112,112,50,147,TEST +0X376C845E9F31E90D,68.73684617,23.54450002,75.31070008,112,112,50,152,TRAIN +0X3771953B5331C326,59.67979876,49.10100657,121.7776823,112,112,50,247,TRAIN +0X3774A913EC0A4ED0,67.79075624,23.08786286,71.68085977,112,112,57,238,TRAIN +0X37761C666D82804F,60.22348115,42.84178075,107.7062096,112,112,50,210,TRAIN +0X377A054F49B13FAE,60.35017798,32.41913968,81.7636449,112,112,50,205,TRAIN +0X377F8EF0A95F368,56.74573083,54.09312888,125.0584738,112,112,47,112,TRAIN +0X378127302CF37356,63.30442432,16.35601825,44.57218056,112,112,50,166,TRAIN +0X378691AE5C1F4D1,64.00709212,35.63123206,98.995147,112,112,50,201,VAL +0X378710053D7ED204,63.43858299,35.97435471,98.39431196,112,112,54,173,TRAIN +0X378B60986C2959FC,66.17234653,27.35021258,80.85163992,112,112,50,191,TRAIN +0X378B99020DEA60BA,29.12689014,131.4192157,185.4288826,112,112,50,241,TRAIN +0X378C9BDA702A27CE,55.88848787,28.08312589,63.66393835,112,112,58,231,TRAIN +0X378E08181E0B8BAA,32.75944567,160.4346412,238.5980348,112,112,50,121,TRAIN +0X378F03AA6A00CE87,56.96043748,49.86518861,115.8589579,112,112,50,165,TRAIN +0X3790431EBFD08B20,64.21685139,15.38409884,42.99258013,112,112,50,216,TRAIN +0X379177330C90F7EA,44.61141327,60.12660263,108.5541375,112,112,50,151,TRAIN +0X3793C26A31FEFF54,54.63229592,41.88248625,92.31784394,112,112,56,144,TRAIN +0X379702FD21B373CE,65.04120257,20.05153753,57.35762955,112,112,50,201,TRAIN +0X379A4AF7F8D17ACB,55.97894328,37.52346578,85.23981153,112,112,50,168,TRAIN +0X379CA9FEA4B8D934,67.79162453,14.40334381,44.71924956,112,112,50,135,TEST +0X379D5D1F9907784D,46.02308792,58.35474257,108.1105612,112,112,50,100,TRAIN +0X379DAAC5FF13821B,58.1631406,52.47465386,125.4268475,112,112,50,121,TRAIN +0X37AA5019490DE956,42.12065626,48.64694868,84.04889472,112,112,50,161,TRAIN +0X37AA7B612514A839,67.10508175,18.03156896,54.81566733,112,112,50,165,TRAIN +0X37B267E780801BBA,64.66164211,26.69587914,75.54363227,112,112,50,185,TRAIN +0X37B5700D43C90E67,19.83559768,242.8429912,302.9312066,112,112,47,116,TRAIN +0X37BFEEF205E5ACA3,56.53332702,34.98948516,80.49727012,112,112,50,164,TEST +0X37C22AD689BE34F,64.0378903,18.4339545,51.25938009,112,112,50,193,TEST +0X37C81FB4C90A9A3E,54.95441143,44.99362599,99.88464447,112,112,53,223,VAL +0X37C99A3FE9350BA0,66.5451084,66.09379238,197.5609222,112,112,50,220,VAL +0X37D94E893C4F237C,61.95049271,18.64939912,49.01351014,112,112,50,144,TRAIN +0X37D9FB2652E17FC8,23.80953011,151.1527046,198.3879412,112,112,50,172,VAL +0X37DA9BFFBB4A5DAE,59.48368591,22.37056891,55.21373157,112,112,50,134,TRAIN +0X37E48E1504E3D89,62.43588811,38.18164303,101.6439391,112,112,50,157,VAL +0X37E6E6434A0C815B,64.29385505,33.50089718,93.82389846,112,112,50,195,TEST +0X37EB51583A9D8E6C,62.17591043,24.62070293,65.09265184,112,112,50,118,TRAIN +0X37EED937EE5D531F,11.5296116,246.3619782,278.4682906,112,112,53,161,TRAIN +0X37F75947334E0950,62.28677687,35.31095281,93.63016438,112,112,64,143,TRAIN +0X37F9E9981E207C04,60.14113237,30.89909588,77.52125867,112,112,50,110,TRAIN +0X37FF2E02E64FDC8A,67.7827117,20.9133844,64.91354643,112,112,53,184,TEST +0X380404E9F3B02E7F,50.34184894,50.03105275,100.7509375,112,112,50,206,VAL +0X380AB851A1F1ECDC,61.33695,25.06071977,64.81826903,112,112,50,106,TRAIN +0X3811B3B600535B08,67.95692553,18.31590676,57.16026651,112,112,50,133,TRAIN +0X38143F4D496E1C01,61.81848725,32.06343063,83.9763234,112,112,50,124,TRAIN +0X38145E7CC30DC7A5,56.39946118,18.4577685,42.33380824,112,112,78,272,TRAIN +0X381609E5A502011E,59.47442928,25.11281125,61.96781639,112,112,50,142,TRAIN +0X381864BFF92B7437,67.05631743,41.07398984,124.6794124,112,112,50,197,TEST +0X381A1032716BDFE3,41.23418846,70.08690839,119.2647673,112,112,50,121,TEST +0X381BBECABC1D6FB2,18.38031621,256.979019,314.8493196,112,112,50,198,TRAIN +0X381E0029617F214D,58.90790225,24.24615631,59.00442576,112,112,50,215,TRAIN +0X381F0E140D552666,60.54962764,35.52626781,90.05306081,112,112,50,168,TRAIN +0X3821E9F21EBFFF33,64.88126717,14.60799652,41.59602395,112,112,50,209,TRAIN +0X38254D78E538011D,58.62555756,30.91564244,74.72159288,112,112,50,272,TRAIN +0X3825F13C4A46F44C,40.11219819,79.29019736,132.397909,112,112,50,175,TRAIN +0X382685BB75B13E86,59.89896023,33.30453168,83.05154149,112,112,50,146,TRAIN +0X3828251CB7F52FDE,69.69960748,14.19342144,46.84236823,112,112,50,190,TRAIN +0X383838D5E679ACFE,60.36202279,41.32335254,104.2519206,112,112,50,172,VAL +0X3838EE835D844578,57.03089773,19.12001616,44.49712737,112,112,46,175,TRAIN +0X383AE9D85E471FEC,56.79659358,26.08315318,60.37290886,112,112,50,155,VAL +0X383C974A8DDF5,59.70485854,32.47176219,80.58480753,112,112,50,163,TRAIN +0X3842C50FE6B2F4B1,58.13916669,30.78096106,73.5316491,112,112,50,164,VAL +0X3845FCDDC728107D,51.57997276,47.99810176,99.12861371,112,112,50,135,TRAIN +0X3846391F71AB9B06,55.25942588,45.0952442,100.7927258,112,112,50,218,TRAIN +0X3847FF474B4D4AEB,62.99658841,18.8949569,51.06274284,112,112,50,246,TEST +0X38491F42504861CA,55.3580382,61.68751528,138.1828056,112,112,50,577,TRAIN +0X384933A479F6904F,62.05896383,33.97831193,89.5555719,112,112,50,158,TRAIN +0X384A037668246F4E,24.43429485,104.5056956,138.2977839,112,112,58,190,TEST +0X384AA2C9A3C82A61,53.20011795,46.50061058,99.36052943,112,112,50,126,TRAIN +0X384B32F8B19D8E0,64.07814472,20.5382922,57.17492051,112,112,50,203,VAL +0X384FCB5F752D8DCF,49.83519916,54.85830543,109.3561711,112,112,47,234,TRAIN +0X385071ADD66846AD,30.37656925,64.80891146,93.08491518,112,112,50,50,TRAIN +0X385229E934253438,66.71741884,37.26911033,111.9778245,112,112,50,253,TRAIN +0X3852798141EC72CD,65.97867589,42.03333725,123.5499745,112,112,50,186,TRAIN +0X38553A64F1845D6,66.54589238,20.85418772,62.33670303,112,112,65,206,TEST +0X3856B31133D591F9,42.02641597,86.27339691,148.8150135,112,112,50,201,TRAIN +0X385A1BC46A38CB5B,30.08036976,100.0935604,143.1551626,112,112,52,270,TRAIN +0X385B21C57A42C5A1,64.32237374,24.96574582,69.97591612,112,112,50,205,TRAIN +0X385C5071980C3241,66.23376815,9.764373182,28.91756837,112,112,50,235,TEST +0X385F55F9B1A71FD2,67.06165329,32.87879463,99.81920137,112,112,50,200,TRAIN +0X3860318B66CC8557,54.09517663,47.82662825,104.1864988,112,112,50,167,TRAIN +0X38638F441D35402,43.31341428,208.9074695,368.5306971,112,112,50,184,TEST +0X386444FB91940E3D,61.49911779,21.03402219,54.63257198,112,112,50,215,TRAIN +0X386924A6B430342A,42.02313647,57.93696254,99.93117775,112,112,50,173,TEST +0X3869ABCAB47DF8C9,62.37875066,34.28581744,91.13418091,112,112,76,190,TEST +0X3869C8E146FBD123,59.08363324,31.06268643,75.91750903,112,112,50,189,TRAIN +0X386DAB52217592A2,53.86238516,47.62845719,103.2312948,112,112,50,226,VAL +0X386E38E6214B10A1,55.89456754,18.89584589,42.84244555,112,112,50,201,TRAIN +0X386E6F14BB2F2D6E,68.85608292,21.21504986,68.11940131,112,112,50,152,VAL +0X38715946C362E4A2,30.39365838,90.19074715,129.5726008,112,112,50,150,TRAIN +0X3875F6FD6EDAC72B,63.69566658,29.125747,80.22664032,112,112,50,138,TRAIN +0X3879A849BC662476,61.77619413,34.90153929,91.30838359,112,112,50,208,TRAIN +0X387C1FBF1C6448E6,59.81420601,36.01472804,89.62054614,112,112,52,175,TRAIN +0X387CAAFEB15599D2,52.06105254,44.06402543,91.91696474,112,112,50,160,VAL +0X387DC966A4E49FF7,64.77651435,14.6063981,41.46778159,112,112,50,178,TRAIN +0X387F179AFBFB9768,66.34063682,11.57280801,34.38213596,112,112,50,118,TEST +0X3881278C9B1525BD,40.41942633,42.31242412,71.0171479,112,112,50,101,TRAIN +0X3885497D26EE0A1E,61.83785253,36.78116111,96.38126663,112,112,50,147,TRAIN +0X388632531BB30B3C,39.82277058,78.40162643,130.2845398,112,112,51,187,TRAIN +0X38879CF9F172C79,66.84423136,22.29106677,67.23133767,112,112,50,202,TRAIN +0X389086C8EC0A5181,55.48027438,35.30912445,79.31119061,112,112,50,238,VAL +0X3892C8528EDF3D78,51.9779151,83.26022027,173.3790202,112,112,50,198,TRAIN +0X3893725E893E66B1,62.39050872,35.59654973,94.6477831,112,112,50,241,TRAIN +0X389455E41FE5B36,41.69319113,79.46160624,136.2818645,112,112,50,179,TEST +0X389A53F8C76EB122,48.11190436,87.22135394,168.0951148,112,112,50,212,VAL +0X389AE3058DF8A75A,54.80684679,45.11615328,99.82962037,112,112,50,238,TRAIN +0X389BA6B21FADB9D8,53.01913667,53.89031185,114.7069424,112,112,50,195,TRAIN +0X389BC2B8D056A031,58.89025418,31.38487352,76.3441196,112,112,50,157,TRAIN +0X389D268AC64FDF16,44.45020595,65.39115314,117.7162837,112,112,50,136,TRAIN +0X38A0EAF624F7A247,61.7822345,19.58014174,51.23308881,112,112,50,211,TRAIN +0X38A2BB53562636BB,24.36281483,180.7048849,238.9101134,112,112,47,141,TRAIN +0X38A3C665EF3925D1,66.0128745,25.66363828,75.50988177,112,112,59,172,TRAIN +0X38A74D84490F7CFF,69.09868164,24.49103547,79.25563297,112,112,50,142,TRAIN +0X38AD513F67133C37,54.52452299,54.15409389,119.084169,112,112,53,215,TRAIN +0X38AF259B8CB9ED38,46.4825146,78.00956038,145.7646222,112,112,50,187,TEST +0X38B128C923F9718F,21.99462933,230.9673259,296.091569,112,112,43,115,TEST +0X38B537356485B1FB,63.71249858,33.22009327,91.54692928,112,112,48,128,TRAIN +0X38B6140101279B52,60.14441732,31.75980253,79.68721168,112,112,50,160,TRAIN +0X38BB67496B74ED43,69.73039578,14.94891658,49.38590036,112,112,120,581,TRAIN +0X38BD4E9D7BE145D3,63.42446176,14.22927034,38.90378931,112,112,50,189,TRAIN +0X38BF5A1070D6D922,53.50911078,82.4574397,177.3625781,112,112,50,297,TRAIN +0X38BFE1C170679687,59.6870298,27.14562888,67.3372087,112,112,73,216,VAL +0X38C80D99FBBD1995,63.56879643,21.64645003,59.41733433,112,112,50,178,TRAIN +0X38CD1C45920A92B,56.04921009,36.55980699,83.18350378,112,112,50,230,VAL +0X38CE7A69D1AD269D,68.97699512,21.31899881,68.71996731,112,112,50,238,TRAIN +0X38CFBFF9E0F722F7,58.8000865,7.648622685,18.56465714,112,112,50,125,VAL +0X38D1523C8AC932CB,61.66237161,13.59469257,35.46044224,112,112,50,194,TRAIN +0X38D5F0D5CCF21875,69.39173709,17.98788492,58.7680685,112,112,50,167,TRAIN +0X38D61BFC461E6880,47.95281825,57.08894694,109.6869129,112,112,53,191,TEST +0X38D723B271A17254,61.56766156,38.85663849,101.1040183,112,112,50,315,TRAIN +0X38D92BC43C1543C0,67.12738836,18.47645533,56.20622884,112,112,50,164,TEST +0X38D9D8D3E8CAD64D,60.80382957,24.47424572,62.44040031,112,112,50,189,TRAIN +0X38DC5920EB30FD44,52.57385402,32.12863935,67.74457146,112,112,50,160,VAL +0X38E23F5101349879,47.63682913,30.04522613,57.3785461,112,112,50,146,TRAIN +0X38E252DBA241D7A7,55.49573163,48.88454339,109.8423706,112,112,50,161,TEST +0X38E98D54857003CA,57.41013333,27.44527208,64.44084996,112,112,50,118,TRAIN +0X38EA1D595376A658,65.55304546,21.94279704,63.70025255,112,112,50,200,TRAIN +0X38EE2A5624ABAE2C,57.61441431,35.78387929,84.42464272,112,112,50,160,VAL +0X38EEE406BC289A52,16.62111845,272.5500147,326.8813513,112,112,50,215,VAL +0X38F5A46E6132A231,51.53263531,33.66081796,69.4504811,112,112,62,203,TRAIN +0X38F6970A7694ECF5,61.13665822,32.49209236,83.60601757,112,112,50,167,VAL +0X38FA13F5CA0BC79A,67.81078872,5.368904769,16.67920572,112,112,50,201,TRAIN +0X38FA5C50E4F65BA,60.67586941,36.20622906,92.07127662,112,112,47,128,TRAIN +0X38FD38D5BC7288D2,41.94328119,61.21507602,105.4401235,112,112,52,233,TRAIN +0X3901B0181816DDB2,57.78804987,21.43441491,50.77807314,112,112,50,148,VAL +0X3902A366CE2F62E8,66.36585355,14.35683225,42.68528793,112,112,62,210,TRAIN +0X3902FE711F8B581B,48.00227921,45.99736372,88.46034599,112,112,50,157,VAL +0X39036C86D46D7EFF,62.57709405,40.15046153,107.2884655,112,112,50,254,TRAIN +0X3904CF2713F4604D,49.38896497,30.80716366,60.8704478,112,112,50,160,TRAIN +0X39051FE34AF2ABF2,65.22281005,29.73549704,85.5028744,112,112,50,201,TEST +0X390A2A0F25666BFB,64.64698004,24.9038123,70.44323889,112,112,50,118,VAL +0X39123D0EB3886D8,64.67678833,11.38659277,32.2354402,112,112,50,151,TRAIN +0X39159841194ACD89,63.02821689,20.42798954,55.25291944,112,112,50,108,TRAIN +0X3915AE4881C75F2E,25.39503183,67.06800211,89.89750113,112,112,50,152,TRAIN +0X3915EB0A9DE6FDAF,42.24171481,132.8256887,229.9681999,112,112,50,273,VAL +0X3917A23D1B120284,59.70674401,13.78735571,34.21752691,112,112,50,201,TRAIN +0X39207AF594BF77D7,62.51149478,24.67625656,65.82352753,112,112,50,194,VAL +0X3924FFA1465DC6E8,57.53380109,31.12348675,73.29002253,112,112,58,181,TRAIN +0X3925BB805E197F96,58.97347679,38.73186725,94.40689638,112,112,50,109,TRAIN +0X392B60853721DCCA,54.77293927,66.79891143,147.6967779,112,112,50,191,TRAIN +0X392DB57364299195,63.46164522,13.57953999,37.16516541,112,112,50,207,TRAIN +0X39316269EC98F850,64.69652607,24.04764773,68.11694447,112,112,50,159,TRAIN +0X39348579B2E55470,62.38863469,40.70314089,108.2203226,112,112,53,560,TRAIN +0X39361D8B4B5EDFE8,53.88008885,80.41697002,174.3649717,112,112,50,160,TRAIN +0X39386679DE7A85F9,63.05581185,36.24603325,98.1102443,112,112,50,186,TRAIN +0X39391A4909EE1831,67.62508962,17.66565443,54.56587902,112,112,50,150,TRAIN +0X39430B9C27CAE73E,57.03791036,40.38602021,94.00385444,112,112,50,207,VAL +0X3943402607F915DA,67.82246519,33.16750514,103.0765885,112,112,53,149,TRAIN +0X3957CF1AAADE25C,60.8412785,15.80959839,40.37312197,112,112,50,161,TRAIN +0X395E507F8ECA4193,60.5092269,46.4274831,117.5653943,112,112,50,158,TEST +0X396631243C670596,55.04966609,35.00522779,77.8753454,112,112,64,163,TRAIN +0X3967483E89F10A1E,63.55742857,35.92448224,98.57834075,112,112,50,195,TRAIN +0X39692AE83D7076F8,64.72104371,21.74980892,61.65094209,112,112,50,118,TRAIN +0X396B442D42E66666,62.32400697,17.44483945,46.30226851,112,112,50,221,TRAIN +0X396ECCF27946B21C,63.48180064,18.61417358,50.97232037,112,112,50,200,TRAIN +0X3972F3D228C6973,57.31645875,35.65731163,83.53878469,112,112,50,176,TRAIN +0X39785B105916D907,59.23364608,24.61426963,60.3788842,112,112,50,199,TRAIN +0X398111BC19E289A6,65.20563465,20.14798621,57.90588794,112,112,50,178,TEST +0X39812AAD22D1087E,27.04821321,101.0378909,138.4995424,112,112,50,101,TEST +0X398198DD34B47AB6,60.00328377,26.13222391,65.33592349,112,112,50,125,TRAIN +0X3982C7E5ECE74699,28.13498581,263.0999793,366.103009,112,112,47,276,TRAIN +0X398379987B3E5DE0,57.5208841,24.39568916,57.42984204,112,112,50,148,TRAIN +0X39878B4033C03C7A,60.01948696,37.19425783,93.03096685,112,112,50,173,TRAIN +0X3988D1B584CBEC93,25.56136428,119.8495079,161.004439,112,112,47,189,TRAIN +0X398B7A013EC01F9A,60.93198268,16.28431513,41.68195943,112,112,50,122,TRAIN +0X398F29049BB32013,44.64587927,46.26818651,83.58580338,112,112,50,173,TRAIN +0X3991463690B05802,73.73237752,21.53051431,81.96598047,112,112,50,87,TRAIN +0X39972DF04C904BF8,69.09014467,29.99001411,97.0241167,112,112,52,273,TRAIN +0X399873AFA4B674D6,70.2813641,27.67496137,93.12325594,112,112,50,92,TRAIN +0X3999802A1B03A98E,18.5312356,104.2981004,128.022195,112,112,78,208,TRAIN +0X3999AFEE5AF07F42,19.9486345,93.31700115,116.5714046,112,112,50,111,TRAIN +0X399C53F778C73E41,50.39335614,31.07604208,62.64491943,112,112,53,226,TRAIN +0X399F9331838E32BE,68.85794453,16.77830171,53.87666758,112,112,50,129,TRAIN +0X39A128E3A510782,67.34205198,15.49325335,47.44098845,112,112,50,163,TRAIN +0X39A85FA14F06B62D,64.24496193,19.96174481,55.82918068,112,112,50,124,VAL +0X39AAB4E253F2AEAD,43.09809076,75.43533893,132.5708398,112,112,50,211,TRAIN +0X39AB3B74095BAC3D,48.59522669,32.52900052,63.28011666,112,112,50,129,TRAIN +0X39AE5B2F372542EE,61.54396945,34.04165011,88.52096699,112,112,50,155,VAL +0X39B358EAE5C1A47,58.1376131,30.56536267,73.01390325,112,112,58,198,TEST +0X39B757B79F8A81FE,66.35049743,24.28523899,72.17116788,112,112,50,200,TRAIN +0X39B8C93985E7FC88,60.29309453,17.50204483,44.07808824,112,112,50,169,TRAIN +0X39BB31692C2E764B,66.24780396,21.25529739,62.97456131,112,112,50,105,TRAIN +0X39BE5E9C68E021D2,60.26395687,44.61568754,112.2801468,112,112,50,163,TRAIN +0X39C79919BCB7B445,57.01868821,45.09422697,104.9158927,112,112,50,193,TRAIN +0X39CA8CC96A5D5E8B,34.53669573,64.27523475,98.18513665,112,112,50,95,VAL +0X39CC8C89DE6060B7,60.15914942,18.66292376,46.84368805,112,112,50,185,TRAIN +0X39CCCA303517758C,65.9870151,16.9429164,49.81308302,112,112,50,196,TRAIN +0X39CD6157F36F9824,46.27864385,156.544704,291.4012513,112,112,50,194,TRAIN +0X39CF332039C0D5F,58.18318721,32.51590319,77.75796628,112,112,50,248,TRAIN +0X39D01FC74E846311,66.81160962,14.55901412,43.86779217,112,112,50,109,TRAIN +0X39D0A18C20873B10,61.75128445,42.27133949,110.5170171,112,112,50,179,VAL +0X39D1558A3C02EC2D,61.26168515,18.37332887,47.42934468,112,112,50,196,TRAIN +0X39D4ACDFC707D00C,55.20733811,37.1238522,82.8793169,112,112,47,157,TRAIN +0X39D64C26334E84BB,55.40619065,47.18962722,105.8210274,112,112,59,174,VAL +0X39D6D1217FE384B1,63.43281497,31.62364106,86.48092829,112,112,50,142,TRAIN +0X39D91890A1999E8,51.39419965,34.07147814,70.09755604,112,112,73,216,TRAIN +0X39E11EB4ED0DB0B7,17.60221385,45.60483407,55.34715943,112,112,50,144,VAL +0X39E19BB2FA344EA3,59.20887656,19.27285779,47.24767588,112,112,50,154,VAL +0X39E3FD0C9DB2E14C,49.69625926,54.98850907,109.3129621,112,112,27,112,TEST +0X39E53D97C96FAAAB,60.58812181,38.91219646,98.7321545,112,112,50,117,TRAIN +0X39E5EE69D1ABD158,67.90348644,14.79113377,46.08330355,112,112,54,129,TRAIN +0X39E6A4F87A2B6A88,37.07463809,49.77037333,79.0942981,112,112,50,150,TRAIN +0X39E992259898874A,57.53583711,25.49661773,60.04267125,112,112,50,128,TRAIN +0X39EF484992C44E9D,66.3127974,26.85166366,79.70879619,112,112,50,180,TEST +0X39F0C16E2A50442A,59.68238728,24.38122445,60.47288718,112,112,50,161,TRAIN +0X39F5B35EA80E4D86,64.68089564,29.22717216,82.75173647,112,112,50,161,TRAIN +0X39F7878941FCCEE3,66.22363496,25.48816005,75.46152471,112,112,50,124,TEST +0X39F8C168B5299BA6,66.93908036,28.9047717,87.42881933,112,112,50,160,VAL +0X39FCEE4F2B02701B,38.14998376,83.42714629,134.8862157,112,112,37,56,TRAIN +0X3A016DA394E94ED8,55.84498072,27.53547745,62.36092273,112,112,50,154,TRAIN +0X3A04B8BB685836CB,67.86566155,39.91139229,124.2016927,112,112,50,183,TRAIN +0X3A04D1EE256B301E,56.32309257,67.24355914,153.9567774,112,112,47,90,TRAIN +0X3A067F55DF845A2E,52.54095145,39.6334306,83.51079891,112,112,50,201,TEST +0X3A0FE82D5FCB1393,68.51581751,23.35965402,74.19488827,112,112,50,170,TRAIN +0X3A1243389B03E037,62.50074319,38.14421597,101.7199252,112,112,50,231,TRAIN +0X3A1256ABF660B385,62.53137866,15.14876736,40.43054379,112,112,50,138,TRAIN +0X3A129451EC32992C,63.02450802,45.1245269,122.0390169,112,112,50,214,TRAIN +0X3A15E907186AA019,67.98583971,11.68001443,36.48390065,112,112,50,192,TRAIN +0X3A162CB5BE129444,54.52433116,29.76869326,65.46070464,112,112,50,121,TRAIN +0X3A170C20A679FBB4,51.21393813,31.3292139,64.21755046,112,112,50,244,TEST +0X3A1B3966D331F29B,54.46168968,36.52969559,80.21750331,112,112,50,145,TRAIN +0X3A21DB8AEB6B5B20,24.33323909,82.41901364,108.9236709,112,112,50,197,TRAIN +0X3A24403843DE9A9F,64.2170829,35.54782966,99.34301768,112,112,57,209,TEST +0X3A2C0C6E64CD5F3D,60.4347829,38.30228173,96.80796553,112,112,50,205,TRAIN +0X3A2DE690A0917A75,54.13347032,31.00522269,67.59879789,112,112,50,145,TRAIN +0X3A3085150FD2D6E8,53.54146857,69.36553115,149.3063362,112,112,50,169,VAL +0X3A309F6036FF0518,58.45880448,29.78907302,71.70971526,112,112,50,195,TRAIN +0X3A30AB065E7F6735,57.75369272,25.28114673,59.84226399,112,112,46,121,VAL +0X3A34B1EB60C2A9AE,65.30959011,27.02172041,77.89392082,112,112,50,201,TRAIN +0X3A381225412BA53C,56.80966224,50.46733568,116.848671,112,112,56,189,TRAIN +0X3A46A45145C2FF9B,58.50868295,34.39421848,82.89497881,112,112,50,207,TEST +0X3A493A5E7BC5B076,67.83187662,27.73910177,86.23164441,112,112,50,203,TRAIN +0X3A4D1AFE98C8476B,59.00441535,44.96141492,109.6737985,112,112,50,312,TRAIN +0X3A58A66B6AF3DE55,63.89453073,35.60002352,98.60008536,112,112,65,168,VAL +0X3A5F75A015056908,72.43977069,10.69668648,38.8120373,112,112,56,180,VAL +0X3A6035ED10B83B7,61.83917367,27.417013,71.84596258,112,112,73,190,TEST +0X3A6437E8004F6401,58.74094775,34.22726264,82.95697739,112,112,50,193,TRAIN +0X3A66D46DC689ADD2,55.39528439,44.81535713,100.4722405,112,112,59,200,TRAIN +0X3A67F07292B0D9D4,63.94177685,35.60224,98.73542533,112,112,50,159,TRAIN +0X3A689C00E2F6EE71,35.27595481,55.10181985,85.13346114,112,112,50,107,TRAIN +0X3A6A8F1ED1A86F94,62.38951487,27.66680681,73.56141969,112,112,50,158,TRAIN +0X3A6E1BAA9065D40,81.20018966,16.27822961,86.58720125,112,112,50,52,TRAIN +0X3A6E9277ED871C65,62.64302103,10.22445643,27.36960191,112,112,50,178,TEST +0X3A7280211A9AC1E3,63.52944291,28.44436615,77.99268346,112,112,50,148,TRAIN +0X3A73982E9C3E2D12,54.68497801,43.38198529,95.7342254,112,112,50,138,TRAIN +0X3A76AD5CC9D50E57,56.46190167,19.82727652,45.54006096,112,112,50,155,TEST +0X3A7787951A5869B1,68.31240834,34.09225955,107.5886736,112,112,50,253,TRAIN +0X3A78E8C699486EDF,61.13680902,28.22941104,72.63791347,112,112,51,142,TRAIN +0X3A79044052AC3197,71.36926055,15.8690325,55.42655485,112,112,50,160,TRAIN +0X3A7952D92A293CE8,61.36506759,21.53618604,55.74278171,112,112,50,161,TRAIN +0X3A7E305F4B67D1B5,60.08686625,35.75669338,89.58628406,112,112,50,150,TRAIN +0X3A810212F92EEBFB,56.01968247,31.5397279,71.71327919,112,112,50,162,TRAIN +0X3A84F1E3BCC9B6E6,51.40629107,71.38040469,146.8922753,112,112,43,223,TRAIN +0X3A8625DCFA369F48,41.42771237,38.32005811,65.42352989,112,112,52,195,VAL +0X3A87C4BE51F04CDA,53.73362187,53.58427134,115.8168707,112,112,50,169,TRAIN +0X3A8CA79BEA19FD1F,63.76513605,54.98815528,151.7548275,112,112,50,165,TRAIN +0X3A8ED493DA57D7C9,59.36438954,27.44151245,67.53070062,112,112,50,179,TRAIN +0X3A8F6D088C91167E,57.47149098,48.06361425,113.0150465,112,112,50,212,TEST +0X3A9F57EC10C1BAC7,60.56579099,30.95435861,78.49620771,112,112,50,132,TRAIN +0X3AA01BE48EE8D367,58.48610734,30.77346469,74.12811162,112,112,55,129,TRAIN +0X3AA1B577666CC8F2,58.7026578,35.7215715,86.49847568,112,112,50,106,TRAIN +0X3AA31784B8E430AF,60.92389629,34.5669337,88.46054345,112,112,50,169,TRAIN +0X3AA99E66716364B0,42.01455242,46.05661027,79.4278775,112,112,50,175,TRAIN +0X3AAD7B4B21165095,53.72098086,47.81798906,103.325416,112,112,50,214,TRAIN +0X3AAFF6ACE7FF7530,58.43807403,26.30541221,63.29209149,112,112,50,172,TRAIN +0X3AB11C73780B865,66.6312579,21.70382288,65.04237653,112,112,50,86,TRAIN +0X3AB210C90632B5E3,38.70362764,113.1746719,184.6351873,112,112,50,145,TRAIN +0X3AB5343A178908A5,62.97018323,35.51625337,95.912582,112,112,50,171,TRAIN +0X3AB7B94F0A6C3A4C,65.07629877,22.48937634,64.39574143,112,112,50,185,TRAIN +0X3AB82E8B51CB82B4,49.58279947,47.70728867,94.62502513,112,112,50,159,TEST +0X3AC15CD077FEBB79,62.99564065,24.62396499,66.54341658,112,112,50,167,TRAIN +0X3AC3331F9A0AF935,68.15807623,24.78826709,77.84789408,112,112,50,154,TRAIN +0X3AC5CEEB4DAAF8BF,16.12906797,212.1140866,252.9053647,112,112,50,178,TRAIN +0X3AC5EFB793652CF6,29.22638015,68.61757795,96.95360799,112,112,50,166,VAL +0X3ACB543DE5B8DC6E,73.31848218,15.56302623,58.32886395,112,112,50,221,TRAIN +0X3ACD9DB45C258269,65.8157896,18.54754589,54.25764023,112,112,50,274,TRAIN +0X3AD4B9300F9748BC,41.44887372,77.14188629,131.7513278,112,112,46,246,TRAIN +0X3ADFA6B8CB1E4B50,49.47175615,51.90221814,102.7192203,112,112,52,202,TRAIN +0X3AE208A723F16D85,64.1650705,16.53139056,46.13205829,112,112,50,168,TRAIN +0X3AE232F2E17B6E19,27.1109684,99.55011437,136.5776334,112,112,59,266,TRAIN +0X3AE5CD9B4520576A,63.21905192,24.31985829,66.1208032,112,112,50,240,TRAIN +0X3AE5DC56D2D6EB43,63.74230501,25.8035912,71.16721351,112,112,50,179,TRAIN +0X3AE781FF538E7AB3,58.76183577,28.09733067,68.13429064,112,112,50,163,TRAIN +0X3AE7ECDB6EF083C6,50.80794708,37.35006505,75.92703056,112,112,50,115,TRAIN +0X3AEB0F3ACC9C5F9E,59.20934129,52.21628808,128.0104066,112,112,62,208,VAL +0X3AF27BD1C1A050F1,63.42661932,32.17958421,87.98635403,112,112,50,126,TRAIN +0X3AF341668970568D,56.55344297,34.49769563,79.40259939,112,112,50,160,TRAIN +0X3AF4F78B11EE5786,60.10447992,34.86454787,87.3896312,112,112,50,190,VAL +0X3AF6861FF7D6EBE4,69.78494756,25.06452062,82.95375515,112,112,62,287,TRAIN +0X3AF7715F4850205C,53.40885249,12.57104552,26.98161815,112,112,68,129,TRAIN +0X3AFBEFE4316A347D,59.48522345,25.51443038,62.97561667,112,112,50,205,TRAIN +0X3AFC37AB794657DD,64.12170014,26.70022188,74.41886038,112,112,50,153,TRAIN +0X3B01B7487E3D81EA,24.89987938,118.2094125,157.4024269,112,112,50,246,VAL +0X3B051BD857A8B444,37.15660905,118.7327662,188.9343723,112,112,48,134,TRAIN +0X3B08A5A9B4068C8,71.965304,8.171269727,29.14698888,112,112,51,197,TEST +0X3B0C001E8B03BB10,15.89258945,177.6524136,211.220881,112,112,50,201,TEST +0X3B0D2D527C387A0E,39.56290682,44.37016718,73.41545538,112,112,54,272,VAL +0X3B0DB4D5A796D849,16.69429368,160.8247743,193.0537312,112,112,50,116,TRAIN +0X3B0EFA9B23EC8818,62.97808472,30.48463959,82.34214617,112,112,50,148,TRAIN +0X3B14BC7494925CB4,46.7394745,22.11825975,41.52842943,112,112,57,156,TRAIN +0X3B1588F22CB71934,63.28457222,35.75199708,97.37595131,112,112,50,151,TRAIN +0X3B1FFC28D7B1CE3B,66.716084,18.19706562,54.67224955,112,112,51,152,VAL +0X3B22750F2A0F254A,54.1140628,44.92026873,97.89550234,112,112,50,164,TRAIN +0X3B23F68C62732572,30.0042459,165.3596491,236.2423995,112,112,62,212,TRAIN +0X3B296AB590431282,66.4732444,40.17700557,119.8356502,112,112,50,134,TRAIN +0X3B2972B434AE6A78,63.96009923,34.8093112,96.58548014,112,112,50,122,VAL +0X3B2B0A52DE5AD1A8,47.8898412,44.66494146,85.71254144,112,112,50,235,TRAIN +0X3B2F240FF65AE41B,62.64230802,20.7707409,55.59963638,112,112,50,122,TEST +0X3B30E66FEF073895,64.95657024,22.53116593,64.29497935,112,112,54,149,TRAIN +0X3B31E6C62C7C6591,38.07776778,123.0389545,198.6991587,112,112,40,98,TRAIN +0X3B31EB8AE613B1A7,38.36367404,50.76788859,82.36683125,112,112,64,204,TRAIN +0X3B32C9427B83BD8A,59.34334864,53.23387616,130.9352206,112,112,50,214,TRAIN +0X3B331163E39CA813,67.00302058,26.26698637,79.60421478,112,112,26,120,TRAIN +0X3B33B2D734EC62BD,54.78950864,38.03034065,84.11839711,112,112,50,229,TRAIN +0X3B364B92D87FAE47,62.35341899,34.29090508,91.08637267,112,112,50,186,TRAIN +0X3B466B406FD980EF,61.28206538,20.58125654,53.15690712,112,112,50,185,TRAIN +0X3B4FD958BC21357A,63.85824319,24.37172101,67.43369211,112,112,50,129,TRAIN +0X3B54A5459841DCE8,63.57078609,12.64019105,34.69795172,112,112,50,201,VAL +0X3B54F8E8FCFF40EB,29.59120195,57.03172092,81.00084435,112,112,50,123,TRAIN +0X3B552B3CA7ADCD4,59.3237292,29.53892666,72.61955455,112,112,50,231,VAL +0X3B56BE7AED85F78A,65.33939276,20.12520027,58.06361132,112,112,50,139,TRAIN +0X3B578029793AD7B5,57.18419038,42.71087503,99.75491627,112,112,50,206,TRAIN +0X3B5BFB5AC9060009,47.02735558,69.72994802,131.6338816,112,112,50,165,TRAIN +0X3B5F7979D1C544AC,58.55151235,28.30441572,68.28817486,112,112,50,211,VAL +0X3B62B3502E5549A,54.97245886,42.98007205,95.45285166,112,112,47,183,TRAIN +0X3B631332E2C4EEC3,59.01227841,12.21104384,29.79195565,112,112,50,121,TRAIN +0X3B6528FD917A0E82,58.58439974,38.07170832,91.92600876,112,112,50,201,TRAIN +0X3B678EDC4E4A37B7,70.32415174,9.217181979,31.05954007,112,112,50,122,TRAIN +0X3B67E74D2C8F04BB,64.96195097,22.64518174,64.63025872,112,112,53,144,TRAIN +0X3B6A2EE83A5CFB1B,63.30933926,23.44008833,63.88570787,112,112,52,139,TRAIN +0X3B6EA00B1D3C01D5,59.61203695,29.39834982,72.78987994,112,112,50,122,TRAIN +0X3B6EBD8C8C9A9567,31.9948244,56.86170336,83.613788,112,112,50,188,TEST +0X3B73EAA40F02D974,69.1944354,21.42759248,69.55753858,112,112,50,202,TRAIN +0X3B75427EFE40B784,29.02942014,132.0811008,186.1068362,112,112,50,251,TRAIN +0X3B76E85F3FFFB9B2,62.72695261,16.01265893,42.96042328,112,112,65,186,TRAIN +0X3B7727089F2566F0,61.79997932,28.41170013,74.37613807,112,112,50,139,VAL +0X3B7AA5C59BF84FDA,62.34996231,33.58015516,89.19022988,112,112,50,170,TRAIN +0X3B7D20FAB496DF62,40.80333193,126.2982685,213.3536779,112,112,50,202,TRAIN +0X3B803011C96CBE78,56.7709909,39.20630944,90.69444398,112,112,50,143,TRAIN +0X3B80677CE0873E50,49.78575206,25.38971266,50.56276596,112,112,50,178,TEST +0X3B82E9714CF3B6A4,59.80935177,33.87082075,84.27537807,112,112,50,182,TRAIN +0X3B877CAB3CE51ED3,61.1703486,59.87274373,154.1933589,112,112,47,160,TRAIN +0X3B8E49B631D4E9AA,47.72971588,28.71399233,54.93368328,112,112,47,125,TRAIN +0X3B91490FC40F157E,36.29996986,118.7747111,186.4594269,112,112,50,105,TRAIN +0X3B931BE44B0F7CEF,62.19177903,16.54237155,43.75337197,112,112,53,225,TRAIN +0X3B94C97A61200FCC,57.60152942,33.17233662,78.23946516,112,112,50,216,TRAIN +0X3B9D7438096AB76B,58.11900414,32.55699072,77.73690681,112,112,62,124,TRAIN +0X3B9FBD87EE113D62,56.30410946,52.50329583,120.156141,112,112,50,191,VAL +0X3BA12609E25A458F,60.06455452,28.57484172,71.55258036,112,112,50,222,TRAIN +0X3BA376E0E5A67F4C,45.10446966,66.17609059,120.5491416,112,112,50,201,TEST +0X3BA391DC362B4BE7,55.08044415,32.88291339,73.20400385,112,112,50,151,TRAIN +0X3BA6403DB9C2AD71,68.60887788,6.290137465,20.03795035,112,112,50,196,TRAIN +0X3BA9F7C9DB0CF55B,69.11979335,32.95361291,106.7143536,112,112,80,281,VAL +0X3BAA632C6C366B61,58.37473224,41.94639057,100.7714613,112,112,50,166,TRAIN +0X3BAE126085E973A0,65.99458108,13.8083688,40.60637756,112,112,53,181,TRAIN +0X3BB173537B79E344,48.94207782,47.05094597,92.152097,112,112,80,269,VAL +0X3BB32EDB13EC2A74,66.10841116,24.8432942,73.30224121,112,112,80,248,TRAIN +0X3BB510E550819AA2,64.0406895,22.72643328,63.20041448,112,112,50,196,TRAIN +0X3BB59C8B26565746,62.26765769,20.63488779,54.68753469,112,112,50,165,VAL +0X3BB8002E0FD6110F,64.96650663,11.08351441,31.63690896,112,112,50,169,TRAIN +0X3BBB2B7BE7446182,53.21734482,35.27990959,75.41237122,112,112,50,163,VAL +0X3BBE4D476015547F,63.88867165,30.86932129,85.48376008,112,112,50,246,TRAIN +0X3BBFB5A8F09489E2,56.43925093,63.54605852,145.8791685,112,112,53,151,TRAIN +0X3BC39D4DEBF4DF5F,43.98275651,38.4564783,68.65114365,112,112,50,140,TRAIN +0X3BC67725F75CEB00,51.3407169,43.21218522,88.80563473,112,112,50,230,TRAIN +0X3BC79FE68CD2CED5,58.68046199,27.63645127,66.88470539,112,112,50,166,VAL +0X3BCAEEF6C5EE3565,17.68783125,521.0854605,633.0600547,112,112,27,94,TRAIN +0X3BD7B111C743A3E8,58.10586136,40.98484303,97.82953979,112,112,46,80,TRAIN +0X3BD86D7A28CDA981,66.46235746,33.70473445,100.498222,112,112,50,151,TRAIN +0X3BDD6A56EDE84B37,62.444374,20.396837,54.31100256,112,112,50,143,TRAIN +0X3BE0524B897D6DCF,62.27577723,41.32063577,109.5334317,112,112,50,171,VAL +0X3BE346AF6B1F7F3D,65.95462362,29.91466152,87.86703129,112,112,50,147,TRAIN +0X3BE3B298ACB92FB1,63.50106461,21.64031397,59.29026076,112,112,54,197,VAL +0X3BE4253D023C725E,56.0679383,16.2719748,37.03895098,112,112,72,264,TEST +0X3BE4BB11401AFD70,53.12078768,71.50806279,152.5368266,112,112,50,190,TRAIN +0X3BE6ED32D643E96,65.71774725,23.63485514,68.94195465,112,112,50,157,TRAIN +0X3BE6EEE3814E2D16,62.00981764,31.68651743,83.40712117,112,112,50,183,TRAIN +0X3BEEF9FC14A7E660,29.79968948,67.39288946,96.00084239,112,112,50,212,VAL +0X3BF2052B5989097E,67.29940445,16.60932268,50.79211065,112,112,50,186,TRAIN +0X3BF45BED0E9423D0,54.6290582,46.05687463,101.5118329,112,112,50,159,TRAIN +0X3BF4EAA8E0239D15,58.43925452,26.19537607,63.02912944,112,112,50,205,TRAIN +0X3BFAE73D52A18389,39.29589105,203.7331453,335.6167297,112,112,50,96,TRAIN +0X3BFC66B250CE89A9,62.95249656,38.25156243,103.2500409,112,112,50,129,TRAIN +0X3BFD07170E3ECF82,70.09703831,20.13872051,67.34690937,112,112,50,152,TRAIN +0X3BFFB8615C86AE75,55.13378518,48.74005735,108.6342085,112,112,50,163,VAL +0X3C01B72B850884FE,61.04974132,20.53617389,52.72410142,112,112,50,235,TRAIN +0X3C05A6B4BBA623EB,34.373623,51.88765398,79.06524228,112,112,50,87,TRAIN +0X3C0B954729E57D23,66.85211999,34.27305564,103.3944121,112,112,67,288,TRAIN +0X3C0E58FD3198CE78,64.90297959,18.21616981,51.90232562,112,112,83,297,TRAIN +0X3C10C1CAA3095680,55.5703418,32.56782242,73.30198731,112,112,50,173,TRAIN +0X3C10FEA4A7AA072E,63.63387224,19.29555851,53.05915064,112,112,50,641,TRAIN +0X3C1488440F282158,63.34967133,33.3025379,90.86559142,112,112,55,175,TRAIN +0X3C1724919FD1F5F3,49.38658253,45.22178304,89.34742072,112,112,50,119,TRAIN +0X3C18E7594F18AEB9,67.98086377,13.90185665,43.41733815,112,112,50,165,TEST +0X3C1C3E87980982AA,13.92792197,65.55387054,76.16159855,112,112,50,199,TRAIN +0X3C1D516F4D4D105B,69.40099586,41.37001359,135.2005229,112,112,50,252,VAL +0X3C1E9131F69E4821,54.96526836,88.16384647,195.7685618,112,112,50,166,TRAIN +0X3C1F4A30EA25362E,65.8703046,22.45454622,65.79181546,112,112,50,78,TRAIN +0X3C207E8489AD5BAE,61.90153293,28.70140729,75.33480872,112,112,50,192,TEST +0X3C214412B9774A5C,61.06117396,24.55310742,63.05559236,112,112,56,195,TRAIN +0X3C2544AC6E008D62,60.92034345,21.22909672,54.32262868,112,112,63,177,TRAIN +0X3C28EECDC72E0A31,65.03982729,22.63811459,64.75401244,112,112,50,212,VAL +0X3C29707A418FF73A,60.71819946,32.52734383,82.80512445,112,112,27,89,TRAIN +0X3C2DCCC974C5380D,64.69621043,19.41355658,54.99000763,112,112,50,95,TRAIN +0X3C2E350B97C8F6CD,58.58648473,27.44240984,66.26438172,112,112,50,155,TRAIN +0X3C3AAA44DBD1EC3D,65.19444132,29.11214071,83.64221642,112,112,50,228,TRAIN +0X3C3C53B0F4B5AD69,67.94714847,14.11111285,44.02451631,112,112,50,173,TRAIN +0X3C3C930EC09E4FA0,48.43758757,51.31269538,99.51569943,112,112,56,279,TEST +0X3C456FD0C7FE2F99,58.44993468,10.64379969,25.61680617,112,112,50,170,TRAIN +0X3C48AA6205472D1F,34.60002695,40.73749856,62.28977882,112,112,50,133,TRAIN +0X3C4A698888698E8D,44.77535596,61.27008171,110.9469926,112,112,50,230,TRAIN +0X3C4BE41655860B16,69.14554297,16.47957409,53.41067605,112,112,73,277,TEST +0X3C4F8E30B6FB805F,58.93264416,18.08260083,44.03156829,112,112,50,190,TRAIN +0X3C539D3821B4C6C3,59.93593671,11.67335028,29.13671085,112,112,56,173,TRAIN +0X3C53CAB06AA69C4E,68.74417291,14.3846407,46.02226862,112,112,50,125,TRAIN +0X3C56DA933D255BF8,67.0185021,30.20983602,91.5963129,112,112,50,192,TRAIN +0X3C5A6B5C6A66C7C0,59.85482347,35.02826598,87.25398417,112,112,46,177,TEST +0X3C5E3047DEC19504,60.67288772,32.79696821,83.39531256,112,112,50,228,TRAIN +0X3C63C23E5B0823D,43.22235318,72.46738576,127.6336548,112,112,50,172,VAL +0X3C67FDA7B1C1ECFB,64.34380709,30.2261873,84.77121316,112,112,50,148,TRAIN +0X3C68A75B6DE0D08C,71.70178537,10.29370297,36.37580357,112,112,50,150,TRAIN +0X3C6F96F86CD908BD,65.03050645,18.63262921,53.28252519,112,112,64,175,TRAIN +0X3C7BC046308348F6,63.81051696,38.11057414,105.3084237,112,112,50,148,TRAIN +0X3C7E3932E8C3BFFE,58.91563706,39.48287631,96.1019558,112,112,50,137,TRAIN +0X3C7EF15C4B7BEEA1,55.50526184,43.89333586,98.64837434,112,112,50,121,TRAIN +0X3C8AE3EFC3758990,35.14820711,97.01903087,149.6011545,112,112,65,253,TEST +0X3C8EB3097C147507,59.62617076,55.01836187,136.27234,112,112,50,102,TRAIN +0X3C9463D76CD9D31D,60.8354798,54.22368379,138.4510356,112,112,50,218,TRAIN +0X3C990664C618D934,64.64097088,23.60375271,66.7545272,112,112,60,190,TRAIN +0X3C9E605F756EA1A7,61.74861758,28.64439366,74.88459722,112,112,50,153,VAL +0X3CA062FAAA9EFB99,58.47900881,22.8903814,55.12966031,112,112,50,200,TRAIN +0X3CA164EF7A7C434E,14.92758304,243.8633306,286.6538172,112,112,50,170,VAL +0X3CA5F8D4ADB6829,58.9717741,33.99857561,82.86630695,112,112,50,119,VAL +0X3CA6AD191674E7F3,61.88947059,77.76441118,204.0496744,112,112,50,201,TRAIN +0X3CB03161634EC101,40.07292634,80.31340226,134.0185618,112,112,47,114,VAL +0X3CB10C063C914079,59.89421403,34.44566767,85.88702813,112,112,50,208,TRAIN +0X3CB30E851B8FBC78,67.17591755,22.22006858,67.69440886,112,112,50,205,TRAIN +0X3CB7489A1A24C46B,49.94257201,30.75162556,61.43269199,112,112,50,201,TRAIN +0X3CBDF15DCB01AF08,66.06584568,23.9265262,70.50868565,112,112,50,162,TRAIN +0X3CC1B60D1EB0CC43,64.73200282,20.74419918,58.81876159,112,112,72,219,TRAIN +0X3CC2AB71D7704B20,22.36151857,51.85968198,66.79636313,112,112,50,141,TEST +0X3CC63FF01D85B689,70.26316939,15.03336171,50.55468723,112,112,50,154,TRAIN +0X3CC86A7AC66865CC,49.85795164,96.7301387,192.9122201,112,112,50,215,TRAIN +0X3CCC712117D9D487,57.67240399,26.83705793,63.4032179,112,112,50,112,VAL +0X3CCC98A57DEBD70F,72.76389118,39.55442622,145.2278902,112,112,84,163,TRAIN +0X3CCE67A145CD0C46,62.07442225,35.85823016,94.54893581,112,112,50,244,TRAIN +0X3CD460CFB766061A,63.01285724,26.09722213,70.55755105,112,112,47,111,TRAIN +0X3CD5272915885147,70.64619062,17.69014786,60.26525428,112,112,30,115,VAL +0X3CDBEFCEB9B8880A,60.54055468,23.40038468,59.30236599,112,112,50,188,TRAIN +0X3CE02140AB9185AA,53.58706298,28.72880443,61.8982686,112,112,50,192,TRAIN +0X3CEA8556432BE7BC,58.35788725,36.91434344,88.64666321,112,112,50,259,TRAIN +0X3CEEFB97FDD529F6,60.42468358,24.07252746,60.8271257,112,112,50,152,TRAIN +0X3CF4BCE027237660,62.81480432,16.20909747,43.59019007,112,112,50,181,TEST +0X3CF60A132BD7B415,39.39316035,57.54463407,94.94742573,112,112,50,115,TRAIN +0X3CF7C368106B59F2,56.07076792,39.0805635,88.96254647,112,112,50,88,TRAIN +0X3CF920996FE95ADD,58.06100615,35.28447031,84.13284887,112,112,50,156,TEST +0X3CF93606C249E004,64.22137766,21.77100229,60.84919113,112,112,80,217,TRAIN +0X3CF952AD9FD34D08,29.1108032,155.7952818,219.7729539,112,112,50,213,TRAIN +0X3CFB24DC0CD3A91E,71.34945458,18.31131707,63.91262995,112,112,50,183,TRAIN +0X3CFBD509C0C1139C,62.23474059,32.51071791,86.086309,112,112,50,131,TRAIN +0X3D02DA95E6C72181,34.46862635,120.993418,184.6343381,112,112,50,197,TRAIN +0X3D045BDA30F1FBBC,61.82993823,19.2374481,50.39931088,112,112,106,274,TRAIN +0X3D04E9B90266352E,40.30212418,66.37712534,111.1884207,112,112,50,183,TRAIN +0X3D058CE72C565376,59.8782883,14.80221503,36.89327898,112,112,50,194,TEST +0X3D07B11AAF49F722,53.08587539,63.12875041,134.5623539,112,112,50,211,TEST +0X3D0F47DF1809F2DD,61.71937241,22.01776401,57.51672685,112,112,50,152,TRAIN +0X3D1241A509AEDD5D,57.30587946,22.80222503,53.40834932,112,112,59,175,VAL +0X3D1676A87AECCD69,60.11734788,20.01505933,50.18487555,112,112,50,130,TRAIN +0X3D1BC917DF22CD1C,59.51146831,24.97618327,61.68705613,112,112,59,149,TRAIN +0X3D27B5899DFF0F5B,60.40268908,33.0455667,83.45406781,112,112,50,204,TRAIN +0X3D2B3C9081953DBF,60.87295394,48.90359459,124.9866768,112,112,50,226,TRAIN +0X3D2FBDFA09694A20,56.66878846,43.66629959,100.773318,112,112,50,134,VAL +0X3D39E510C89F3D8A,59.16294982,21.23674721,52.00362689,112,112,50,187,TRAIN +0X3D3A944C969D30E,54.89109927,52.18255108,115.6812741,112,112,50,250,VAL +0X3D3B33569911F8E9,69.32852725,24.45621112,79.73601826,112,112,50,146,TRAIN +0X3D3DB395AA082092,53.07288699,69.33212324,147.7442757,112,112,50,144,TRAIN +0X3D3F1825094494A8,52.39867566,48.58142311,102.0589737,112,112,50,222,TRAIN +0X3D403DF4736012FA,58.95781194,33.52135033,81.67534898,112,112,50,159,TRAIN +0X3D407167B0EA095C,58.5000728,30.6586901,73.87649126,112,112,50,184,TRAIN +0X3D41C6447029BE0E,52.1687029,37.06995963,77.50147263,112,112,50,160,TRAIN +0X3D42EBE6DAD6A388,57.21625648,28.53105904,66.68668212,112,112,50,172,TRAIN +0X3D451D3B3946A2D,48.93267093,57.9638821,113.5048242,112,112,50,155,TRAIN +0X3D490017BDE7B6EE,36.15611976,141.471898,221.5903819,112,112,61,210,TRAIN +0X3D536804F75D24EB,53.30022961,23.2744524,49.83847287,112,112,50,141,TEST +0X3D5444E2DD4FB625,59.02840255,55.63073315,135.7787751,112,112,50,238,TRAIN +0X3D595A1C7728A00B,59.47418387,18.8085204,46.41120696,112,112,50,210,TEST +0X3D5C0E6B4A194D33,53.99420877,30.0028394,65.21535353,112,112,50,138,TRAIN +0X3D5F894D74A3D21C,27.98599189,61.49690294,85.39575084,112,112,50,152,TRAIN +0X3D63829F3F3D8C85,51.68670088,55.60208489,115.0864998,112,112,50,113,VAL +0X3D66A6CF6230C66,61.42533815,36.22622292,93.91196496,112,112,50,127,TRAIN +0X3D6D79A159FD4A12,21.72951479,312.0195424,398.6426576,112,112,53,161,TRAIN +0X3D6E773C9BEA8474,67.24656968,37.20696808,113.5971644,112,112,50,155,TRAIN +0X3D74EF75B61DFE76,59.37032548,40.98802954,100.8820032,112,112,80,325,TRAIN +0X3D7715AB0A91C268,44.76532668,82.97177365,150.216827,112,112,50,309,TRAIN +0X3D775CE5815FC482,65.68124637,21.86422282,63.70925661,112,112,50,200,TRAIN +0X3D7C7B6AFF1A89F9,61.41626799,32.962823,85.43191983,112,112,50,141,VAL +0X3D829DE5E49B5761,70.43093173,18.71642961,63.29732626,112,112,50,156,VAL +0X3D8353611168F743,47.40619831,29.42624374,55.95002225,112,112,50,173,TRAIN +0X3D856D0C128BEF63,59.28668839,23.62582929,58.02974102,112,112,59,190,TRAIN +0X3D858B954AD5D2FA,60.11625073,76.5601653,191.9582955,112,112,50,170,TRAIN +0X3D8A8864DB8B12E,58.48460578,47.51739399,114.4572872,112,112,50,89,TRAIN +0X3D8B6D455EECFE25,58.74994858,48.36719473,117.2536593,112,112,54,109,TEST +0X3D8EE56C7B00E120,24.11982945,89.21227669,117.5699475,112,112,50,165,TRAIN +0X3D93FC3FB436EC51,34.3425824,74.77207226,113.88214,112,112,50,107,TRAIN +0X3D94B49D5A396636,66.01656508,32.28466655,95.00118697,112,112,68,194,TRAIN +0X3D9576C39233FCCF,21.48443178,125.6062144,159.9761898,112,112,47,104,TRAIN +0X3D982D1B05D54EE,67.94157336,11.57752772,36.11383631,112,112,56,168,TRAIN +0X3DA2B290B58A6540,34.68201012,85.0231395,130.1680282,112,112,50,168,VAL +0X3DAB48A224B6D7D8,52.51089601,15.13007703,31.86010212,112,112,50,186,TRAIN +0X3DAD6456C3A92CD6,60.16529214,37.58894436,94.36229454,112,112,50,170,TRAIN +0X3DAEE457C2318B8,59.56898759,33.94199847,83.9504045,112,112,50,172,TRAIN +0X3DAFB661E3500C9F,10.21196939,139.5320057,155.401566,112,112,76,199,TRAIN +0X3DB63E43A23F46D3,57.72947442,19.52808739,46.19788167,112,112,55,149,TRAIN +0X3DB7EB2C0003CD50,55.95805266,21.37433921,48.53177596,112,112,50,314,TRAIN +0X3DBA4134C729B96D,59.98586463,24.92833794,62.29882942,112,112,50,240,TRAIN +0X3DBBF3506D11ACF5,55.01742152,32.97510478,73.30639082,112,112,50,143,TRAIN +0X3DBF6E850E8E7FA,67.36590965,14.2508246,43.66852099,112,112,28,61,TRAIN +0X3DC0EC09F9CDBCCB,57.01420114,49.79701204,115.8452637,112,112,50,217,TRAIN +0X3DC339BAEDC91F8C,64.74926489,20.64948265,58.578871,112,112,50,209,TRAIN +0X3DC771421B48F300,60.39001387,27.08922028,68.38987569,112,112,50,173,TRAIN +0X3DC981FD3E796896,41.99477434,59.14233854,101.9603628,112,112,50,219,TRAIN +0X3DCE831133A8B66C,60.93026396,28.23368246,72.26484055,112,112,59,241,TRAIN +0X3DD2E68A5BE7A4FE,62.36862972,25.03989559,66.53995164,112,112,50,259,TEST +0X3DD6E63CFB42333E,61.63754049,37.26283007,97.13357942,112,112,50,127,TRAIN +0X3DD8AAB0045765B9,24.53579392,164.9265031,218.5493119,112,112,50,166,TRAIN +0X3DDFCD65C68B3AF6,46.09860605,56.74903088,105.2830488,112,112,50,202,TRAIN +0X3DE081EA128A37EB,56.45993777,49.464149,113.6060595,112,112,50,224,TRAIN +0X3DE5250E0FF122E3,68.40671236,17.98916056,56.93981826,112,112,50,161,TRAIN +0X3DEB26CCC9E0393A,55.07001485,45.14196376,100.4717976,112,112,50,195,VAL +0X3DEBAD684DB64050,58.78247637,34.64304474,84.04931129,112,112,50,167,TEST +0X3DEC46D1B8397CDE,34.98060248,46.68881575,71.80751826,112,112,50,101,TRAIN +0X3DF087AF1FA33A0A,50.97855258,92.44285209,188.5763415,112,112,50,181,TRAIN +0X3DF459E0724B3BC,67.20286005,20.97634737,63.95785547,112,112,50,189,TRAIN +0X3DF564B9BA59AC74,58.38194598,11.35684557,27.28826668,112,112,50,162,TRAIN +0X3DF694B393734B26,83.51826903,9.400739002,57.03732829,112,112,50,141,TRAIN +0X3DF6E49145C3F553,60.52859302,37.25922135,94.39547309,112,112,50,171,TRAIN +0X3DF926CE61E8DE9,39.58882865,46.0846301,76.28494709,112,112,50,110,TRAIN +0X3DFD53597B122E4B,64.07852728,13.76978627,38.33302264,112,112,50,364,TRAIN +0X3E00E41595F7FD72,41.96721322,27.03663888,46.58855861,112,112,58,216,TRAIN +0X3E04B170778411F9,64.08910864,22.06316951,61.43865739,112,112,57,162,TRAIN +0X3E0D058327AC7898,44.69246074,55.01146188,99.46467084,112,112,50,214,TRAIN +0X3E14A0D52DE6AB3E,68.41733067,15.03314163,47.59933833,112,112,52,184,VAL +0X3E15B2CD0D7FFFEB,32.3508954,83.65044284,123.6534368,112,112,50,162,TRAIN +0X3E15E5CD8C70443D,68.5234526,25.50049864,81.01428127,112,112,50,222,TRAIN +0X3E1E76F3876FA4CB,70.05109645,9.062132406,30.25864499,112,112,50,175,TRAIN +0X3E201401ADFBC022,20.89564372,149.1416397,188.5378337,112,112,50,170,VAL +0X3E22D89049C5F9BA,67.28277762,22.09870918,67.54457615,112,112,50,124,TRAIN +0X3E2557960F25996A,68.42019094,17.51570622,55.46488957,112,112,50,189,TRAIN +0X3E26D7B4C74C467C,28.42187255,129.1062001,180.3710221,112,112,43,135,VAL +0X3E2841AEE0E86911,38.9942754,49.94324243,81.86648509,112,112,50,194,TRAIN +0X3E28448D6D5B8AA1,60.44325727,23.21617876,58.69082526,112,112,50,154,VAL +0X3E29ABEC75D557EB,45.09930276,58.99333606,107.4546208,112,112,58,211,TRAIN +0X3E2C9B9D3AAE8365,74.86476973,26.94818797,107.2128152,112,112,54,160,TRAIN +0X3E2F182038897EA5,50.22570819,31.0098768,62.30099048,112,112,50,135,VAL +0X3E3207C0977DED20,25.74756812,128.3243907,172.8218018,112,112,50,201,TRAIN +0X3E3C352FEA13FFF3,64.1623176,28.70327141,80.09243202,112,112,50,177,TRAIN +0X3E3D4ED914A2CC26,45.96052217,15.09745619,27.93782766,112,112,50,126,TRAIN +0X3E3D520FC52F1206,47.99847032,46.05242327,88.55974729,112,112,50,173,TRAIN +0X3E410467C49E2577,59.58954954,30.43296087,75.30963036,112,112,50,306,TRAIN +0X3E41F86EDA927362,54.62484107,56.36764225,124.2257737,112,112,50,273,TRAIN +0X3E423D83A5D8629A,59.31976844,21.76390624,53.49995663,112,112,52,180,TEST +0X3E4992933C229E41,65.06302881,45.02155389,128.8650743,112,112,50,155,TRAIN +0X3E4E93103612D991,61.81522446,35.4004169,92.70819692,112,112,50,214,TRAIN +0X3E4F117C74E7789D,58.76461413,32.46857264,78.73958728,112,112,50,155,TRAIN +0X3E512A22832F853E,58.77065966,51.83780331,125.7303728,112,112,50,207,VAL +0X3E519478152D535B,67.08869216,29.91905872,90.90814278,112,112,50,217,TRAIN +0X3E54E90C8CF89B22,73.00594559,20.0864053,74.4104794,112,112,50,194,TRAIN +0X3E554757948CE381,65.1805887,28.76878594,82.62283841,112,112,50,167,TRAIN +0X3E561D7327B975CB,61.1507916,42.3378174,108.9798715,112,112,53,263,TRAIN +0X3E56DED8582F762B,65.73719298,35.55166835,103.7616922,112,112,50,226,VAL +0X3E5B5FCDCC9F9D5,55.48253324,24.96355302,56.07586154,112,112,50,210,TRAIN +0X3E5EDF4D13CA55D7,59.17383643,43.10733161,105.5875151,112,112,50,170,TRAIN +0X3E616DCE18D8B5DA,55.0486302,46.30529229,103.0119716,112,112,50,201,VAL +0X3E6339FE3313BF65,60.52662794,43.51821694,110.2470214,112,112,50,231,TRAIN +0X3E65996D18F7EA4A,49.96896779,60.25963669,120.4445202,112,112,59,135,TRAIN +0X3E663E38BC70B73C,56.89486628,30.14574161,69.93538591,112,112,50,199,TRAIN +0X3E6901D663EA8922,48.77086528,40.07023066,78.21766048,112,112,50,156,TRAIN +0X3E6A113EC1BA37C2,65.40372798,27.76512814,80.25468213,112,112,50,167,TEST +0X3E6AE8BEB9B6DBD4,51.32526944,103.1476001,211.9120104,112,112,39,70,TRAIN +0X3E73331470DA4030,58.18508968,23.96535926,57.31295146,112,112,51,51,VAL +0X3E767AC5BF9A0089,48.09838022,28.99026012,55.85617605,112,112,50,172,TRAIN +0X3E778B07970A2940,65.96048187,18.759165,55.10996053,112,112,70,218,TRAIN +0X3E786535782F9C5F,65.15144881,17.15272862,49.22077975,112,112,50,159,TRAIN +0X3E7951D6403EC835,57.13654766,25.4645751,59.40859568,112,112,50,162,TRAIN +0X3E79B6F78B6B7331,58.10324963,34.59289266,82.56700665,112,112,50,140,TRAIN +0X3E7A22F643CCEC3E,64.21718207,28.98179279,80.99360102,112,112,50,143,TRAIN +0X3E822C675DD2B6A3,67.40935022,14.31772394,43.93199903,112,112,50,165,TRAIN +0X3E84E059A32F47E0,29.51164138,60.12600615,85.29920021,112,112,50,125,TRAIN +0X3E880A36CEE7240D,67.87938052,19.63417236,61.12638135,112,112,50,168,TRAIN +0X3E8B36F8E715DED1,55.34825655,36.05619387,80.74980075,112,112,50,124,TRAIN +0X3E8B547584BD000D,61.27494235,27.552829,71.14987213,112,112,50,167,TRAIN +0X3E8D8B4A87FECF17,55.92439969,64.10964063,145.4538116,112,112,50,201,TRAIN +0X3E8E8C0F87FF65BF,56.16044448,38.66442024,88.19528342,112,112,50,183,TRAIN +0X3E91DA6C6799C069,64.80100048,20.83400688,59.18920186,112,112,50,134,TRAIN +0X3E92D553912D1EA1,65.6558679,33.73000648,98.21184703,112,112,52,245,VAL +0X3E93B09A1B702BAF,64.29475061,26.03342827,72.91204714,112,112,50,121,TRAIN +0X3E9510ADA06F09A9,48.7875808,133.4483421,260.5780867,112,112,50,211,TEST +0X3E9FD284E6497932,62.39159857,41.12426974,109.3486247,112,112,50,153,TRAIN +0X3EA17859559E4ABF,38.141609,87.60937293,141.6289229,112,112,50,207,TRAIN +0X3EA9C5F8DCDD2DEC,57.54574816,38.51836565,90.72911187,112,112,50,193,TEST +0X3EAA6F77F2617102,58.29818954,23.5923041,56.5738126,112,112,50,167,TRAIN +0X3EAF0968B6971345,59.52795013,39.63596008,97.93415507,112,112,50,188,TRAIN +0X3EB0FC2695B0AB5F,86.00968401,13.7967879,98.6166996,112,112,50,175,TRAIN +0X3EB109A9072999EC,59.8438574,26.75323295,66.6230151,112,112,55,165,TRAIN +0X3EB1A47797F16A83,64.07829897,35.46531323,98.7294928,112,112,50,171,TEST +0X3EBA07E431D6AC14,71.49408646,12.96649177,45.48702413,112,112,50,193,TRAIN +0X3EC21D2B9F1EA8CC,61.32586066,36.77855762,95.09858071,112,112,50,154,TEST +0X3EC366112F42E64,65.18889983,25.72593341,73.90152359,112,112,50,137,TRAIN +0X3EC5E2BA17FB1E6E,66.33075577,31.74300775,94.27894351,112,112,51,158,TRAIN +0X3ECA9EB5E06CEA8B,62.01167407,17.7823763,46.81010776,112,112,50,160,TRAIN +0X3ECCF263161995AB,23.73682376,91.98569031,120.6161281,112,112,50,155,TRAIN +0X3ECE2DC0B6619E01,52.13968904,32.84181212,68.62013946,112,112,50,161,TRAIN +0X3ED97063EEB0647F,59.10968729,20.97235952,51.28931067,112,112,50,201,TRAIN +0X3EDC28E881C680CB,64.60812035,16.19074501,45.74706168,112,112,50,244,TRAIN +0X3EDC9FA8DD9B473E,67.68117909,25.18796617,77.93590689,112,112,50,235,TRAIN +0X3EE9455B3F6C0C25,57.30217369,27.57622264,64.58460542,112,112,50,189,TRAIN +0X3EEFB992455C8E98,64.18439837,15.36558665,42.90193646,112,112,55,186,TRAIN +0X3EF49ADFD0B23622,65.13576837,16.72706277,47.97771809,112,112,50,214,VAL +0X3EF958B90BC01EE,29.48945847,98.68600446,139.9592207,112,112,50,185,TRAIN +0X3F016CB9A145CA5F,66.51023694,23.75828399,70.94192916,112,112,50,179,TRAIN +0X3F0187363675176A,63.76842119,28.97000539,79.9578885,112,112,50,176,TRAIN +0X3F02002B186417B4,60.15334899,24.64948213,61.86086284,112,112,50,140,VAL +0X3F022794066FF6CA,51.46858339,40.76958251,84.00657833,112,112,50,154,VAL +0X3F06BAFD1BACCE09,62.02390029,24.88955298,65.54004538,112,112,50,189,VAL +0X3F076329C702F768,67.49036349,11.71237966,36.02740886,112,112,50,187,VAL +0X3F0A268A296882B5,62.36133466,17.41952822,46.28094026,112,112,80,194,TRAIN +0X3F0C78F7A17748AC,36.68584965,79.92737399,126.2393534,112,112,50,136,TRAIN +0X3F0ED71A38DA9C98,45.5738466,43.19504936,79.36450891,112,112,53,204,TEST +0X3F0F139DF3E450A5,56.33335511,42.88293981,98.20525463,112,112,50,236,TRAIN +0X3F1D93F58B1FD1FD,55.09598606,29.82465692,66.418688,112,112,50,75,TRAIN +0X3F1ED852891344A2,31.37238984,101.3670583,147.7059424,112,112,43,128,TEST +0X3F21B014EDBAD737,65.6352852,20.06627037,58.39207595,112,112,50,139,TRAIN +0X3F22CABAAF726217,59.79225732,29.87775898,74.30847141,112,112,72,249,TRAIN +0X3F24B7E7AE2C282B,48.39668547,61.7091352,119.5836658,112,112,50,185,TEST +0X3F267C727EACE516,53.16627918,45.74287551,97.67081219,112,112,43,144,TRAIN +0X3F2724A0E1BC2582,54.90384436,22.30505807,49.46110761,112,112,50,155,TEST +0X3F276CE820A27C46,64.67606794,29.3023706,82.95330925,112,112,50,103,TRAIN +0X3F27BA3A0224153F,57.27496232,54.34820672,127.2045846,112,112,50,188,TRAIN +0X3F2924595718D58A,24.099242,100.6299475,132.580952,112,112,93,419,TRAIN +0X3F2BD19A79D5A8AD,59.4512756,30.41779624,75.0154208,112,112,50,202,TRAIN +0X3F2C0A0610E39E08,63.03120004,32.52775036,87.98703337,112,112,50,176,TRAIN +0X3F2D1C1FFD4D503E,55.63613769,76.80361424,173.1220192,112,112,50,136,TRAIN +0X3F2D3F4C42130943,65.79065633,33.49703546,97.91779634,112,112,50,137,TRAIN +0X3F318993B8006FD7,64.45693126,28.30194414,79.62718229,112,112,43,125,TRAIN +0X3F3190FAC575A7AC,58.20304215,33.81035361,80.89190063,112,112,68,217,TEST +0X3F3397C6B81E8565,58.45955361,46.57506708,112.119804,112,112,50,213,TRAIN +0X3F38886ABD417322,63.92852603,18.56645355,51.4712916,112,112,106,298,TRAIN +0X3F3965B7F7CAEEB4,58.12241259,30.59124624,73.04920873,112,112,50,141,TRAIN +0X3F3DC1A6F0B18FA,49.74080814,18.37501928,36.56051479,112,112,50,144,TRAIN +0X3F46D480CDB787B9,44.94402315,140.5003401,255.1954358,112,112,50,170,TRAIN +0X3F4EE55CAA4CF6B4,63.10643253,30.84311313,83.6002459,112,112,50,210,VAL +0X3F50ED36355BC255,60.5512587,41.2131434,104.4726449,112,112,50,156,TRAIN +0X3F63071C1EB0A15E,68.76556372,5.908031966,18.91512276,112,112,50,201,TRAIN +0X3F699DC528E8E721,65.95402831,20.12907509,59.12322102,112,112,50,210,TRAIN +0X3F6A65114504DCE4,29.41843904,138.4125039,196.1029227,112,112,50,316,TRAIN +0X3F6DF4F515FE44FA,59.81301706,32.70054597,81.37099026,112,112,47,193,VAL +0X3F71ED0C572EB3E7,22.01889193,205.8948427,264.0316967,112,112,47,117,VAL +0X3F7285D129E9D228,73.74922258,16.32541772,62.19022567,112,112,50,124,TRAIN +0X3F86A98444A36448,50.12607241,25.47803842,51.08488472,112,112,50,151,TRAIN +0X3F86DB69FFDAC9AF,60.46178627,30.60867256,77.41541581,112,112,50,195,TRAIN +0X3F8AB03513284E92,49.76287755,46.39206911,92.34619112,112,112,50,152,TRAIN +0X3F914081EEB5588A,48.02787027,47.67120105,91.72454793,112,112,50,161,TRAIN +0X3F92841AA6681005,59.19818622,31.33328922,76.79386358,112,112,50,203,TRAIN +0X3F97ED7FEAA2AC6E,24.91345969,134.5715869,179.2219835,112,112,50,201,TRAIN +0X3F9A02817B34BB11,62.49632408,32.93890346,87.82846654,112,112,50,98,TRAIN +0X3F9EF1DB2A783F8,17.16290872,83.17726686,100.4106561,112,112,50,201,VAL +0X3FAD7F576C576B76,56.58843594,28.14568737,64.83453886,112,112,50,166,TRAIN +0X3FB36AEDBE1A4B10,48.12714458,38.68638784,74.57925253,112,112,50,170,TRAIN +0X3FB431651C25CB49,44.65105537,85.07074253,153.6989424,112,112,47,233,TRAIN +0X3FB529259ACCAD46,57.50010148,45.74755505,107.641563,112,112,50,132,TEST +0X3FB5BB8755886893,65.3870231,4.367697779,12.61867129,112,112,50,150,TRAIN +0X3FB63A70136D80EF,60.29683817,54.37222677,136.9468432,112,112,50,157,TRAIN +0X3FB8DCE875DFB29F,65.61239805,15.52726763,45.15367966,112,112,50,124,TRAIN +0X3FBB626ABE49160,52.64584281,63.20540581,133.4738269,112,112,57,208,TRAIN +0X3FBBF5350D8CE522,42.19065273,47.94452616,82.93559506,112,112,50,323,TRAIN +0X3FBC7F6543824119,55.33835556,46.72457798,104.6190273,112,112,50,198,TRAIN +0X3FBCED662ED19173,54.98928429,47.24947982,104.973847,112,112,50,238,TRAIN +0X3FC4CD5A46EF4035,52.70766876,48.1486421,101.8106759,112,112,46,119,TRAIN +0X3FC56CBCE0A32923,63.72869697,24.84036755,68.48490535,112,112,50,153,TRAIN +0X3FCDAB936D61FB3C,24.25793182,137.1000425,181.0091087,112,112,47,144,TRAIN +0X3FCF64E16CAB91B,56.12410772,25.73120512,58.6454287,112,112,50,182,VAL +0X3FD06E4600AFB1B7,59.68324643,29.77995704,73.8649678,112,112,50,202,VAL +0X3FD37EEEABBE989D,54.9736766,45.87559179,101.8861598,112,112,50,153,TRAIN +0X3FD79FECFF0B9E30,50.30431299,39.14365597,78.76670658,112,112,50,154,TRAIN +0X3FDA5448318F58AC,58.24447587,43.52881815,104.2468489,112,112,50,213,TRAIN +0X3FDECC3DAEFC3C88,35.70707366,96.12704533,149.5141858,112,112,50,145,TRAIN +0X3FE045B8656715A9,56.38559664,116.312771,266.6843108,112,112,50,156,TRAIN +0X3FE27FE080EC17D8,55.69434265,63.20818484,142.6639139,112,112,24,108,TRAIN +0X3FE59CC3E9AF7EE5,63.84787874,32.26667806,89.25251668,112,112,50,184,TRAIN +0X3FE72DE1C9A5154C,51.78684022,85.24245221,176.803289,112,112,50,175,TRAIN +0X3FE9162ED296F4A3,63.70058262,21.70502974,59.79443007,112,112,50,190,TRAIN +0X3FE99EBEE1E0830E,69.2256568,23.03502151,74.85138306,112,112,51,218,TRAIN +0X3FF10F5B3ACC1D81,60.14123908,23.3362765,58.54742084,112,112,50,99,TEST +0X3FF2A5EB9E33B58F,63.13311736,33.57016314,91.05777525,112,112,52,227,TRAIN +0X3FF38CE334BFB6AA,57.87481983,38.28562628,90.88537098,112,112,50,135,VAL +0X3FF3AADBE6D35A09,16.8411152,274.0017433,329.4918443,112,112,55,114,VAL +0X3FF4A824721D77C4,59.53637929,41.09133806,101.5513129,112,112,62,237,VAL +0X3FF79E1647F263C4,66.16406883,10.96798475,32.41519997,112,112,50,156,TRAIN +0X3FFC6F63147F8BE2,58.32752103,29.11382499,69.86343437,112,112,50,158,TRAIN +0X3FFD93A11E0038E1,57.57033926,20.14855217,47.48695092,112,112,43,133,TRAIN +0X3FFFEF15F69088B5,59.81387324,11.54542432,28.72987584,112,112,50,177,TRAIN +0X40005DECF5DCF4D0,44.57382181,52.87156779,95.39096781,112,112,50,215,TRAIN +0X4002E1801D36EDA8,67.38027024,12.33423377,37.81218871,112,112,89,330,VAL +0X40089B3B847361A0,61.92497514,27.98077578,73.48852924,112,112,50,197,TEST +0X400CC61D727033DF,59.6852215,37.83721086,93.85444311,112,112,50,165,TRAIN +0X4010CDE479C5BB80,65.0200725,18.45990134,52.77284048,112,112,50,181,TRAIN +0X40124E47CF121BDC,56.63781615,40.81565656,94.1273085,112,112,47,178,TRAIN +0X4013D6C4137D4297,59.48028494,17.96380818,44.33350074,112,112,50,97,TRAIN +0X40237596721647DC,55.600969,59.32751449,133.6234444,112,112,50,211,TRAIN +0X40253981E97848E5,52.94027489,25.84228382,54.91380105,112,112,50,158,TEST +0X40271772155BCBF0,26.66953143,114.9363975,156.7375741,112,112,50,153,TRAIN +0X402ECE64134842CD,55.53684794,62.26956886,140.0475809,112,112,50,169,TRAIN +0X402F47A30DFA51A3,60.38523463,38.36005422,96.83271847,112,112,50,213,TRAIN +0X4030E11F8E65C1EC,60.87421364,13.97773311,35.72511739,112,112,50,186,TRAIN +0X4032BAC50AC5C707,64.75189153,38.63323068,109.6036989,112,112,50,183,VAL +0X403633BA8EA5322C,55.50002605,75.52605628,169.7215742,112,112,47,198,TRAIN +0X40363DBD828783F,81.49492099,12.72826793,68.78256466,112,112,50,210,TRAIN +0X403CA8347D30A9D1,64.62528318,28.62476874,80.91872193,112,112,58,255,TRAIN +0X403F31515BED0BC2,73.45537411,10.42214896,39.26274569,112,112,50,157,TEST +0X404118277675D8BD,63.69018146,15.87326545,43.71617951,112,112,90,170,TRAIN +0X40414596BC8DF812,58.96219454,27.65908844,67.39904369,112,112,50,144,TRAIN +0X404AF6762D671C09,65.00936241,45.47016207,129.9495099,112,112,57,198,TRAIN +0X40527E38E6EAC117,62.15159165,32.8418215,86.77200159,112,112,50,216,TRAIN +0X40551ED55932933D,46.90963765,49.44968541,93.14248993,112,112,50,240,TEST +0X405B25BDFB97D0AB,28.3689568,65.42365368,91.33421873,112,112,50,182,TRAIN +0X40601D27143778D2,59.62565835,50.82183345,125.8765626,112,112,67,255,TRAIN +0X4065BFB6010E7254,67.81537984,26.39280169,82.0043908,112,112,50,186,TRAIN +0X406899187CFD9A61,67.95327228,20.52758142,64.05515596,112,112,40,100,TEST +0X4069B91589712C3A,65.58686816,16.34134444,47.48578105,112,112,50,183,TRAIN +0X406B49B4D454D534,60.73963424,53.70272789,136.786112,112,112,50,159,TRAIN +0X406BAC86BAC0B5A6,53.32503393,22.7265496,48.69108971,112,112,58,207,TRAIN +0X406C05B9EE046427,62.37061498,38.7998279,103.1104491,112,112,50,128,TRAIN +0X406C79DF5EBE13D9,57.4286216,52.63712303,123.6443944,112,112,50,170,TRAIN +0X40736AFD734803E0,38.98825837,37.72849056,61.83808158,112,112,50,119,TRAIN +0X407AA1CC9F54562A,65.92247834,39.27540494,115.2531142,112,112,50,253,TRAIN +0X407E509DDF2BC32C,58.43834383,38.99967948,93.83572041,112,112,50,148,TRAIN +0X40818EDA7A4B5FD4,67.55628368,23.04665777,71.03581336,112,112,50,184,TEST +0X40819D22B667DFBD,60.87618483,28.77373453,73.54531863,112,112,50,119,TRAIN +0X4082228407B256A7,68.60256803,22.38586206,71.29838544,112,112,50,190,TRAIN +0X4082A009493C50F0,30.0064422,148.1650373,211.6838206,112,112,50,201,TRAIN +0X408387EC8C30606B,41.69756078,68.13848717,116.8707315,112,112,50,138,TRAIN +0X40859A35AFC437FA,52.12099758,56.21969315,117.420352,112,112,50,121,TEST +0X408693AAA1896166,55.28991418,16.56989167,37.06074673,112,112,50,147,TRAIN +0X4088FBA37F95B692,43.22884643,41.48711537,73.07780936,112,112,50,154,TRAIN +0X408CA650E6AD4896,51.97832708,41.81500964,87.07528725,112,112,50,144,TRAIN +0X408F18F641936D78,64.36236125,69.65782336,195.461388,112,112,46,152,TRAIN +0X4090418C2ABF84C6,55.07482311,22.98657807,51.16636074,112,112,50,111,TRAIN +0X4091E9362CF3A5E9,60.19151353,39.53899367,99.32302676,112,112,50,215,TRAIN +0X4093BA80E43ED821,63.48224251,26.36944985,72.20993748,112,112,50,169,TEST +0X4093E9E5EC007FB5,19.30131011,146.9362705,182.080119,112,112,50,193,TRAIN +0X409A16F791C8CE6D,21.55782859,161.8001016,206.2667296,112,112,50,107,TRAIN +0X409AE8C96B617FDC,48.1613304,42.94290685,82.83952344,112,112,76,212,TRAIN +0X409C1560857D0D4A,64.62615813,33.51335159,94.74049133,112,112,62,156,TRAIN +0X409CD860C8D45814,68.14336095,13.12791015,41.20933828,112,112,50,133,TRAIN +0X40A08EF6EABF3936,57.35530121,24.82218902,58.20697467,112,112,50,101,TRAIN +0X40A1C500E145B14B,56.3808063,19.58236247,44.89391208,112,112,50,171,TRAIN +0X40A33D515599EAA9,61.91825824,42.71657064,112.1707377,112,112,50,202,VAL +0X40A621CC0171F360,64.63997814,17.0892702,48.32935419,112,112,50,201,TRAIN +0X40A984ED6112B7E,55.41939711,32.97063415,73.95735368,112,112,50,170,TRAIN +0X40BA8F1AE901A09F,35.26401844,95.6828811,147.8047892,112,112,50,225,TRAIN +0X40BD33B3D3423B77,60.49006161,30.18835072,76.40697998,112,112,50,230,TRAIN +0X40BF3AC7A4247121,35.27711833,65.63680148,101.4120506,112,112,50,208,TEST +0X40C09230C16A634A,62.80722158,25.45181999,68.43215557,112,112,50,130,VAL +0X40C4C63CE4108315,60.90535747,33.57196527,85.87357013,112,112,50,157,TRAIN +0X40C9109740FB02C0,59.0207217,26.60588167,64.92520799,112,112,50,210,TRAIN +0X40CC7E1811AE44A7,64.92192775,7.829498309,22.32020691,112,112,50,194,TRAIN +0X40CFB9F5945D9A25,50.14898189,43.47333269,87.2065092,112,112,50,131,TRAIN +0X40D1A3EFB465C064,34.6305808,50.17972245,76.7632986,112,112,50,180,TRAIN +0X40D28C26DDD4F3AE,56.23693822,25.96477862,59.33035204,112,112,50,172,TRAIN +0X40D38248ACAECAFF,72.20323866,21.86950332,78.67644382,112,112,50,78,TRAIN +0X40D604767A9FEED7,64.24449077,34.67509391,96.97832489,112,112,60,255,VAL +0X40D6BD692A4A1AA2,32.45927301,54.30100103,80.39741864,112,112,50,183,VAL +0X40D6CA4DA2637768,56.25463088,29.20629397,66.76431027,112,112,50,132,TRAIN +0X40DFB5351FAEA5B3,49.58746972,47.2715475,93.76944033,112,112,50,187,TRAIN +0X40E0117CBE0F5B26,66.90600875,28.28915003,85.48122775,112,112,50,245,TRAIN +0X40EBACBB84040DA1,17.47699006,114.1293265,138.3000045,112,112,50,134,VAL +0X40EDBEF64BC45E9B,55.20630574,49.51138976,110.5320527,112,112,50,163,TRAIN +0X40F21F75AAD20630,23.09069645,172.9728082,224.9049207,112,112,47,124,TRAIN +0X40F475A3CA97F09B,43.89962035,55.55466251,99.02724875,112,112,50,74,TRAIN +0X40F87CEA33AD96E4,57.10319136,33.36695773,77.78424267,112,112,50,131,TRAIN +0X40FD0B2BD7D3024E,25.81864497,157.0933552,211.7693255,112,112,50,109,TEST +0X40FE2C51364DC01C,55.16109866,7.808279388,17.41407384,112,112,50,119,TRAIN +0X40FF58F1074E0DB6,58.71792568,38.76472335,93.90207248,112,112,50,203,VAL +0X41032F601E057D7A,30.97760118,122.5026903,177.4825163,112,112,50,130,TRAIN +0X41080410790C9DC1,56.06765084,25.0161759,56.94249541,112,112,50,152,TRAIN +0X410B873DE1ED0E4E,68.17591087,16.42185794,51.60197318,112,112,50,169,TRAIN +0X411029297A4D5496,67.84282246,42.31729785,131.5951868,112,112,50,217,TRAIN +0X41130893A44122AB,66.26240978,15.13526183,44.86171578,112,112,50,133,TEST +0X4117A1621282635F,60.17414356,30.04188436,75.43311569,112,112,57,191,TRAIN +0X411DD3F7DC7803DE,33.80130619,48.68089854,73.53755148,112,112,24,81,TRAIN +0X411E89F93DAB415A,59.77185727,61.96433803,154.0323113,112,112,54,109,TRAIN +0X4123160399050F47,70.24867925,23.97548061,80.58627316,112,112,50,241,TRAIN +0X412697A4C6EF423E,52.04901217,72.06409745,150.2869924,112,112,50,150,TEST +0X412BA2C154A65BFA,71.26584073,24.25371126,84.40724169,112,112,50,161,TRAIN +0X41308881D4F393B1,64.12395511,24.7699985,69.04328105,112,112,50,189,VAL +0X4130EB4CD7ED958B,58.77671605,23.18899593,56.2521801,112,112,50,149,VAL +0X4139F1929AE5230,24.77958105,90.92812125,120.8822319,112,112,50,162,TRAIN +0X413A04EDB27F10BE,64.41746559,49.96897792,140.431194,112,112,50,217,TRAIN +0X413CDF79953C6C31,63.66647338,25.82698461,71.08306573,112,112,50,138,TRAIN +0X413DF958F18C23EF,54.96386605,20.96555862,46.5527495,112,112,50,566,TRAIN +0X41443641BCA80EC1,40.35455534,37.55455391,62.96298757,112,112,64,154,TRAIN +0X4146353BEBAC0B61,66.24289889,26.72637332,79.17259609,112,112,50,237,VAL +0X414A9CA51200E64A,59.62600067,22.10633121,54.75388017,112,112,50,177,VAL +0X4154F112065C857B,41.60675807,92.55452135,158.5021113,112,112,50,497,VAL +0X41563E2CC2230C0E,21.93952975,79.56533945,101.9278249,112,112,50,172,TRAIN +0X415B037A261F0B09,48.36225165,45.84194816,88.77604005,112,112,50,194,TRAIN +0X415C13236237ADB7,48.24448025,46.76761224,90.36255934,112,112,50,174,TRAIN +0X415D34188C1D556C,62.6886287,28.5000218,76.38427857,112,112,50,245,TEST +0X415E9AAB5322E413,60.17269107,29.16556021,73.23005493,112,112,50,131,TRAIN +0X4160B78C9976F248,61.90486236,32.27542,84.72320092,112,112,50,162,TRAIN +0X4161CE9AEBC8547A,58.54512721,25.94754724,62.59227323,112,112,50,192,TEST +0X41620B09AE05528A,60.9765427,24.3428438,62.38002853,112,112,55,243,TRAIN +0X4164152D3E303FE3,64.88510736,22.52073354,64.13442231,112,112,50,219,TRAIN +0X41705247E0540BD7,67.56845721,14.3791236,44.33684727,112,112,50,93,TEST +0X41744FC51A5EE79B,54.97358929,53.96625773,119.8546739,112,112,50,136,TEST +0X4176EA075A0EBF26,68.17747895,11.25287731,35.3613634,112,112,50,69,TRAIN +0X417AD9FA7525C729,68.35500446,14.17208178,44.78459086,112,112,50,141,TRAIN +0X417FE24DAA4F1CFD,40.92609711,89.58186201,151.6437168,112,112,50,173,TRAIN +0X418002B8508D5B48,60.15225165,20.6082058,51.71736585,112,112,54,160,TRAIN +0X418085E25998E23F,56.62426821,45.94144925,105.915099,112,112,50,182,TRAIN +0X4181DF413111AE92,62.88992469,26.84152079,72.32946999,112,112,50,142,TRAIN +0X41895072DE028B62,20.69113558,55.83363208,70.4002415,112,112,59,170,TRAIN +0X418C2890BA967BAD,67.47264256,29.62174011,91.06715835,112,112,50,212,TRAIN +0X418DBC5A437805F7,55.10462183,27.903524,62.1523309,112,112,50,190,TRAIN +0X418EBC0BB953DD1D,69.19027072,13.35328985,43.34114632,112,112,50,187,TEST +0X419129FDE2B698,58.25365689,45.7031372,109.4781813,112,112,50,126,TEST +0X4191ACD0157311E5,50.12781004,67.64905245,135.6448404,112,112,50,173,VAL +0X4192B06B630C55B,50.86530774,25.05122166,50.98479407,112,112,50,202,TRAIN +0X4195ECBB24A79F9C,33.6400038,101.3990657,152.8014941,112,112,50,210,TRAIN +0X4196162A5DACE3D3,71.57001626,24.37501297,85.73699231,112,112,53,225,VAL +0X41968367F83EE799,44.70308193,28.00247976,50.64021783,112,112,50,103,TRAIN +0X419AE8BD5422648A,56.58696474,35.2504642,81.19787982,112,112,50,127,TRAIN +0X419B8AB73B88CD2,61.18907044,25.95746036,66.88183111,112,112,50,178,TRAIN +0X419CFE84D92DA4C9,65.12618003,44.60988175,127.9179676,112,112,57,124,VAL +0X419D371816750A8F,58.58319531,46.69751129,112.7501545,112,112,50,190,TRAIN +0X41A0E8A4807C4032,35.24390203,87.71312988,135.4515368,112,112,50,165,VAL +0X41A429D0083F5F5,63.60049378,20.76958223,57.06006588,112,112,50,219,TRAIN +0X41ABCD5C085A1AD1,46.6364055,52.89698961,99.12561195,112,112,50,136,TRAIN +0X41AC5C5FC2E3352A,37.87555168,20.09806447,32.3512965,112,112,50,80,TEST +0X41B290E45772DEE1,58.96737278,39.17693875,95.47752948,112,112,50,161,TRAIN +0X41B2A2D4742E77C1,29.3214487,33.21800231,46.99870285,112,112,50,155,TRAIN +0X41B72A9649E82710,60.78941331,36.71726819,93.64121092,112,112,50,205,VAL +0X41B74DD5E613C49F,60.614307,22.46952442,57.04996589,112,112,50,103,TRAIN +0X41BA1D1E3BB9581F,37.44074765,73.1543815,116.9361505,112,112,50,202,TRAIN +0X41BAB6D9416FBE7B,58.57370092,21.08572868,50.8993783,112,112,50,162,TEST +0X41BB1EB5C7CD7602,65.06321144,16.10664587,46.10225077,112,112,57,137,TRAIN +0X41C2A106032ED4C8,69.31554612,22.14737508,72.17783693,112,112,50,156,TEST +0X41CCADA441ED8E9D,37.11757887,80.33623771,127.7562732,112,112,50,173,TRAIN +0X41D05190CAD06AFF,65.76751188,23.25893763,67.94404647,112,112,50,235,TRAIN +0X41D3376851045E5C,56.10093358,31.9976395,72.88911156,112,112,50,126,VAL +0X41D34DC8CABC6CEB,58.05013572,50.68875814,120.8317572,112,112,68,231,TEST +0X41DE226BF847CB96,64.37166678,26.78901716,75.19020606,112,112,50,204,VAL +0X41E0823368A8B52C,44.66076145,40.56249438,73.29789032,112,112,50,207,TRAIN +0X41E72F7748120F47,56.73226941,38.11602239,88.09341712,112,112,50,195,VAL +0X41E921A2E68382C,29.66765803,121.8240257,173.2119567,112,112,50,182,TEST +0X41EBF1EA58FF8DD9,61.29789193,26.81791349,69.29315954,112,112,50,133,TRAIN +0X41ECEC7AAEEFD0E6,57.25015175,70.85928695,165.7533064,112,112,50,125,TEST +0X41EDA817E75BE7C5,56.9499655,48.55485662,112.787033,112,112,50,195,TRAIN +0X41F0358EBEADDEBC,45.27185007,56.08863642,102.4858989,112,112,50,166,VAL +0X41F15BF2544F66AF,59.50798887,39.92214132,98.59263643,112,112,47,209,TEST +0X41F3070C2F41EE12,63.57139653,40.38008219,110.8471869,112,112,50,178,TRAIN +0X41F30922BBD210B2,61.98436033,11.61917472,30.56419628,112,112,50,217,TRAIN +0X41F8C8319BD36BF2,66.88663865,14.2534557,43.04442413,112,112,50,85,VAL +0X41FE84170D568B47,65.96471032,28.47080418,83.65083548,112,112,59,169,TRAIN +0X420398026F3662C9,50.42974677,37.93194758,76.52159331,112,112,50,104,TRAIN +0X4205814AC4202A6F,62.791242,18.2554124,49.06213856,112,112,54,157,VAL +0X4205B4B64D62076E,64.69499211,18.86638064,53.43825642,112,112,50,128,TRAIN +0X420CADF76E49326E,59.58394639,43.07059901,106.568047,112,112,50,178,TRAIN +0X4214946C295B2A3F,57.26584658,21.66785359,50.70383256,112,112,50,203,TRAIN +0X42160C64630C3604,63.80681772,27.92191056,77.14687906,112,112,50,187,TRAIN +0X42186EEA400ABD80,45.49094945,28.18086642,51.6994263,112,112,50,136,TRAIN +0X421A1675AA317C41,72.67442667,22.94267961,83.9604693,112,112,50,101,TRAIN +0X421B7C03B9A14BBD,56.09903786,35.03149785,79.7966517,112,112,50,165,TRAIN +0X42221E1A611968E4,59.82171608,27.02031736,67.25104888,112,112,52,210,TRAIN +0X422467D9C123BE7F,21.07350365,210.370221,266.5394142,112,112,50,203,TRAIN +0X4225D03BC0BFD7BA,67.27984732,12.07195148,36.89454508,112,112,50,50,TEST +0X422763AFB6CC0079,66.80132593,27.21636445,81.98027547,112,112,50,154,TRAIN +0X4227F6B51B9564C1,69.10629394,26.77629957,86.67234523,112,112,50,193,TRAIN +0X422C6837BE6E90FF,55.35892079,30.67656789,68.71824881,112,112,34,78,TRAIN +0X423111F7729F2921,62.52244612,25.65769654,68.46150265,112,112,50,243,TRAIN +0X423333322D0460A1,59.47459536,25.21339156,62.21626108,112,112,50,198,TRAIN +0X4234AE7B8A1D56DB,34.23156095,77.35941619,117.6239201,112,112,50,115,TRAIN +0X423517ED3C3F4F4A,55.71884169,44.20512385,99.82829162,112,112,50,177,TRAIN +0X423C16E2A001C3F4,61.44439883,29.89274408,77.53152117,112,112,50,183,TRAIN +0X423CEDC513D5B859,40.19357871,46.00227141,76.9186158,112,112,50,135,TRAIN +0X423EA0BF7849D62F,61.94319171,29.21412886,76.76452696,112,112,50,116,TRAIN +0X42452C0B4B89666C,63.70294581,26.98715728,74.35081961,112,112,50,195,TRAIN +0X4245425C1E02917,62.86977516,27.96543442,75.31716962,112,112,50,214,TRAIN +0X4248836479957C64,70.04529723,18.30541504,61.11032107,112,112,50,138,TRAIN +0X424902FAA612F188,38.31677793,55.25506948,89.57876652,112,112,50,130,TRAIN +0X424A49302AC57003,71.25546016,11.91046311,41.43556715,112,112,55,155,TRAIN +0X4251AEC1C92C818B,66.51988917,24.90242398,74.37975372,112,112,50,156,TRAIN +0X42524FDE837219AD,58.87487032,32.70104146,79.51595949,112,112,73,318,TRAIN +0X4255A4E685B8C704,57.02624991,37.26140602,86.70736425,112,112,50,144,TRAIN +0X4258AE527948FCC6,59.67109341,18.40312148,45.63258228,112,112,50,146,VAL +0X425BF6D9A7606E95,59.72931019,27.62509887,68.59852415,112,112,50,140,TRAIN +0X425ED2D33412C0ED,63.93406204,27.96090005,77.52716729,112,112,100,402,VAL +0X4260E36917BA928C,64.76176389,24.14791255,68.52758597,112,112,63,105,TRAIN +0X4261735B7D42AAC3,50.2669567,50.34437026,101.2292169,112,112,55,155,TRAIN +0X4263AE5BC2AB585,64.73724326,25.77881493,73.10493368,112,112,50,207,TRAIN +0X42686D6D058B94F3,60.97820983,28.72854771,73.62180871,112,112,50,140,TRAIN +0X4269E4638DFA9D6F,58.80841686,59.80592717,145.1896786,112,112,50,264,TRAIN +0X426A61CAF55DE426,60.58872014,40.53445469,102.8498816,112,112,50,121,TRAIN +0X4271BA2AE35CA20C,66.86750242,31.09452189,93.84901279,112,112,50,178,TRAIN +0X427B9E706F15970F,72.24669843,25.52200749,91.96025717,112,112,46,156,TRAIN +0X427F2A16BCD02AC1,68.00479853,24.30163829,75.95400927,112,112,50,147,TRAIN +0X4289FCE738C4F880,68.76574856,16.72399561,53.54376954,112,112,57,158,TRAIN +0X428C4C892FAA3A4,67.77353145,16.3609609,50.76870547,112,112,50,216,TRAIN +0X4291313997B65398,62.16590839,19.95910852,52.7542956,112,112,50,187,TRAIN +0X4293A45F4307D1C1,50.2243134,45.46601018,91.34180419,112,112,50,213,TRAIN +0X429630AA81357707,60.12444286,22.41944447,56.22352659,112,112,58,145,TRAIN +0X4298D4668E5A228E,68.11527545,24.04532435,75.4133043,112,112,50,184,TRAIN +0X429D3AEAF71AF3A0,70.23819526,13.98784752,46.9993256,112,112,50,120,TRAIN +0X429D577F56E5C4C4,55.33521067,36.99268603,82.82292739,112,112,50,104,TEST +0X429DCB15C18B3DAC,71.42049841,25.05208103,87.65751549,112,112,50,218,TRAIN +0X429EA0C3F7F89BE4,66.08355741,17.96325473,52.96326314,112,112,53,152,TRAIN +0X429F7C1AEE51AE35,68.61765452,21.32139153,67.94072018,112,112,50,181,TRAIN +0X429FE687ADA1461C,70.4615642,22.90915805,77.55711305,112,112,50,211,TRAIN +0X42A20F2F4933967B,61.70828944,32.02786974,83.64178374,112,112,50,215,TRAIN +0X42A3C9A6C7D2E883,45.29688625,52.36848732,95.73218731,112,112,50,161,TRAIN +0X42A595A2F699E62C,63.44978967,24.57718623,67.24225665,112,112,50,206,TEST +0X42A8CA2A231EB60D,58.45450914,28.19962527,67.8765004,112,112,50,158,TRAIN +0X42A97568F13E2DB2,59.72661457,44.87807314,111.433575,112,112,50,112,TEST +0X42AADB936FD457E6,61.79211885,8.369126565,21.90418917,112,112,50,165,TRAIN +0X42AF88E9A1646C0D,57.18628868,23.6202271,55.16977242,112,112,50,132,TRAIN +0X42B6080C10501A3C,66.95846263,30.70606925,92.93172078,112,112,50,165,VAL +0X42B73B5F4502A112,47.78834067,41.74325393,79.95006186,112,112,50,117,TRAIN +0X42BCAEEAABF2299B,56.3608975,22.37454429,51.27177922,112,112,60,150,TRAIN +0X42C04088F5D97815,39.58831802,91.03086106,150.6842023,112,112,50,184,TRAIN +0X42C3CEBDAA6DDFFF,59.50622986,24.6098806,60.77448585,112,112,50,163,VAL +0X42C8891F05AF4C14,50.94296149,26.20301255,53.41335993,112,112,50,153,TRAIN +0X42C8E86BF44DA282,69.85859212,12.05410288,39.99183756,112,112,50,176,TRAIN +0X42CAA48D4E8A27F2,60.33652158,21.88813042,55.18459625,112,112,59,205,TRAIN +0X42CBCE2146F01745,54.73853153,30.89504762,68.2590483,112,112,50,175,TRAIN +0X42CBFD88E60F9D7B,41.77006727,46.85245119,80.46111166,112,112,50,172,VAL +0X42D0EE9B93BD8553,39.03862625,50.29350814,82.50061481,112,112,30,89,TRAIN +0X42D952F5218473D0,61.74084208,16.63823983,43.48825414,112,112,50,180,TEST +0X42E373298623FEB5,59.13614034,26.25535295,64.25079072,112,112,43,146,TRAIN +0X42E71F03706C0C1B,59.08328491,22.98446196,56.17377131,112,112,50,163,TEST +0X42E75641217CF946,30.48577687,38.42638251,55.27844631,112,112,50,134,TRAIN +0X42E8226CA93B7BAC,58.85535058,64.99066135,157.956532,112,112,50,205,VAL +0X42EE64F2F93A5495,57.47263847,64.36877692,151.358501,112,112,50,183,TEST +0X42F1D77D086650B7,60.20776212,24.91864118,62.62186423,112,112,50,171,TRAIN +0X42F2DEE7361EB3EA,59.87439564,24.39103253,60.78670445,112,112,50,201,TRAIN +0X42F505EAA821321C,64.50986239,44.87840086,126.453161,112,112,50,207,TRAIN +0X42F798C10FDBFFD2,55.61838338,39.57874454,89.1782399,112,112,50,244,TRAIN +0X42F9A073A7F81C75,64.11687205,27.54919863,76.77479697,112,112,51,210,VAL +0X42FA0DD3D57C70F0,40.28714486,58.28546028,97.60956858,112,112,50,146,VAL +0X42FB891C8FD2AF86,59.45669221,50.61540422,124.8428088,112,112,50,189,TEST +0X42FBF848EE88CB8D,58.7911812,35.66676545,86.55129287,112,112,50,237,TRAIN +0X42FC131122748839,34.9477128,26.14527195,40.19116479,112,112,50,84,TRAIN +0X42FCA98A2D9A42ED,61.46557756,35.1021857,91.09306296,112,112,50,232,TRAIN +0X42FE7843ABA61F46,56.85661726,45.15442646,104.6613028,112,112,50,151,TRAIN +0X43006B44D749C590,19.29831231,132.4509859,164.1241834,112,112,47,106,TRAIN +0X43023BBA3D8A2262,55.00880309,16.7493742,37.22811429,112,112,50,152,VAL +0X430656FE4E49EF4,45.46039415,24.56556456,45.04169801,112,112,58,153,TRAIN +0X430D43B88803388B,55.77039358,50.10371069,113.2809327,112,112,47,182,TRAIN +0X430DF0D4A4EAAF4F,56.03605431,43.13372426,98.11158572,112,112,50,190,TRAIN +0X431296CD82BE53D1,56.63352291,41.54743914,95.80542836,112,112,50,201,TRAIN +0X43175234A39001F7,31.08562639,137.1784423,199.056358,112,112,50,192,VAL +0X4317999FCC5CED6,50.24052311,41.00938313,82.41522157,112,112,50,203,VAL +0X4318E9C5A211F415,40.40530226,106.9536153,179.4683408,112,112,47,280,TRAIN +0X431DCBBC8DB99EB,52.58375939,45.0660456,95.04348092,112,112,50,174,VAL +0X431E2B7F33C1E480,60.27946073,35.95854708,90.52884916,112,112,50,130,TRAIN +0X431E5FB3F15C0615,64.37817142,16.23959613,45.58888968,112,112,50,149,TRAIN +0X432623D2D414961F,49.68198913,38.05776814,75.63448451,112,112,50,135,VAL +0X4326F9C7F097171F,63.87596454,14.30462881,39.59864569,112,112,50,162,TRAIN +0X432B70567E87D984,46.02722433,58.31269497,108.0409415,112,112,50,127,TRAIN +0X432F60CE4D406775,64.11873953,20.26913394,56.4894702,112,112,50,178,TRAIN +0X433A0F02D46DF762,54.94606483,34.9709563,77.62020381,112,112,50,214,TRAIN +0X433AB6AAF05E964,61.18040743,44.9204295,115.7158706,112,112,50,153,TRAIN +0X433BDA782B668C2A,67.63001763,31.55627224,97.48622005,112,112,50,196,TRAIN +0X4341623F0423931B,63.14730156,22.92221797,62.1995646,112,112,50,174,TRAIN +0X434587808499737A,64.32609535,18.18638041,50.97950613,112,112,50,139,VAL +0X4349B3104CBFBBDD,59.94433741,48.83482221,121.9173996,112,112,50,215,TRAIN +0X434E045B4F822B88,13.23241978,265.5309849,306.0255734,112,112,50,115,TRAIN +0X434FFAE9BF99D811,50.77229689,48.29116978,98.09754818,112,112,50,204,TRAIN +0X4350FE5538F115C9,59.02244028,26.85621075,65.53882401,112,112,55,230,TRAIN +0X4356EE7B8102993C,27.68080293,80.62911068,111.4906055,112,112,50,159,TRAIN +0X4356F73DF9D111B1,37.83376409,69.56652155,111.9040272,112,112,50,173,TRAIN +0X4357A4E9731D8383,58.29795806,60.89552371,146.0252805,112,112,50,260,TRAIN +0X4357D74D4E26F278,61.38018761,32.73665086,84.76646788,112,112,50,162,TRAIN +0X435D425391F6DF3C,63.10214838,16.37821627,44.3879943,112,112,50,245,TRAIN +0X4361231DA99A3480,24.29629699,66.50326109,87.84677426,112,112,51,174,TRAIN +0X436381EDEAF56C17,37.31799297,53.93372195,86.04338711,112,112,64,123,TRAIN +0X4365A9CB0E95EDEF,65.28134399,44.21249923,127.345077,112,112,50,147,TRAIN +0X4365DD7E115C67FE,61.36469505,35.45454589,91.76722155,112,112,52,189,TEST +0X436641C58DF2E587,23.74775962,91.4672001,119.9534593,112,112,50,209,VAL +0X43664BF0CDA9C803,65.9714256,27.4315375,80.61324336,112,112,57,318,TRAIN +0X436749E54CB808D9,63.93296789,25.55018138,70.84082023,112,112,50,132,TRAIN +0X4370E51E70C62FFC,59.57246234,76.9952777,190.4525533,112,112,56,224,TRAIN +0X43715A8C6B3E61D0,73.63105965,9.964955358,37.79050362,112,112,50,198,TRAIN +0X437170B1DA64BB42,59.62489046,42.57694,105.4534353,112,112,59,173,TEST +0X4371FE77D4A20EEC,52.28643177,65.05753203,136.3501713,112,112,50,99,TRAIN +0X43765C8EB3F53183,54.94377322,21.44174751,47.58886626,112,112,50,148,TRAIN +0X43776A8E158E1D2F,58.41432406,35.03544224,84.24882233,112,112,50,148,TEST +0X437B9516E64991DE,56.34928549,47.91053455,109.7588781,112,112,50,199,VAL +0X437D0633EFFC953B,56.12847618,25.30621518,57.68255345,112,112,50,201,TRAIN +0X437E57907032965C,59.81808169,50.63095818,126.0043331,112,112,50,208,TRAIN +0X4382CD09EDB1F1AE,57.55152192,29.41785577,69.30249823,112,112,57,190,TRAIN +0X43861B35CB8BA1BB,65.67544347,61.03767326,177.8250892,112,112,52,133,VAL +0X438D6923619BE51,64.85249369,29.49776089,83.92561517,112,112,50,161,TRAIN +0X4399118D8F5C539D,68.27357836,20.39500999,64.28399088,112,112,50,172,VAL +0X439A555348548AF4,34.72096178,71.91554791,110.1663717,112,112,50,156,TRAIN +0X439A95D51AEB357C,55.53371613,61.4147723,138.1153695,112,112,50,142,TRAIN +0X439B5F9ACAD2B7B9,31.06509412,59.81008333,86.76313193,112,112,50,104,TRAIN +0X439D002885864206,29.52431506,90.81479024,128.8597483,112,112,50,175,TRAIN +0X439F5C1EA9F88AB1,58.8823293,22.93789625,55.7859817,112,112,50,251,TRAIN +0X43A5C5FAAFCA1B2C,56.85819317,21.63821189,50.15601683,112,112,50,215,TRAIN +0X43A764414165A4A2,64.92332763,24.96204085,71.16422158,112,112,50,211,TRAIN +0X43AC858DBD11798A,63.93243928,36.84329855,102.1507909,112,112,50,129,TRAIN +0X43B0DD69DEECF471,19.43772273,84.42184136,104.7907833,112,112,64,144,TRAIN +0X43B379583D0B5CB1,62.83874281,27.56807096,74.1849793,112,112,50,145,TRAIN +0X43B733F38B1CBB9D,41.88153252,49.802856,85.6919636,112,112,50,174,TRAIN +0X43BA107A8AF8080B,26.89774906,106.3855081,145.5297295,112,112,50,126,TRAIN +0X43BC7C82C6B0943F,56.64141811,38.36384984,88.48040726,112,112,50,142,TRAIN +0X43BE743B95734154,46.06181942,143.1435953,265.3845453,112,112,50,116,TRAIN +0X43C9344873751202,66.70717878,21.019422,63.13499796,112,112,50,145,VAL +0X43D42D2CAFA7F36D,65.39911146,19.38182278,56.01539035,112,112,50,202,TRAIN +0X43D78A77C44A10E,40.47189569,90.78632387,152.5100201,112,112,47,136,TRAIN +0X43DA861ABE7A0720,66.38354257,24.69723328,73.46768568,112,112,51,170,TRAIN +0X43DDF013296DD5B7,61.80176818,23.61485848,61.82186284,112,112,50,107,VAL +0X43DDF0E398EF559C,31.67660696,67.52664066,98.83385127,112,112,50,301,TRAIN +0X43DE853BD6E0C849,64.35100366,14.8239271,41.58301389,112,112,50,197,TEST +0X43E03104CE2A7E6C,63.42136645,42.44427139,116.0356943,112,112,50,166,VAL +0X43E1086D4D329A14,63.90253582,23.24033696,64.3821872,112,112,50,168,TRAIN +0X43E21822FFC80CAC,37.34328953,111.358641,177.7281957,112,112,50,248,TRAIN +0X43EA065ECBFA9AD7,63.83220144,27.26408377,75.38220422,112,112,50,188,TRAIN +0X43EB4B6F88339ECE,61.07044905,24.90392683,63.97178036,112,112,56,213,TRAIN +0X43F19DCFF6CA5A09,42.69274613,68.65102999,119.7946601,112,112,50,152,TRAIN +0X43F30BAC89739F29,63.12557116,28.67717352,77.76981074,112,112,50,213,TRAIN +0X43F4E26080A78B79,68.20825953,33.08921255,104.0811609,112,112,50,205,TRAIN +0X43F7687722616CE9,60.27654555,23.90102924,60.16855676,112,112,50,151,TRAIN +0X440008B474A3319D,68.42768189,10.65614147,33.75153335,112,112,50,76,TRAIN +0X44015C0D217CCC6,60.19086498,36.91374374,92.72681691,112,112,50,158,TRAIN +0X4402D6BAEB80060A,64.47323075,25.18910027,70.90174762,112,112,50,140,TRAIN +0X44031EA0A99B3D73,62.10548721,9.546687747,25.19279717,112,112,50,149,TRAIN +0X440900BA9598705F,11.09702818,238.9911345,268.822436,112,112,50,146,TRAIN +0X441412385377D690,62.8859407,16.39331009,44.1700811,112,112,50,214,TRAIN +0X44150A0B561EEE19,57.86016437,25.80991014,61.24824587,112,112,50,231,TRAIN +0X4415AD160E79F9B8,58.27286928,20.90864604,50.10803687,112,112,73,297,TRAIN +0X4419F57C64568EB3,67.11338777,16.15628895,49.12725225,112,112,50,190,TRAIN +0X441A8CB3361C5CDB,35.24085651,71.14015248,109.8534487,112,112,47,110,TRAIN +0X441E7CCDB720CE61,63.44177143,29.53404109,80.78630241,112,112,50,191,TRAIN +0X441F60FC358D26EF,42.96147653,62.14597531,108.95439,112,112,52,208,TRAIN +0X4428361A82F59F0D,66.00515096,14.12790339,41.55895316,112,112,68,165,TRAIN +0X442C9DCF330755E,55.1892194,25.57864726,57.08145878,112,112,51,217,TRAIN +0X44323BC92DF07925,52.22565208,45.01781533,94.23009898,112,112,62,221,TRAIN +0X443438E2F2550D6A,51.70101497,64.84596196,134.2594713,112,112,50,170,TRAIN +0X4435084D81702978,58.98277211,38.30147247,93.37898837,112,112,50,177,TRAIN +0X443E4C7ECF7C9423,59.96481748,64.76149622,161.7614612,112,112,50,244,TRAIN +0X443FEC9AB1D22316,30.21909348,51.73294303,74.13624387,112,112,50,114,TRAIN +0X444315D43840AAE1,67.92453551,25.26954652,78.78154508,112,112,50,184,TRAIN +0X4443C1C10CC3B13A,58.19594797,30.43649416,72.80752147,112,112,50,156,TRAIN +0X4448BE2B5EE675E,64.97072895,21.77927161,62.17449282,112,112,50,205,TRAIN +0X444AA630FB840A63,54.71063194,85.15265093,188.0190751,112,112,50,238,TRAIN +0X444C866E5B4D119A,52.24840077,31.67266366,66.32796424,112,112,50,147,TRAIN +0X444CC9F0CE8B22E5,62.93930874,22.76830051,61.43517495,112,112,50,216,TRAIN +0X444E4604BB173900,67.83152469,19.30799113,60.02146804,112,112,50,166,TRAIN +0X4450ACAA532729CC,64.50444815,22.15019629,62.40273819,112,112,50,129,TRAIN +0X44519EA71861508A,59.37940723,37.6666186,92.72789004,112,112,50,143,TRAIN +0X4454A9B655CE4748,61.16672703,19.53870441,50.3143385,112,112,50,199,TRAIN +0X445575CFEECB0986,58.68671679,28.79833592,69.70720717,112,112,50,151,TEST +0X4457399F82B0DB8B,68.04819298,11.70418279,36.63073822,112,112,50,102,TRAIN +0X4457792327507BF,59.5982359,27.70855642,68.582541,112,112,72,203,TRAIN +0X44663DBC0CF673F5,58.88631879,43.91299044,106.8087049,112,112,50,213,TRAIN +0X44665B39EAC0DDA9,59.88562544,35.78335815,89.20333059,112,112,50,233,TRAIN +0X44687A734737EBA4,65.48628708,21.55497242,62.45335722,112,112,50,195,TRAIN +0X446B63558C3D8706,63.22065769,18.236441,49.58337985,112,112,58,208,TRAIN +0X446DAA2329C90ED6,55.42735023,25.41909983,57.02846916,112,112,50,251,TRAIN +0X446DD98991C15E41,46.85816707,37.16368333,69.93300999,112,112,50,161,TRAIN +0X446E8D1FC944760C,61.72549557,30.40216365,79.43189363,112,112,50,129,TEST +0X4471745EFED4FB8A,62.1296951,51.96128409,137.2085179,112,112,50,118,TRAIN +0X44720ED76ECBB413,57.27322205,34.41388088,80.54405817,112,112,64,139,TRAIN +0X447284A7BA9F97EE,60.73301697,23.85397101,60.7481634,112,112,50,136,TEST +0X4477077E68BF47B2,50.7507087,38.72695726,78.6345473,112,112,50,201,VAL +0X44791B99E952C4B6,60.88979024,30.80552605,78.76594435,112,112,50,155,TEST +0X447A2F85FA084EC3,60.92607146,36.94030293,94.539516,112,112,50,121,TRAIN +0X447A53FC10CB6952,57.35078154,22.11232139,51.84695567,112,112,50,136,TRAIN +0X447E46029B268525,56.4271815,32.19376915,73.8849821,112,112,50,240,TRAIN +0X447E50EF7BF3F9AA,22.36186294,99.63035582,128.3265668,112,112,50,151,VAL +0X448007F0DCEDA6EA,52.66690826,40.84837858,86.29983185,112,112,50,153,VAL +0X44805AD09697CF0E,51.40633359,79.59476086,163.7965742,112,112,50,174,TRAIN +0X448282F7DD71CDEE,57.98057867,45.59991039,108.5210337,112,112,50,141,TRAIN +0X4484CF47B67B79,65.89701703,10.81400676,31.7098559,112,112,50,171,TRAIN +0X448FCAC1F300393C,57.00061193,36.95947058,85.95348037,112,112,50,147,VAL +0X4492BEA1A146BCEF,62.31223252,19.29249602,51.19033922,112,112,50,202,TRAIN +0X44945BF0F44F4ED6,62.98399796,46.71285167,126.1963721,112,112,50,214,TRAIN +0X4494601784C9C2B5,60.03014973,52.26614331,130.7639207,112,112,50,172,TRAIN +0X449BDE33FCD6216B,58.97523484,18.45610294,44.98771137,112,112,50,133,VAL +0X449F4DBE528DB8E4,71.0178319,16.4121508,56.62844388,112,112,50,138,TEST +0X44A12BED8BD703D5,65.86212768,31.70284255,92.86707223,112,112,50,199,TRAIN +0X44A1DA7C5681687D,61.40357693,28.0916306,72.78298962,112,112,50,154,VAL +0X44A229D25A6D90F6,69.2291249,9.747598828,31.67800329,112,112,50,172,TRAIN +0X44A22A6AC83EAAE3,58.4982218,26.0740879,62.82643546,112,112,50,153,TEST +0X44A388BE279381C5,57.88732409,22.94005675,54.47304465,112,112,80,368,VAL +0X44A3EA77AFCBC602,62.55184173,12.02897012,32.12166012,112,112,50,131,TRAIN +0X44A4EFFB743B7EBA,62.76588338,21.6933519,58.26202922,112,112,50,183,TRAIN +0X44AAEEDEB27D7CD8,59.75778247,44.39717956,110.3248834,112,112,50,241,TEST +0X44ADA67E755F8482,18.75524652,189.5098133,233.2579092,112,112,50,170,TRAIN +0X44AF62DCB1DC4329,28.58142671,128.7078963,180.2162804,112,112,50,161,TRAIN +0X44B04DF0162F5E97,60.06643557,20.96063472,52.48876484,112,112,50,179,TRAIN +0X44B6C59A842F6A21,56.23660252,54.79438376,125.2059642,112,112,50,248,TRAIN +0X44B83C6255383CDB,59.83162326,28.14373518,70.06440755,112,112,50,189,TRAIN +0X44BE0AE1373FE644,64.16981015,14.81858792,41.35782698,112,112,50,118,TRAIN +0X44BF53A7F48527B1,64.67048778,40.60375907,114.9287282,112,112,50,191,TRAIN +0X44BFFB354D8E21C9,47.09958712,33.16588408,62.69494371,112,112,50,133,TRAIN +0X44C16995297F2548,58.15750051,33.42882129,79.89202772,112,112,50,193,TRAIN +0X44C18287CA978438,86.89177378,10.31099331,78.66047731,112,112,50,147,TRAIN +0X44C1C7FC939E2A3,57.74713516,21.85579066,51.72617463,112,112,50,238,TRAIN +0X44C2F41C10A2E2FE,56.97802764,40.65660156,94.50194712,112,112,50,207,TRAIN +0X44C35F9C8D4F230B,62.8146846,42.65663858,114.7136662,112,112,50,220,TEST +0X44CB24B21421CE66,75.04477571,11.37953924,45.59982756,112,112,50,191,VAL +0X44CB4ECD6A40E9C9,44.05944423,57.19219242,102.2374405,112,112,58,186,TEST +0X44CBEE8CA4DECC80,17.88351838,221.7441577,270.0361162,112,112,50,343,TRAIN +0X44CC955D681B4488,50.44427355,41.80686924,84.36334654,112,112,50,201,TRAIN +0X44D1529F884ADC65,36.62674499,123.9072462,195.5197759,112,112,50,132,TRAIN +0X44D460005C844C04,36.50777762,99.04223806,155.9911346,112,112,50,160,TRAIN +0X44D47829F06BD67F,44.6990558,89.58908316,162.0028093,112,112,53,151,TRAIN +0X44D508496C453D89,13.26585745,90.97163239,104.8856076,112,112,50,102,TRAIN +0X44DA3D8853AE917C,59.72003682,44.51867851,110.5231361,112,112,50,182,TRAIN +0X44DCF479544BA8C6,60.20223971,36.01631742,90.49835255,112,112,50,227,TRAIN +0X44E27BC8B24601D5,54.75285542,32.08478099,70.910068,112,112,59,184,TRAIN +0X44EAC282A8452B0B,61.06524843,22.44418058,57.64562422,112,112,50,177,VAL +0X44F675DB0863E29,55.73022473,50.67658899,114.4722075,112,112,50,115,TRAIN +0X44F783F5B514A943,47.07958831,60.93967088,115.1534331,112,112,50,115,TRAIN +0X44F9A80B05DFC224,41.21130089,45.01149682,76.56487982,112,112,50,144,TEST +0X44FA43FAC7FE022,59.57509126,18.59217625,45.99188181,112,112,50,144,TRAIN +0X44FDE6498A51E3BC,60.18462401,31.07698892,78.05273251,112,112,50,254,TRAIN +0X4502CEC81747E7BD,21.06780945,182.9365252,231.764156,112,112,47,178,TEST +0X45047F0D2B3DA0CC,64.58246105,18.9666169,53.55148173,112,112,50,173,TRAIN +0X4506870DFECB082E,37.68140608,68.60207291,110.0828318,112,112,47,203,TRAIN +0X4506A36DB51B7766,47.73093233,39.1053781,74.81552637,112,112,50,169,TRAIN +0X450790A4885E9762,69.85792887,23.7720034,78.8665228,112,112,50,154,TEST +0X4509E093754F0304,52.1545282,47.1544413,98.55570344,112,112,50,188,TRAIN +0X450BE2C78EC9B5EF,48.19408724,77.53559432,149.6655308,112,112,47,257,TRAIN +0X4512900B884F5CB,21.30621053,174.8900326,222.2412135,112,112,50,191,TRAIN +0X4512AB205DE541B2,55.93593632,39.96508477,90.69768295,112,112,50,169,TRAIN +0X45169B4E6FA0A0A0,66.81767622,11.4741773,34.57918552,112,112,50,151,TRAIN +0X451AAC4A666A91BF,23.95735772,111.4193747,146.5222293,112,112,50,93,TEST +0X451AEA20249EFD25,53.0213348,47.34724927,100.7845776,112,112,50,192,TRAIN +0X4521C31BFB79E41F,44.56834425,87.74190363,158.2884409,112,112,50,213,VAL +0X45239B4E5153E962,62.01544101,25.75282059,67.79812974,112,112,50,137,TRAIN +0X4523F8C611A32164,61.6252279,33.63003241,87.63578405,112,112,50,151,TRAIN +0X4527BA99A25B80AA,69.13150102,31.8725921,103.2528084,112,112,50,356,TRAIN +0X45286C289D7A233D,64.50489075,45.53515985,128.2857295,112,112,50,212,TRAIN +0X45288341238CE3FD,64.06598852,24.38675054,67.86537195,112,112,50,172,TRAIN +0X452A08132F153B56,70.26538924,16.9581232,57.0315964,112,112,50,161,TRAIN +0X452FB515DC2DE477,66.64131658,17.56013509,52.64037213,112,112,50,197,TRAIN +0X45300281828E615A,62.8055076,31.46171387,84.58702307,112,112,58,167,TRAIN +0X4530203B198A87C6,63.23834764,38.14068722,103.7512864,112,112,55,276,VAL +0X45357AC4B9F02268,45.37136621,34.95596189,63.98835091,112,112,50,141,TEST +0X4536DCD1EF2AF7FF,63.28051509,41.1546001,112.0783698,112,112,53,201,TRAIN +0X453EC33BC6E96460,57.96322244,43.17138348,102.6990792,112,112,47,92,TRAIN +0X453F41898001E174,60.2302641,36.17031023,90.94933474,112,112,52,189,TRAIN +0X45418C574D97027A,55.22394102,71.4269029,159.5202984,112,112,43,188,VAL +0X4548ECB3A01FC674,57.05014828,46.67578988,108.6750897,112,112,50,234,TRAIN +0X4549C792D8239391,45.2832858,46.22137488,84.47395929,112,112,50,164,TRAIN +0X454C1F4146B14E0E,43.10728503,60.25252127,105.9055123,112,112,50,152,TRAIN +0X4550086B27E8492F,63.84710099,40.76847939,112.7668334,112,112,50,91,TRAIN +0X4556F926DF2708B6,46.59400916,53.00729691,99.2534659,112,112,50,198,TRAIN +0X455C2277C037ADFF,64.99818188,19.62339402,56.06392776,112,112,51,190,TRAIN +0X455EF2F2E407CBA9,63.01312304,17.46278363,47.21345802,112,112,50,145,TRAIN +0X45606D3650036C6B,64.85680709,18.06878581,51.41475294,112,112,62,207,VAL +0X45632A2A3B1D4EC2,60.15993502,46.56773265,116.8866885,112,112,50,271,TRAIN +0X4563D5F18EF850,55.84473119,80.51263521,182.3398144,112,112,50,173,VAL +0X4569782F9EE65B79,29.46037194,80.14030144,113.6103261,112,112,55,160,TRAIN +0X456A974FA4772464,55.42550164,43.17700918,96.86482354,112,112,50,174,TRAIN +0X456AF7E56AC662AA,70.44685626,11.92231413,40.34194886,112,112,50,163,TRAIN +0X456C5475063164C4,20.33106974,90.28784981,113.328809,112,112,50,103,TRAIN +0X456CF175454A3E15,65.81983436,22.3361843,65.34837933,112,112,50,178,TRAIN +0X4574E7735C7EC705,61.84481679,34.2404342,89.73992867,112,112,50,151,TRAIN +0X4578EAE5AD6B92D6,59.89630995,25.00706207,62.35601274,112,112,50,143,TRAIN +0X45797518BBA63676,55.58532174,56.9685133,128.265059,112,112,50,165,TRAIN +0X457979CC6D12EBB8,54.56558213,40.06090816,88.17304159,112,112,50,160,TEST +0X457C7DD05898EC66,59.63379138,15.17373234,37.59018461,112,112,50,227,TRAIN +0X457D30606BC14265,55.79104352,46.67259642,105.5727168,112,112,50,185,TEST +0X457DAB4FF89AC668,50.19089114,43.30665968,86.94526098,112,112,50,138,TRAIN +0X457FA6E8CA802DC2,53.00126132,38.9233664,82.81789574,112,112,50,151,TRAIN +0X458076DDE5F2F78D,75.872767,11.30936938,46.87387643,112,112,50,193,TRAIN +0X4584371B4D8B2D39,62.95656082,27.351582,73.83650819,112,112,50,175,TRAIN +0X458A3FC76A16F3CF,21.99046901,124.4029172,159.4714333,112,112,50,132,TRAIN +0X458C107A05DAB733,64.16923002,44.3117534,123.6695539,112,112,50,188,TEST +0X45980563E8E0859C,64.86066161,19.12096594,54.41470107,112,112,50,151,TRAIN +0X459A709C0D875EEF,54.64423993,49.23567444,108.5544027,112,112,50,168,TRAIN +0X459F7C29B033C1D0,71.32099924,21.92563645,76.4518842,112,112,53,170,TRAIN +0X45A14722B0DFC1EA,65.3402148,19.77348765,57.05023138,112,112,50,187,TRAIN +0X45A28C1FB1A33FC5,58.68203112,39.46165543,95.50724901,112,112,50,184,TRAIN +0X45A5D731A015ADBF,38.44895303,38.31452734,62.24837631,112,112,50,155,VAL +0X45A763EE890FBEA,64.86378349,16.23746744,46.2129081,112,112,50,140,TRAIN +0X45A9015B761B40A9,46.43765546,38.78905375,72.41851357,112,112,50,142,TRAIN +0X45AD580B725C799E,55.09548173,43.02106569,95.80565018,112,112,50,204,TEST +0X45B2F88F92A460D5,65.5343595,31.79774476,92.25925967,112,112,50,139,TRAIN +0X45B5C4D9038D5F9E,63.1939599,21.28927445,57.84179551,112,112,50,201,VAL +0X45BE0065FB0FEFD7,61.27435914,28.66486022,74.02036374,112,112,50,214,TRAIN +0X45C0B5CB8EAC7CE3,65.6966244,18.60228914,54.22874228,112,112,50,129,TRAIN +0X45C3270D57E3DF4,64.58553542,22.22929865,62.7689813,112,112,50,202,TRAIN +0X45C47B88561016CD,66.76984962,20.32805268,61.17351996,112,112,50,172,VAL +0X45CC26E182BB7C4,58.15184087,35.3292894,84.42256514,112,112,57,146,TRAIN +0X45CE057EC2EB577F,34.83974518,40.69567994,62.45475874,112,112,50,148,VAL +0X45CE6C8893A4E3A7,58.63622568,36.11631059,87.31386627,112,112,50,139,VAL +0X45D646D50FEED577,64.04626828,25.19573324,70.07821452,112,112,50,136,VAL +0X45D67C2F0E610EE,62.15594266,19.54852105,51.65545773,112,112,59,167,TRAIN +0X45D733BB49E9C17D,70.28739709,29.58219864,99.56111462,112,112,50,166,TRAIN +0X45D79F6C97A51897,61.94907941,25.70007127,67.54126018,112,112,50,285,VAL +0X45D7BE7523C46BB2,62.18707194,30.06702535,79.51519993,112,112,47,187,TEST +0X45DF2459DF7D77B0,59.54680264,24.08928851,59.54854025,112,112,50,170,TRAIN +0X45E20189E7AA1A4B,67.72114768,7.513253092,23.27608496,112,112,50,173,VAL +0X45E3351DC2069AA3,62.40602368,21.55674172,57.34094617,112,112,50,152,TEST +0X45E4438C079A69DF,68.39731546,29.16084661,92.27332119,112,112,50,187,TRAIN +0X45E6F6924D4AA7C3,63.73481135,25.04608654,69.06371503,112,112,50,159,TRAIN +0X45E83530C042A5F4,62.62276612,27.39411281,73.29090456,112,112,50,135,TRAIN +0X45E8B3791798B0BE,34.64578432,61.52017068,94.1334389,112,112,50,144,TRAIN +0X45EC30D3FE91D38D,64.47358681,64.70022526,182.1186533,112,112,50,148,TRAIN +0X45ED432FAE218EFD,46.97703453,34.56781628,65.19404559,112,112,50,224,TRAIN +0X45ED7398E9C3AAEA,52.7020918,35.31085601,74.65627413,112,112,50,332,TEST +0X45EEBFE43C183552,58.23682891,22.36387846,53.54928249,112,112,50,216,TRAIN +0X45EFEE60B0C9E31A,56.91268572,61.77601813,143.3740282,112,112,50,171,TRAIN +0X45F32591DF9DFC34,45.11775655,21.62837841,39.40869951,112,112,50,127,TRAIN +0X45F39E3406B7CAA5,67.10301306,15.88679073,48.29254049,112,112,51,146,TRAIN +0X45F50AF374B2D1E6,55.76321233,24.96551263,56.43608848,112,112,50,201,TRAIN +0X45F6B2D62CFBDD5A,58.92286588,40.37970796,98.30215477,112,112,50,186,TEST +0X46024CC33D00D4C6,85.67934204,12.69591403,88.65454412,112,112,50,105,TRAIN +0X4602E7CB509084C4,57.61362538,44.57512251,105.1638006,112,112,50,173,TRAIN +0X460698918BEA659B,60.34516036,24.84650781,62.6569368,112,112,50,243,TEST +0X460B910F3236924B,39.8729129,65.049118,108.1860458,112,112,50,163,TEST +0X46112A0A6AAA4A03,62.18554413,24.88704037,65.81356204,112,112,64,248,TRAIN +0X4611FC9B7FE4F50A,22.19983593,104.4892809,134.3047051,112,112,50,120,TRAIN +0X461758F43BB8187,63.56156697,24.95852576,68.49505779,112,112,53,195,VAL +0X4623FC023AE07EE1,59.16426722,46.69674385,114.3526531,112,112,54,234,TRAIN +0X46258A8F882A3019,57.83680315,30.86047265,73.19291456,112,112,50,186,TRAIN +0X4635A6E545BAD9FD,60.90546886,28.79921225,73.6655778,112,112,50,158,TRAIN +0X463659CEAFA45073,46.57612795,47.20492489,88.35923544,112,112,50,196,TRAIN +0X46380BAFF46D6E69,39.15242029,121.3724712,199.4696779,112,112,50,208,TRAIN +0X463A7B7D46C6CA4,41.04626422,72.474656,122.934798,112,112,57,143,VAL +0X463C296E8E65DA97,67.69641829,20.6007682,63.77239646,112,112,50,153,VAL +0X4649CB5A58E805C6,41.33600545,77.35463876,131.8605038,112,112,50,121,TRAIN +0X464AFEA5B054D5B5,59.49249711,42.17779472,104.1234135,112,112,50,140,TRAIN +0X464B97C85D11DCC,55.60997298,27.69674433,62.39406954,112,112,50,128,VAL +0X464C4B92D0C0CF58,55.18701816,40.82323536,91.09689577,112,112,50,251,TRAIN +0X464D690506890716,61.92963531,32.0436187,84.16945559,112,112,30,68,TRAIN +0X464D8CFAA048566E,46.96831087,62.96317209,118.7274498,112,112,64,151,TRAIN +0X464DF46257E5BDD,61.99626387,24.0040832,63.16242992,112,112,50,105,TRAIN +0X464DFB5050226BDF,53.41269759,23.75136461,50.98248531,112,112,50,171,TRAIN +0X46540E51EA8D3CB3,50.0842451,32.84778666,65.80645074,112,112,50,172,TEST +0X4654445DEC676C34,57.70916243,25.48816481,60.26876336,112,112,50,118,TRAIN +0X4659B984370E6F6,67.22194644,28.17582108,85.95940885,112,112,50,185,VAL +0X465E263A2E3C4006,56.6275291,29.66397817,68.39356292,112,112,50,158,TEST +0X465E766F162C7A19,18.58911528,124.4159952,152.8247674,112,112,50,181,TRAIN +0X465ED1F90846CB26,55.24713106,59.33088416,132.5744819,112,112,50,146,TRAIN +0X4666116E3F120DF9,67.46357459,21.6492664,66.53855217,112,112,50,198,TRAIN +0X46682D67FA3FE237,59.91850415,55.53661729,138.5592431,112,112,50,223,VAL +0X466EB4595EE4C15D,64.32882895,37.49624404,105.1163809,112,112,50,174,TRAIN +0X467280BF224215F,59.12552515,14.75556203,36.09969813,112,112,50,135,TRAIN +0X4678C04CB6F6CC0B,64.37498704,21.90781076,61.49558679,112,112,50,139,TRAIN +0X467B292B5E1C740B,59.71833491,30.72364889,76.27204293,112,112,50,219,TRAIN +0X467B7DC0FAEAAD97,60.08369535,51.24212587,128.3739222,112,112,50,168,TEST +0X467C4565D025C33B,64.94780123,13.51076437,38.54469861,112,112,64,281,TRAIN +0X467DCC27BC71B286,67.66043675,47.70185166,147.5030794,112,112,50,175,TRAIN +0X4681E706E18BF21E,37.66325366,87.04884265,139.6429037,112,112,50,157,TRAIN +0X468340D877F36659,56.77472423,26.94437669,62.33477105,112,112,50,251,TRAIN +0X4686D15BB8789AC4,57.67896114,26.97830682,63.74679721,112,112,50,125,TRAIN +0X4692017DDC366859,36.53506741,75.19929545,118.4895223,112,112,50,187,TRAIN +0X4692C4D2FDB8FF33,65.34954118,34.37969803,99.21859392,112,112,50,183,TRAIN +0X469546878D04E5AF,40.87574935,17.57529471,29.72603377,112,112,50,112,TRAIN +0X4695711AF5D23C2F,23.43129334,129.2516365,168.8047796,112,112,50,154,TRAIN +0X46974CA9C1FAFF54,56.04669344,34.3399281,78.12820193,112,112,50,181,VAL +0X4699853F9A68420E,67.23019313,17.49446415,53.38592389,112,112,59,140,VAL +0X469F0E05A55908A4,58.36818855,61.16618713,146.9217529,112,112,50,146,TRAIN +0X469F5261704011ED,56.74720434,39.14023135,90.4917954,112,112,50,172,TRAIN +0X46A60B1F1ACEE9FF,39.99893491,55.10047676,91.83249777,112,112,50,129,TEST +0X46A887F79BFB58DC,59.76973101,39.99752268,99.42146468,112,112,50,156,TRAIN +0X46A8BD539728F654,54.07857603,46.40653195,101.0563871,112,112,50,118,TRAIN +0X46ACC9C2CF9CFB1E,59.09911826,30.97640605,75.73530138,112,112,50,173,TRAIN +0X46AE1D888EB482C9,59.85230363,21.86665158,54.46551995,112,112,50,148,TEST +0X46AF7C10F61E0EA7,50.5987721,45.80922243,92.72891461,112,112,50,271,TRAIN +0X46B0C3E74FBBA739,55.39612384,29.88325025,66.99698059,112,112,50,115,TRAIN +0X46B0E42A1E861C36,63.6531145,26.96244314,74.18088997,112,112,59,188,VAL +0X46B1CCE5B354B752,66.2570189,12.80707942,37.95479534,112,112,50,90,TRAIN +0X46B2F29BE675B414,68.35991718,20.31009016,64.19101453,112,112,50,159,TRAIN +0X46B8BB5213CB1F0E,67.33599641,22.8179447,69.85654602,112,112,50,190,VAL +0X46B96E600D63E220,46.9853776,70.65039489,133.2658646,112,112,54,232,TRAIN +0X46BBFEEF6D8F4FC7,74.10059285,20.9265171,80.79921281,112,112,50,137,TRAIN +0X46BCFDEAE8089A57,65.37413498,40.51303817,117.0022414,112,112,50,258,TRAIN +0X46C26D1B887FA60E,48.24262701,52.36666995,101.1772177,112,112,50,201,TRAIN +0X46C848F34D9A1C52,60.10956708,34.61411657,86.77297796,112,112,50,213,TRAIN +0X46C85F22B3CC9971,60.49265419,50.35904911,127.4675584,112,112,51,127,TRAIN +0X46D2C668D5E324C4,54.86497866,53.7735423,119.1392863,112,112,40,120,TRAIN +0X46D3DFF945D068E6,67.09961998,29.25186868,88.91042799,112,112,50,182,TRAIN +0X46D6ADEBB2724045,59.39865296,49.01647481,120.726228,112,112,50,255,TRAIN +0X46D6E363FD24E7D8,55.79368878,54.03755383,122.2394548,112,112,50,149,TRAIN +0X46D8CDB35FD5072,55.56500073,28.32355025,63.74153417,112,112,43,118,TRAIN +0X46D9701BDA5EBEF4,67.47309911,9.395490941,28.88529397,112,112,50,134,TRAIN +0X46DAAD3656224448,66.52013855,28.5968615,85.41511304,112,112,50,119,TRAIN +0X46DD6F251FB476EC,68.03358765,14.90026949,46.61226704,112,112,58,191,TRAIN +0X46DDEFA74CDB0EBD,61.37160352,49.58845837,128.3730698,112,112,50,242,TRAIN +0X46E076385E2BD694,68.04658103,25.49731278,79.79525698,112,112,81,357,TEST +0X46E0DDFB5E35C490,59.1327583,28.69767674,70.22171192,112,112,50,103,TRAIN +0X46E335EDE6F8E5AD,55.70334553,47.25230628,106.6724041,112,112,50,128,VAL +0X46E845D4F2348D4,44.57882979,84.00700623,151.5792718,112,112,68,273,TRAIN +0X46EB0F531C3EE3A2,55.40390737,47.6024432,106.741287,112,112,50,136,TRAIN +0X46EB76C70B65EA5B,48.37164417,40.72950837,78.88980332,112,112,50,286,VAL +0X46F0756996349,37.07091649,70.23213957,111.605216,112,112,50,165,VAL +0X46F177DC7B92CEA6,61.46219922,37.18840461,96.49851276,112,112,50,205,TEST +0X46F641FCE4FFCF0B,55.02109532,49.10898493,109.1822606,112,112,50,185,TRAIN +0X46F890593D02A068,61.86309752,38.30181098,100.4324119,112,112,50,153,TEST +0X46F9633AC34FF38E,28.17371603,91.54459278,127.452776,112,112,50,129,TRAIN +0X46F9944BBD295961,66.16101833,21.97593219,64.94265224,112,112,50,158,TRAIN +0X46FA0CE0A00866D0,60.6526189,35.7059535,90.74543846,112,112,50,209,TEST +0X46FA118F433C5C36,35.3133546,106.7245629,164.9870112,112,112,47,187,TRAIN +0X46FD77D3DC9F4026,61.37517888,13.22060279,34.22825635,112,112,64,164,TRAIN +0X46FF014B4D866466,44.97616924,45.8394522,83.30836215,112,112,50,155,TRAIN +0X4700367736428EE9,62.07625792,28.80135643,75.94544961,112,112,50,205,TRAIN +0X4700E4911EF3C56A,60.08593121,63.00725609,157.8572619,112,112,50,200,TEST +0X4701B85B6B446BB8,27.59886775,118.2351004,163.3055958,112,112,53,126,TRAIN +0X470253DB6CB105B3,58.0062784,26.55737718,63.24130409,112,112,50,166,TRAIN +0X4703E1BFF89C0301,50.50916753,86.44954471,174.6778957,112,112,50,198,VAL +0X4704159CFC29D4C3,43.89530052,52.80257778,94.1143581,112,112,50,201,VAL +0X4707425BAF59515F,41.21922908,39.75635176,67.63496147,112,112,50,159,VAL +0X4709E6A8CFF415E8,52.93542567,47.30486227,100.5105495,112,112,53,170,TRAIN +0X470C3A06C890B2B3,30.3362264,140.7189483,201.9973093,112,112,26,90,TRAIN +0X470CD51F9B5DF85C,33.40689995,52.94362325,79.50316656,112,112,43,148,TRAIN +0X470FA78D91CC7397,65.07507391,37.99858385,108.8007566,112,112,50,194,TRAIN +0X471783E22BC7C7C1,66.68648813,37.93750739,113.8802404,112,112,50,191,TEST +0X471837C15FA962D2,61.76832807,26.78742186,70.06604868,112,112,50,201,TRAIN +0X4722C9BF04CEEB25,51.49682885,36.9232761,76.12548876,112,112,50,160,TRAIN +0X47241688479B3A90,66.07117868,20.94649536,61.73658426,112,112,50,152,TEST +0X4724AC020BB043C4,55.7350806,33.77834105,76.30950539,112,112,50,177,TEST +0X4724EF4A6021488E,67.02393792,45.77066805,138.7996782,112,112,50,289,TEST +0X4726A11E93B9DE90,42.71124501,25.59558987,44.67820932,112,112,50,80,TRAIN +0X472BE363F86E6CDB,72.14829174,24.71926083,88.7531228,112,112,50,158,TRAIN +0X472DDCEC92FE7A59,46.63872403,49.14866855,92.1054972,112,112,50,194,TRAIN +0X472E440353556195,68.62620867,22.51768322,71.77227319,112,112,59,183,TRAIN +0X4735E8CE35BE2A3,64.37801446,25.13791145,70.56852971,112,112,59,238,VAL +0X4742152D0E22F043,59.16971513,30.577193,74.88851253,112,112,50,200,TRAIN +0X4746C7E35E560E3F,58.70196536,33.98041808,82.28095688,112,112,50,209,VAL +0X4746D69940479A7,61.31224404,44.92934683,116.1332461,112,112,50,235,TRAIN +0X474B0F4E6590E8A8,63.73622181,25.57103829,70.51399375,112,112,50,194,TRAIN +0X474DD406384555D8,33.75162742,49.24104185,74.32792676,112,112,60,196,VAL +0X4751BDCD16AA2343,22.40120927,118.1710881,152.2847032,112,112,50,134,TRAIN +0X47525086CF1B329F,68.23043472,11.53321734,36.30272318,112,112,50,257,VAL +0X475268C075FF7737,45.02189624,49.79917376,90.58001341,112,112,50,137,TEST +0X47531256525CE22B,56.69359505,56.76932948,131.0876059,112,112,50,198,TRAIN +0X475585257AE2E722,41.56932685,33.86857231,57.96368669,112,112,50,202,TRAIN +0X475685CC25B59A31,60.71578987,21.91723674,55.79146601,112,112,116,326,TRAIN +0X475911107C069CD2,31.16466062,69.04632796,100.306512,112,112,47,148,TRAIN +0X475B14E7CDFC143D,65.84277549,28.52404076,83.50807528,112,112,50,180,TRAIN +0X475BAF471615BAC2,70.21279228,15.83110977,53.14734406,112,112,50,131,TRAIN +0X475C1DE9B186E5D1,62.57267702,34.04848295,90.97226368,112,112,50,211,TRAIN +0X476320C5BDCD5BA6,64.29950091,28.4166589,79.59737153,112,112,50,223,TRAIN +0X47652348BF1687F2,57.05548804,49.76272826,115.8768047,112,112,50,202,TEST +0X476641FB702A0EDF,64.78541581,17.57814438,49.9172283,112,112,50,127,TRAIN +0X476749AF0E3C3D5D,55.88819407,26.87895748,60.93370451,112,112,50,160,TRAIN +0X476AA915D8E928A,62.67317772,22.25556428,59.62351714,112,112,50,184,VAL +0X476B330DE1073521,63.80040362,47.28181376,130.6142015,112,112,50,168,TEST +0X476B36561AE2A0D2,56.87433016,25.85696033,59.95723759,112,112,50,201,TRAIN +0X476F7A75F09C0B5B,67.15369793,31.57683404,96.1351265,112,112,50,164,TRAIN +0X477211790541ED15,68.39546093,68.40297297,216.4340154,112,112,50,156,TRAIN +0X47760ED572E13C7A,45.30641688,75.02853161,137.1797701,112,112,52,192,VAL +0X4776D370A544B906,62.1147542,18.79775322,49.61760923,112,112,50,222,TRAIN +0X4779BE071DEE725B,54.51495296,34.04142928,74.84092355,112,112,40,161,TRAIN +0X477A5498A9228272,36.31295613,33.22870338,52.17498153,112,112,50,162,TRAIN +0X47827D50EA4F700C,58.68726848,67.27708015,162.848298,112,112,50,198,TRAIN +0X47847D0C76E816E7,61.39112147,31.21596832,80.85178723,112,112,50,128,VAL +0X4785E9CF6784D185,52.05902196,60.94523577,127.1255578,112,112,50,233,TRAIN +0X47864FA3C28A0D7E,35.91351255,81.66277846,127.4258923,112,112,50,140,TRAIN +0X47902A34F32E05B8,61.27723606,48.78261416,125.9791637,112,112,50,185,TEST +0X479254EA39F54EE8,68.76435202,16.15896653,51.73245179,112,112,50,151,VAL +0X4796B510866E9AF5,59.20311506,36.39548171,89.21142328,112,112,50,207,TRAIN +0X4797A8A850B26898,56.41146757,42.98181688,98.60808447,112,112,50,154,TRAIN +0X47A36F58EC5766A0,68.04061514,8.826294148,27.61722163,112,112,50,141,TRAIN +0X47A97790F0C53CC4,65.97411305,5.505165563,16.17934478,112,112,50,128,TRAIN +0X47AB20C78E2DC818,36.91015118,87.70423082,139.0148058,112,112,50,175,TRAIN +0X47B3F561C23EFC83,61.58526847,52.83523012,137.5389805,112,112,50,188,VAL +0X47B7FB9C26D31A01,65.0968613,16.70843642,47.87087075,112,112,50,204,TRAIN +0X47B93384CF91E71E,66.18627718,30.38155624,89.849782,112,112,50,149,TRAIN +0X47C11DD3EBCA4358,36.15417052,67.02712657,104.9827798,112,112,50,140,VAL +0X47C3A2C6F7337211,56.38417989,23.48394609,53.84272502,112,112,50,165,TEST +0X47C5BD5581B2636,67.86954596,20.96836436,65.26009356,112,112,50,236,TEST +0X47C61AE147E6645B,59.98557851,34.89878489,87.21551777,112,112,52,182,TRAIN +0X47C69408C25944D5,54.72469619,37.45526676,82.72780877,112,112,50,201,TRAIN +0X47D04CC0EEE7F1EC,54.56142583,44.07914285,97.00819989,112,112,50,143,TRAIN +0X47DBEA2F11240016,56.6845713,35.57613535,82.1327098,112,112,50,51,TEST +0X47DE6565CC0A74F0,62.50641367,17.56338358,46.84370129,112,112,50,100,TRAIN +0X47E00F696D481DE7,63.25050508,31.8053519,86.5463647,112,112,50,168,TRAIN +0X47E115F8D0A797EE,69.16921206,14.80383559,48.01640367,112,112,50,193,TRAIN +0X47E5C10C8132FFB2,56.64894289,44.30658127,102.2041542,112,112,59,126,TRAIN +0X47EDDE2F8004F754,43.38665358,48.02326166,84.82674969,112,112,30,45,VAL +0X47F00D882D730416,55.55661038,24.62795038,55.41420353,112,112,50,137,TEST +0X47F34619DCEFCDC9,67.85806146,21.21685916,66.00989276,112,112,50,135,TRAIN +0X47FC02860FC36935,65.03368316,42.21382549,120.7271148,112,112,50,70,TRAIN +0X47FC0610DB80051A,41.35984254,65.18305243,111.1577036,112,112,58,190,TRAIN +0X47FC5FBFF53B0AD8,49.90218024,37.63723714,75.12749521,112,112,47,233,TRAIN +0X47FCF3189BE29C79,64.18339426,27.54402391,76.90294303,112,112,50,171,TRAIN +0X480291080E3DD3EE,59.00939986,31.31862015,76.40439525,112,112,50,118,TRAIN +0X4803F7D876C339CF,63.95945807,17.73487101,49.20811415,112,112,50,120,TRAIN +0X480A7B6D54009BF8,64.40750851,24.00214006,67.4359649,112,112,50,184,TRAIN +0X480F3C8E8D43D621,61.81993007,42.04397159,110.1202058,112,112,57,260,TRAIN +0X4812581D45B5FFC5,64.68955877,40.10364139,113.5744556,112,112,50,203,TRAIN +0X4816823BCF1EDFC6,57.33676318,31.31815776,73.40783329,112,112,50,167,TEST +0X4817AC0DD12566F8,61.1852183,25.86113886,66.62703673,112,112,50,104,TRAIN +0X4817C5B6DA01BD03,61.02415014,43.36031347,111.2491803,112,112,50,165,TRAIN +0X48182B4ADA3FFE0E,44.29743226,52.83642159,94.85455291,112,112,50,145,TRAIN +0X481CC400687B5EBF,60.41384183,42.71756273,107.9103523,112,112,53,223,TRAIN +0X4821B047209D5A54,22.5168091,185.0296703,238.7997553,112,112,50,144,TRAIN +0X4827A66C595F8E76,55.51763778,40.53686834,91.13020603,112,112,70,193,VAL +0X482848939C63FAA8,32.32670697,52.87551185,78.13349917,112,112,70,128,TRAIN +0X482BB41895F1974D,54.76400464,27.08984524,59.88559558,112,112,50,133,VAL +0X482E380A512BB6E4,63.89966914,27.4638722,76.07651106,112,112,50,202,TRAIN +0X4834F567A2EAED1C,44.13134633,44.04443642,78.83568608,112,112,50,147,VAL +0X483BF2DFD6CDFD0A,15.29240979,267.7797518,316.1225,112,112,50,162,TRAIN +0X483D8D5364D95CAF,58.44926679,36.31208019,87.39215265,112,112,50,211,VAL +0X483DBCA3562BA53B,67.74954954,11.70010571,36.2788908,112,112,50,213,TRAIN +0X4840DCB7E1FD00F7,64.94384567,28.34667083,80.86075432,112,112,50,266,TRAIN +0X48451904D8FEA4C6,50.13147623,43.55710585,87.3438846,112,112,50,158,TRAIN +0X484A7AD1C7FCF417,54.15176373,45.91541824,100.1465312,112,112,50,159,TRAIN +0X484B7E454D147B,58.67997837,19.17454529,46.40497399,112,112,50,257,TRAIN +0X484D1623FDD8A749,22.97174884,114.5032807,148.6510196,112,112,50,130,TRAIN +0X484D532533D59798,57.60848014,52.70082993,124.3192745,112,112,50,219,TRAIN +0X484F1CB40EAD34A9,61.84912313,25.7028923,67.37169473,112,112,50,209,TRAIN +0X4851ABCA6F1C46AD,54.54138329,29.23648629,64.31450936,112,112,33,76,TRAIN +0X4859CCA5F75542D1,61.23829704,19.9399898,51.44250193,112,112,50,207,VAL +0X485A11110AA338D0,59.06545665,59.4635498,145.2649644,112,112,50,194,TRAIN +0X485CE172721DFD8,64.86819209,37.16579768,105.7895961,112,112,50,186,TRAIN +0X4860838E68AACEB4,59.67987277,37.39569179,92.74695879,112,112,50,183,TRAIN +0X4868DEBC55A12E1B,56.37920841,33.33508935,76.42018437,112,112,50,210,TRAIN +0X4868F081436C4E7F,59.67314233,32.23915508,79.94462486,112,112,50,198,TRAIN +0X486FA2FEA63A167A,60.21747869,41.75538328,104.9591175,112,112,50,145,TRAIN +0X48761851D94C1763,63.36939198,9.033935099,24.66225812,112,112,50,155,TRAIN +0X487AD58712D5936A,64.20127161,36.34590366,101.5284768,112,112,50,159,TRAIN +0X487B52623BC14C25,63.05297036,25.43553003,68.84323389,112,112,50,167,VAL +0X487BE41D13192D63,50.01334595,30.26626387,60.54868934,112,112,57,135,TRAIN +0X487CC25D3120FE8D,31.13984311,163.3969123,237.2880337,112,112,50,136,TRAIN +0X487D527B99627548,62.62185671,28.52526876,76.31537108,112,112,50,145,TRAIN +0X488191DE8CF0E63B,42.07092796,61.10438481,105.4813804,112,112,50,192,TRAIN +0X48832D83C5EA9C32,46.74586682,38.91262712,73.06968454,112,112,50,130,TRAIN +0X4886855CBADF5BB3,54.45389418,22.68734248,49.81181612,112,112,50,147,TRAIN +0X4887AAE8BCAC9286,59.89234677,38.36607431,95.65773915,112,112,50,178,TRAIN +0X4888320B67665CA8,64.7742376,36.17774654,102.7025225,112,112,50,143,VAL +0X48886D77793F5850,62.97932468,36.08338929,97.46820927,112,112,75,295,TRAIN +0X48888B44E3758571,70.19103496,13.53843639,45.41733124,112,112,50,130,TRAIN +0X4889B480C7F3DE83,10.04761089,84.88739213,94.36924685,112,112,50,112,VAL +0X488A8BD8F6A78FF8,60.14084614,21.02677905,52.75269796,112,112,53,186,TRAIN +0X488A9E8C9FA6EB57,67.13246414,21.57939661,65.655657,112,112,50,188,VAL +0X488B0786FF0F086A,16.89558955,212.8858447,256.1667227,112,112,50,329,TRAIN +0X488B410FB47B4A07,64.3633318,6.361360463,17.85060384,112,112,50,152,TRAIN +0X48905E6FBAB24E3E,40.01247964,69.85639731,116.4515501,112,112,50,183,TEST +0X489167E14B9C014A,30.90170731,114.1465389,165.1944418,112,112,50,108,TRAIN +0X4891812FCC8C95E2,62.99117498,21.95005119,59.31031633,112,112,50,150,TEST +0X4892E16D5D95CD31,64.61567882,28.00361138,79.14129886,112,112,50,156,VAL +0X489D45892048716E,51.7077831,58.56574793,121.2736786,112,112,51,237,TRAIN +0X489D6ED1143046F2,62.28998038,21.23715437,56.31700695,112,112,50,194,VAL +0X48A48CC20E69F8E2,60.18233108,33.7573095,84.77972323,112,112,50,162,TRAIN +0X48A4F255004328E7,58.48978157,36.07425082,86.90450733,112,112,46,125,TRAIN +0X48A59BC77070770F,58.67815608,38.07298233,92.13766551,112,112,50,201,TRAIN +0X48AB3B6BB64769CF,60.09184871,45.39543007,113.7497694,112,112,50,147,TEST +0X48AEC7223D38243F,30.36282215,123.0197143,176.6580985,112,112,50,119,VAL +0X48B303AFA90A828C,62.55470747,17.51884424,46.78517126,112,112,50,194,TRAIN +0X48B308E0C21D4B85,62.36296058,24.54219773,65.20756708,112,112,50,126,TRAIN +0X48B321DB37448DE9,59.62076348,25.5038158,63.16071822,112,112,50,171,VAL +0X48B6FCFA36098E11,49.58855865,42.74416141,84.79059568,112,112,50,137,TRAIN +0X48BBF30A7546656A,58.03185119,15.40528548,36.70708839,112,112,50,152,VAL +0X48BD9C2CC57340F5,61.59721527,27.44281181,71.46047352,112,112,50,174,TRAIN +0X48BFAB6CDE750792,56.56111488,18.95843001,43.64391479,112,112,50,155,TRAIN +0X48C35748D6FE9BD,62.00499942,31.38038175,82.59081793,112,112,43,153,TEST +0X48C5E7FC78E0B3C3,61.10253255,47.56169584,122.2745309,112,112,57,282,TEST +0X48C692E19E840EB8,61.81373375,27.61758504,72.32334488,112,112,50,186,TRAIN +0X48C706997F5917E1,70.78793506,17.85607793,61.12569572,112,112,50,134,TRAIN +0X48CBBF7A0777B553,55.06483422,54.27265842,120.7799225,112,112,56,189,TRAIN +0X48D0C45E9175BCE4,68.20749061,37.58390785,118.2162357,112,112,50,178,TRAIN +0X48DFC126ECE35F6,63.42404078,33.89681579,92.67512462,112,112,43,164,VAL +0X48E089AA482624B6,66.16974071,14.5862639,43.1160275,112,112,50,358,VAL +0X48E948163E52C138,65.78454528,19.44194089,56.8221029,112,112,50,172,TRAIN +0X48E96C890A4B8718,44.97707658,48.13333524,87.47869479,112,112,73,395,TRAIN +0X48ECC3432A84187D,56.75699431,24.94020262,57.67453539,112,112,50,104,TRAIN +0X48EE9F14AAE3EE3F,63.6025434,45.67688233,125.4947092,112,112,46,140,TRAIN +0X48EF4B8D2F830E37,57.79697169,14.94812554,35.41955668,112,112,50,208,TRAIN +0X48EF57DA13FC7FB,63.52978166,44.0639154,120.8216386,112,112,50,162,VAL +0X48F44CF772604CB1,60.76717325,38.04376793,96.96922469,112,112,50,251,TRAIN +0X48F785ADBEE3A124,37.90387273,69.00566012,111.1271558,112,112,50,213,TRAIN +0X48FB28BF9BD812DE,57.10418481,20.35385674,47.4495161,112,112,50,193,TEST +0X48FDAE89721A2522,53.64264285,32.06545132,69.17014535,112,112,50,165,TRAIN +0X48FEAA4071907A5F,30.75661482,129.2316643,186.6339492,112,112,50,170,TRAIN +0X490155F11EF9C102,20.80768915,147.8667191,186.7185306,112,112,47,187,TEST +0X490212526E6630EF,56.71463146,34.08715838,78.7498398,112,112,50,208,TRAIN +0X49055E259A033164,59.83336794,51.57318125,128.3980723,112,112,59,169,VAL +0X490D0EA790DF7EE,57.59004215,35.33048682,83.30705478,112,112,50,210,TRAIN +0X490FC9C6C17960BD,59.25490664,33.78091302,82.90792887,112,112,50,204,TRAIN +0X49110DEED5E41E90,57.45003463,21.23302901,49.90140139,112,112,50,148,VAL +0X491140370364F803,66.67585382,34.76560039,104.3255548,112,112,33,112,TRAIN +0X491631C533031846,57.32378628,19.80721128,46.41276615,112,112,50,213,TRAIN +0X4917A8741F962DC4,49.88444357,51.79686084,103.3548553,112,112,50,193,TEST +0X4918DDB4B3AE8FC7,40.23684954,75.12837719,125.7102021,112,112,50,193,TEST +0X49215CF6782C83B3,58.2625918,46.58711389,111.619566,112,112,50,150,TEST +0X49219BA9202C833A,61.85231052,27.25649336,71.44991933,112,112,50,169,TRAIN +0X4922C566511C69B,60.29084715,19.20924947,48.37486596,112,112,50,239,TRAIN +0X49258D5237927836,66.13984057,15.37711995,45.41360764,112,112,50,178,TRAIN +0X492686F58624C49,61.98537923,15.11547967,39.76227927,112,112,50,186,TRAIN +0X492B188B388D9C73,65.52749646,21.87362798,63.4523917,112,112,53,178,TRAIN +0X492F0DE600BCCCF6,44.53442676,85.37282348,153.9203843,112,112,51,139,TRAIN +0X49326C4925025FBA,46.45673905,26.56555817,49.61512934,112,112,50,122,VAL +0X4932FA4F98E5A311,55.11294195,59.00437733,131.4507564,112,112,50,195,TRAIN +0X4937270C8599D8E3,63.85422679,27.42573166,75.87534923,112,112,50,224,TEST +0X493771B14EDCFD4E,63.14539217,51.06927983,138.5695924,112,112,50,218,TRAIN +0X4937A3E14F356EA8,60.55627629,31.05055815,78.72116328,112,112,50,209,TRAIN +0X4937EFDC69F9E448,63.07771078,28.36477464,76.82290354,112,112,50,212,VAL +0X49390CABDE34F630,61.87898318,38.67888451,101.4634124,112,112,65,348,TRAIN +0X493E34208D40DBB5,37.08491036,56.43574879,89.70145178,112,112,46,169,TEST +0X493FECF89E87F1D0,60.4420738,38.31849099,96.86678416,112,112,73,203,TRAIN +0X4941EC81FA24A165,70.64281957,12.63821678,43.04983176,112,112,54,197,TEST +0X49422B590F116D76,48.69190872,41.80408286,81.4765894,112,112,50,90,TRAIN +0X49469A3E124DF90E,44.32145911,60.75619226,109.1195841,112,112,50,179,VAL +0X49493213513922AB,63.10688569,25.48425489,69.07591122,112,112,50,173,TRAIN +0X49494A45C6E49E0A,60.57358456,36.47223272,92.50709787,112,112,50,202,VAL +0X49551699F203E3F,69.73969636,27.44004976,90.6800212,112,112,50,188,VAL +0X495E462D0A659507,63.65034889,32.30832992,88.88209086,112,112,50,217,TRAIN +0X496081D42911B9B3,32.31726907,82.94952853,122.5564149,112,112,50,205,TRAIN +0X4961E7D210D25ED8,68.35312736,15.6447199,49.43527937,112,112,50,203,TRAIN +0X49620F7B3E4CA28A,59.73376419,22.28390045,55.34140453,112,112,50,172,VAL +0X49644314B8335790,41.06656112,36.83603858,62.50447841,112,112,50,205,TRAIN +0X49678CDE9243313E,49.61973286,54.01735852,107.2192777,112,112,52,156,TRAIN +0X496A6570C645044C,61.15641259,43.61166277,112.2750644,112,112,50,173,TRAIN +0X496C4F738B83C8FB,59.84291193,38.98471862,97.08054168,112,112,50,179,TRAIN +0X4970B5821D88BFCC,69.5329254,13.80232082,45.30241582,112,112,50,147,TRAIN +0X4975C1A2007A07F5,53.40528815,39.57928514,84.94372767,112,112,50,186,TRAIN +0X4977ADFA42FCC6F2,59.04413087,29.90184521,73.00991494,112,112,50,174,TRAIN +0X4979A9E814D3706E,58.86429371,37.84407654,91.99812025,112,112,50,193,TRAIN +0X497E354B515F4FE,31.42119729,104.4674174,152.3319353,112,112,35,130,TEST +0X497E9DBC82C3D62C,64.4481897,16.82492846,47.3250963,112,112,50,147,TRAIN +0X49801A85ABE0FDEE,31.52309462,106.8812711,156.083676,112,112,50,173,TRAIN +0X4980924D1EFF7026,66.87955202,12.45994033,37.62008392,112,112,50,115,TRAIN +0X4981E927C1497B77,62.93455387,36.84463204,99.40425893,112,112,50,180,TRAIN +0X4984EEE2795FCC18,48.24211326,51.2989769,99.11335283,112,112,50,144,TRAIN +0X49852F59C8BEB29B,44.8224851,56.72891893,102.8116598,112,112,50,149,TRAIN +0X498E73266178CB27,59.92667165,43.55396122,108.6856596,112,112,50,149,TRAIN +0X498F356AD182EFAA,61.31506378,33.71946627,87.16433209,112,112,50,224,VAL +0X499747D399335BDA,56.79680637,22.51227821,52.10790296,112,112,50,126,TEST +0X499BA59C531FFB3D,61.506018,19.4784623,50.60131816,112,112,50,169,TRAIN +0X499DF9F90F827205,68.78964566,31.77851986,101.8204392,112,112,50,205,TRAIN +0X49A0A8D281B8EA27,56.59005964,20.89695055,48.13862995,112,112,50,130,TRAIN +0X49A2D5E5E1DAB5D0,60.72841541,17.9824114,45.78987986,112,112,53,263,TRAIN +0X49AA5AE78CD7E71F,37.92529023,66.54521264,107.2018103,112,112,29,78,TRAIN +0X49ACC5C1965C1584,61.55387444,24.17132701,62.87064472,112,112,50,154,TRAIN +0X49B0D943B9388FB6,44.86028696,78.45505313,142.2841158,112,112,50,173,VAL +0X49B360CA6BB04B97,57.87742067,25.5427545,60.63910355,112,112,50,155,TRAIN +0X49B7A10D057F78CC,68.78992895,11.41533345,36.57580091,112,112,50,169,TEST +0X49B7DDE85ED0816F,56.26523452,44.22820766,101.1282607,112,112,50,120,TRAIN +0X49BA35AEA9408653,26.22689564,178.1136614,241.4344129,112,112,47,159,VAL +0X49BD5FBFC1A1E10A,31.94989773,123.2373927,181.0980272,112,112,43,132,VAL +0X49BDFC05CEC434,64.14348285,20.11909329,56.11000423,112,112,50,150,TRAIN +0X49BE2A3124C97300,53.87265845,26.92221998,58.36499368,112,112,50,531,TRAIN +0X49BF970124381C81,63.18534281,33.82559091,91.8807711,112,112,50,247,TEST +0X49C36B1EE9B8899C,22.78821085,162.789049,210.8344474,112,112,50,125,TRAIN +0X49C3F8C98AD65DEF,64.59652931,27.1040701,76.5576639,112,112,50,165,TRAIN +0X49C47E44816223A9,56.89324595,34.44805696,79.91336327,112,112,50,146,VAL +0X49C62C647514D46A,46.41030014,87.63528942,163.5300993,112,112,50,185,TRAIN +0X49C65367B00E4D2A,64.42895569,10.42160896,29.29801235,112,112,51,205,TRAIN +0X49C74443F2369C33,57.01030244,35.25569032,82.00962631,112,112,50,147,TRAIN +0X49CAA8810D3D80CD,20.33617384,172.6889375,216.7720857,112,112,50,193,TRAIN +0X49CE160322B691A7,64.96347868,20.98156931,59.88485305,112,112,50,165,TRAIN +0X49CEF0778309C672,67.4291962,13.67055617,41.97181087,112,112,64,229,TRAIN +0X49D808E62B917785,45.48942919,69.54925455,127.5885641,112,112,50,212,TRAIN +0X49DBF6C7D320DBB9,63.43519759,30.47733829,83.35157386,112,112,50,193,TRAIN +0X49E1293560BCBC12,63.01923394,32.97245399,89.16108968,112,112,73,181,TRAIN +0X49E22F656F26A6EB,64.52454593,20.47687306,57.72124302,112,112,50,186,TRAIN +0X49EC1927F5747B19,54.46855581,37.83704756,83.10091683,112,112,50,173,TRAIN +0X49EC1EFA6775E370,51.19324565,25.64752346,52.54912728,112,112,50,130,TRAIN +0X49EC98DBE77F6C94,56.5611999,46.29195865,106.568226,112,112,50,156,TRAIN +0X49EDDBE4F26EB4E9,72.44404377,5.187484369,18.82527439,112,112,50,193,TEST +0X49F240B6D6F355F,42.53155467,41.39194604,72.02551906,112,112,50,110,TRAIN +0X49F9930439F79E9A,38.35463856,82.16422075,133.2853257,112,112,50,205,TRAIN +0X49FD1A0005AA0D07,69.80574353,23.50775768,77.85506393,112,112,99,298,TRAIN +0X4A02A8CE52565FB9,58.76201592,22.13526825,53.67689218,112,112,47,160,TRAIN +0X4A063C378FE634E1,58.47194366,19.77343594,47.6146434,112,112,50,169,VAL +0X4A0B8B249A18FC1C,54.85496473,58.92355112,130.5205562,112,112,61,191,VAL +0X4A0C7C0FE8253F6E,52.77862108,81.69230306,172.9985547,112,112,50,166,TEST +0X4A0CD8CE170B824A,24.25496808,96.58843827,127.5178527,112,112,43,143,TRAIN +0X4A0E87C1BB42B16D,51.99303504,55.0229673,114.6145509,112,112,50,179,VAL +0X4A0E967B4D0C7A71,61.12308519,23.47189194,60.37488328,112,112,50,115,VAL +0X4A11C148E80CABDE,60.59760672,7.112502567,18.0509405,112,112,50,130,TRAIN +0X4A120EA254F8C48B,69.11980814,20.30634158,65.7584696,112,112,50,174,TRAIN +0X4A121E9371A35313,47.13842144,29.62421205,56.04110369,112,112,50,109,VAL +0X4A134402A0DA7805,48.00666008,59.66423319,114.7536074,112,112,47,141,TRAIN +0X4A18018C9EB31709,42.86790704,49.46847501,86.58614177,112,112,50,173,TRAIN +0X4A1A9413B0697A3D,74.0142032,31.5566512,121.4380742,112,112,50,256,TRAIN +0X4A1E66BA1F5A32CB,34.98912159,78.61313913,120.9230533,112,112,50,202,VAL +0X4A2A840A571C7468,61.00656846,18.23970752,46.77635899,112,112,50,162,VAL +0X4A2C2049EAB5E378,53.01800317,74.9106602,159.4454584,112,112,50,203,TRAIN +0X4A2D1333CC39F29B,65.95776888,28.42365298,83.49527057,112,112,50,232,TEST +0X4A31252226254DF,61.84249642,19.15481167,50.19933139,112,112,50,146,TRAIN +0X4A317939C584CC0D,62.44452406,20.97838504,55.85972357,112,112,50,280,TRAIN +0X4A3198A53976E7B3,50.35957561,53.53166642,107.8388573,112,112,50,128,TEST +0X4A33F1C96141477,61.98630227,26.15789003,68.81174838,112,112,50,195,TRAIN +0X4A35EEBF2751AE5C,62.98424173,24.83787485,67.1008133,112,112,50,171,TRAIN +0X4A3623EE62D009F0,61.84688685,27.98137122,73.33968032,112,112,50,228,TRAIN +0X4A3A43D8373D9CB2,30.75079311,100.072042,144.510019,112,112,50,173,TRAIN +0X4A4190933DB9D3F2,50.79575681,27.31524132,55.51399544,112,112,50,178,TRAIN +0X4A423F4A126B0CC0,49.782797,22.79591764,45.39463825,112,112,50,162,TRAIN +0X4A497C867371D86,64.51910568,34.91920172,98.41691532,112,112,50,205,TRAIN +0X4A49AE73D48ED549,34.90485045,89.95121775,138.1842094,112,112,50,123,TEST +0X4A4BAD2CF6E771EF,62.73131783,23.26085285,62.41393979,112,112,50,201,TEST +0X4A4F385A385C35E8,55.54200249,27.3640646,61.55037593,112,112,50,122,TRAIN +0X4A50992FC6CE05CB,67.62928343,22.14041712,68.39643809,112,112,50,197,TRAIN +0X4A51D81E85B39997,31.19814814,131.2267457,190.7314151,112,112,50,157,TRAIN +0X4A59A40F68222623,55.11958663,73.33163522,163.3934042,112,112,50,127,TRAIN +0X4A59BE63FB51A4C4,44.7902391,45.83140816,83.01323428,112,112,50,193,TRAIN +0X4A5B9DD5E6B03105,63.795247,33.16648549,91.60809768,112,112,50,271,TRAIN +0X4A5C8A696DE2C287,60.70629822,40.79393318,103.8179946,112,112,50,164,TRAIN +0X4A6184500426A482,54.96704189,45.41804668,100.8551261,112,112,50,226,TRAIN +0X4A6300E2E21BB965,57.90207206,35.36829206,84.01432991,112,112,50,163,TRAIN +0X4A6673C3B23FE5D4,60.06586649,26.52067528,66.41104476,112,112,50,245,VAL +0X4A66A42C88E9C43E,65.27978468,48.41557258,139.4449088,112,112,50,179,VAL +0X4A67C7061D12E437,25.0272238,59.37708198,79.19819032,112,112,50,237,TRAIN +0X4A6B1963809D914F,75.69330809,12.96136458,53.32426408,112,112,50,188,TRAIN +0X4A6B7B77F43D03BF,33.16770411,39.51247439,59.12182704,112,112,52,161,TRAIN +0X4A74EC6C63124A3D,55.20250078,54.24482381,121.0889553,112,112,52,150,VAL +0X4A792B82556BDA0A,67.16103165,20.42979828,62.21205875,112,112,50,97,TRAIN +0X4A79886D8A617331,65.43917895,38.94157964,112.675505,112,112,57,175,TRAIN +0X4A7A08B4859C2466,26.67750581,79.04379711,107.80293,112,112,50,178,TEST +0X4A7A4FAAE293863A,61.55151683,20.35841925,52.94986322,112,112,50,76,TRAIN +0X4A82F51E7B0BD0B3,63.48632875,26.5236605,72.64035522,112,112,50,220,TRAIN +0X4A86772242CB975,22.1259834,90.77802559,116.5703653,112,112,50,109,TRAIN +0X4A86B3D9A1460493,63.5994411,13.9700653,38.37871099,112,112,50,200,VAL +0X4A8AD1EA88C671DE,50.39268935,32.49929629,65.51311866,112,112,50,121,TRAIN +0X4A8BD43F7D5D5A1D,64.58349422,20.12575792,56.82592755,112,112,50,153,VAL +0X4A8E2CDD51954420,20.3793291,129.4601868,162.5962019,112,112,50,186,VAL +0X4A8E3E2FB03F2A52,60.54726778,23.42121974,59.36526679,112,112,50,173,TRAIN +0X4A90CC99C48AC524,54.56095089,18.7672949,41.30212949,112,112,50,396,TRAIN +0X4A922ED4E6FD062E,64.2640175,46.89980416,131.2397222,112,112,50,210,TRAIN +0X4A94E80ECE238D5D,62.98346788,33.62716932,90.84365119,112,112,50,131,TRAIN +0X4AAB5FF288E161A4,60.28529604,50.78872853,127.8839409,112,112,50,183,TRAIN +0X4AAB72A545D59B3C,64.3005418,29.77475033,83.40392777,112,112,50,303,TEST +0X4AAE1006E3BED4E3,60.66222262,24.00197401,61.01507407,112,112,50,112,TRAIN +0X4AB5A5C9DDFB0619,64.16096185,31.52892793,87.97370008,112,112,50,141,TRAIN +0X4AB6898CED6FCBF7,66.86018596,36.16374993,109.1247823,112,112,50,145,VAL +0X4AB89A6D9C9B4EAC,26.06006998,62.68303262,84.77561799,112,112,50,196,TRAIN +0X4AB98BB972E5ACEB,61.92442715,38.10198567,100.0693695,112,112,52,166,TRAIN +0X4ABB170F5E95C0A0,64.66329637,19.99465401,56.58324619,112,112,50,162,TRAIN +0X4ABC1176D3D625B4,60.36025161,18.98203855,47.88637495,112,112,50,165,TRAIN +0X4AC474B089EFC824,63.73469025,21.614021,59.59971429,112,112,50,138,TRAIN +0X4AC8A1036351CD7A,47.3093421,66.7874576,126.7538882,112,112,54,187,TRAIN +0X4ACCB4F9F816D5E9,45.59317203,47.20485354,86.76273788,112,112,47,206,TRAIN +0X4AD47C3103D9FD6D,62.81180854,30.09502619,80.9262968,112,112,50,251,TRAIN +0X4AD48990409BEA7F,63.17516835,27.61711285,74.99589709,112,112,50,199,TRAIN +0X4AD5767864F972AF,59.06756657,29.31972651,71.62957112,112,112,50,168,TRAIN +0X4AE10D9EF94811BA,31.89290821,146.3420226,214.8704618,112,112,47,133,TRAIN +0X4AE13510C2FEE40E,31.64541621,12.65698257,18.51665516,112,112,50,126,TRAIN +0X4AE44D9414344C78,60.57421605,25.27321074,64.10325478,112,112,50,147,TRAIN +0X4AE4981D62FD4A2F,64.3304916,32.57531585,91.32538493,112,112,50,205,TEST +0X4AE79DABBD8D1F6D,59.71751342,27.42117878,68.07220982,112,112,54,186,TEST +0X4AE815B9D7942730,48.5449736,33.47494599,65.05670744,112,112,46,127,TRAIN +0X4AE85C73AA12C02F,23.07139639,149.3024608,194.0792551,112,112,50,145,TRAIN +0X4AEB420BC16F865B,66.30467662,20.23901281,60.06475313,112,112,50,115,TRAIN +0X4AF0B1C1E9B8A1A1,55.57054037,24.93497396,56.12261361,112,112,52,177,TRAIN +0X4AF13F1F6DDCD882,60.12944713,22.02536303,55.24218114,112,112,50,151,TRAIN +0X4AF15C56DD02C3C0,44.56692247,76.7192214,138.3997151,112,112,52,240,VAL +0X4AFA0E75120A4E8D,57.68431326,20.29235828,47.95469446,112,112,50,109,TRAIN +0X4AFA30A014892014,50.66211445,42.49689613,86.13440898,112,112,50,173,TRAIN +0X4AFFD0B23897952C,67.22897942,18.79143809,57.34163222,112,112,50,162,TRAIN +0X4B071CB75AAF67A7,55.07596179,49.24464434,109.6175818,112,112,50,187,TEST +0X4B07B1AA398DDD94,61.39576156,20.4435369,52.95671596,112,112,64,157,TRAIN +0X4B082E613A87C172,60.76335233,45.15044651,115.0721307,112,112,50,160,TRAIN +0X4B09D05622E61B48,50.03540657,28.94169934,57.92441678,112,112,47,132,TRAIN +0X4B0A82F5ED5679DA,58.3233907,39.65386923,95.14658197,112,112,50,189,TRAIN +0X4B0FE3095BD77020,63.88518569,15.2657971,42.27018024,112,112,50,150,TRAIN +0X4B11E88B93EDBFDC,71.03515817,13.12561556,45.31568181,112,112,50,149,TRAIN +0X4B122FA0EEEDA898,59.36169482,40.46341383,99.56963918,112,112,50,193,TRAIN +0X4B1424E2649E16B1,56.75300616,34.53559146,79.85662908,112,112,50,117,TEST +0X4B166078B705F934,59.51216493,61.6207722,152.1957696,112,112,50,207,TRAIN +0X4B19A8E80BA019E9,63.85847543,47.53864251,131.5346906,112,112,50,194,TRAIN +0X4B1A9E16A188C018,56.25598866,41.386491,94.61064438,112,112,56,239,TRAIN +0X4B1E3D75434F6785,60.81684632,22.95641091,58.58745087,112,112,50,145,TEST +0X4B1EC0E5119B249C,48.66941534,77.67578772,151.3245723,112,112,50,198,TRAIN +0X4B21BE4FEAF4ABC1,42.52912333,89.36825586,155.5018142,112,112,54,196,TRAIN +0X4B2656CCE4C71467,59.04723957,31.91970346,77.94273968,112,112,50,134,TRAIN +0X4B2690203CB2F7BB,59.84798631,18.99863141,47.31675864,112,112,50,150,TEST +0X4B26F81BD69BD461,61.80322161,32.66716108,85.52334111,112,112,52,159,TRAIN +0X4B29EC30C3786EBC,68.40420249,23.94082452,75.77217987,112,112,50,214,TRAIN +0X4B2E0364719FD6A9,58.28220919,34.43227581,82.53619172,112,112,50,231,TRAIN +0X4B2FC6E0DEDCA073,49.4414309,68.7908669,136.0617362,112,112,50,182,TRAIN +0X4B39E73ABDB57B68,67.48481246,29.7602482,91.52722297,112,112,50,129,VAL +0X4B3A70F6BD40224B,64.358945,37.9356598,106.4380945,112,112,50,134,TRAIN +0X4B40434A5615B2BA,60.84829252,35.31418446,90.19832527,112,112,50,225,TRAIN +0X4B41FE94F65ED4FC,60.45615434,55.61309847,140.6365454,112,112,50,132,TEST +0X4B47B78A1356F3A8,57.03724688,35.34280019,82.26381604,112,112,50,178,TRAIN +0X4B4A468566EB1E0E,27.70579751,125.4223188,173.4887647,112,112,50,132,TRAIN +0X4B5151BFF0CF1234,58.86332329,37.09422791,90.17312744,112,112,47,178,TRAIN +0X4B525C2573A90917,45.44943572,40.977915,75.11914045,112,112,50,151,TRAIN +0X4B5599EB2B1B6383,66.57558528,43.97293011,131.5593122,112,112,50,215,TRAIN +0X4B565D14EC8C7DB6,59.60043777,32.11909181,79.503564,112,112,50,250,VAL +0X4B584BB69E09EAD1,19.8333996,179.421144,223.8103439,112,112,55,109,TRAIN +0X4B58EABEDE38896B,19.52450021,57.84179467,71.87503628,112,112,50,111,TRAIN +0X4B59AFFC9928548B,64.86122841,30.45977317,86.68422883,112,112,50,191,TRAIN +0X4B5BEC383832FB9F,59.79709347,67.62879758,168.2186773,112,112,59,219,TRAIN +0X4B5F467657C70230,66.10225609,33.14595905,97.78219795,112,112,50,263,TEST +0X4B64537E074E1D57,44.65801188,65.29621084,117.9867458,112,112,50,192,TRAIN +0X4B64ED4B0848592,57.06843536,25.04127234,58.32834781,112,112,50,200,TRAIN +0X4B68039EFC700669,49.78513962,53.29143776,106.1268265,112,112,31,115,TRAIN +0X4B698168EA103F9,56.00993115,80.22535118,182.3715063,112,112,50,158,TRAIN +0X4B79F74D02C77B91,66.3812981,29.93468803,89.0417724,112,112,50,162,TRAIN +0X4B7C480E6B6C5F4C,29.36636149,100.7590422,142.6502221,112,112,55,224,TRAIN +0X4B7D5DF79FE55378,44.18496826,64.36161113,115.3123256,112,112,50,263,TRAIN +0X4B847FE977316E0,54.95205212,27.92465008,61.98872844,112,112,50,149,TRAIN +0X4B87A05615A53E5F,58.14345772,38.48475682,91.94442427,112,112,50,125,TRAIN +0X4B89B49E15E14D26,20.11958469,133.6191562,167.2739878,112,112,46,161,TRAIN +0X4B8CD0B98CEB8EAB,59.50414502,28.64465443,70.73478124,112,112,99,280,TEST +0X4B95C69A063EB22D,53.78238658,37.98975162,82.19756237,112,112,50,155,TRAIN +0X4B9C09C64E8081E1,25.23642691,49.40389403,66.0801671,112,112,62,130,TRAIN +0X4BA70A790EF786BE,57.96674969,42.76366877,101.7377159,112,112,56,246,TRAIN +0X4BA8D894A4CAC20A,56.91303247,19.24817164,44.67283903,112,112,50,144,TRAIN +0X4BA9D17E8AB2AF4E,64.52795538,31.64229348,89.20346663,112,112,50,173,TEST +0X4BAA83546BB9380D,67.0239357,26.36911476,79.96440848,112,112,58,215,TRAIN +0X4BB050017DDF609,53.75275001,35.01979501,75.72297816,112,112,50,131,TRAIN +0X4BB3993C8A5A8977,38.15030223,85.26951891,137.8657002,112,112,50,151,TRAIN +0X4BB8DC3E68BEB02F,36.76449547,84.10091104,132.996347,112,112,50,172,TRAIN +0X4BBA9C8FB485C9AB,77.72110935,6.235790219,27.98968008,112,112,50,154,TRAIN +0X4BC28F2815304567,62.30434043,14.18255291,37.62383539,112,112,43,123,TRAIN +0X4BC813EAB8928F95,45.72952775,21.23727426,39.13228203,112,112,50,149,TRAIN +0X4BCA2D411679E784,71.66902247,19.00798779,67.0925942,112,112,50,115,TRAIN +0X4BCC5BA7C5470944,64.91443638,42.67278549,121.6249109,112,112,50,163,TRAIN +0X4BDB73AF3B7D95B0,59.76069765,24.7831102,61.58931382,112,112,50,112,TRAIN +0X4BDC800A2389AD0C,57.82584741,73.26307283,173.7155778,112,112,50,196,TRAIN +0X4BE3ED1D238EEAB9,25.17496562,113.687155,151.9373241,112,112,47,160,TRAIN +0X4BE905008004907A,61.6839225,26.37515375,68.83573547,112,112,50,158,TRAIN +0X4BF0DB86A9010424,37.04042042,100.6734775,159.9017627,112,112,50,152,TRAIN +0X4BF119F934981194,56.35836225,35.82156404,82.08116352,112,112,50,195,TRAIN +0X4BF33294A3CAE042,58.21358978,40.35333003,96.5704635,112,112,50,212,TRAIN +0X4BF3DE30B4F6B86,54.78394453,43.72208499,96.69592921,112,112,50,175,TRAIN +0X4BF459CB177B8BE1,66.72111869,21.67096412,65.11926864,112,112,50,214,VAL +0X4BF559BFA7DAD2E0,68.44494461,23.12833897,73.29519368,112,112,50,145,TRAIN +0X4BF6DA4F93352E9F,59.54687634,30.85308993,76.26874549,112,112,50,159,TRAIN +0X4BFB0BF04447A0DD,54.10996416,31.60728776,68.8761453,112,112,72,162,TRAIN +0X4BFC06E24046BAC2,60.53192754,24.77116146,62.76253164,112,112,50,176,TRAIN +0X4BFD23141A6091C5,49.53127377,14.90547967,29.53409126,112,112,46,64,TEST +0X4BFD28E76C66C41C,49.26915902,40.67230431,80.17273816,112,112,68,210,TRAIN +0X4BFDE46ED7B401A1,65.49018725,27.15217596,78.67958065,112,112,50,124,TRAIN +0X4BFE78C4BEC7AA93,55.32345138,34.84016849,77.9831244,112,112,72,223,TEST +0X4BFFC22FACA59CF4,38.26419009,44.96811532,72.83959729,112,112,50,136,TRAIN +0X4C017259B103AAEE,65.80308302,22.71877373,66.43515188,112,112,50,189,TRAIN +0X4C02937ED93C6C82,64.90497258,19.84184797,56.53749101,112,112,50,316,TRAIN +0X4C03123EFAA5067B,79.12804195,9.957618271,47.7081175,112,112,50,213,TRAIN +0X4C03A878AB261E5,62.11337784,14.95364784,39.46946703,112,112,50,164,TEST +0X4C0A0D74EBABE209,68.07645205,25.37747657,79.4945368,112,112,50,110,TRAIN +0X4C10037D22ABEC73,62.36861212,19.66114542,52.2466657,112,112,50,138,TRAIN +0X4C1361334313836F,58.39317897,52.26573349,125.6181852,112,112,50,133,TRAIN +0X4C1780A7FE432F57,28.05668943,92.28848872,128.2794578,112,112,50,130,VAL +0X4C1851D41B1A615A,40.16664598,90.53582455,151.3133035,112,112,34,103,VAL +0X4C2335075A96DD85,64.37396335,31.12508445,87.36611583,112,112,50,244,TRAIN +0X4C237A567F5002FC,61.22550832,28.92431132,74.59623599,112,112,50,153,TRAIN +0X4C26D3921A0BB05C,65.5457095,15.11265035,43.86289815,112,112,64,203,TRAIN +0X4C28BDBE546E6B12,37.97629538,65.14541465,105.0330919,112,112,50,194,TEST +0X4C340319107C4943,65.11253259,34.17353333,97.95360877,112,112,50,161,TRAIN +0X4C371F553F658F4A,53.87794128,55.7209679,120.8119704,112,112,50,161,TEST +0X4C3886781B19B953,62.65706218,53.73635487,143.8996448,112,112,50,178,TRAIN +0X4C3D1288ECBB8117,60.42434522,8.839857051,22.3366034,112,112,54,171,TEST +0X4C3FFA0312ADF0DA,60.92984347,35.03290364,89.66665801,112,112,50,142,TRAIN +0X4C4591D9CB3DDDE8,63.67884024,36.15628178,99.54605532,112,112,50,170,TEST +0X4C4655AD4584F866,52.28167988,41.08024934,86.08905184,112,112,50,164,TRAIN +0X4C468BD8DD069AA8,67.25092601,18.3507989,56.03455814,112,112,50,119,TRAIN +0X4C49B523268655BE,58.15058947,54.24806971,129.6268431,112,112,50,275,TRAIN +0X4C4AB1371DF72873,31.88346117,69.66879795,102.2788285,112,112,43,151,TRAIN +0X4C4D6F2D3455F022,45.18353097,65.30572441,119.1352263,112,112,50,201,TRAIN +0X4C52576367EDE50B,65.44210288,20.53103884,59.41055605,112,112,53,174,TRAIN +0X4C53CDD47193BEC7,63.28104975,28.16496814,76.70417579,112,112,50,142,TRAIN +0X4C568666D11BB71,62.87373026,51.70601176,139.2706893,112,112,46,145,VAL +0X4C576D3B38DCAF3B,58.86615295,35.70204747,86.79481747,112,112,50,134,TRAIN +0X4C5B58DD6DEE9F41,53.13176034,42.16682506,89.96886883,112,112,50,186,TEST +0X4C5EA0992F006638,25.05085625,170.1974406,227.0839026,112,112,50,122,TRAIN +0X4C6A28C4F6FAF44D,65.64037683,28.78362577,83.77165731,112,112,50,178,TRAIN +0X4C6B4EA851FB7CD5,62.7386539,17.41520947,46.7380041,112,112,50,204,TRAIN +0X4C765C6A4C61E31,55.59864833,28.26377502,63.65521309,112,112,51,208,TRAIN +0X4C78FD4E271DC686,72.60993821,19.40952053,70.86336892,112,112,50,172,TRAIN +0X4C79C1C85A865778,50.07485416,74.10927206,148.4407723,112,112,46,154,VAL +0X4C7BB6C1C92781B0,65.23186077,11.19925502,32.21125798,112,112,50,150,TRAIN +0X4C7CA272E540FDDE,57.89681209,42.81593305,101.6928531,112,112,50,169,VAL +0X4C81F018685C5333,44.00656162,97.59700467,174.3007886,112,112,50,60,TEST +0X4C8DA84ECA696012,58.01367342,27.29980348,65.02070007,112,112,50,201,TRAIN +0X4C8EB73366ADC960,55.29399641,51.73830328,115.7301014,112,112,50,153,TRAIN +0X4C940AC8C0605D65,62.1493404,28.239078,74.60656775,112,112,50,158,TRAIN +0X4C9A1284B8E67C07,61.32831289,45.92257555,118.7498632,112,112,50,164,TRAIN +0X4C9BF2EEFE6D8E03,56.56257345,59.95487618,138.0258476,112,112,50,221,TRAIN +0X4CA58914A47D6EB8,59.93694532,25.87095166,64.57558433,112,112,52,155,TRAIN +0X4CA5974AE29AD2C2,53.90950329,98.30106648,213.2783838,112,112,50,287,TRAIN +0X4CA6C598613CA480,55.02127498,24.90275446,55.36562998,112,112,50,106,TRAIN +0X4CAF7FFD0699140A,60.10908588,49.40213104,123.8430658,112,112,53,169,TRAIN +0X4CB123C86AF06E35,19.435441,188.5654481,234.0550864,112,112,50,133,VAL +0X4CB1C43A0DA06048,60.28786482,38.13770497,96.0353927,112,112,50,151,TRAIN +0X4CB68B0128EC8BB8,58.91006831,23.43862013,57.04224653,112,112,50,175,TRAIN +0X4CB87C3FC67B831,56.85835907,28.58830681,66.26615537,112,112,57,142,TRAIN +0X4CB88DECE22155BA,35.25320399,104.4572969,161.3319937,112,112,50,163,VAL +0X4CBB408C0D18223,64.12915698,29.64167829,82.63446242,112,112,56,193,TRAIN +0X4CBF0A6F0C972863,57.0487166,32.90085384,76.60039755,112,112,59,221,TRAIN +0X4CC16E6750678D36,61.4764717,31.72151139,82.3432141,112,112,50,134,TRAIN +0X4CC17C774BE7BE21,60.47332903,28.01170133,70.86784858,112,112,50,168,VAL +0X4CC6569F80929A0E,56.14680191,40.87979426,93.21964197,112,112,50,152,TRAIN +0X4CC65CE3ECC83EDD,56.06788842,21.1813445,48.21380929,112,112,50,200,TRAIN +0X4CC680B82F171A82,58.14367023,28.67946955,68.51883505,112,112,50,163,TRAIN +0X4CCB0ABB54AAD290,56.16279282,41.75946976,95.2603335,112,112,50,414,TRAIN +0X4CD499A12AA116A9,25.11408991,108.6257126,145.0549409,112,112,50,134,TRAIN +0X4CD637D93B06D6A7,56.62448366,38.56467366,88.90885208,112,112,50,265,TRAIN +0X4CD7A96E08866F11,65.50761335,30.17006532,87.46876704,112,112,50,176,TRAIN +0X4CD93C570A5BAD1B,59.86252011,54.0848354,134.7489567,112,112,46,121,TRAIN +0X4CDA2C041B3645A3,59.78555762,31.44884519,78.20286278,112,112,50,185,TRAIN +0X4CDEDC3CA72436A1,61.47651339,22.47156404,58.33211377,112,112,50,225,TEST +0X4CDFBF74BE06CD79,65.76824356,25.6763387,75.00736557,112,112,50,179,TRAIN +0X4CDFD3195FA16B22,48.65776028,31.72486125,61.79095697,112,112,50,165,TRAIN +0X4CE086FD09C0C80E,61.45447564,23.56443958,61.13404858,112,112,50,112,TRAIN +0X4CE0E0E7010773C4,55.90669365,41.40083446,93.89369473,112,112,50,169,TRAIN +0X4CE54541BBDDE3E,64.15175328,33.14334726,92.45458366,112,112,64,340,TRAIN +0X4CE57216AF8F1E10,67.49248973,27.90561803,85.8436029,112,112,50,197,TRAIN +0X4CE72E5392DFF72E,39.94520665,53.91885276,89.78276296,112,112,62,190,TEST +0X4CEA5093E58402D2,67.97443735,12.73634018,39.76929405,112,112,50,163,TRAIN +0X4CEDA292EED01C94,59.69913876,20.4985178,50.86372145,112,112,50,93,TRAIN +0X4CF1BE8C472DCA51,58.23626272,18.40705843,44.07426064,112,112,50,108,TRAIN +0X4CF43EB60D67F4FA,58.1246766,20.61442568,49.22809904,112,112,50,112,TEST +0X4CF5A561E4FD6401,63.61808498,24.71786318,67.93997282,112,112,50,213,VAL +0X4CF9BACA68AB1338,61.47401184,60.08376519,155.9564545,112,112,50,200,TRAIN +0X4CFB6BEA6D0C437F,69.1609788,24.83430838,80.52884759,112,112,50,154,TRAIN +0X4CFBE71C31434362,60.03554347,28.15842759,70.45867762,112,112,43,150,VAL +0X4D01E74191B49611,58.99803497,39.99127368,97.53501731,112,112,50,180,TRAIN +0X4D0222E0ECAF62B5,62.86119913,33.00948907,88.88140784,112,112,50,201,TRAIN +0X4D0291520E75CD23,63.15980137,53.38257464,144.9030587,112,112,55,211,TRAIN +0X4D05415F9703CA47,49.46860294,46.46190354,91.94660399,112,112,63,242,TRAIN +0X4D09A013097FCCB2,69.24821498,31.76564982,103.2969299,112,112,62,261,TRAIN +0X4D0A1712CDE848D1,42.01942941,18.4336872,31.7928696,112,112,50,88,TRAIN +0X4D0F3CBCB6A77DD3,54.50592352,30.09538054,66.15230568,112,112,62,223,TRAIN +0X4D13B86CE7623A02,67.68546022,12.88587226,39.87639109,112,112,50,185,TRAIN +0X4D160D96C3F7E1FC,32.27529963,99.71189854,147.231214,112,112,22,78,TRAIN +0X4D17A70DB464D7EB,39.17780356,47.65975619,78.35915009,112,112,50,162,VAL +0X4D1EDDDF9C8A03B1,57.85215713,47.11535905,111.7859322,112,112,50,220,TRAIN +0X4D1FA00A1C115E77,35.15984202,79.02261911,121.8729589,112,112,50,154,TEST +0X4D28224289EE89D5,30.32187472,78.78282523,113.0667981,112,112,63,216,TRAIN +0X4D2A1A1E92532688,65.10465604,16.22772548,46.50398488,112,112,50,157,TRAIN +0X4D2A66B9939577A8,61.81880823,19.56348549,51.23854071,112,112,50,226,TRAIN +0X4D2EB11276654447,16.29241895,243.0470889,290.3525414,112,112,47,123,TRAIN +0X4D2EDFADE5E20671,60.08344857,27.9022257,69.90139352,112,112,50,155,TRAIN +0X4D2FF488DD4EC6BD,69.98180807,12.03753766,40.10080849,112,112,50,112,VAL +0X4D382FD37FF3BE9A,62.60954517,22.21723153,59.41952735,112,112,50,122,VAL +0X4D383DD98BD6CD12,43.4164955,85.55961872,151.2094726,112,112,50,194,VAL +0X4D386EB1CFBBF2E0,28.07976046,178.9181601,248.7730314,112,112,40,96,TRAIN +0X4D3941FA34D265A1,32.9861971,38.88010725,58.01805832,112,112,50,114,TRAIN +0X4D45DB40C07ABDB4,57.48183777,34.8267036,81.91018092,112,112,53,157,TRAIN +0X4D49F2F1D9FCA7B1,63.94025331,17.89940572,49.63819041,112,112,50,194,TRAIN +0X4D4A878E7156F2F5,58.590743,30.11144497,72.71669948,112,112,50,194,TRAIN +0X4D4AD8BFA119E9C6,74.87700114,14.94281246,59.47861774,112,112,58,206,TRAIN +0X4D4EB3BBA778944F,21.8720316,40.53737027,51.88586252,112,112,50,126,VAL +0X4D5698D867CAB134,23.85128469,88.605731,116.3587995,112,112,50,120,TRAIN +0X4D5875A78CDB6134,50.37786983,40.46613072,81.54855621,112,112,50,185,TRAIN +0X4D5A130C23487046,62.83282056,70.62423643,190.0177455,112,112,50,159,TRAIN +0X4D5D1CAEDFF330B3,59.99905962,33.41137115,83.52646422,112,112,50,152,VAL +0X4D5F0870E57D20B0,65.05830655,34.08502927,97.54830376,112,112,51,194,TRAIN +0X4D5F56A5E5E65A2D,55.13381731,30.0483666,66.97330773,112,112,50,318,TRAIN +0X4D62E04895FF6E99,60.07791556,20.5504685,51.47644165,112,112,50,188,TRAIN +0X4D632FF0483C23DC,66.29315113,25.41220516,75.39181504,112,112,50,134,TRAIN +0X4D63E7433E03AD51,59.64121668,58.36498653,144.6153272,112,112,50,181,TRAIN +0X4D7581C48FA515A6,63.9517217,20.26581282,56.21853186,112,112,50,209,TEST +0X4D7A36B4D79C91BE,50.00595962,40.74770912,81.50513304,112,112,50,108,TEST +0X4D7DE24F07975B44,64.07965221,15.72803496,43.78586492,112,112,50,211,TRAIN +0X4D7F997CE6456E59,53.56222384,49.89310241,107.440766,112,112,55,146,TRAIN +0X4D9831DA52FD3036,66.44371809,12.35491592,36.81848886,112,112,50,145,TRAIN +0X4D98AD1D14520724,35.18387069,64.64675143,99.73867943,112,112,50,173,TRAIN +0X4D99A73E71A323B8,66.50931846,24.24051863,72.37989051,112,112,68,188,TEST +0X4D9BF9D205C0FB63,63.80122748,58.47137145,161.5286027,112,112,50,233,TEST +0X4D9D753FBE44EB57,59.58652017,23.27659802,57.59612416,112,112,50,163,TRAIN +0X4D9DC3BA4B7C8E52,63.58722384,21.67968841,59.53868586,112,112,52,171,TRAIN +0X4D9E5AC44BA7A1A2,65.98951715,10.64383367,31.29574408,112,112,50,198,VAL +0X4DA5545E836ACC84,58.42034137,39.98359995,96.16144352,112,112,50,222,TRAIN +0X4DA7FB1F092BD92B,52.91100322,47.9377038,101.8023468,112,112,46,178,VAL +0X4DA94E47D07B0048,50.49222459,58.28497293,117.7289273,112,112,50,142,TRAIN +0X4DAA75CD814E3D63,61.57962272,28.85079754,75.09243683,112,112,50,298,TRAIN +0X4DAA863D22C7C527,59.86707775,22.75564548,56.70069411,112,112,50,153,TRAIN +0X4DAC23C28ADA5AD4,62.19354777,31.19147209,82.50303915,112,112,50,157,TRAIN +0X4DAE17608E513F21,54.84950397,21.80782931,48.30030947,112,112,50,169,TRAIN +0X4DAF2BC7AD5242BF,59.08937076,23.08521039,56.42839237,112,112,50,175,TEST +0X4DB13082260E993,56.90839552,21.49191007,49.8749358,112,112,50,180,TRAIN +0X4DB4EF7CCB391976,58.32919875,35.37728163,84.89705157,112,112,50,167,TRAIN +0X4DB983F2F26967CD,70.40516923,14.13151441,47.74994161,112,112,44,238,TRAIN +0X4DBB637F38A94042,65.57106092,23.96609522,69.61032161,112,112,50,148,TRAIN +0X4DBBB860A9E16B60,56.75173945,27.8601934,64.41922297,112,112,50,130,TRAIN +0X4DC29CB827A32F23,56.00744699,45.72721089,103.9430716,112,112,50,187,VAL +0X4DC2A9679CFE55D6,34.67849878,74.82811078,114.5535687,112,112,58,197,TEST +0X4DC501859B8AD03A,61.47748089,36.32798572,94.30324537,112,112,68,152,TEST +0X4DC564B166185106,51.22721504,62.24977899,127.6322011,112,112,50,206,VAL +0X4DC5C0B02078DAA5,63.20086458,21.87026986,59.43147743,112,112,50,100,TRAIN +0X4DCB41CC1C9FA1DB,69.3947952,16.22752317,53.02210288,112,112,50,211,TRAIN +0X4DCB44704D75BCB4,52.70374629,27.72278086,58.61517284,112,112,50,226,TEST +0X4DCC1EBE5B2828F7,51.60494378,39.32893383,81.26642866,112,112,55,142,TRAIN +0X4DCDEBC261FBDD2C,45.39502377,53.67573528,98.2982486,112,112,50,122,TRAIN +0X4DD35ADBF5157AE9,65.13150491,30.87244979,88.539668,112,112,52,171,TRAIN +0X4DD6FBB2172E0495,60.28147232,19.56921447,49.26973786,112,112,50,130,VAL +0X4DD7357E4FC5C36C,71.42655911,13.22509901,46.28458667,112,112,50,104,TRAIN +0X4DD8B4E886B58857,55.24452502,37.40518325,83.5767764,112,112,50,148,TRAIN +0X4DD8FD6672F5D940,60.10568279,22.497374,56.39242773,112,112,50,93,TRAIN +0X4DDA207C5F52679D,64.24694651,35.85549669,100.2865299,112,112,56,225,VAL +0X4DDD7E9274D55C14,72.56367965,14.25522247,51.95748661,112,112,50,185,TRAIN +0X4DE81216AF40A1C6,45.39780807,39.7746989,72.84450952,112,112,50,129,TRAIN +0X4DE88A7BC4B1CDCF,60.06473441,31.58801751,79.09805292,112,112,50,201,TRAIN +0X4DEAED0369D251DE,55.27650079,64.47761582,144.1694343,112,112,80,325,TRAIN +0X4DEF7AC168F77831,40.39905963,44.77046217,75.11703992,112,112,52,208,TRAIN +0X4DF2096646154C2C,38.82238727,74.96992205,122.5447001,112,112,50,198,TRAIN +0X4DF27EE90B259A5,62.55998479,23.41552282,62.54143511,112,112,88,370,TRAIN +0X4DF45F03A54748E8,58.87887459,42.37459899,103.0482472,112,112,50,189,TRAIN +0X4E002858AD8C3D79,68.44362648,22.3384853,70.7891396,112,112,50,261,TRAIN +0X4E028970F071735B,29.78283846,109.5814872,156.0608329,112,112,50,116,TRAIN +0X4E04DE86F469A5F,19.99372599,147.9266328,184.8937907,112,112,50,115,TRAIN +0X4E071B7E41E2AD3C,66.80497859,39.11933773,117.8470025,112,112,50,235,TRAIN +0X4E08FFB6EE737DF7,68.8113931,16.99590114,54.49394132,112,112,57,167,TRAIN +0X4E0955151AB91800,50.35866456,81.26108606,163.6964142,112,112,57,297,TRAIN +0X4E0BC2C036E928B1,55.25092904,35.80557387,80.01411672,112,112,56,183,TEST +0X4E0D41E5066CDE8A,57.90645051,24.20513476,57.50319242,112,112,50,143,TRAIN +0X4E0EC31DCD9CFD67,33.75750644,58.54023371,88.37262997,112,112,50,636,TRAIN +0X4E10843EF877019F,58.52987827,40.75355609,98.27209178,112,112,53,191,TEST +0X4E10CC5FB8883477,63.16414636,23.60475881,64.08093331,112,112,50,166,TRAIN +0X4E165469F6219CA,56.94994874,48.08535688,111.6963987,112,112,50,123,TRAIN +0X4E16DBD27618153,67.55826332,18.48279327,56.9722683,112,112,50,248,TRAIN +0X4E1BF109C3950D1A,68.96880413,14.15189916,45.60539407,112,112,50,201,TRAIN +0X4E1CF95FB15B1B41,71.45886803,14.48416568,50.74839251,112,112,50,174,TEST +0X4E20A4C205622D65,57.9706184,25.87730345,61.56955554,112,112,50,194,VAL +0X4E2793B64C6E1697,64.8292057,29.46983016,83.7906301,112,112,52,149,TEST +0X4E2D6ABB908ECD0E,67.88291336,19.74224492,61.46960074,112,112,50,143,TRAIN +0X4E320712C667E02,58.48933276,29.13187927,70.17926043,112,112,50,189,TRAIN +0X4E33F81AADBB343F,28.44771017,81.48914167,113.8875386,112,112,50,105,TRAIN +0X4E3854D3B444A40,58.04669625,25.59146738,60.99988581,112,112,50,117,TRAIN +0X4E38E030A745C3A7,67.07279975,35.86656897,108.9268711,112,112,50,167,TEST +0X4E399F38CE822B3D,58.35237813,41.70513785,100.1381015,112,112,50,152,TRAIN +0X4E3C5105B7264BCB,57.65785875,44.42389478,104.9165051,112,112,50,227,TRAIN +0X4E3D22FB4AFDEEE6,40.88146301,57.54002621,97.32992245,112,112,50,179,VAL +0X4E3E54697AC86829,56.94499864,38.91427177,90.38269779,112,112,50,201,TRAIN +0X4E3F9006EAE3AF6A,64.35146369,23.30082257,65.36263471,112,112,56,190,VAL +0X4E40C59987FB86E4,61.86552981,31.97528183,83.8487638,112,112,50,212,TRAIN +0X4E412E462075485D,54.64280967,35.38695163,78.01839437,112,112,50,133,TRAIN +0X4E464B347B6CF96D,52.53167694,42.7757634,90.11433446,112,112,104,301,TRAIN +0X4E4813A99BD6F4B4,65.50249534,22.86649028,66.28447624,112,112,50,195,TRAIN +0X4E4A2D91D3CCA44B,61.60536418,35.30980518,91.96546451,112,112,50,194,TRAIN +0X4E4C81F9E47142B2,67.33191714,51.29595504,157.0216264,112,112,50,225,TRAIN +0X4E4FDDC1BB14AC83,59.92879104,11.95508016,29.83458816,112,112,50,108,TRAIN +0X4E52A90E5831E39F,54.61715769,46.1186135,101.6212541,112,112,50,139,TRAIN +0X4E54F636B1924B21,58.28736882,39.77589615,95.35695791,112,112,50,205,TRAIN +0X4E5765C29D7D4621,39.92592138,20.9472564,34.86904316,112,112,50,248,TRAIN +0X4E5A25A73BE58A0,57.37694409,31.61215118,74.1667872,112,112,50,166,TEST +0X4E5A974D6675B7DA,62.40021954,26.86093709,71.43907958,112,112,50,131,TRAIN +0X4E5DF72148AC9F4F,67.25597832,10.79925453,32.98084344,112,112,50,236,TRAIN +0X4E5E3D56B330AAF7,61.88883279,36.56651711,95.94698823,112,112,50,130,TEST +0X4E621F66A326C49E,28.75400841,80.61619262,113.1518992,112,112,28,138,TRAIN +0X4E62C3793DAEB84C,57.06983086,18.66211085,43.47085331,112,112,50,336,TRAIN +0X4E665209F941789A,61.83446203,37.30946878,97.75695762,112,112,50,134,TRAIN +0X4E67A3282A2BD57C,70.35505098,27.0903415,91.38265505,112,112,50,193,TRAIN +0X4E69D799006FE37A,60.31856987,44.9333428,113.23519,112,112,30,91,TRAIN +0X4E6C958D54DCB463,59.97423767,20.51622258,51.25754361,112,112,50,174,VAL +0X4E6CD95441F3C2D4,49.59286919,36.54399989,72.497679,112,112,50,159,TEST +0X4E6D554241E2AEDF,64.55978328,23.39572557,66.0146233,112,112,50,243,TRAIN +0X4E725B5FD89411A7,65.09033848,11.67525459,33.44419304,112,112,84,178,TRAIN +0X4E75F3A54E92EE54,33.26017308,85.77437722,128.5205269,112,112,37,55,TRAIN +0X4E7832F9B39AD0E7,41.54109405,46.4326712,79.42788263,112,112,50,152,TRAIN +0X4E7BAF8F68BD8886,65.47022632,18.39670663,53.27780831,112,112,50,180,TRAIN +0X4E7C9CA0AD861665,53.07552445,41.94005036,89.37777112,112,112,52,336,TRAIN +0X4E7CB9094C0B9DE1,64.38429223,15.75291839,44.23025506,112,112,43,118,VAL +0X4E81E783F4DB5B74,45.12347,31.76904946,57.89187009,112,112,51,149,VAL +0X4E81ED16535A1BB7,34.2851112,47.24295006,71.89078597,112,112,53,142,TRAIN +0X4E853239612456E5,59.71932496,77.28476196,191.8656077,112,112,36,176,TRAIN +0X4E8ADDABFF433B57,27.16799,97.02950042,133.2237026,112,112,50,193,TRAIN +0X4E8DE76280B1445B,59.94901544,57.90283386,144.5728101,112,112,50,178,TEST +0X4E90F05CC9B09307,57.70430368,37.26507862,88.10607666,112,112,50,184,TRAIN +0X4E9306F55F5359D7,61.34838717,23.8724836,61.76322759,112,112,50,161,TRAIN +0X4E937E2B7BE93AF2,47.60654676,59.75651434,114.0533991,112,112,50,108,TRAIN +0X4E9496513479C330,33.7888324,72.02473567,108.7803437,112,112,50,141,TEST +0X4E97DA06A513F89A,60.07894553,22.07701173,55.30167482,112,112,50,123,TRAIN +0X4E984664E70238,57.62186314,41.51582405,97.96519415,112,112,50,143,TRAIN +0X4E98FC62B0018096,45.22949808,62.0803561,113.3463341,112,112,61,119,TRAIN +0X4E99E59B60D1BE5B,64.56011179,32.32718866,91.21696003,112,112,50,252,VAL +0X4E9A560DF17EE46B,55.23708178,33.55859764,74.96963776,112,112,50,165,TRAIN +0X4E9D55E9C61DB47A,62.22234979,18.15017005,48.04473002,112,112,50,144,TRAIN +0X4E9F08061D109568,70.27608813,16.89783763,56.84930605,112,112,50,82,TEST +0X4EA00E9FC42DD0D8,60.4670641,30.93119738,78.24158938,112,112,50,119,TRAIN +0X4EA078CC4E65B6A3,83.40025527,7.245781804,43.64995922,112,112,50,87,TRAIN +0X4EA55CD0DC56E02E,66.0859265,29.79226573,87.8463206,112,112,50,182,VAL +0X4EA563488AF67C53,56.11933369,19.13581738,43.60876667,112,112,50,163,TRAIN +0X4EA5AB16CEFE6434,61.51054961,43.58890277,113.2489613,112,112,47,178,TRAIN +0X4EA6D34C1F46366F,45.3319486,33.75282494,61.7414085,112,112,50,191,TRAIN +0X4EA930D226D84AD8,62.2255015,52.11243977,137.9566688,112,112,50,362,TRAIN +0X4EB1153ED4780B7E,57.50177233,42.59446457,100.2264492,112,112,50,128,TRAIN +0X4EB202C225CEFF2,59.90159982,33.65208445,83.92375829,112,112,50,189,TRAIN +0X4EB557C6A109190C,58.14491874,33.70431882,80.52622956,112,112,54,167,TRAIN +0X4EB55F5BF786BF5C,64.09237483,34.89940963,97.19219655,112,112,50,142,TRAIN +0X4EB91AA00350C857,70.99515615,20.18824376,69.60300792,112,112,50,151,TRAIN +0X4EBADC5362794865,65.17762852,13.25426609,38.06250273,112,112,50,172,TRAIN +0X4EC43FBE6C1D6028,40.19157576,206.5811638,345.4047928,112,112,46,180,TRAIN +0X4EC51376FE531C3A,44.61673391,61.44191803,110.9394992,112,112,50,161,VAL +0X4ECADC034CB56EF4,33.69167254,112.6395763,169.8724438,112,112,62,199,TRAIN +0X4ECECBC46D4ACCB7,55.40166733,51.72876218,115.9881078,112,112,62,124,TEST +0X4ECF7AF58277874E,54.65519362,58.12222042,128.1783407,112,112,50,150,TRAIN +0X4ED08C40FFA580E3,67.7731202,18.18152418,56.41726499,112,112,50,357,TRAIN +0X4EDACB406C98305C,58.54027227,38.09714261,91.88951471,112,112,56,165,TRAIN +0X4EDDCC9262193618,65.78089972,27.47877615,80.30245076,112,112,50,164,TRAIN +0X4EDEDA9675BBA279,29.76324181,153.8311659,219.0180325,112,112,50,136,TRAIN +0X4EE64D666DF75107,62.4967859,31.91926525,85.11074589,112,112,50,208,TRAIN +0X4EEC1E7FEF4A8451,61.48705269,28.41026578,73.76809038,112,112,50,121,TRAIN +0X4EEC273ACACB8DC1,41.18494096,53.634342,91.19151265,112,112,50,231,TRAIN +0X4EED91FDB02D72F9,64.67713606,26.91055771,76.18452951,112,112,50,187,TRAIN +0X4EEE65C7A3051C53,70.28044742,14.00927337,47.13823782,112,112,50,182,VAL +0X4EEE7DF904544AD2,59.49053793,15.51119147,38.29029238,112,112,50,155,VAL +0X4EEF887DA3A46D5B,60.57546932,21.76521214,55.20728279,112,112,50,233,TRAIN +0X4EF738B9EC34D664,26.52526916,119.8229352,163.0804684,112,112,50,155,TEST +0X4EF859DB4F6D52D4,54.6058316,31.5277484,69.45330097,112,112,59,177,TEST +0X4EF94579D05665F7,62.73202591,21.11557439,56.65876644,112,112,50,247,TRAIN +0X4EFB94EA8F9FC7C2,17.70911281,61.40087181,74.61442439,112,112,50,143,TEST +0X4EFBD2666D844938,58.39426978,33.43179581,80.35382537,112,112,50,176,TRAIN +0X4EFF3AFD2E70D8B,14.75008879,337.6890244,396.1165702,112,112,46,200,TRAIN +0X4F001FE7C65DEB60,60.12304958,50.7931407,127.3746868,112,112,50,188,TRAIN +0X4F00AAFE5870A218,64.75117643,16.59547474,47.08093224,112,112,35,99,TRAIN +0X4F01C58EAA0EAF38,48.23106749,22.40713857,43.28298361,112,112,50,114,TRAIN +0X4F02DBDF1B8E730A,60.04521329,12.68761264,31.75492522,112,112,50,120,TRAIN +0X4F0312061571DC46,49.48207663,35.43270876,70.13888616,112,112,50,154,TRAIN +0X4F052EF179738E8,68.33402626,19.61991603,61.95898536,112,112,50,183,TRAIN +0X4F068B5E4772C3B1,34.19635684,90.87617664,138.1020446,112,112,50,200,TRAIN +0X4F07C596C53C9A0E,24.01176949,112.7407525,148.3660716,112,112,47,122,TRAIN +0X4F07CA07E28A03F2,66.44291319,26.42378839,78.74279594,112,112,50,167,VAL +0X4F0A56451DADD1E8,38.24460247,74.89769093,121.2812061,112,112,50,225,TRAIN +0X4F13D40DFB6D079F,63.93747992,28.5013606,79.03319163,112,112,50,120,TRAIN +0X4F151B857306CD84,70.03491192,18.38702835,61.36150279,112,112,50,122,TRAIN +0X4F15F814B6C4AC07,27.84718738,101.9678059,141.3220111,112,112,52,177,TRAIN +0X4F1634C33E5A0522,59.06355561,42.21295583,103.1182763,112,112,50,181,TEST +0X4F1931029A1D9934,49.02329032,56.63544581,111.1006304,112,112,50,217,TRAIN +0X4F1B9F3892A85EB7,64.09919306,16.09965507,44.84482786,112,112,50,164,TRAIN +0X4F1C516BC97B41EE,30.16215715,97.1137481,139.0560535,112,112,50,161,TRAIN +0X4F1F34E939FC2557,52.47441984,32.96142535,69.35512463,112,112,50,130,VAL +0X4F20288846F54AAD,64.39454065,32.89177775,92.37846766,112,112,50,117,TRAIN +0X4F2FCFDBC0A1DD38,59.49181919,38.08354991,94.0144661,112,112,50,160,TRAIN +0X4F2FF2F686A266C3,67.41344134,22.9297438,70.36564995,112,112,50,179,TRAIN +0X4F30FC9068E8FE43,58.05433647,29.03788857,69.22739117,112,112,50,189,TRAIN +0X4F331FB817B1F3BE,66.38750466,28.12613331,83.67761163,112,112,50,201,TRAIN +0X4F38559E6842E6B9,62.51260452,27.43132578,73.17479762,112,112,50,212,TEST +0X4F3D2A57AE67F1BA,68.95583872,13.67992244,44.06600749,112,112,50,173,TRAIN +0X4F3E4E3D41B3880F,53.13191932,14.06238756,30.0041891,112,112,50,122,VAL +0X4F3EA3910326F0CC,61.53174186,26.04359699,67.70152393,112,112,50,266,TRAIN +0X4F3FE52D34FEC127,68.92033372,19.15573573,61.63430316,112,112,50,149,TRAIN +0X4F421A5FB2E90A22,27.89180875,55.40972712,76.84248649,112,112,50,113,TRAIN +0X4F4419A0DFA94461,62.84597026,24.67685612,66.41771104,112,112,50,122,TRAIN +0X4F47E30FDD6BE447,38.28193973,52.11782218,84.44501002,112,112,50,219,TEST +0X4F48415B343A0D90,68.26015421,17.8637337,56.2817281,112,112,50,137,TRAIN +0X4F4BB57DAEE2B13E,55.54409772,38.25271611,86.04642836,112,112,50,170,TRAIN +0X4F4D1ACDEAAD616D,60.16223901,35.57807581,89.30741821,112,112,73,230,TRAIN +0X4F4F64C47B366DC9,48.97945022,21.21418109,41.57967953,112,112,50,197,TRAIN +0X4F536E88702468E5,65.90661605,26.07204054,76.47243401,112,112,54,223,VAL +0X4F5499DDFF536F69,39.32384155,78.25932321,128.9787047,112,112,93,334,TRAIN +0X4F55DBA9FA2C8A16,50.9498032,47.3618994,96.55802115,112,112,50,84,TRAIN +0X4F582A71F1FF7D0D,59.34418115,57.34597916,141.0523285,112,112,43,126,VAL +0X4F599EF3B97B2074,61.69335189,30.26717738,79.01285775,112,112,50,231,TRAIN +0X4F5AC6C6E87FE738,19.93379912,177.5936179,221.8084735,112,112,46,151,TRAIN +0X4F67102FD11ACB40,50.9909275,38.50037027,78.55763904,112,112,50,134,TRAIN +0X4F6A027D4F2767D2,57.39836881,25.26198141,59.29815528,112,112,50,166,TRAIN +0X4F6EAF6EA9D0D4AA,62.54426874,36.02232725,96.17307163,112,112,50,182,TEST +0X4F75447642EB2B26,62.39626182,44.00352814,117.0190259,112,112,50,161,TRAIN +0X4F7741E1C11B62D0,67.63066652,22.90896301,70.77366307,112,112,50,159,VAL +0X4F78BDF6D975B3F4,60.68631198,46.20820507,117.5371922,112,112,50,113,TRAIN +0X4F8669AE1E9EF98A,66.98512744,28.57094666,86.53962428,112,112,50,201,TRAIN +0X4F881958C896CE48,65.05637444,23.1752772,66.3219023,112,112,50,188,TRAIN +0X4F89846030713617,50.79293328,57.35977526,116.5681661,112,112,50,209,TEST +0X4F8A67FD2D22326D,57.24534716,40.3191268,94.30348305,112,112,50,148,TRAIN +0X4F91266598DC110C,66.7951518,14.4742254,43.59069891,112,112,64,193,TRAIN +0X4F919DE23C2FA6E2,66.04777005,32.21200767,94.87449784,112,112,50,142,TRAIN +0X4F940270E621C80F,46.8572024,74.42706045,140.0510771,112,112,50,142,TRAIN +0X4F963A8803EE27E1,59.22675669,63.65483249,156.1191294,112,112,50,165,TEST +0X4F96D302CB820C76,66.31066523,21.52348325,63.88812186,112,112,50,192,TEST +0X4F98D02DFC3B1946,57.076043,39.93573999,93.03834683,112,112,50,146,TRAIN +0X4F9A4229C54DA391,65.68065103,37.14768902,108.2412404,112,112,56,191,TEST +0X4F9AAFE15DEFF1DD,59.23246071,28.87332014,70.82428972,112,112,50,178,TRAIN +0X4FA293CB5DA42464,56.89536634,48.04586449,111.4633403,112,112,50,242,VAL +0X4FA94B7C48199688,65.14450573,18.08298745,51.87987672,112,112,50,198,TRAIN +0X4FAB297B6620A2AB,59.67211796,25.58193289,63.43485348,112,112,50,181,TEST +0X4FACABF5BA7D337,56.52494794,39.38911075,90.60164137,112,112,56,209,TEST +0X4FAD323C9963C4C5,62.19313091,33.84519149,89.52127564,112,112,50,185,TRAIN +0X4FB1EC855B216E1A,55.25188241,37.99343902,84.90511124,112,112,50,134,VAL +0X4FB7C9EF56491F44,62.35347311,34.83600951,92.53445773,112,112,50,163,TRAIN +0X4FB86E58433D484,14.99908399,221.9039119,261.0606124,112,112,47,169,TRAIN +0X4FB8E429239BF340,65.920185,16.96388478,49.77692742,112,112,50,167,TRAIN +0X4FBBACA1DE70DD6,58.26322905,26.61476702,63.76815074,112,112,50,198,TRAIN +0X4FC889C80C584428,69.56280106,14.28125102,46.92038532,112,112,50,137,TRAIN +0X4FCDB057B0CDE7DF,56.91882613,49.74509175,115.468283,112,112,50,176,TRAIN +0X4FCE535BE53FAB25,64.63630471,17.92200568,50.67910898,112,112,50,209,TRAIN +0X4FDA647A573CBE00,62.73139187,27.40757279,73.54063959,112,112,50,172,TRAIN +0X4FDFAA192A4C1A34,48.39300065,35.39910402,68.59361031,112,112,50,152,TRAIN +0X4FE2CBC9422F019B,52.23395413,69.68903082,145.8965873,112,112,62,246,VAL +0X4FEC9915044DD151,42.91918004,56.03195073,98.16248394,112,112,50,84,TRAIN +0X4FF3346B3C8EC3AB,64.65272359,26.73571601,75.63727315,112,112,51,170,TRAIN +0X4FFC94D07CF61F1D,24.7103749,138.9024567,184.4908332,112,112,47,118,VAL +0X500329C3351ED572,60.94097942,26.26528144,67.24511023,112,112,50,246,TRAIN +0X500FC4E8716B0A8F,46.76610905,155.8435585,292.7525222,112,112,40,161,TEST +0X50123D34D2500DE7,44.32031667,57.6633633,103.5626639,112,112,50,169,TEST +0X50138BF24E34070,64.29627108,15.81928888,44.30710562,112,112,50,143,TRAIN +0X501B99B68693CCE1,57.70705864,25.35887628,59.96006771,112,112,62,247,TRAIN +0X50249BC3755317E9,21.5005347,82.61495617,105.2426992,112,112,50,238,TRAIN +0X50273065E4D6B4ED,62.75912244,38.22379664,102.6393553,112,112,37,127,TRAIN +0X502AEA12E5BBB9D2,66.65007574,9.659670821,28.96459598,112,112,73,336,TRAIN +0X5031E6955F4365B4,56.85402691,32.08159663,74.35594643,112,112,50,148,VAL +0X503525FC85147E0C,63.82338998,20.03497909,55.38102957,112,112,58,256,TRAIN +0X503BD718C4BF61C3,65.23892268,25.28886606,72.75052447,112,112,50,187,VAL +0X50427F902D83EA24,45.39229726,67.84301668,124.2370825,112,112,64,172,TRAIN +0X5042C6AB36212224,38.35772253,70.60801147,114.5447806,112,112,50,140,TEST +0X505828C7FAF08FAF,56.73931533,35.27007781,81.52917153,112,112,50,158,TRAIN +0X5069F73ECE751F8B,44.56773144,91.48343504,165.0364263,112,112,50,202,TRAIN +0X506A4B034D096FD7,48.09604285,41.31338362,79.59582638,112,112,50,198,TRAIN +0X506EEAD6511D811C,64.9805824,12.56516789,35.88057356,112,112,50,199,TRAIN +0X5070727F1ECC8DD4,55.45670936,48.17172702,108.1458651,112,112,50,202,VAL +0X50718C14D74E7486,56.10997435,44.39465453,101.1497576,112,112,50,221,TRAIN +0X5071B146A249B859,70.44091143,18.36910098,62.14366502,112,112,50,116,TRAIN +0X507257F3C2959527,56.70071919,34.02023396,78.56997466,112,112,50,138,TRAIN +0X5077E67FD3C011C,55.68854349,42.68511227,96.32974322,112,112,50,172,TEST +0X507C7C082EA6B68F,56.20188189,46.576519,106.3436536,112,112,59,251,TEST +0X50807FBC49B44ED4,59.85391329,31.82882742,79.2825155,112,112,50,251,VAL +0X5083D1646DF2023E,65.57201877,17.92142185,52.05481474,112,112,51,103,TRAIN +0X50843AB0C28327D4,61.99991011,18.86804101,49.65262203,112,112,50,204,VAL +0X508601D38C7D0090,60.17421063,37.12482615,93.21805477,112,112,50,190,TRAIN +0X5089EB6EC06D2181,37.44691037,109.563782,175.15327,112,112,50,171,TRAIN +0X508FD6CD0EA0699D,46.17009098,56.98144039,105.8546102,112,112,50,148,TRAIN +0X508FE72264BBC1D2,55.11205548,32.6494339,72.7354176,112,112,50,159,TRAIN +0X5090FDBDC644DDBB,59.21733998,45.05124851,110.466675,112,112,50,144,VAL +0X50915122F649829D,59.54595325,51.37847298,127.0045326,112,112,50,164,TRAIN +0X50974B4CA53CDE5A,45.22031249,48.25398367,88.08736571,112,112,50,239,TRAIN +0X5098726A21007991,39.43995169,37.20123275,61.42867086,112,112,80,282,TRAIN +0X509943F2C5C692C1,66.43734723,54.49333332,162.3630101,112,112,50,130,TRAIN +0X509B4E8F6B3C73F7,43.2460504,41.40396154,72.95344523,112,112,50,190,TRAIN +0X509C9EE624629703,58.91479225,32.06120135,78.03587498,112,112,50,136,TRAIN +0X50A01D7C0D1E0E45,63.8473045,40.93649127,113.2321967,112,112,50,203,TRAIN +0X50A161F5290B4A01,35.12492355,79.58530549,122.6747001,112,112,50,151,VAL +0X50A22335DC1C7A37,73.20883665,24.02175522,89.66297918,112,112,52,253,TRAIN +0X50AA85E1108DD28D,63.952592,10.14948236,28.15592832,112,112,50,248,TEST +0X50AB04A900534867,58.1561031,30.51676599,72.93002863,112,112,50,250,TRAIN +0X50ADAC3EEB4348E3,60.19478883,44.9112061,112.8274535,112,112,50,176,TRAIN +0X50AF86577B0E0C0,23.28062938,122.4297074,159.5812197,112,112,47,109,TEST +0X50B19C247881BBAD,65.61538919,20.10214222,58.46261379,112,112,57,246,TRAIN +0X50B2490FF86A89ED,48.92240091,51.29154364,100.4188618,112,112,53,180,TRAIN +0X50B4E37239529E65,51.52561506,49.43992922,101.9918649,112,112,50,128,TRAIN +0X50C66E404592BE7,64.57626249,24.34618112,68.72843701,112,112,50,197,TRAIN +0X50D4A9CD65B07152,34.06562478,78.28314425,118.7288785,112,112,50,242,TRAIN +0X50D89DBCD571E45A,63.89804374,31.60976506,87.55693135,112,112,50,161,TRAIN +0X50D9093629F3BA7B,47.84529272,87.79551045,168.3366949,112,112,50,207,TRAIN +0X50DA3CD732256F5C,32.73632346,45.17706545,67.16413341,112,112,47,126,TRAIN +0X50DCD68550B88271,58.38313791,38.76178628,93.13961777,112,112,50,179,TRAIN +0X50E1A609EDB71DDE,50.09638034,66.3724439,133.0012619,112,112,50,169,TEST +0X50EFCFC1C29B956D,63.34723477,10.30375439,28.11180636,112,112,50,143,TRAIN +0X50EFE29884414EC2,55.78427513,44.68495521,101.0612296,112,112,50,188,TRAIN +0X50F1A619EA4634A1,49.74152593,29.3088571,58.31624942,112,112,50,154,TRAIN +0X50F2DBBCDE495383,61.09234728,21.46634369,55.17254882,112,112,50,158,TRAIN +0X50F561E08B87FD73,64.9532429,23.21007086,66.2260157,112,112,50,178,TRAIN +0X50F967F1598F990,35.30707992,122.0625889,188.6799804,112,112,50,173,VAL +0X50F9F19FB81D504C,63.54161871,26.36349767,72.31121278,112,112,50,180,TRAIN +0X5100C0F7F0AF1B58,66.74148213,23.82817058,71.64531705,112,112,50,174,TRAIN +0X510159059AAA7201,36.26712564,120.0164805,188.3117334,112,112,50,108,TRAIN +0X5107F84375998635,60.89717735,29.36951596,75.10842946,112,112,50,210,TRAIN +0X51097AF8AA3331ED,44.47494754,28.64817744,51.59504794,112,112,50,136,TRAIN +0X510CBB5CB06F937B,56.87125177,21.55740166,49.9838334,112,112,50,350,TRAIN +0X510DF8DD83561A78,57.29005832,31.25727691,73.18501428,112,112,50,146,TRAIN +0X510F6BFB4FBA32E,44.73035295,69.44807702,125.6531943,112,112,50,208,TRAIN +0X510FF9F679F312C2,58.03580892,21.5033599,51.24216468,112,112,50,162,TEST +0X51150E423F255843,55.03906854,58.0249417,129.0563603,112,112,50,196,TRAIN +0X5115DAC6AB92DF56,60.83869334,37.22935515,95.06668272,112,112,50,199,TRAIN +0X511728C63B70B4B1,45.34997094,52.3958872,95.87531445,112,112,50,209,TRAIN +0X5118B4340358A520,54.82345657,40.17631643,88.93180702,112,112,50,179,TRAIN +0X511C9798FB92301C,49.63321139,56.76755655,112.7083106,112,112,50,121,TRAIN +0X511D25AE9C39685C,61.01257434,19.48410816,49.9753647,112,112,47,136,TEST +0X5121D9B6B28A9A0D,57.52718303,34.16379197,80.43684034,112,112,67,318,TRAIN +0X512232C545DBCE9F,46.34766004,19.78114853,36.86912546,112,112,50,151,TRAIN +0X5122FEA094776B90,29.78141114,113.4301065,161.5385731,112,112,50,159,TRAIN +0X5125B39CB59E5FBE,50.00088438,55.52866621,111.0592968,112,112,51,137,TRAIN +0X5126AE3A3650D66B,40.29769213,22.34469836,37.42685861,112,112,50,140,TRAIN +0X51276E90BFD4E4C0,65.07239729,37.5049039,107.3789811,112,112,47,178,TRAIN +0X512845940E60D485,63.45963263,48.12601324,131.7064296,112,112,50,239,TRAIN +0X512A035A01A6C549,64.85552032,24.19145063,68.83428308,112,112,59,165,TRAIN +0X512A516AACF78DAB,55.22654947,18.11381419,40.45659643,112,112,50,177,TRAIN +0X512A75F626846DD1,68.89694333,9.241019588,29.7109692,112,112,50,159,TEST +0X51327FBFD448A550,64.12552258,20.67284147,57.62548462,112,112,50,83,TRAIN +0X513338EB70290591,28.07768967,70.70629845,98.30927028,112,112,50,168,VAL +0X513547F80FE92CA6,54.76623651,48.0739638,106.2789388,112,112,50,156,TRAIN +0X5135B2283BB69AF3,52.09861776,47.86436825,99.92272878,112,112,50,189,TEST +0X51387CAC8388DCAC,58.12415215,25.96970662,62.0159542,112,112,50,207,TRAIN +0X513B9DFACA291153,49.96831082,27.76449679,55.49382251,112,112,50,146,TRAIN +0X513CB49F4AFD54BB,66.15313685,23.98997822,70.87799575,112,112,50,150,TRAIN +0X51472543858384F2,52.90647253,36.41171766,77.31788129,112,112,50,131,TEST +0X514AE6D7248D0A2A,59.81845428,24.38892398,60.6968287,112,112,60,228,TEST +0X514E30A308ED7C61,54.81635778,34.16885789,75.62218583,112,112,50,209,VAL +0X51533857C7611936,68.81959478,22.19219053,71.17351546,112,112,64,248,TRAIN +0X5153747D26CD85F4,55.78100241,42.63902754,96.42694286,112,112,50,180,TRAIN +0X51556AE74D21038E,58.02331313,21.70630464,51.71038084,112,112,50,182,TRAIN +0X51574834DE0DBDA,55.07358805,54.07683937,120.3675901,112,112,50,221,VAL +0X515B00307A98E6F9,47.12936421,97.84693997,185.0685896,112,112,53,163,TRAIN +0X515B3FC559BDA78C,68.1022436,30.61680016,95.98418075,112,112,50,182,TRAIN +0X515B9D79337A52A8,57.73777619,36.08246983,85.37759393,112,112,50,376,TRAIN +0X515BE303CDEBF73D,59.24544318,21.24262724,52.12331797,112,112,73,256,TRAIN +0X515FB01ECBD93661,57.08975217,18.75734621,43.7129757,112,112,50,191,VAL +0X5169B30FBF1908B0,59.89299679,51.45322405,128.2898744,112,112,50,227,TRAIN +0X516A825179C202F9,52.89860494,31.04191316,65.90444534,112,112,50,178,TRAIN +0X517063CA3BDBF3DA,32.82973173,101.3430657,150.874886,112,112,50,211,TRAIN +0X5171ECAA55C8BBA,60.80485044,47.56314989,121.3495813,112,112,50,207,TRAIN +0X5175AED2558B83E6,65.17008643,38.5768223,110.7577319,112,112,84,198,TEST +0X517B9EA7B3FBEE17,52.02170111,15.90488502,33.15016452,112,112,53,149,TEST +0X517DACB0D4E4274,58.75400382,21.90964939,53.11945744,112,112,50,161,TRAIN +0X517DB959DDA30D1F,60.02486099,24.78219406,61.99401598,112,112,50,160,TRAIN +0X518BC58DF231D061,11.3466845,441.9104734,498.470329,112,112,50,125,TEST +0X5191570E6D6CCBC6,52.13342103,41.12768936,85.92151403,112,112,50,124,TRAIN +0X5193979B5CD463D0,54.85706012,47.57800129,105.3941135,112,112,50,221,TRAIN +0X519483F9EFA0B20E,56.55392306,59.09189015,136.0120276,112,112,50,181,TRAIN +0X51A155A49796F621,59.74992963,41.63290599,103.4356104,112,112,50,202,TRAIN +0X51A72288BC365D50,61.76643301,21.29440555,55.69557649,112,112,50,127,TRAIN +0X51A7D5E3CC58EB01,59.97764507,39.55928285,98.84296643,112,112,50,144,TRAIN +0X51AB3FD231602B33,64.26236328,18.98914179,53.13485593,112,112,72,280,TRAIN +0X51AF557A09FB40DA,62.97823478,68.65391454,185.4420343,112,112,50,247,TRAIN +0X51B29B65CD38C69E,58.05844459,26.86491325,64.05321162,112,112,50,158,TRAIN +0X51B5B37B6F4A8CA8,57.92971618,30.64341018,72.83861053,112,112,65,245,TRAIN +0X51B8DEE8747AFD9F,57.38255343,48.83097143,114.5797681,112,112,50,151,TRAIN +0X51BA813A5E8A6986,33.06444413,50.50884253,75.45891249,112,112,50,172,VAL +0X51BB2250DB2403D5,34.31704204,56.02920832,85.30250473,112,112,50,205,TRAIN +0X51C04B6508D13507,49.224679,48.44623187,95.41295046,112,112,50,208,TRAIN +0X51C33D62976C86E7,58.90339211,27.44526372,66.78230912,112,112,50,120,TRAIN +0X51C7B722CB637F8,59.7538075,25.41818111,63.1567349,112,112,50,193,TRAIN +0X51C9BBFB660CF100,62.96186852,45.77727596,123.5949929,112,112,50,186,TEST +0X51D2CBF603A4689D,56.01395384,55.53885595,126.2647153,112,112,50,245,TRAIN +0X51D385BFAEB40339,66.69635965,30.46691609,91.48223968,112,112,50,148,TRAIN +0X51D66652BDB24941,26.62707034,212.4194571,289.506577,112,112,50,160,TEST +0X51D8A66B24FD69CA,54.25797673,38.10484872,83.30381123,112,112,50,108,TEST +0X51DBEF15E61B4374,31.7756982,92.01629354,134.873192,112,112,53,102,TRAIN +0X51DC2AFCF509252E,50.23117309,40.06568912,80.50358348,112,112,62,147,TRAIN +0X51DD9336133AA9A3,60.20456923,23.42966139,58.87525511,112,112,50,240,TRAIN +0X51DEA404C6DAE247,49.97494229,32.16249951,64.29277842,112,112,50,90,TRAIN +0X51DF5916C8A5E638,28.22368352,74.32117146,103.5455358,112,112,50,96,VAL +0X51E57CEE1EFF9453,52.95476831,55.01099435,116.9321361,112,112,50,163,TRAIN +0X51E6A6EC8684036C,64.43852218,23.79490967,66.91203835,112,112,50,224,TRAIN +0X51EBAEFBADEB15E9,9.643793954,314.0705849,347.5916029,112,112,50,157,TRAIN +0X51EDA76C5B32BFB6,34.69651582,83.544906,127.9333056,112,112,50,200,TRAIN +0X51EEF0AF4CF6A039,40.55941224,74.18464751,124.8047005,112,112,50,190,TRAIN +0X51F0878231E80676,59.88843496,29.51589406,73.58449872,112,112,50,151,TRAIN +0X51F276725BEE4BF9,48.8780551,60.40220628,118.1531853,112,112,53,87,TRAIN +0X51F3A05DB9647C01,37.95302419,120.0779394,193.527465,112,112,50,230,TRAIN +0X51FD3D57BA8323F2,53.54575333,31.1785772,67.11674269,112,112,50,190,TRAIN +0X51FE69873DAD3A42,70.09197031,16.91379802,56.55269906,112,112,30,120,TRAIN +0X51FF8C85CC1C6EC7,60.96771469,20.69816589,53.02832189,112,112,50,141,TRAIN +0X52014FFC1A469302,49.54181064,43.9647454,87.13104049,112,112,50,156,VAL +0X520169BA78B3FD6A,58.54115861,19.60962886,47.29902767,112,112,50,275,TRAIN +0X520285C7C42A3A71,57.23865153,42.63498195,99.70448425,112,112,50,123,TRAIN +0X5203FF5095E5A01,58.78043579,34.6038001,83.94994164,112,112,58,227,TRAIN +0X5204CC14B02919D5,60.48199807,28.53611963,72.21043129,112,112,50,188,VAL +0X52060B6BF382C4B4,62.05715617,41.25071281,108.7180313,112,112,50,212,TRAIN +0X5206D35DE3795342,26.77856186,146.8596264,200.569164,112,112,50,178,VAL +0X5206F9D88064AFE8,57.80577342,51.94103357,123.0998594,112,112,50,183,TRAIN +0X5208E6FA65C27BC5,56.1712135,23.63156122,53.91789987,112,112,50,198,TRAIN +0X5210A2AE344C6131,56.67886462,27.26131098,62.92843144,112,112,50,157,TRAIN +0X5216E8EAC6638EC5,27.70258682,107.2012619,148.2781432,112,112,50,196,TEST +0X521D37449979E761,62.96437371,14.47977539,39.09688275,112,112,61,196,VAL +0X521EA8A95B25BF85,58.20991715,39.04698718,93.43601284,112,112,53,166,VAL +0X5222169EED25C8D8,59.41323314,25.15096283,61.96838225,112,112,50,133,TRAIN +0X5225E58471150AD3,49.96847774,29.52172165,59.00624308,112,112,50,198,TRAIN +0X5226FB3272760299,59.26563152,39.06086214,95.89166004,112,112,47,158,TEST +0X52297761808D2976,45.82430898,63.13474928,116.5370447,112,112,50,209,TEST +0X522E7EC5D8AA4628,69.66921716,28.65376233,94.47089605,112,112,50,229,TRAIN +0X522EE1FAE9E44660,52.56806761,53.61304598,113.031545,112,112,50,165,TRAIN +0X523258F4875D1051,65.04006669,17.02984782,48.71247226,112,112,50,112,TRAIN +0X5232F0CB5A9F5EFE,13.43679463,213.7164131,246.8905953,112,112,50,192,TRAIN +0X5233D810FA8D90D0,62.62442611,22.37162879,59.85628167,112,112,50,149,TEST +0X5235A82128C7DA89,50.83242149,72.4809382,147.4161234,112,112,50,173,TEST +0X5238017D9647223F,63.50281037,22.96359273,62.91879719,112,112,50,66,TRAIN +0X523FA0DDFF2B86ED,40.66317818,62.60492018,105.5077071,112,112,50,173,TEST +0X523FF4ADB265D1D7,27.95574295,75.62983788,104.9769142,112,112,50,189,TRAIN +0X5242792A4F7179CB,53.21375154,39.39724814,84.20689718,112,112,50,188,TRAIN +0X52440183F6E99858,67.6158597,33.55197399,103.6061902,112,112,50,173,TRAIN +0X5245782BC86D72CF,60.08124694,33.79112404,84.64974842,112,112,50,185,VAL +0X524BD73B9BA0994B,60.69253195,34.68837434,88.24881392,112,112,50,161,TRAIN +0X524E096EBA4915EA,55.17527706,81.76256066,182.4050553,112,112,50,182,VAL +0X5250AF044F67C35B,40.77764546,73.91597218,124.8109312,112,112,50,158,TRAIN +0X5250BFB3A5B5DE5D,20.4088448,106.5013395,133.810521,112,112,47,117,TRAIN +0X5251B40D3A1CD1D6,62.72088222,20.20450832,54.19792506,112,112,50,187,TEST +0X525504B5A2CB1678,63.68187601,48.825438,134.4382161,112,112,50,157,TRAIN +0X525A6043720EEE80,64.80834834,61.60351736,175.0515092,112,112,50,204,TRAIN +0X525B53BB23B6BFFF,63.87475908,20.05860192,55.52517136,112,112,50,162,TRAIN +0X525F4337010EACD0,57.94027808,40.91718523,97.28353724,112,112,50,172,VAL +0X525F58503C9356EE,23.35344081,99.44686225,129.7473276,112,112,47,220,TRAIN +0X526147E29A61A557,54.17730989,47.85461816,104.4343273,112,112,50,163,TRAIN +0X52619FC2739EB1F1,51.40443314,36.95412622,76.04423327,112,112,51,52,TRAIN +0X5263B7448345F313,59.19947145,30.20980949,74.0426915,112,112,50,163,TRAIN +0X52640461AE729391,50.08508105,58.8299929,117.8605398,112,112,50,209,TRAIN +0X5266458976482657,66.41436606,12.69829116,37.80869875,112,112,46,127,TRAIN +0X52681CFFD5B749CC,59.42452944,34.72902442,85.59118095,112,112,50,147,TRAIN +0X526BA02D476E9274,47.98303506,42.46839081,81.64334628,112,112,50,151,TRAIN +0X5271A44429C406DE,69.31930731,9.139671529,29.78965182,112,112,50,133,TRAIN +0X52741F3A8E09E79C,28.92296955,30.39322546,42.7609669,112,112,50,113,TRAIN +0X52749A08918D145,70.20101576,8.672862244,29.10455663,112,112,83,275,VAL +0X527F41D680422536,67.29538727,17.42456794,53.27862491,112,112,54,196,TRAIN +0X52832AF3B2EE7826,41.32650196,36.34380064,61.94244736,112,112,50,213,VAL +0X5284C8C05B0255E9,58.49876299,42.36236685,102.0749498,112,112,50,187,TRAIN +0X528747A45FEF978E,55.71073898,51.82423919,117.0131043,112,112,50,212,TRAIN +0X52894A1293DC3698,59.89469048,32.89022646,82.00965621,112,112,62,227,TRAIN +0X5294006E7295A9D3,62.59376389,16.87510095,45.11306857,112,112,50,164,TRAIN +0X5295198F216052C5,47.24160286,76.88454372,145.7294912,112,112,50,202,TRAIN +0X52A19EE2EB43DCEA,67.76696248,32.26450042,100.0976107,112,112,47,150,TRAIN +0X52A92D8D4C0BB36B,59.94174904,40.24874585,100.4755447,112,112,50,107,TRAIN +0X52AB5E2861E64C14,71.67342173,17.51842238,61.84447064,112,112,55,220,TRAIN +0X52ADAC369E93CF52,57.79215508,26.13779791,61.92639772,112,112,50,101,TRAIN +0X52B0FFBD0E252F79,56.01296841,18.96853033,43.12300613,112,112,50,176,TRAIN +0X52B18B65394F13D1,40.85950654,43.44215866,73.45586099,112,112,52,145,VAL +0X52B3311CBAFB526B,58.2992546,26.26045224,62.97357994,112,112,50,116,TRAIN +0X52B45CBAAC8373DA,64.98520259,22.64663196,64.67731826,112,112,50,142,TRAIN +0X52BBC4F30524BEB6,60.58110747,32.12789479,81.50379864,112,112,50,140,TRAIN +0X52C8E34676F66ADB,40.25004326,87.44603248,146.3532984,112,112,60,244,TRAIN +0X52CBA0C16FD4CD3D,65.70127835,13.66769913,39.8490045,112,112,50,190,TRAIN +0X52CC0BAB001C7C06,33.57071917,82.12053928,123.620997,112,112,50,95,TRAIN +0X52CDBA521DF75946,49.95992299,23.24386759,46.45050323,112,112,50,169,TRAIN +0X52D0359294EEDEA7,55.27900517,41.25885868,92.25836508,112,112,50,115,TRAIN +0X52D27E1752D12960,50.69274746,25.59838493,51.9160643,112,112,50,206,TEST +0X52D4906BB576A5F5,55.1718557,48.58491895,108.380393,112,112,50,128,TRAIN +0X52D557F8B05D9D23,61.38546775,27.32624015,70.76672579,112,112,50,128,TRAIN +0X52D5600CFB02C68A,73.15945796,27.95454792,104.1504597,112,112,50,119,TRAIN +0X52D59CA57FAC5D8A,30.55678469,72.15183032,103.9004746,112,112,68,204,VAL +0X52DD020FA81C5911,62.40759571,33.80628603,89.92850197,112,112,43,200,TRAIN +0X52E6FB1ABC9979AA,66.18673684,24.93000359,73.72847593,112,112,50,170,TRAIN +0X52E72FE599012A73,64.64642886,22.31346414,63.11516324,112,112,50,132,TRAIN +0X52E865A8C311F559,49.24819368,59.4018799,117.0438733,112,112,61,222,TEST +0X52EE1C53A1BC9F16,60.39171568,26.25776728,66.2936245,112,112,50,171,VAL +0X52F3BB17DC1CC0EA,65.19406525,13.72283882,39.4267211,112,112,50,162,TEST +0X52F59CC4F973172F,22.3295185,164.1641285,211.359741,112,112,50,119,TRAIN +0X52F78B094464709B,63.76398647,27.05174332,74.65430294,112,112,50,148,TEST +0X52F97576E094322B,57.18107777,46.02334061,107.4836503,112,112,50,104,TRAIN +0X52FDE4342ACD5331,55.3444825,84.41938545,189.0458115,112,112,50,149,TRAIN +0X52FEE70BDB811E9B,69.33711964,23.69624825,77.27991621,112,112,50,77,TRAIN +0X5304E93805A039EC,63.43101075,20.33363377,55.60348862,112,112,50,187,TRAIN +0X5305BF4F8A3780B0,58.47365669,41.18094098,99.16823322,112,112,50,196,VAL +0X53086AFB52330C89,41.39123084,84.26912096,143.7824444,112,112,50,197,TRAIN +0X530DFA010BC9EE5A,60.53934757,50.84961866,128.8615761,112,112,43,154,TRAIN +0X53105275386CE431,68.35093079,20.61756658,65.14430626,112,112,50,156,TRAIN +0X53138007E8FCB197,53.89787777,52.88173285,114.7056367,112,112,50,167,VAL +0X531443B0071CDBE7,57.4101253,31.01668907,72.82643888,112,112,89,309,TRAIN +0X5314F4555E935D32,60.7531818,18.93147451,48.2369664,112,112,50,178,VAL +0X532255A0D06AF53D,65.19249545,30.27563933,86.9802065,112,112,50,174,TRAIN +0X532260359751DBB,23.86620055,201.3802959,264.5084014,112,112,50,131,TRAIN +0X5323F2A87FB33D5,59.01706129,21.05948086,51.38597066,112,112,50,171,TRAIN +0X5324777137DAAF06,20.33523334,167.5311115,210.2951135,112,112,50,138,TRAIN +0X532728AF419C2BD4,57.18654826,30.22264396,70.59146772,112,112,50,130,TRAIN +0X53293E0FFF92E26A,56.51302583,41.31751055,95.01123345,112,112,50,175,TRAIN +0X5331DF8AF33FA880,63.27727587,20.39258888,55.53125309,112,112,50,189,TRAIN +0X5333CEAC223AB6D0,54.05483236,40.03181409,87.12954191,112,112,43,95,TRAIN +0X533498EF6F72192,62.2761363,10.80661265,28.64662203,112,112,45,114,TRAIN +0X53352F8300F75CEC,67.03413615,30.86010345,93.61230026,112,112,50,217,TRAIN +0X53403DC4C4526AC3,76.31179251,8.883852762,37.50327147,112,112,50,152,TRAIN +0X53412B6864809F46,64.98896232,21.69005291,61.9520424,112,112,50,201,TRAIN +0X53432F9602925B2E,60.94301781,43.59611568,111.6218234,112,112,50,192,TRAIN +0X53434964FF756E9A,65.20899063,18.43141957,52.97753616,112,112,50,133,TEST +0X53491FA3CDC950C1,57.28218048,35.8048174,83.81705292,112,112,50,157,TEST +0X5349865A317C7B59,33.42162995,157.0470766,235.8830301,112,112,50,134,TRAIN +0X53499C56E6465674,67.02431344,22.88999957,69.41477784,112,112,50,139,TRAIN +0X534A45D607A13527,14.87669017,292.7620322,343.926984,112,112,50,233,VAL +0X534B7A1F00C0869C,64.37298697,23.67089355,66.44085916,112,112,50,158,TRAIN +0X534C9F54153DA440,60.2046443,37.61814124,94.52897351,112,112,50,134,TRAIN +0X534F8C502A462B60,59.79982988,28.49550147,70.88403204,112,112,50,212,VAL +0X5352D23D6CB2673C,48.46460877,36.69026443,71.19430658,112,112,52,105,TRAIN +0X53552FB88892AC31,64.9678313,13.83932425,39.5046175,112,112,50,204,TRAIN +0X5359A0AEC9FD8C36,41.1983625,65.13344512,110.7680804,112,112,50,164,TRAIN +0X535B7884988ACFBC,55.27048164,31.47990109,70.37835918,112,112,50,230,TRAIN +0X535C51E9C2EE35F1,64.34561246,21.02195578,58.96036147,112,112,53,200,TEST +0X535C97BB939E71C4,33.20889695,69.77044901,104.4606929,112,112,50,175,TRAIN +0X53640FEE8C415E2A,67.38216095,22.26170396,68.25008831,112,112,50,268,TRAIN +0X53654922C42D0581,55.16448723,54.72950034,122.067301,112,112,50,135,TRAIN +0X53665CE9C3E14600,30.76562073,132.3929209,191.2242476,112,112,47,130,TRAIN +0X53666FBFC3CC3583,56.83958617,53.33417315,123.5719689,112,112,50,203,VAL +0X536907DD9FB81B8E,24.51307149,143.4122993,189.9829575,112,112,50,174,TRAIN +0X5369F6C63E8B5DF5,63.00989267,14.93588452,40.37805133,112,112,50,137,TRAIN +0X536F4846A4B7D0F9,71.27455372,14.48058268,50.41029662,112,112,50,154,TRAIN +0X536FF5B8DA04D5A9,57.4143897,39.57929451,92.94053608,112,112,50,242,TRAIN +0X5374EEB8E8E1650C,65.84010419,26.74490954,78.29329953,112,112,50,247,TRAIN +0X53766395EDD20AF4,60.23842083,19.6271904,49.36220042,112,112,50,190,TRAIN +0X537E0C66F1BC068B,52.17910843,74.97062844,156.773799,112,112,53,139,VAL +0X5384FB77E5EA44DB,64.52561018,36.64711127,103.3058256,112,112,50,208,TRAIN +0X5386330F2823CD9A,68.43313481,15.42394302,48.86118065,112,112,50,221,TRAIN +0X5389ED952B455A33,69.99193089,10.20337677,34.00211035,112,112,50,76,TRAIN +0X538CA13B226682A9,35.56461326,92.98067223,144.300635,112,112,50,157,TRAIN +0X538EE4B6099DF1CC,55.58854269,27.55868419,62.0530959,112,112,50,288,TRAIN +0X53935BDDDDEAC8BE,60.42393631,35.31700322,89.23829186,112,112,50,178,TRAIN +0X539386FD2B2033D5,55.07518821,64.23680296,142.9873613,112,112,50,202,TEST +0X539A371D00A8183E,55.43678579,34.1079106,76.53826414,112,112,50,185,TRAIN +0X539C8A97334B092C,28.29900867,56.47968948,78.77114171,112,112,50,133,TRAIN +0X539CB3C4DC98A2A2,63.85554589,68.66827241,189.9828732,112,112,50,232,TRAIN +0X539FF77627188BF8,40.24377545,55.13866135,92.27266575,112,112,50,124,TRAIN +0X53A0FEF8F35BDBDC,61.5189294,42.01012937,109.1708955,112,112,50,156,TRAIN +0X53B6D6024241698C,48.57697095,61.91699474,120.4071325,112,112,50,193,TRAIN +0X53BD50EB0C43D30D,62.49944465,33.09915513,88.26310658,112,112,50,144,TEST +0X53BE187CA129F29,56.45119512,31.61101838,72.58756807,112,112,50,178,TRAIN +0X53C185263415AA4F,52.55615321,17.56210389,37.01661032,112,112,30,52,TRAIN +0X53C2C17D229F3C15,67.86559643,20.27874961,63.10604012,112,112,50,172,TRAIN +0X53C64FBBD36CD7ED,67.39163262,20.16477021,61.83925119,112,112,50,171,TRAIN +0X53C694BBD38E22BF,65.40832313,23.57375682,68.1486385,112,112,50,181,TRAIN +0X53C69D7485C75891,55.5874486,64.11045909,144.3521191,112,112,50,203,TRAIN +0X53C84BFA9447BEE8,64.96799775,33.35932429,95.22528587,112,112,50,155,TEST +0X53C87632CB74A529,62.46381714,30.83279107,82.14151978,112,112,50,159,TRAIN +0X53CDAEEF7BDFBFB2,58.23716889,22.81488127,54.62963277,112,112,50,156,TRAIN +0X53CDFF78C91C7385,62.46281004,24.68349669,65.75744405,112,112,59,173,TRAIN +0X53CE02247441397F,62.24222888,44.5239822,117.920049,112,112,47,128,TEST +0X53D2957F996CF868,70.31997364,31.68883435,106.768215,112,112,50,142,TRAIN +0X53D35BCC24F3C358,59.79154751,22.96457388,57.11379686,112,112,61,257,VAL +0X53E07181682C4F8A,48.27584252,41.88305386,80.97387353,112,112,50,141,TRAIN +0X53E1375C97572B46,45.41811401,60.70492755,111.2180835,112,112,50,208,TRAIN +0X53E56B91AA00FA9D,64.77735972,19.4234523,55.14479363,112,112,50,229,TRAIN +0X53E9F9A7FB8F3310,58.84957735,41.11667483,99.91798913,112,112,50,188,TRAIN +0X53EEA5419A7890EC,53.62182792,31.15855679,67.18366721,112,112,50,152,TRAIN +0X53F8BDD78E95B9FC,53.33229775,31.72235618,67.9749691,112,112,50,160,TRAIN +0X54033ED5CBA33FFC,73.24233634,25.42214645,95.0088422,112,112,50,173,TRAIN +0X5404DDC9EBCC99AC,37.01831761,53.99120118,85.72524445,112,112,58,219,TRAIN +0X5406E97A85CAEB10,64.71305116,55.77780059,158.0692081,112,112,50,185,TEST +0X5407651AF7E19AD1,39.58950523,80.38669908,133.0674403,112,112,64,184,TEST +0X5407BBC70D8C2668,59.2185383,27.06668135,66.37006185,112,112,65,226,TRAIN +0X5408E0317663E31D,40.43884549,59.03971902,99.12453763,112,112,50,209,TRAIN +0X540A087A5D8BA000,59.45826595,15.41247407,38.01631684,112,112,50,171,TRAIN +0X540A0C3A3D6FE15E,65.85482768,15.68617993,45.93967131,112,112,50,222,TRAIN +0X540C108EF0C4BC0A,56.69189311,35.00901232,80.83708764,112,112,50,160,TRAIN +0X540CEAFF8921F79A,66.24704912,39.43813459,116.8435161,112,112,50,95,TRAIN +0X540DB65A86CE2AE9,54.96570853,43.00830909,95.50124513,112,112,50,158,TRAIN +0X540FDA7545A0BE0D,64.40588827,18.28194012,51.36225973,112,112,50,174,VAL +0X5411B84B15B3E3D3,63.80474399,34.31973302,94.8183182,112,112,50,220,TRAIN +0X541432A2F24BA7A4,64.09659834,28.7746733,80.1446993,112,112,50,197,TEST +0X5418A371914B3AAD,56.81520633,21.70640493,50.26400054,112,112,50,152,TEST +0X541C0693140E6AD0,46.10955047,33.62930522,62.40308906,112,112,42,58,TRAIN +0X541CBDC87C8A9938,30.91744104,81.74777026,118.3334426,112,112,50,166,TRAIN +0X5420B85CEA2D0031,65.17635408,27.47395483,78.89453876,112,112,50,169,VAL +0X542269B9EE51A992,62.07006236,30.23792863,79.72048073,112,112,50,196,TRAIN +0X542C044A1CD63BB5,60.07703706,25.80134258,64.6278249,112,112,50,187,TRAIN +0X542D2E472E2F1679,63.76134555,23.57573297,65.05686631,112,112,59,215,TRAIN +0X5432781F699FAD85,62.33417134,15.81827055,41.99634287,112,112,50,637,TRAIN +0X543AF83606F3A663,74.02450883,21.41133409,82.42898639,112,112,50,176,TRAIN +0X543FF08F5AEED836,60.45867813,23.08142271,58.37291628,112,112,31,100,TEST +0X5440A5C9A8CACA49,48.86035899,50.21061759,98.18335952,112,112,50,122,TEST +0X54426A036FD34753,32.96572858,83.66776079,124.8134111,112,112,50,151,TRAIN +0X54442FC8E9CB9471,58.02260313,38.54643036,91.82663346,112,112,50,189,TRAIN +0X5445E6F3C13CBD31,64.65340419,18.66576671,52.80782005,112,112,50,123,TRAIN +0X544FD7AD28A89E2,46.87145264,53.71982819,101.1129249,112,112,50,216,TRAIN +0X545052C74517595D,68.25383767,15.78219049,49.71369556,112,112,50,148,TRAIN +0X5451814C7D5751EE,66.18861589,23.46140786,69.38907849,112,112,50,153,TRAIN +0X545A13EBCAB66563,67.30817138,22.39310722,68.49756702,112,112,61,201,VAL +0X545A872618190FB2,68.88244581,16.07183067,51.64875931,112,112,50,124,TRAIN +0X545AE8E42396264B,60.75618166,22.62363324,57.64890931,112,112,50,188,TEST +0X5463B4BB0B291919,59.19100993,28.48996565,69.81296425,112,112,50,194,TRAIN +0X5468C7D7A31C7B4E,59.27465351,23.86959534,58.61115349,112,112,50,171,TRAIN +0X54698C3D37232417,47.85309604,35.49793278,68.0729441,112,112,50,124,TRAIN +0X547038301E3979F9,66.44014858,21.45241324,63.92284929,112,112,50,102,TRAIN +0X547103856DCD6CB5,58.62171,58.64829175,141.7368667,112,112,50,131,TRAIN +0X547240BF9319AEB2,65.04337028,19.24067112,55.04155085,112,112,50,164,TRAIN +0X54753D541D22E2A6,66.1497103,45.28112519,133.7687966,112,112,50,200,TRAIN +0X547722DDE523BEA8,64.00586788,23.47007825,65.20529005,112,112,50,239,TRAIN +0X5477359C84D56656,34.7643276,92.43162418,141.6887736,112,112,50,201,TRAIN +0X5478D5A9213C8100,48.34272397,47.51971311,91.99035792,112,112,50,142,TRAIN +0X547B565B7E7D71E0,59.57698031,23.92770539,59.19326556,112,112,50,222,VAL +0X547BE4F7E93BBD8E,64.73334892,36.32127599,102.9904311,112,112,50,207,TEST +0X5482AE6485A16527,55.15575493,22.17750811,49.45452439,112,112,50,94,TRAIN +0X5488B4989668C529,66.7894703,23.80455764,71.67774154,112,112,50,184,TEST +0X54929E074AA52477,51.73825867,30.17599046,62.52569764,112,112,50,132,TRAIN +0X5496FF752FDE2035,59.44111921,20.60843348,50.81114931,112,112,50,152,TRAIN +0X549DC9EF35C8C4E1,46.39883523,49.51899533,92.38417772,112,112,50,131,TRAIN +0X549E4D1EF55F1A8E,71.50487245,21.31902026,74.81637072,112,112,50,239,TRAIN +0X54A01EB69B2856E5,55.22243322,43.68347251,97.55660177,112,112,50,113,TRAIN +0X54A17A345854DE4F,35.14323924,43.11232403,66.47313792,112,112,51,125,TRAIN +0X54A1D14B31268CC6,35.11473716,41.52462855,63.99701063,112,112,50,137,TRAIN +0X54A2D65EAE28F52,64.09625015,14.73846859,41.04994228,112,112,50,120,TRAIN +0X54B01A56E95D4A2E,59.28328505,35.70110666,87.68169707,112,112,51,119,VAL +0X54B116C8FC863906,62.78513688,25.9678231,69.7780965,112,112,50,157,TRAIN +0X54B16EA56C850E86,73.39697888,18.65402722,70.11995793,112,112,50,233,VAL +0X54B172E349A11249,56.16917994,26.65740991,60.81887099,112,112,50,165,TRAIN +0X54B48701142030FC,63.44999207,34.27626906,93.77910157,112,112,50,200,TRAIN +0X54B60ED35AF2106C,65.14423122,23.2999237,66.84667852,112,112,50,149,TRAIN +0X54B663CB7EDDFDCE,58.34589311,49.59506454,119.0640449,112,112,50,128,TRAIN +0X54B71D4AF64D761C,53.38332101,24.85706874,53.32226423,112,112,50,268,TRAIN +0X54B8B2249BC8D627,60.74073473,31.36150591,79.88306886,112,112,50,185,TRAIN +0X54B9C80F509BBF38,59.38251898,36.98717037,91.06219648,112,112,50,159,VAL +0X54BB6DC418E39712,51.4244151,37.77123316,77.75764973,112,112,50,172,TRAIN +0X54BDACF8BA99714A,62.04167845,24.32036043,64.07122191,112,112,50,186,TRAIN +0X54C421A80132E0C1,60.832036,18.95096849,48.38384882,112,112,50,104,TRAIN +0X54CA4BDAF8C19A6C,37.08021029,61.68048824,98.03034709,112,112,50,162,TRAIN +0X54CB2267CB8CEBBB,51.84130229,46.59741531,96.75804688,112,112,50,126,TEST +0X54CD126B0C4D7D78,68.21303584,36.29879286,114.1939591,112,112,50,181,TRAIN +0X54CDBDAA77A5FD1F,65.97770702,32.34406658,95.06727427,112,112,50,206,TRAIN +0X54CF7E6850392CF3,15.15324336,89.11907297,105.0353325,112,112,50,123,TRAIN +0X54D24B12375DA7A9,57.98776661,56.54905538,134.6014025,112,112,62,182,TRAIN +0X54D663188563F412,61.89328534,35.42755706,92.96932936,112,112,53,175,TRAIN +0X54D8BECFC523ACC0,57.95635363,54.14455699,128.781782,112,112,50,206,TRAIN +0X54DB8759A3F32BB7,44.19310425,53.81617198,96.43283551,112,112,50,216,TRAIN +0X54DF4907CC51E612,65.08371736,26.26843015,75.23260828,112,112,50,186,TRAIN +0X54E4998C51F9E270,70.4538279,17.49806174,59.22277063,112,112,45,100,TRAIN +0X54E58ED86243D0B1,44.29827349,93.13928938,167.2107764,112,112,50,201,TRAIN +0X54EA74B9F2F612A3,61.31660671,20.46904135,52.91428596,112,112,50,252,TEST +0X54F30BAC1CA08CA5,56.04277368,27.77881671,63.19510814,112,112,50,181,TRAIN +0X54F3797A02026F4,67.81381599,26.08626348,81.04801571,112,112,26,59,TRAIN +0X54FBE65372BC873,57.66536436,28.76157074,67.93862828,112,112,84,228,TEST +0X55002DEF59DB3DD2,51.59444688,44.08016763,91.06427835,112,112,50,189,VAL +0X55058C5F4D7952FC,60.18546922,35.68276608,89.62247046,112,112,50,156,VAL +0X55068EDD14C46A52,68.38780212,15.56018449,49.22209001,112,112,54,246,TRAIN +0X5508A93688262E41,66.74993293,18.17241891,54.65378124,112,112,50,224,VAL +0X550D53D5EC185F5B,69.95338399,25.90418371,86.21331501,112,112,53,178,TRAIN +0X55108601E603EE28,14.49842163,244.1892187,285.5961532,112,112,46,115,TRAIN +0X5511D9A61EB4B90,56.64172741,46.10188197,106.3277645,112,112,50,146,TRAIN +0X551726008E92B23D,66.37789647,19.81281298,58.92793994,112,112,50,163,TRAIN +0X5519060A689F206,20.79874542,141.1781307,178.2523919,112,112,50,116,TRAIN +0X551C98C8FE6B51A9,58.82732962,48.67521092,118.2221373,112,112,50,112,TRAIN +0X551E297304F24B60,65.42682989,27.99204536,80.96464765,112,112,50,189,TRAIN +0X55232922CC7FEEED,17.82528457,226.5811771,275.7310152,112,112,50,199,TRAIN +0X5525679C7CAF9ACA,56.63614115,45.16954093,104.1640253,112,112,50,262,TRAIN +0X552D2BEC02396DD4,56.40235614,23.40069427,53.67421769,112,112,50,209,TEST +0X552F06BFE42062D8,64.77661769,35.98909654,102.1738805,112,112,50,157,VAL +0X552F28636AF60E12,63.07126942,23.09122481,62.5291594,112,112,50,149,TRAIN +0X552F36A6E92D7FE8,76.14987631,12.5298105,52.53562063,112,112,50,72,TRAIN +0X55306990D785541A,67.62057477,17.4421532,53.86801365,112,112,50,154,TRAIN +0X5530A07BC4EB238F,40.39772382,53.0364425,88.98392125,112,112,62,157,TRAIN +0X55324702AE57AF6D,59.56684123,11.75366854,29.06937993,112,112,57,159,TEST +0X5532CED62BAB6882,65.2979835,21.60320201,62.25344861,112,112,50,146,TRAIN +0X5537710165616E3F,53.34447793,25.34427655,54.32213685,112,112,50,160,TEST +0X554436B8E190C6C8,33.95631554,113.9210121,172.4934231,112,112,50,154,TRAIN +0X5544FBF1BA5A9A61,61.41158421,31.09699334,80.58634361,112,112,50,124,TRAIN +0X554AC1E23B17F678,57.76310548,45.06850941,106.7041266,112,112,50,182,TEST +0X554BA85E872B3ADC,60.94574602,11.01481261,28.20387407,112,112,50,133,TRAIN +0X554E1E7CA898F04B,68.08073362,26.11137861,81.80444468,112,112,50,167,TRAIN +0X554F12E355AF8FF4,72.03909387,20.73421256,74.15429408,112,112,50,126,TRAIN +0X5551A05C97F8D56D,54.67859281,39.77451128,87.76098041,112,112,50,229,TRAIN +0X5555BF5C1EDB9A9B,65.79636213,34.10556495,99.71326758,112,112,50,156,TRAIN +0X555625C9E3EC6CEC,65.22005842,13.83451097,39.77726913,112,112,50,136,VAL +0X555876814CADAFA9,58.94248814,22.23061799,54.14506866,112,112,50,235,TRAIN +0X55622F196983BF6A,61.64718887,25.40945891,66.25188131,112,112,50,143,TRAIN +0X5563B85DBBF1351C,33.91087326,117.8065601,178.2540729,112,112,50,164,TRAIN +0X556778F52DA9C489,65.21161303,46.31985,133.1474496,112,112,50,183,VAL +0X556D518F0DA96477,58.97704722,13.27701416,32.36484276,112,112,50,138,TRAIN +0X556EDE44066B12B8,62.92988166,20.73254709,55.92792259,112,112,50,152,TRAIN +0X556FD0F89DA85639,26.68860407,100.3023266,136.8168281,112,112,50,151,TRAIN +0X5572CB2B3CEA5D9D,59.21098765,61.57228486,150.9531153,112,112,50,151,TRAIN +0X5572F384EF9DD9FC,69.07731787,45.14850001,146.004476,112,112,50,205,TEST +0X55776F3806F893EA,66.70173669,17.83524164,53.56207762,112,112,50,114,TRAIN +0X557E1E735D23884B,62.26397469,32.64096167,86.49814443,112,112,50,149,TRAIN +0X5581B2D3B0328218,59.20008552,22.93674997,56.21764227,112,112,50,209,TRAIN +0X55822C238F9E5AD3,66.17720862,47.64791323,140.8751652,112,112,50,171,TRAIN +0X55866DE7615EB0C5,65.37429843,14.57748811,42.10019566,112,112,61,272,TRAIN +0X558A2A6676BE7D36,60.78084325,26.65657772,67.96825819,112,112,50,185,VAL +0X558BBB9DC59ABE58,46.855013,38.42547539,72.30310432,112,112,50,116,TEST +0X558C8F3D27CEDA73,50.96459506,19.53336971,39.83523686,112,112,50,119,TRAIN +0X558FCFDEDFCAFCD5,60.34963733,34.81449141,87.80371495,112,112,50,77,TRAIN +0X5590B39A15DFDEFB,56.20012861,15.11360969,34.50605953,112,112,50,111,TRAIN +0X559321CCEEEF01DF,68.69766052,19.35065243,61.81855015,112,112,50,165,TRAIN +0X55946D9966062EAB,44.3285587,19.44393555,34.92622986,112,112,50,105,TRAIN +0X5595939CF40AD617,64.6642269,47.585182,134.6657447,112,112,50,216,TRAIN +0X5596B9090BBECECC,61.64738974,31.85252456,83.05177755,112,112,46,206,VAL +0X559CBA3607FC7673,66.43855866,33.50647817,99.8362312,112,112,50,191,TEST +0X559FE34A6D107985,68.24661973,18.20814436,57.34238122,112,112,50,230,TRAIN +0X55A40FE407A960E2,60.39093504,54.30723215,137.1080893,112,112,47,190,TRAIN +0X55A8DADE461043A7,59.46836881,25.97803558,64.09323981,112,112,50,146,TRAIN +0X55AD49CFEDC55DA0,46.00150521,34.10403806,63.15738651,112,112,50,141,TRAIN +0X55AE4F5E25A9609F,67.49907479,13.47773328,41.46876801,112,112,50,161,TEST +0X55AEA1223ADFB9E8,58.42788325,51.81422337,124.636962,112,112,47,126,VAL +0X55B0C7326EDA51B0,56.97693493,25.89937252,60.19880842,112,112,50,140,TRAIN +0X55B0F73B6D560359,62.32330986,23.6204424,62.69245603,112,112,50,133,TRAIN +0X55B28D6DC97FB5C4,54.51632212,16.48068139,36.23427602,112,112,50,171,TRAIN +0X55B2FB1BDE1B809F,55.70602246,73.79927185,166.6124289,112,112,55,199,TRAIN +0X55B49E2362323D1F,58.36190493,31.03510437,74.53536075,112,112,50,116,TRAIN +0X55B743099A8EC7BC,75.41310068,13.1193863,53.35925501,112,112,50,244,TRAIN +0X55BAE17B3063905A,55.63603988,13.88500649,31.29794195,112,112,66,156,TRAIN +0X55BD75ADD9A85ADB,49.93702783,56.84175286,113.5405079,112,112,50,111,TRAIN +0X55BE2D4BC726F7B7,66.91034002,45.17760715,136.5308896,112,112,50,165,TEST +0X55C0000B295E5100,56.2923869,47.66549132,109.055352,112,112,50,121,TRAIN +0X55C600641A1669E,69.27957837,22.72812522,73.98376721,112,112,50,183,VAL +0X55CA123768AEFB14,47.80937188,43.90298044,84.12042932,112,112,50,169,TRAIN +0X55CFEE15BB86A841,52.69618265,24.98384108,52.8156975,112,112,73,275,TRAIN +0X55D3F7134FE08939,71.01558423,17.64384885,60.87357081,112,112,50,111,TEST +0X55D7CB901F53B25F,56.98819184,37.55196939,87.30618636,112,112,50,123,TRAIN +0X55D7F567D55FE1F6,62.41485969,22.73007419,60.47622547,112,112,50,234,TRAIN +0X55D97A446839D999,57.90268716,20.89978293,49.64635869,112,112,50,98,TEST +0X55DD5AB1762EDCDA,61.65488667,23.11026398,60.2691242,112,112,57,217,TRAIN +0X55EF093BB97CF2D1,13.48485283,143.2385704,165.5647307,112,112,50,151,TRAIN +0X55F05AC4B87FF7ED,59.37258286,28.24623542,69.52505823,112,112,58,324,TRAIN +0X55F34E78F82115A,65.26999385,41.00677436,118.0730409,112,112,50,228,TRAIN +0X55F5808EF06694A4,62.16061319,36.23871381,95.76982309,112,112,50,213,TRAIN +0X55F8010A394F3756,59.06550107,38.63333794,94.37843129,112,112,50,224,TRAIN +0X55FF5914AD9A8C52,41.52192844,64.02808829,109.4907657,112,112,50,212,TRAIN +0X560279556FB69A44,67.81488571,25.07594596,77.91162629,112,112,62,178,VAL +0X5604847553919219,27.27485564,133.9034919,184.1226897,112,112,50,151,TRAIN +0X5606683C2B5E4E3C,60.26524127,21.39725988,53.85023229,112,112,50,218,TRAIN +0X56099E849EE89786,58.57858035,24.61190196,59.41829654,112,112,50,207,TRAIN +0X560AC3ED5C9AA949,36.31578613,89.45240614,140.4624485,112,112,50,196,TEST +0X560DCF7EA12DC533,63.36267729,20.26059259,55.30041797,112,112,50,156,TRAIN +0X560F4FD09C718326,66.36276801,27.7693779,82.55547871,112,112,50,188,TRAIN +0X561479A7A64AF873,66.01019655,23.023686,67.73703776,112,112,50,201,TRAIN +0X5617906D2ADFA252,47.53390955,42.19896113,80.4309236,112,112,50,199,TRAIN +0X56196FF1812E8C2,70.17887782,32.5873573,109.2760933,112,112,50,235,TRAIN +0X561B0F7DC084235B,50.12300995,66.40058683,133.1286967,112,112,50,201,TRAIN +0X561B176101B8763D,62.93737386,23.97333733,64.6833207,112,112,50,149,TRAIN +0X561EA6D2BA7109CC,59.85322583,41.57932818,103.5682917,112,112,64,65,TRAIN +0X562104499AF7434C,49.87762685,59.75502607,119.2182698,112,112,47,185,VAL +0X5623423CD11DB981,54.98625646,47.51157631,105.5490447,112,112,50,185,TRAIN +0X5628BF37F914D9D3,55.16462998,37.0470481,82.62906736,112,112,50,201,VAL +0X562D7CFA5BAE1A69,56.75870319,34.24778468,79.20156704,112,112,50,175,TEST +0X562DD4BDA72895C5,58.40608744,23.91714052,57.50154061,112,112,50,180,VAL +0X562F92891AEF1368,64.00317393,22.10351706,61.40407218,112,112,55,222,TRAIN +0X5634E7D1A1EF62FE,57.13653759,42.74567209,99.72519645,112,112,50,154,TRAIN +0X5637911EE0FA79F3,60.29458816,22.20261187,55.91835178,112,112,50,170,VAL +0X563A4DE533398A77,62.66227437,41.72653664,111.7543609,112,112,50,260,TRAIN +0X563EE078BB4DBE66,54.60645538,31.82424682,70.10742846,112,112,65,97,TRAIN +0X56477376D54B5518,60.38082674,41.63420089,105.0859911,112,112,50,133,TRAIN +0X564851F58C08D3CF,56.6543007,35.18089254,81.16351358,112,112,50,773,TRAIN +0X5648DF28AE0A879F,57.67729309,17.64876667,41.70046756,112,112,50,195,VAL +0X56497E5A81DB483A,56.79607906,33.0351705,76.46336208,112,112,50,210,TEST +0X564B7112D21AC297,39.41973645,93.66394143,154.6113139,112,112,50,178,TEST +0X564D07499141655,55.07784359,61.43245577,136.7531318,112,112,50,176,VAL +0X564F15765F05A7ED,30.02244595,48.42124399,69.19539365,112,112,50,124,TRAIN +0X565CB99FA2247353,60.33292634,48.23447017,121.598257,112,112,50,170,TRAIN +0X566073CD81D42C71,43.96569452,82.54584452,147.3130501,112,112,50,137,VAL +0X566816B89E817417,67.55994272,20.49266793,63.17087467,112,112,53,148,TRAIN +0X566B56DBD9C76630,53.47497301,44.58203454,95.82376932,112,112,51,114,TRAIN +0X566BCD122F004DBB,67.99717895,18.24245622,57.00265044,112,112,50,201,TRAIN +0X56708560343E424C,62.31079545,32.30021005,85.70149047,112,112,50,225,TRAIN +0X56744939961E376C,61.54088536,21.84332631,56.79622766,112,112,50,185,TRAIN +0X56772AFC64BB2E21,8.911745012,320.8602276,352.2520303,112,112,50,117,TRAIN +0X5678F14272EC915,23.85447512,105.6538697,138.7525661,112,112,51,162,TRAIN +0X56797D174D34659A,27.27219203,124.8873425,171.7188321,112,112,64,225,TRAIN +0X567AE5FEFC5CE4C6,59.57385868,49.06411656,121.3673008,112,112,50,149,TRAIN +0X567C02D701B3C187,65.09590551,33.76804086,96.74521387,112,112,50,192,VAL +0X568003EF393E748E,65.63503236,9.928314245,28.89080051,112,112,68,245,TRAIN +0X5680EEA4E51CBF5E,56.63924853,16.29002785,37.56860131,112,112,50,201,TRAIN +0X568183EB03D60A5E,54.71986511,43.12730912,95.24554029,112,112,50,139,VAL +0X5681A0EC29CEDAFB,58.51693489,24.58323717,59.26089864,112,112,50,140,TEST +0X5682461951253D12,61.97143499,23.28843983,61.2393337,112,112,50,127,TRAIN +0X56832722695AD390,66.49737301,19.44958727,58.05391699,112,112,50,200,TRAIN +0X56874CBB4CCD7382,56.31999152,34.83073477,79.74067767,112,112,50,242,TRAIN +0X568C885819B16C0A,24.67251827,114.1591324,151.5504432,112,112,50,527,TRAIN +0X568CB22448662BDC,55.24823235,50.38527408,112.5883439,112,112,50,311,TRAIN +0X569083868ADC8519,69.19503681,19.62545712,63.70875042,112,112,59,126,VAL +0X5694870433CABB5,66.35141912,12.79378503,38.02176704,112,112,58,183,VAL +0X5699359D37175033,56.714473,45.21516235,104.4579227,112,112,50,116,TRAIN +0X569C32CA446F75CB,61.93774612,32.59979651,85.64862346,112,112,50,220,TEST +0X569DEFF95A8A059F,67.93495218,15.58773221,48.61284566,112,112,50,170,TRAIN +0X56A3F4651716DAFF,50.11427367,35.69896042,71.56147267,112,112,50,140,TRAIN +0X56AA2BDAB8C1F14F,57.5345362,31.12066283,73.28464131,112,112,52,143,VAL +0X56AEDD98E8E5A043,59.64903834,38.73025217,95.9834675,112,112,48,273,TRAIN +0X56AF18E9AFAC458,44.99503403,39.65124906,72.08667138,112,112,50,131,TRAIN +0X56B33CBB233A00B9,62.24332216,32.25411786,85.42626022,112,112,50,191,TRAIN +0X56B7224CF1210326,60.65368198,27.31194683,69.41423797,112,112,50,148,TRAIN +0X56B7729C43515690,57.75989799,46.00192156,108.9058013,112,112,47,226,TEST +0X56B7B0747C33B23A,57.22010898,24.94160744,58.30217621,112,112,50,198,TRAIN +0X56B9E97A265B9F6C,59.8256937,27.43992216,68.30216793,112,112,50,139,TRAIN +0X56BAEFC36506EC74,58.65466802,67.92987489,164.2987773,112,112,47,213,TRAIN +0X56BDAF0A20E92CF1,66.87803974,24.87411938,75.09857264,112,112,50,162,TRAIN +0X56C0487D888C3C2E,56.40887646,24.63363143,56.51065958,112,112,50,198,TRAIN +0X56C28776175F8548,66.88243775,45.70406478,138.0055224,112,112,54,202,VAL +0X56C97E9D6660C8B7,75.27398944,18.67806211,75.54013644,112,112,50,175,TRAIN +0X56D0F1AB970BFE4D,59.06172939,49.82448985,121.7063865,112,112,50,134,VAL +0X56D7623C833287F2,44.40823961,38.39668169,69.06901566,112,112,50,198,TRAIN +0X56D95E6BBB21D5B4,67.77957217,9.25390558,28.72061671,112,112,50,168,TRAIN +0X56E3DF133F5CF751,55.18706113,29.62644051,66.11135368,112,112,50,137,TRAIN +0X56E7A49CF36EA5F9,53.68935609,32.42109646,70.00787233,112,112,50,221,TRAIN +0X56ECC2667F530B1,55.79786124,22.46010539,50.81225936,112,112,50,222,TRAIN +0X56F50AAB96844031,37.33025926,60.28878891,96.20079515,112,112,50,133,TRAIN +0X56F9344331EA3B8,63.51380732,33.69649313,92.35409523,112,112,55,222,TRAIN +0X56FC2793F196F52C,59.06218992,21.20607566,51.80070847,112,112,50,175,TRAIN +0X56FC615935BD61AD,60.18558445,30.28363274,76.06197986,112,112,50,176,TRAIN +0X56FD0409BFA202DF,53.65313023,51.721126,111.5957264,112,112,50,201,TEST +0X570169A62E38E453,22.24550938,66.10846621,85.02205555,112,112,43,132,TRAIN +0X57049D79D2223947,29.80806966,95.66654304,136.292794,112,112,50,143,TRAIN +0X57068FCB2941B2B0,60.34625397,42.28110785,106.6257594,112,112,53,177,TRAIN +0X5709B89606570BB5,66.68055091,17.8766246,53.65222143,112,112,50,150,TRAIN +0X570CF669C75084DE,66.10414796,26.36816718,77.79172258,112,112,50,182,TRAIN +0X57115FCDFC17AD13,62.57889607,19.41474985,51.88182018,112,112,54,267,TRAIN +0X5711E76EE9E6D05C,51.69320201,45.27062644,93.71481515,112,112,50,181,TRAIN +0X571A188810080076,35.37457185,56.4531985,87.35446731,112,112,50,131,VAL +0X571FD5A3DF89F23E,59.48304241,41.03042778,101.267297,112,112,50,162,VAL +0X572499FB5E263E98,31.21572716,85.08214291,123.6941809,112,112,54,375,VAL +0X57294851359B9F2C,45.04455277,68.70386152,125.0173822,112,112,50,156,TRAIN +0X572AEF5D9FB71D5E,65.50721096,66.39380075,192.4860314,112,112,50,178,TEST +0X5732F683C370572F,64.31562559,39.71988018,111.3088875,112,112,50,124,VAL +0X5737214D87C3C6A2,64.85859103,34.84388703,99.15335796,112,112,50,160,TRAIN +0X5737FD30335E04B2,62.75776781,15.51751843,41.66645637,112,112,55,132,TRAIN +0X5739E698E8CF82B8,50.01417818,41.80027289,83.62425857,112,112,50,120,TRAIN +0X573ACEFCBEEEBDB1,58.8496387,47.41216992,115.2168983,112,112,50,184,TRAIN +0X5740370BFDBCB8C0,66.29994299,23.19535062,68.82881715,112,112,50,161,TRAIN +0X57418E2E81370788,50.49320972,82.70057065,167.0489446,112,112,50,184,TRAIN +0X5746FD1045390A93,63.39375644,21.58004177,58.95180623,112,112,50,101,TEST +0X5747C22B0A383B17,57.90342703,54.96777043,130.5754045,112,112,50,278,TRAIN +0X574915FE8F47DA9D,22.49444153,151.0748508,194.9213112,112,112,43,59,TEST +0X57496C7B6FB532F3,59.06136306,39.61348177,96.76306964,112,112,50,186,TRAIN +0X575385417D2251F3,62.11465473,18.73755509,49.45858339,112,112,50,184,TRAIN +0X575A1E4C8C441849,36.06967937,35.32096285,55.24915642,112,112,50,140,TEST +0X57614735C29E7850,68.6423516,24.94566365,79.55208671,112,112,50,95,TEST +0X57638EDBA6862410,59.87277375,26.37087308,65.71815584,112,112,72,186,TEST +0X5763B13F5E834682,55.5560596,35.59104059,80.08074952,112,112,50,171,TRAIN +0X576CE75DB92A2833,23.34998519,154.7576047,201.9015979,112,112,50,216,TRAIN +0X5770BC86E23F64A1,59.88324219,35.85987934,89.3887774,112,112,50,222,VAL +0X577895B05C084B1C,72.65416869,9.435168352,34.50313229,112,112,31,89,TRAIN +0X5782DC934099FAF7,65.04923879,15.64489176,44.76266387,112,112,50,175,TRAIN +0X5789708D8B711CE9,69.17303056,31.61568542,102.5585258,112,112,50,233,TRAIN +0X5789D0955145506E,59.58395519,18.1128741,44.81604815,112,112,50,122,TRAIN +0X578A64C447B18198,30.69408994,164.6562637,237.5789649,112,112,47,116,TEST +0X578CD55FD7FA1FBC,59.24241752,50.68282913,124.3519023,112,112,47,134,TRAIN +0X579545295C91E0C9,67.12383974,8.253587403,25.10508325,112,112,50,123,TRAIN +0X57967E99CD78E8DD,49.88989115,51.94308221,103.6578914,112,112,50,185,VAL +0X57998A179A216872,60.37430259,43.56388682,109.9384734,112,112,50,163,TRAIN +0X579AA4481F4C4811,58.2213224,26.34008448,63.04671663,112,112,50,187,TRAIN +0X57A074E488CFB7AC,47.23772909,44.71211755,84.74259499,112,112,50,186,VAL +0X57AD6F3761E27928,65.18334495,15.65332614,44.959305,112,112,50,210,TRAIN +0X57ADA497F0EBEDF1,29.76266007,93.55088912,133.1925287,112,112,50,198,TRAIN +0X57AF243EC526F96B,49.39565937,47.43447366,93.73597813,112,112,50,160,TRAIN +0X57AF4D24B154C573,87.36153141,18.48817493,146.2849299,112,112,50,66,TRAIN +0X57B106FE43F61E7F,62.80554076,25.3749182,68.22230707,112,112,50,254,TRAIN +0X57B2E99ECD4B98E1,62.315951,13.8327836,36.70726466,112,112,50,152,TRAIN +0X57B3CE32DFE7E331,47.125974,60.23939573,113.9300339,112,112,68,333,TEST +0X57B578504088002B,65.95857996,19.78454922,58.1190479,112,112,50,210,TRAIN +0X57BBFCDCFCC7C65B,72.81773305,9.098938735,33.4738039,112,112,50,165,TRAIN +0X57C2A3A02FE8B21,68.77773648,21.49317962,68.83927429,112,112,50,179,TRAIN +0X57C34323F2863D98,66.19202367,19.10947418,56.52356708,112,112,50,187,TRAIN +0X57C52904B0175D71,57.51925222,28.64091468,67.42092872,112,112,73,219,TRAIN +0X57C86935475E8DA1,56.00250911,78.66691178,178.7986319,112,112,30,137,TRAIN +0X57CAE0E977EF3D47,73.72059638,11.9850708,45.6063272,112,112,50,153,TRAIN +0X57D305C314C9E75B,59.33400942,38.78430149,95.37281876,112,112,50,143,VAL +0X57D44A1928229F95,58.15077739,20.35822599,48.64660493,112,112,50,277,TRAIN +0X57D45309B5983032,62.25730006,40.76709565,108.0131939,112,112,58,131,TRAIN +0X57D463CDA795B9E4,41.98533214,49.86325165,85.94938743,112,112,50,177,TRAIN +0X57DC82A70105D85E,55.07758197,39.66070397,88.28710855,112,112,64,176,TRAIN +0X57E2E5B50B2F0E9F,63.82006029,17.45535578,48.24595043,112,112,50,247,TRAIN +0X57E5F01C8FBC44B2,34.60461954,100.293981,153.3655441,112,112,31,106,TRAIN +0X57E623AB38FB2122,47.81969597,18.60459074,35.65443147,112,112,50,92,TRAIN +0X57E6ED6156AD179,63.87065057,36.53967869,101.1357228,112,112,50,206,TRAIN +0X57EE8E6B8C4E7F5,59.59330871,28.35277647,70.16851804,112,112,50,130,TRAIN +0X57F0C4F8C24F34EA,58.09512403,36.76100216,87.72488,112,112,50,120,TRAIN +0X57FB35BD11EF937D,41.58270576,71.41575561,122.25105,112,112,50,168,TRAIN +0X57FE3361D451C871,68.9534938,26.21548069,84.43939075,112,112,50,147,TRAIN +0X5806E874A6A5F13D,65.03145986,41.22620333,117.8951228,112,112,50,892,TRAIN +0X5807A3E41076EE92,61.92258645,24.41702857,64.12470358,112,112,50,202,TRAIN +0X580C785A54010D31,58.70560563,34.66877417,83.95515831,112,112,55,194,TEST +0X580CEE48A5CB3F78,65.22787689,12.02356876,34.57818414,112,112,50,132,VAL +0X580E9EB1627EA2EC,61.72861126,27.2898658,71.30618118,112,112,50,150,TRAIN +0X5814C1D501200DBC,52.61930596,37.46940031,79.08157757,112,112,43,99,TRAIN +0X5816941DEDFD5EF8,45.1201752,53.98346803,98.36669163,112,112,50,97,TRAIN +0X581C466FF21EA655,59.54080512,23.41900908,57.88303289,112,112,50,242,VAL +0X58234EC2ACE425BC,30.16102681,85.67852192,122.6800997,112,112,35,120,TRAIN +0X582705BA9DF60331,67.08207668,27.77151189,84.36592923,112,112,50,109,TRAIN +0X582990A8C81BACB0,67.88243189,37.29238568,116.1121089,112,112,50,187,TRAIN +0X58328E6D19296808,26.89338138,123.3280878,168.6962004,112,112,50,138,TRAIN +0X58338E94EAA6EFCE,60.99010953,39.34406999,100.8566533,112,112,50,188,TRAIN +0X5834018E4FD4FBEA,49.56080711,67.01946151,132.871796,112,112,50,186,TRAIN +0X58344E9C7BAF1EFC,65.00802843,21.39719408,61.14886677,112,112,52,181,TRAIN +0X58381B534004F33A,57.17928507,35.51401709,82.93653468,112,112,50,159,TRAIN +0X583C05A8EFEF7992,57.21319618,44.42512016,103.8290225,112,112,50,152,TRAIN +0X583DA07459933891,45.07074793,73.13144481,133.1375215,112,112,50,169,VAL +0X5843363A84693349,56.97135257,38.53570623,89.55825602,112,112,50,141,VAL +0X584739FD0DD86A50,58.40187699,19.1447744,46.02316887,112,112,50,138,TRAIN +0X58476FD2C3A6A4D4,64.40104478,22.55284998,63.35256146,112,112,50,194,TRAIN +0X5849D369214E9D44,60.34602159,31.14937922,78.55297367,112,112,50,148,TRAIN +0X5862D7393B1702A1,60.56827366,22.37565465,56.74530824,112,112,50,196,TEST +0X5864696B49D8AEFA,55.42955971,26.85605775,60.25531177,112,112,47,128,TRAIN +0X5864C38A349E78EB,10.37826786,256.9028429,286.6523964,112,112,50,143,TRAIN +0X586512267FF12EFB,58.5313622,38.55697705,92.97864384,112,112,50,217,TRAIN +0X58689D0656F5952E,60.0913753,36.34273122,91.06485502,112,112,64,249,TRAIN +0X586F5B8D38894CA9,26.2611044,149.2064189,202.3442549,112,112,50,199,TRAIN +0X5870E298D9583F01,59.81485741,51.95410658,129.2868539,112,112,47,170,TRAIN +0X58715681A919A46B,66.5447779,24.04259282,71.86499239,112,112,50,158,TRAIN +0X5871F4CB38FCA3DD,61.30770566,23.56782064,60.91088947,112,112,50,101,TRAIN +0X587790E0A7D9D232,59.40384481,37.32928973,91.95277128,112,112,50,183,TRAIN +0X587BA6A4BB4E5419,55.33428071,19.34676845,43.31457942,112,112,50,196,TRAIN +0X58839F3785AF3EA5,59.49566349,21.56689217,53.24588434,112,112,62,164,TRAIN +0X58871E2E411DF847,59.64811344,23.67104681,58.66156165,112,112,50,133,TEST +0X5888A01BFE3480D4,59.32534594,43.93469817,108.0149277,112,112,50,139,TRAIN +0X588B2DFAF08B8A55,30.44659983,42.00328596,60.38998217,112,112,50,109,VAL +0X588C869314F5D067,65.8223031,41.77246489,122.2214154,112,112,50,37,VAL +0X588E162E5DD9DB03,63.01164115,25.46867796,68.8559286,112,112,50,164,TRAIN +0X588E3EACF2F064F3,41.1687893,109.5623144,186.231616,112,112,39,129,TRAIN +0X588FDBBA1B4732A1,43.00210312,56.18034431,98.56564432,112,112,50,179,TEST +0X589473980BD8A982,61.52739511,22.10907673,57.46706466,112,112,62,159,TRAIN +0X5896ABFE924AB523,57.0663887,35.20149863,81.9905374,112,112,50,181,TRAIN +0X5898C1CFEA50CF3A,72.74903601,19.1155648,70.14638015,112,112,50,186,TRAIN +0X5899680B2CF3DF20,62.8524662,35.75850579,96.26078001,112,112,50,163,TRAIN +0X589E6E8F092EF3D2,71.92201369,18.06205328,64.32816472,112,112,50,158,TEST +0X589ED00FEB9EA2CE,65.9338476,18.33366335,53.81782813,112,112,50,184,TRAIN +0X58A4A57D6F79861D,62.60823773,18.97311492,50.7414301,112,112,50,168,TRAIN +0X58A857FB59CA0866,62.10894693,44.5763994,117.6436013,112,112,50,303,TRAIN +0X58B0DA957D4BC1EC,67.61744022,31.31441244,96.70147343,112,112,50,158,VAL +0X58B2C807C6950870,33.90079481,89.50480227,135.4098011,112,112,47,100,TRAIN +0X58B3481E2ED23F3F,55.04761098,47.8781411,106.5085575,112,112,50,185,TRAIN +0X58B97B8E78F555E5,29.6240568,77.35010674,109.9098687,112,112,50,207,TRAIN +0X58C252BAD9120AAA,71.66322043,12.65347138,44.65387941,112,112,73,375,TRAIN +0X58C8439D9869BF58,62.36698059,35.1202837,93.3230558,112,112,27,106,TRAIN +0X58C898AC23AFC561,65.17753961,24.46679799,70.26154302,112,112,50,155,TRAIN +0X58C9A67666B969C2,57.28549172,26.09219332,61.08508414,112,112,50,133,TRAIN +0X58CB708D5F276CE1,65.04655221,13.03330771,37.28761693,112,112,50,143,TRAIN +0X58CC73CB241426DD,31.87986005,186.7686635,274.175396,112,112,47,180,TRAIN +0X58CC8340AFE517B,51.4494612,51.35109348,105.7683287,112,112,58,167,TRAIN +0X58CEE9E828EEF7CB,47.18284292,53.73508376,101.7379328,112,112,50,218,TRAIN +0X58D04EA94BD2181B,45.43336119,48.20526888,88.34201616,112,112,50,139,TRAIN +0X58D3DFC9AE85338E,64.93919345,30.00585471,85.5823287,112,112,50,170,TRAIN +0X58E0C4426D076B8B,59.09140258,19.59670766,47.90364103,112,112,50,158,TEST +0X58E0D85ABA2FFF6E,16.93079149,95.29681299,114.7197797,112,112,50,143,TRAIN +0X58E3A1FBB2C9A8D1,69.02107851,18.20929309,58.77962244,112,112,106,347,TRAIN +0X58E68FF5E366ADAD,64.51419838,23.19651979,65.36845367,112,112,50,210,TRAIN +0X58E8A4A0DB059360,14.82396578,260.289042,305.5895293,112,112,61,138,TRAIN +0X58E9941E544B4437,63.07356117,34.67174823,93.89410225,112,112,50,177,TEST +0X58EA08A90D21496D,69.22884091,15.96968443,51.8982219,112,112,62,264,TRAIN +0X58EA44DD398ACEDF,26.52772607,113.6074609,154.626303,112,112,50,159,TEST +0X58EBB19DD908A04,62.64941079,30.7540058,82.33874338,112,112,50,178,TEST +0X58F1C5FCF1CDAB4D,29.4553879,51.78561483,73.40832034,112,112,50,185,TRAIN +0X58F7EC389A5FA5AE,57.46241782,40.95938192,96.28986845,112,112,50,201,TRAIN +0X58F81331AC8DFB28,63.07699835,24.41079367,66.11270098,112,112,50,174,TRAIN +0X58F8B32F2F4BB1FC,59.59535275,41.40255157,102.4697761,112,112,50,254,VAL +0X58FAA29103D77749,67.82665431,9.815744749,30.50893383,112,112,50,196,TRAIN +0X58FABBD1452885A9,69.08516221,11.94476527,38.63764497,112,112,50,164,TRAIN +0X58FDB3BA0B623121,58.00004085,19.63857094,46.75854772,112,112,50,99,TRAIN +0X5906DC737114DBF1,55.08789589,30.19816933,67.23837577,112,112,50,147,TEST +0X5909C0C23F72F79F,62.4636041,47.68387765,127.0337136,112,112,51,173,VAL +0X590E3EC2C55BE57D,27.10531082,125.2493489,171.8223238,112,112,50,214,TRAIN +0X590E81D4160A19D3,44.82657221,61.08987772,110.7233684,112,112,46,173,VAL +0X5910AD8CFCEBCFBE,52.19964781,35.86123357,75.02294843,112,112,50,209,TRAIN +0X591ECF81428086F5,46.16807186,47.65734926,88.52989464,112,112,30,112,TRAIN +0X5921D38ED2B4AFD,56.18255073,33.94433604,77.46762215,112,112,50,287,TRAIN +0X59221E655A0BEB5F,73.3787659,27.90016999,104.8041946,112,112,30,147,TRAIN +0X5929F010F6E0B599,41.21080672,64.58547572,109.8594352,112,112,52,146,TRAIN +0X592B7FFFAB37E75,57.17669546,31.98770469,74.69695538,112,112,50,191,TRAIN +0X592BC78654B44045,55.37731317,65.25411078,146.2352794,112,112,53,230,TRAIN +0X592D63DA4757CEFF,39.26034952,47.328888,77.92090937,112,112,55,192,TRAIN +0X592EF931C5408F76,68.09678745,17.49844319,54.84853026,112,112,50,154,TRAIN +0X592F2897A11F51ED,66.37526113,24.92401979,74.12405456,112,112,50,215,TRAIN +0X592F522398D46067,62.10810096,20.98560948,55.38283912,112,112,50,212,TRAIN +0X5932549C293D414,61.55696646,17.89835499,46.55812339,112,112,50,158,TEST +0X5934A7755DBA992F,57.54182743,29.78990984,70.16295812,112,112,62,199,TEST +0X59381CEC5E5E999E,58.60048687,21.46336981,51.84449814,112,112,50,141,TRAIN +0X593E7BA6491DC8CC,56.18553505,26.65896998,60.84513416,112,112,50,112,TEST +0X5940511FDA9E382A,45.0256749,49.53710952,90.10953647,112,112,50,170,TRAIN +0X594171E23BEE91B3,47.24966447,48.01007094,91.01377358,112,112,59,180,TRAIN +0X5942BAEA791A0AB8,54.63717786,34.79696815,76.70812025,112,112,50,143,TRAIN +0X5947CC66C2E5AB66,63.99281848,16.02073954,44.49317849,112,112,84,339,VAL +0X594EE4FCD0F9B2A7,58.66468977,18.20279844,44.03692227,112,112,50,285,TRAIN +0X59526B3C70A1B54D,50.8618364,35.46937312,72.182944,112,112,50,145,TRAIN +0X595745DC191C9400,64.21765369,22.57508241,63.09000035,112,112,50,201,VAL +0X595A8E44AB630A80,56.61346318,47.30263382,109.026065,112,112,50,225,TRAIN +0X595CF8F19E1EC5C1,25.24528069,108.9387528,145.7282614,112,112,50,139,VAL +0X595D5EB09B62A91C,69.51458455,15.33943513,50.31729076,112,112,50,151,TRAIN +0X595ECA5F232566EE,44.61259172,37.86644376,68.36652037,112,112,50,162,TEST +0X595F9CFE560DEF4A,68.29298288,22.7444212,71.7330839,112,112,50,206,TRAIN +0X59671F285804943A,58.14660406,43.97025111,105.0577859,112,112,50,139,TEST +0X596782EB29F20A7F,61.06842291,25.06707715,64.38752043,112,112,50,194,TRAIN +0X5969A32C106156ED,56.08856353,37.00376116,84.26907461,112,112,50,136,TRAIN +0X5969D01C13D8D7A8,64.42120012,25.75785436,72.39663633,112,112,47,199,TRAIN +0X596D82CEC244AD7B,34.61281333,137.4811678,210.2570469,112,112,43,96,TRAIN +0X596F693EAFBE7717,58.13576239,47.66352024,113.8525934,112,112,50,201,TRAIN +0X597141ABAB17D04A,57.22190575,35.4833874,82.94756468,112,112,50,122,TRAIN +0X597330338F81277E,51.73838761,62.81256231,130.1501529,112,112,51,204,VAL +0X5977A2AAB900A179,58.04130689,45.6597193,108.8206422,112,112,50,178,TRAIN +0X5977AE444B36CEBF,37.88941272,28.49717961,45.88135591,112,112,50,118,TRAIN +0X598838470DE81F43,68.50924791,10.51913212,33.40387708,112,112,50,151,TRAIN +0X598C59061017AD74,56.21256918,30.10308315,68.74822885,112,112,55,197,TRAIN +0X598CCC65250BED12,60.12263206,37.6673547,94.45797616,112,112,50,221,TRAIN +0X5999F4973DBFB6D,36.95586646,81.77479866,129.7104014,112,112,50,212,TRAIN +0X599C81E46591FA88,58.92618038,21.81867831,53.12064599,112,112,50,131,TEST +0X599DDBAEABB5B464,74.10573648,13.97760495,53.97954236,112,112,46,135,TRAIN +0X59A016EB2FC57E32,32.97588759,47.54038053,70.93026497,112,112,55,166,TRAIN +0X59A388EB10F25B7D,58.06083948,39.29395162,93.69274712,112,112,50,212,VAL +0X59A575CBF3DC8109,60.21661075,56.44412313,141.8786187,112,112,50,199,TRAIN +0X59ADE18C22F4FF43,59.97225861,42.36459922,105.8380957,112,112,50,201,TRAIN +0X59AFDDD0D3C041FA,51.66137865,34.94146516,72.28477806,112,112,50,130,TRAIN +0X59B142CE6B0B50C3,61.68838901,38.13671038,99.54347883,112,112,47,162,VAL +0X59B44F5607C628B1,71.49282831,43.7368866,153.4241526,112,112,50,169,TRAIN +0X59B507E8C14DA46B,45.0497231,95.88045286,174.4858411,112,112,47,213,TRAIN +0X59B7069E192FA63B,58.83078777,22.29325666,54.15031149,112,112,50,145,TRAIN +0X59BA9AE7BA8C825A,53.6825501,58.97611934,127.3302383,112,112,50,211,VAL +0X59BB0313F22D6C09,52.30103838,32.33332865,67.78623173,112,112,50,108,TEST +0X59C4CE70C4F55317,59.96313565,47.03568271,117.4809353,112,112,50,147,VAL +0X59CCE27D1E9CA779,68.60810282,26.41726027,84.15311798,112,112,50,218,TRAIN +0X59CF66815205182B,58.1965327,52.27533964,125.0502483,112,112,50,202,TRAIN +0X59D1140D8320A782,55.65236078,49.37073027,111.3266256,112,112,50,210,TRAIN +0X59D547708F149EC7,65.98549175,27.68179791,81.38232576,112,112,50,114,TRAIN +0X59D5F41F45601E03,64.0908846,32.89096916,91.59504152,112,112,50,137,TRAIN +0X59D638BE286CF4A9,53.50415684,43.27720118,93.07757046,112,112,50,171,TRAIN +0X59D7DC35A07FCCA8,54.97329333,37.9071586,84.18816611,112,112,50,110,TRAIN +0X59D7E398048E854A,57.33883387,33.48979271,78.50182203,112,112,50,209,TRAIN +0X59DBBB5F624D0A21,55.22760148,40.6914309,90.88508154,112,112,50,184,TRAIN +0X59E3868FDA8BC941,64.70053579,32.81356008,92.95767176,112,112,50,189,TRAIN +0X59E39FE1CBF2559F,17.86149776,141.1721508,171.8708607,112,112,40,161,TRAIN +0X59E764F4C40CE1BC,65.06167817,25.81398469,73.8844436,112,112,50,174,TRAIN +0X59E816BD4AEDF902,49.57467067,49.91445472,98.98686908,112,112,53,177,TRAIN +0X59FA68B7EDBFE685,25.10061014,203.1311906,271.205401,112,112,50,140,TRAIN +0X59FB7CD1B07254FB,55.40315104,29.89324381,67.02994607,112,112,50,188,TRAIN +0X59FBCBE4E44F7F6D,54.87740827,63.94893167,141.7226476,112,112,50,248,TRAIN +0X59FD3A9503414674,51.10437895,33.167441,67.83315211,112,112,50,116,TRAIN +0X59FD42635ECD7331,62.60692605,60.91468611,162.9036602,112,112,50,135,VAL +0X59FFBB1606082730,55.60060215,38.53835355,86.79927074,112,112,50,188,VAL +0X5A0136769BFA8729,62.89759257,25.1054488,67.66528251,112,112,27,107,TRAIN +0X5A02C1075DC56CD1,59.85732952,30.54255812,76.08501815,112,112,50,179,TRAIN +0X5A043A25D7DE2119,57.77744164,42.87157333,101.5371285,112,112,50,245,TEST +0X5A0750FDDF8BB7FD,24.37368617,163.9608274,216.8039392,112,112,55,231,VAL +0X5A09A88B11AC098B,54.45171804,18.31252382,40.20464226,112,112,50,201,TRAIN +0X5A1414E405ADE260,68.00592575,45.71224453,142.8772221,112,112,50,181,TRAIN +0X5A25AAA2FE2A0137,24.68306459,73.74234264,97.90937753,112,112,50,114,TRAIN +0X5A2A86B8340602FB,64.86853901,16.78627065,47.78130535,112,112,50,152,TRAIN +0X5A31A52541B52293,61.72192916,35.80958359,93.5511712,112,112,50,94,TRAIN +0X5A3377D9676EFB25,54.07779787,62.38100718,135.8406267,112,112,50,242,VAL +0X5A36F3D64B1C022E,60.61363681,24.76600235,62.87963739,112,112,50,151,TEST +0X5A3CE5A17CF0E7F0,46.78798397,26.83491552,50.4301801,112,112,50,201,TRAIN +0X5A3D0EB2779B5AE4,61.47074842,47.51511095,123.3221747,112,112,50,230,TRAIN +0X5A3DD4EB5CEDEBC8,15.99400676,230.2354346,274.0702487,112,112,46,88,TRAIN +0X5A3E12648EA593D7,44.49495551,40.18374301,72.39656032,112,112,50,121,TRAIN +0X5A42AF943DBF7D48,60.64786825,35.82232013,91.03018955,112,112,50,169,TRAIN +0X5A434CCEF78B3DF6,69.66025939,10.30819631,33.97588807,112,112,50,125,TRAIN +0X5A47C55BDD6320C4,65.53301466,30.0796003,87.27076073,112,112,50,141,VAL +0X5A49DD0806A586EC,56.38356332,36.6709367,84.07595734,112,112,80,266,TRAIN +0X5A4BE58AF293D7E2,57.09076691,31.39289095,73.16115598,112,112,50,192,TRAIN +0X5A4E91B49647433,23.39930422,186.8291168,243.9000259,112,112,47,136,TRAIN +0X5A4F73031A43B787,71.77382757,22.80136357,80.78092639,112,112,50,130,TRAIN +0X5A50850240C956F4,33.17537197,84.17684785,125.9668034,112,112,50,201,TRAIN +0X5A522E45FA4E6300,63.60255362,31.4755456,86.47734589,112,112,50,132,TRAIN +0X5A523C343EA4955C,22.00834316,151.8462479,194.6955021,112,112,47,118,TRAIN +0X5A61E466361F893C,49.44416156,47.80765764,94.56406839,112,112,50,190,TRAIN +0X5A62768CE5183F05,61.59097671,39.03122203,101.6199286,112,112,50,265,TRAIN +0X5A63DFB4F51A3EF5,27.11705115,70.28800287,96.43957054,112,112,50,131,TRAIN +0X5A71B9B8BA2DEF24,71.08367128,19.07766597,65.97540842,112,112,50,222,TRAIN +0X5A78C72546FA94FB,60.14359357,44.90227866,112.6601284,112,112,50,178,TRAIN +0X5A790E6D24C6459C,64.04450542,35.81845991,99.61887697,112,112,50,174,TRAIN +0X5A79CEB906F6DDC0,64.24838056,40.7019721,113.8465131,112,112,50,173,TRAIN +0X5A7C0A6808352598,58.28701236,25.27461404,60.59171368,112,112,50,213,TRAIN +0X5A7DCFE785461CBF,63.06175306,79.45969072,215.1149481,112,112,50,195,TRAIN +0X5A81E9B6120301C2,60.18616123,62.31248486,156.5096127,112,112,73,255,TRAIN +0X5A829DEE7FF13297,65.76581467,34.39444471,100.4681268,112,112,50,212,TRAIN +0X5A862160D0762048,55.19057101,39.75125057,88.71179898,112,112,50,315,VAL +0X5A87B593E38B6180,52.89173264,50.78020001,107.7946672,112,112,50,158,TRAIN +0X5A887EDA76C326E9,39.22268452,64.88444093,106.7576618,112,112,50,151,TEST +0X5A8D9673920F03FE,26.65474927,47.59885845,64.89698784,112,112,50,120,TEST +0X5A8DC9E4EC4968C4,59.5979635,33.47077914,82.84428715,112,112,50,171,TRAIN +0X5A8FDE1B4DFD812B,51.47734793,57.23053238,117.9460106,112,112,50,187,TRAIN +0X5A93E061159C9378,42.96929468,83.22724217,145.9340924,112,112,59,108,VAL +0X5A950A068EC29DF3,57.89418527,18.66889892,44.33805411,112,112,57,174,TRAIN +0X5A9796CCDA84D81B,56.62997918,36.31232036,83.7267764,112,112,50,223,TRAIN +0X5A97B991A66ED479,61.0930723,30.16350311,77.52733227,112,112,50,159,TRAIN +0X5A98767A8CA9C6E5,59.28813972,55.84650012,137.1750142,112,112,50,289,TRAIN +0X5A991DDFE6209331,63.0041634,34.59780702,93.5181096,112,112,50,152,TRAIN +0X5A9D91F5E3591C4,62.9576538,22.64756984,61.13967435,112,112,50,170,VAL +0X5A9E8753F82B2C2,57.81033023,37.83982829,89.68979491,112,112,54,232,TRAIN +0X5AA07A9EDFA136A4,65.64887786,21.42411352,62.36801648,112,112,50,155,TEST +0X5AA42E877A34343C,62.07507143,23.01148034,60.67639731,112,112,50,239,TEST +0X5AA8BA5FDF19DE00,67.6796046,32.31957358,99.99745727,112,112,50,154,TRAIN +0X5AB0A4C9879E8122,20.33641735,195.9913193,246.0237323,112,112,50,167,TRAIN +0X5AB4C1E0766C1301,51.64833506,51.86288574,107.2618405,112,112,50,97,TEST +0X5AB4D8B4AAD49E4B,54.76353188,42.33709208,93.59062244,112,112,50,153,TRAIN +0X5ABA2E2F22CE770A,45.09049155,23.85850137,43.45058269,112,112,50,125,TRAIN +0X5ABA71A482529148,37.31714545,85.28086376,136.0513403,112,112,50,168,TRAIN +0X5AC51281F3F82853,61.47525682,90.34844469,234.5205632,112,112,47,160,TEST +0X5AC82E1FBDF09C04,51.88063673,59.05128142,122.718335,112,112,50,194,VAL +0X5ACD4D6566521DE1,56.99917783,70.34523698,163.5904465,112,112,50,143,VAL +0X5AD891D9DF126FE9,40.53543915,57.0583687,95.95356946,112,112,50,160,TRAIN +0X5ADDDD65BF05427C,63.9727615,20.9046323,58.02452024,112,112,50,164,TRAIN +0X5AE30E7828920A82,28.55896467,44.64301237,62.48931327,112,112,64,256,TRAIN +0X5AE4C29227F096C1,49.25261604,62.65760961,123.4696347,112,112,51,224,TRAIN +0X5AE597D0E98182FD,59.74938922,27.2637771,67.73506433,112,112,50,159,TEST +0X5AEBAD574707A7D8,64.35377222,13.35049341,37.45275235,112,112,50,181,TRAIN +0X5AED88B8F471EBF2,26.0336965,176.1674775,238.1726126,112,112,50,157,TRAIN +0X5AF5A14F2D47FB44,55.14046424,40.40873129,90.0783537,112,112,50,116,VAL +0X5AF5F4D6A5009696,39.91725381,32.42148197,53.96138496,112,112,53,174,TEST +0X5AFC100934885C21,66.62780778,29.92003309,89.65558179,112,112,59,201,TRAIN +0X5AFD38843B50FE00,66.96666796,31.39214495,95.03172406,112,112,50,152,TRAIN +0X5B01B459045231D8,55.04483999,32.95305458,73.30205158,112,112,50,205,VAL +0X5B0675C0754E2C41,81.41505892,13.11606573,70.57362019,112,112,50,101,VAL +0X5B0DAEFE452D4F2E,67.32240215,22.28315137,68.19091008,112,112,50,159,VAL +0X5B0E31F05985CD68,31.79648101,64.97965181,95.27316592,112,112,62,244,TRAIN +0X5B0FF6323B769A36,34.96872302,83.66102517,128.6473664,112,112,50,98,TRAIN +0X5B10B8EF336047D5,24.19371113,85.64477405,112.9784551,112,112,50,93,TRAIN +0X5B11C88A9BEA16A1,66.01716669,40.46813089,119.0840402,112,112,50,132,TEST +0X5B1A54EA0582FEB,65.46412228,37.08766736,107.3888079,112,112,50,219,TRAIN +0X5B1AF37FB6799661,60.20496671,55.11068431,138.486338,112,112,63,198,VAL +0X5B2165383F6FB790,31.65692684,80.82174208,118.2588642,112,112,50,147,TRAIN +0X5B239BAF568E5D96,49.94529185,71.99886201,143.8403393,112,112,50,184,VAL +0X5B272B9FE759F096,65.02438355,14.00143409,40.03198659,112,112,50,156,TRAIN +0X5B281D3A9CC32337,59.70368225,41.81636039,103.7721626,112,112,50,251,TRAIN +0X5B2C3BAF98374B17,58.31148498,23.22444391,55.70945355,112,112,73,166,TRAIN +0X5B2ED564F5F520B8,54.77565226,43.63920446,96.4949339,112,112,50,159,TRAIN +0X5B437B04F1B9248F,68.3062136,40.32132135,127.2215343,112,112,51,207,TEST +0X5B486FEDFEF43494,62.26897353,19.59987139,51.94629785,112,112,50,186,TRAIN +0X5B4D0D38F575846D,38.39971717,44.82950625,72.77483833,112,112,30,40,TRAIN +0X5B4FC85CF6045C88,66.15412587,40.7298498,120.3391871,112,112,50,201,TRAIN +0X5B55C81391366432,55.23230489,40.2160011,89.83263714,112,112,50,193,TRAIN +0X5B597AB91860C164,65.86955843,23.19829629,67.96951702,112,112,50,188,TEST +0X5B5A271E756F4794,60.28072494,36.09401125,90.87278455,112,112,50,209,TRAIN +0X5B5C0F6F8005A4BB,58.35406383,47.99958803,115.256355,112,112,50,170,TRAIN +0X5B5C6BF6542C213C,68.1829389,21.15620773,66.49328065,112,112,58,200,VAL +0X5B65F2E4BE4274FB,72.07825691,20.54180052,73.56919104,112,112,50,168,TRAIN +0X5B669448D3486974,60.2824051,23.58070542,59.37092988,112,112,50,138,TRAIN +0X5B6FCBB75BF8FCB7,70.12471839,27.77602781,92.97327525,112,112,50,105,TRAIN +0X5B72422497E29451,62.54580264,14.00902651,37.40308829,112,112,50,251,TRAIN +0X5B7385C417F7F182,58.27661722,39.84437544,95.49651248,112,112,50,134,TRAIN +0X5B7855A063C00985,57.79560407,52.70737304,124.885979,112,112,50,112,VAL +0X5B787E051A2A714F,68.28399843,21.78045581,68.67339744,112,112,50,176,TRAIN +0X5B7B5EF7F3E283B2,58.04993614,24.14562317,57.5580129,112,112,50,129,TRAIN +0X5B7DCEC4D8C1E6BB,35.32480994,81.09149881,125.3826989,112,112,50,181,TRAIN +0X5B82F3AB4A965E2B,31.43782995,71.99147786,105.0017492,112,112,50,142,TRAIN +0X5B8551F76C584EE5,26.92035638,74.3513329,101.7401416,112,112,50,213,TRAIN +0X5B88342AB24EEE40,61.84574319,35.04454967,91.84964563,112,112,50,177,TRAIN +0X5B8C506AC0A3CB4B,60.55545302,44.34145545,112.4146653,112,112,73,334,TEST +0X5B942F1EA8824606,37.51470259,57.96140131,92.76006311,112,112,50,169,TRAIN +0X5B9B6E6A33D4BF36,22.13238777,128.4992213,165.0226809,112,112,50,184,TRAIN +0X5B9C0EEB93E0BE10,65.25199743,28.11553858,80.91267555,112,112,50,209,TEST +0X5BA0316D390284D6,65.26320922,16.73283755,48.17036109,112,112,50,127,TEST +0X5BA13657704CDD76,66.4852741,27.5986072,82.34770375,112,112,50,172,TRAIN +0X5BA6C5333369EBF9,63.07995344,33.47183292,90.66032152,112,112,50,75,TEST +0X5BAA2D1ACBA618B9,30.90832021,55.55730689,80.41099458,112,112,50,189,TRAIN +0X5BAA60FB400B73A6,62.73015745,27.74971022,74.45620458,112,112,50,161,TRAIN +0X5BAB6F2DF148AB55,11.21971284,132.4293394,149.1652524,112,112,43,122,TRAIN +0X5BAC4129957FC22A,47.31448674,52.14054485,98.96561999,112,112,50,152,TRAIN +0X5BAD1B2D17E1169E,19.22574788,74.3824907,92.08688257,112,112,50,163,TRAIN +0X5BB0F7EC8D6E54C0,65.99128445,31.28835733,92.00099687,112,112,50,173,TRAIN +0X5BB1D4B303FB2548,43.37992551,67.31278966,118.8850249,112,112,50,102,VAL +0X5BB42E2E63912CA9,57.51819548,27.54658492,64.84325521,112,112,50,197,TRAIN +0X5BB5950E48DCABA2,45.32127934,43.35236869,79.28563099,112,112,46,115,VAL +0X5BB7CFFD105A3FAE,62.05229364,36.27481317,95.59158287,112,112,50,199,TRAIN +0X5BBA205CF1389388,57.66302208,45.20087409,106.7645267,112,112,80,328,TRAIN +0X5BBB947BE9B5CD3E,63.11072462,36.3498393,98.5376886,112,112,50,201,TRAIN +0X5BBDD38A52132F51,65.2912076,14.0764627,40.55589874,112,112,50,242,TRAIN +0X5BC084DE4595DDA9,39.34919744,74.81430244,123.352535,112,112,46,164,TRAIN +0X5BC4CD6E32784809,60.22025623,19.8411518,49.87752541,112,112,50,226,TRAIN +0X5BC7BE982A4B59D0,50.46101357,30.06812498,60.69588246,112,112,50,250,TRAIN +0X5BCCA6A21A48BA1C,60.59501948,27.85104802,70.67900466,112,112,50,202,TRAIN +0X5BCD54C82F8D582D,55.53066585,58.47338999,131.4914898,112,112,50,184,TEST +0X5BCFC1AB74430ADC,57.21333393,29.02093884,67.82706275,112,112,50,146,TRAIN +0X5BD28538796B42E1,68.63417187,16.98151591,54.14018032,112,112,50,163,VAL +0X5BDB93DFF509755C,62.1877479,40.98286179,108.3851385,112,112,50,199,TRAIN +0X5BDE274D50326F51,21.53967936,127.3209825,162.2743592,112,112,40,137,TRAIN +0X5BE1EB81D547BB00,59.45186687,28.05466758,69.18855546,112,112,50,203,TEST +0X5BE6B8A080E4AAF3,64.56878275,44.46262534,125.4899741,112,112,50,214,TEST +0X5BED87AA6A6DE3C,59.58318598,42.14955604,104.2871811,112,112,50,161,TRAIN +0X5BEFB1201A511970,64.69656126,15.93043336,45.12431063,112,112,50,126,TRAIN +0X5BF53B5D9E37CF85,68.74012306,17.04334859,54.52148332,112,112,57,230,VAL +0X5BFC2EC0D445EA65,28.1432344,35.84433814,49.88303863,112,112,50,112,TEST +0X5BFC4BEBE8BF82CC,55.07907836,42.47889681,94.56372501,112,112,59,120,TRAIN +0X5BFDF06DBFF53A0A,38.90306765,130.8623334,214.1880588,112,112,50,278,VAL +0X5C00619340A86EAA,21.01349632,140.8583099,178.3321243,112,112,50,113,TRAIN +0X5C006EA7B061D14E,59.76640115,38.85333628,96.5693783,112,112,50,210,TRAIN +0X5C04297CE92F9474,15.56790245,101.8890793,120.6757646,112,112,50,122,TEST +0X5C0458BF2E4CF6C7,60.0358371,29.99276406,75.04914874,112,112,50,177,TRAIN +0X5C05336F5F0ABF6F,55.02264084,22.47246487,49.96394918,112,112,50,166,TEST +0X5C0622310D51F2EA,46.37564506,83.43840481,155.5979646,112,112,47,138,TRAIN +0X5C07652BAE8C7302,61.21796072,82.17905055,211.8997662,112,112,43,142,TRAIN +0X5C0BCAA2FB4FF1B4,37.43083451,33.98070134,54.30902119,112,112,50,162,TEST +0X5C0D8A8607A0BCD8,59.55119021,25.42387974,62.85445694,112,112,50,125,VAL +0X5C0E4F3C27ED9B85,48.84471744,33.54843192,65.58155921,112,112,50,146,TRAIN +0X5C0FD8B1175151FA,45.27212654,44.80229059,81.86375197,112,112,50,178,TRAIN +0X5C103167BD77DE9C,57.39327429,18.70583601,43.90348168,112,112,50,217,TRAIN +0X5C12941016554219,62.95789347,28.4942265,76.92388249,112,112,50,154,TRAIN +0X5C13832F252936F7,69.79739826,21.39181789,70.82773224,112,112,104,251,TRAIN +0X5C1E8311A4AA5E96,49.7504084,74.88080453,149.0177375,112,112,50,153,TRAIN +0X5C2093C65B92C741,64.09434819,15.39120761,42.86569616,112,112,52,194,TRAIN +0X5C20947D2D3C0638,57.17228294,50.63386257,118.2268541,112,112,50,166,TRAIN +0X5C253FDBCD0E300A,61.68402675,39.7151656,103.6517208,112,112,50,162,TRAIN +0X5C26378213CC3D5E,63.40410003,26.58101236,72.63385349,112,112,50,197,TRAIN +0X5C27FE43EBDF4484,62.58397774,42.87811355,114.5982682,112,112,50,247,TRAIN +0X5C2959CAADE171C9,60.15316989,25.85711565,64.89127385,112,112,55,200,TRAIN +0X5C3401A02A219AB6,46.53038833,61.18706508,114.4333448,112,112,54,188,VAL +0X5C363EB9E7B8D2D7,63.44507443,24.0445267,65.77643455,112,112,50,195,TRAIN +0X5C36C47474E66354,58.5702333,16.0333624,38.70010303,112,112,50,109,TEST +0X5C3B081C1D5BC264,66.1687148,20.7700872,61.3931368,112,112,50,168,TRAIN +0X5C3E19EC804AB89A,63.48109277,31.98922546,87.59633814,112,112,53,142,TEST +0X5C41AF3F25757D5B,63.5768167,10.91161487,29.95788363,112,112,50,65,TEST +0X5C433F9E3BA1E2DF,58.53672958,35.11278156,84.68406185,112,112,50,96,TRAIN +0X5C43DB9C3DA8C861,58.9892699,72.16081689,175.955943,112,112,50,215,TRAIN +0X5C48A57102118A57,64.39715365,10.04272833,28.20765573,112,112,50,120,TEST +0X5C4DAA1DF7F8CA25,69.16772154,23.56563406,76.43169833,112,112,62,230,TRAIN +0X5C53EA56AC3783CF,71.71974188,30.42070266,107.5686881,112,112,50,134,TRAIN +0X5C55673175514E32,19.49634383,234.0792269,290.7684422,112,112,50,188,TRAIN +0X5C565C7D7CF4A489,64.68660911,35.33491951,100.0609645,112,112,50,113,TRAIN +0X5C58323A222761B2,48.1894512,46.62348923,89.98841029,112,112,50,308,TRAIN +0X5C5B9906DC0D9057,58.21439437,19.13029086,45.78201171,112,112,50,199,VAL +0X5C5F3F8BD96C3437,67.56629298,22.23624802,68.55907039,112,112,50,173,TRAIN +0X5C6E9BA3AC1B4ECB,40.12913898,49.51182319,82.69769691,112,112,50,124,TRAIN +0X5C70DA5DA096EBF8,59.84786582,32.96833926,82.10856019,112,112,50,201,VAL +0X5C72AD9624A40A3A,60.18101066,33.40242719,83.88567301,112,112,50,240,TRAIN +0X5C732BCF53162A65,60.32460355,34.70683156,87.47696221,112,112,50,187,TEST +0X5C753484DB492ACA,65.78537603,28.12305379,82.1960043,112,112,50,148,TRAIN +0X5C763FA1B573D7A8,32.79449324,56.02673719,83.3662893,112,112,50,123,TRAIN +0X5C7B3A4A12245C5E,38.04149565,111.1702034,179.4268673,112,112,50,189,VAL +0X5C7D9604189AB703,57.92697923,27.91641433,66.35229375,112,112,50,207,TRAIN +0X5C7F6275DDC3DB94,64.33673676,18.52978648,51.95763034,112,112,50,159,TRAIN +0X5C80C526C8437CF6,64.01631396,27.78956462,77.22823223,112,112,50,167,TRAIN +0X5C814528DCE46509,57.20834298,35.43562617,82.80966112,112,112,50,175,TRAIN +0X5C8171EDE5E95BCD,58.54544043,37.68897469,90.91635535,112,112,50,180,TRAIN +0X5C81C3B8CCCE3B1D,63.03326589,28.40117715,76.82901352,112,112,50,251,TRAIN +0X5C82DDEEA7B83F66,59.06195064,33.6374431,82.16669729,112,112,50,251,TEST +0X5C85CE60422E8717,63.88033634,17.10398879,47.35367681,112,112,64,210,TRAIN +0X5C89E0348E49D500,35.3213885,46.69900848,72.20162493,112,112,57,172,TRAIN +0X5C8E74E8A72B2CCE,65.98777513,27.07399943,79.60078923,112,112,50,146,TRAIN +0X5C8FBD78D13B887F,67.92841873,19.13698421,59.66959986,112,112,50,191,TRAIN +0X5C92D4C03C058F68,62.2622402,33.8809188,89.77988886,112,112,52,197,TRAIN +0X5C953D8682D4E34B,65.34700162,10.55898119,30.47061345,112,112,50,185,TRAIN +0X5C98E42CEB827219,66.55603694,24.83970331,74.27260719,112,112,50,202,TRAIN +0X5CA1BF7D104E3F20,70.84281098,17.54261641,60.16566409,112,112,50,205,TRAIN +0X5CA2B7ACC72E7089,68.75852476,19.57032484,62.64212778,112,112,50,150,VAL +0X5CA86377C2EDF210,30.73091285,88.73363772,128.0999092,112,112,50,179,TRAIN +0X5CA9EC597BD1151A,63.3963658,29.39003061,80.2926574,112,112,50,172,TEST +0X5CAA16702850040C,64.62531709,44.48297263,125.7480463,112,112,50,190,TRAIN +0X5CAF9C965AB286BB,38.40561991,43.15860645,70.06906537,112,112,52,213,TRAIN +0X5CAFBD8F2F8DC00B,62.00547892,35.89754393,94.48084332,112,112,53,201,TRAIN +0X5CB4E030D0C4F388,48.08248988,41.96385662,80.82794518,112,112,49,136,TRAIN +0X5CB4FCCE5C545733,57.75665137,42.50950477,100.6300545,112,112,50,145,TRAIN +0X5CB575476EC80F28,56.64944114,25.84522462,59.61912672,112,112,50,145,TEST +0X5CB89319A7E13712,61.1634776,18.28946622,47.09347049,112,112,50,127,TRAIN +0X5CB89528DF79490D,67.91319702,13.45297513,41.9268169,112,112,62,145,TRAIN +0X5CBA5F10CE173C78,58.20869131,55.78480061,133.4842156,112,112,50,176,TRAIN +0X5CBCDC46C155136,44.99080384,40.0246779,72.75997597,112,112,54,151,TRAIN +0X5CBF8B43EFDD7D6E,18.30740833,139.0331858,170.1906905,112,112,50,145,TRAIN +0X5CC16B5FA6C18B06,58.57615433,28.07502259,67.775027,112,112,50,159,TRAIN +0X5CC6EB5C62ABD303,54.20222363,41.3890281,90.37344471,112,112,50,279,TRAIN +0X5CC9462160833E16,65.16266168,30.98166167,88.93234435,112,112,73,292,TEST +0X5CCAAAD2D61ACFE9,56.7870399,16.82649195,38.9385312,112,112,50,165,TRAIN +0X5CCC89BCE8721F66,59.98628511,18.69380858,46.71850297,112,112,50,174,TRAIN +0X5CCF81D7227F7671,29.08860816,84.99331252,119.8584745,112,112,47,187,TRAIN +0X5CD36D24B82283A8,60.67483033,15.34314098,39.01608336,112,112,73,288,TRAIN +0X5CD3BB239816DE46,69.87189378,35.41794444,117.5578185,112,112,62,187,VAL +0X5CD9E4FC7E803411,60.17644383,15.84908391,39.79826372,112,112,50,127,TRAIN +0X5CDCA095B4FB6100,75.26515965,20.83918901,84.25034772,112,112,46,165,TRAIN +0X5CDFC7FFCE29EC42,40.44759031,80.30949658,134.8551587,112,112,50,128,TRAIN +0X5CE06D8A08BD9C7,64.26128954,21.53052607,60.24427237,112,112,50,174,TRAIN +0X5CE16B7E824B54DD,59.55767736,31.67901343,78.33134045,112,112,50,145,TRAIN +0X5CE35FD20E949C11,32.95228213,75.68774254,112.8863814,112,112,50,169,TRAIN +0X5CEAF8CCDF0F1DA1,32.79052294,52.56612166,78.21236522,112,112,50,278,TRAIN +0X5CEFEEEA65D39669,52.85193081,36.26561537,76.91855891,112,112,50,183,TEST +0X5CF840808AC3A51D,64.5863982,31.47661552,88.8828414,112,112,50,221,TRAIN +0X5CFB1249B6E7AB45,55.70235487,24.74237406,55.85482928,112,112,50,202,VAL +0X5CFB2DE05E52418E,60.20642457,45.97019254,115.521644,112,112,24,67,VAL +0X5CFD1C355DE93894,34.10211526,99.67760078,151.2606985,112,112,50,186,VAL +0X5D0DFD26F454D74C,62.06651442,35.7687125,94.29323974,112,112,50,163,TEST +0X5D103E4500F4E03B,59.63875307,30.04728473,74.4458782,112,112,47,166,TRAIN +0X5D13B00A9C834084,56.73702139,54.63906675,126.2952032,112,112,50,164,TRAIN +0X5D159B26B4AFC43B,49.45583537,39.11770164,77.3931114,112,112,50,129,TRAIN +0X5D15F6BD0B9D5CE2,62.31394741,23.32792315,61.90068089,112,112,50,190,TEST +0X5D19F61D8DD2A327,66.90690482,14.48893689,43.78235644,112,112,50,783,TRAIN +0X5D1C4DB993CBEB5F,69.97366443,16.01217258,53.32709529,112,112,50,119,VAL +0X5D20C54CD929741,64.84319716,37.4784188,106.6036038,112,112,50,146,TRAIN +0X5D278EA9617E43F0,56.71675288,35.89186969,82.92323721,112,112,50,176,TRAIN +0X5D29CF199E85BCE7,64.98462392,16.72098411,47.75326151,112,112,50,128,TRAIN +0X5D2CD9603F554C22,62.50546516,19.67104082,52.46375479,112,112,50,176,TRAIN +0X5D2DE43B30BAE113,23.71282313,113.29488,148.5110403,112,112,50,168,TRAIN +0X5D2F019F366E4CB0,57.20985468,38.88059367,90.86342982,112,112,50,213,TRAIN +0X5D2F7405A43DB64D,65.25549791,35.97144497,103.5313296,112,112,50,201,TRAIN +0X5D38D994C2490EAE,43.75998908,48.98002564,87.09106708,112,112,50,157,TRAIN +0X5D3A01DA317E6D4C,65.2490795,23.59077012,67.88531003,112,112,50,157,VAL +0X5D3A4E695699D345,32.01388451,85.99981345,126.4961424,112,112,50,143,TRAIN +0X5D3BE1C6F1BDBF8,24.18838895,87.79388841,115.8053327,112,112,50,190,TRAIN +0X5D3D9A1B411AC0B6,55.01881459,50.46705542,112.1959214,112,112,50,248,VAL +0X5D4384C94F609882,65.53144156,30.90157377,89.65148289,112,112,50,730,TRAIN +0X5D453767BD555153,63.78867074,30.37352686,83.87851946,112,112,48,223,TRAIN +0X5D46AD1CAA0CD528,65.22684571,15.35798462,44.16621079,112,112,50,137,TRAIN +0X5D4CE41A2D8F067B,62.16507851,27.46109962,72.58135748,112,112,59,165,TRAIN +0X5D4D12B2C125581C,71.26968993,29.45413646,102.5193824,112,112,50,171,TRAIN +0X5D502551D07D4DA4,31.29045548,56.60381307,82.38129574,112,112,50,153,TRAIN +0X5D50280B44A63430,25.30036233,47.87065385,64.0841848,112,112,47,144,TRAIN +0X5D50BBB7B29F5ED1,62.7795441,19.88937049,53.43666544,112,112,50,121,VAL +0X5D52AB9A6C8549D8,69.09969954,40.43879704,130.8686208,112,112,50,191,TRAIN +0X5D5897D9D7262386,37.79938405,94.92807226,152.6159682,112,112,47,111,TRAIN +0X5D5AAA4D4A5C945E,64.3616427,20.36866181,57.15376171,112,112,50,195,TRAIN +0X5D5EA202B6453DBE,49.73956755,53.45678267,106.3595757,112,112,50,187,TRAIN +0X5D653441BD69A02E,61.46602104,20.94365933,54.35114644,112,112,50,136,TRAIN +0X5D6A1608E132B62A,55.8833396,50.87076336,115.3096424,112,112,50,208,TRAIN +0X5D6C0055AEA9214F,28.80908897,103.2431085,145.0228787,112,112,47,164,TRAIN +0X5D78417E9211CC18,38.0734473,44.56047192,71.95697157,112,112,50,191,VAL +0X5D7A013C97D80D53,57.65939376,31.04658526,73.32579293,112,112,50,156,VAL +0X5D7B0639FC5F0680,58.69140948,30.58478834,74.03977709,112,112,50,198,TRAIN +0X5D7CE3C255D509DE,51.33062647,87.89995616,180.6063029,112,112,48,359,TRAIN +0X5D7DED9EE53AFE49,57.22138928,30.61478159,71.56562841,112,112,58,289,TEST +0X5D7FCA50F8853C9,62.73593598,47.46467316,127.3738504,112,112,50,127,TRAIN +0X5D803519EA68C681,60.06086733,22.19920638,55.58259506,112,112,50,142,TRAIN +0X5D81397DB541670A,18.28310448,71.06790459,86.96843429,112,112,50,152,TRAIN +0X5D8CC617E26B46EC,59.04772378,43.1901406,105.4645665,112,112,50,123,TRAIN +0X5D8E881ECEE5F36,58.51875622,30.58014902,73.72042454,112,112,50,203,TRAIN +0X5D923AF380EB455C,54.69552209,34.72771098,76.6540364,112,112,50,134,TRAIN +0X5D96B22626F0D2AA,60.2184723,51.0322457,128.2812618,112,112,50,304,TEST +0X5D989C293C8C2CE4,55.2117565,37.15675529,82.96095668,112,112,50,202,TRAIN +0X5D98E2C64E1625FB,27.7459176,118.5770238,164.1111753,112,112,43,136,TRAIN +0X5DA482A6C4BDC535,65.03480764,15.07877146,43.12509225,112,112,50,135,TRAIN +0X5DA69748408F8E20,61.45912771,12.56627039,32.60504925,112,112,50,147,TRAIN +0X5DA9D6661907E7F0,60.35822912,19.34038661,48.78789767,112,112,50,122,TRAIN +0X5DAB2DA5F776DE78,57.15451424,26.76241186,62.46261744,112,112,68,219,TRAIN +0X5DAB9FDE7CC700DE,32.46933201,159.2417848,235.8066188,112,112,50,91,TEST +0X5DAE4DC1DC55BB33,57.08022262,37.88277313,88.26414171,112,112,50,180,VAL +0X5DAF04808611BAAB,66.82577618,11.95936928,36.05018567,112,112,50,156,TRAIN +0X5DAFCBD9AF45FE1D,64.55624352,23.44969015,66.16028456,112,112,50,197,TRAIN +0X5DB386B94F7C4BC3,67.54591808,19.51568252,60.13321395,112,112,50,163,TRAIN +0X5DB7742B2778FD6B,58.14385758,31.02517463,74.12334926,112,112,50,198,TEST +0X5DB7FAB9B9BE5D9,59.45146497,22.12918594,54.57456335,112,112,56,188,TRAIN +0X5DB9102BCAA695A1,66.75118941,30.7452546,92.47023896,112,112,50,150,VAL +0X5DB9401060BD9D0F,63.31941364,28.36735602,77.33615745,112,112,50,171,TRAIN +0X5DB9B61F813D5FF1,58.09355133,18.66681696,44.54402021,112,112,50,165,VAL +0X5DC35F53CE78C741,51.50554908,43.55015255,89.80440386,112,112,50,201,TRAIN +0X5DC400C55208AB98,67.18766557,30.88855786,94.13703227,112,112,55,229,VAL +0X5DC558E6A9C2553D,70.0064736,13.62586764,45.42936187,112,112,50,185,TRAIN +0X5DC624BE02E6CDD,64.50675375,17.52577758,49.3777815,112,112,50,160,VAL +0X5DC8E85D737912F,59.17564804,41.02408649,100.4892534,112,112,50,126,TRAIN +0X5DCB0201908CB27F,17.1222298,117.9862877,142.3618027,112,112,50,127,TRAIN +0X5DCD1D381ED8E90A,62.92428773,43.96345216,118.5774985,112,112,50,207,TEST +0X5DCD6E7750BE586B,22.22017201,152.9821608,196.686165,112,112,50,130,TRAIN +0X5DCF5EFD375418D2,57.24817817,38.75623622,90.6539992,112,112,50,114,TRAIN +0X5DD48C49365DBB71,57.48281298,53.12476725,124.9489229,112,112,50,185,TRAIN +0X5DD9F952024DE8FC,50.0358324,59.08982475,118.2644035,112,112,50,170,TRAIN +0X5DDDBEF2B4D91CD,67.35924628,27.95704526,85.65073435,112,112,50,198,TEST +0X5DDE9E68BB099303,55.08548292,21.17641033,47.14825341,112,112,50,106,TEST +0X5DDF6E147ADCC6B9,16.65774755,117.7310958,141.2621957,112,112,55,150,TRAIN +0X5DDFEF522CF8131D,64.17729469,39.88759528,111.3472445,112,112,62,256,TRAIN +0X5DE1109B617C307E,55.1843496,39.28426255,87.65746385,112,112,50,142,TRAIN +0X5DE49DD1812E0E53,62.35821784,24.15684152,64.17560522,112,112,62,180,TRAIN +0X5DE6B657F04A3198,60.56270679,36.21370942,91.82605213,112,112,51,179,VAL +0X5DEFDC9DAEB29CB,54.49681561,30.17434806,66.31260748,112,112,47,187,TRAIN +0X5DEFFABA480E1940,56.74200403,52.46844366,121.2918964,112,112,50,192,TRAIN +0X5DF0F473022D31E2,23.43165407,54.382775,71.02514014,112,112,73,271,TRAIN +0X5DF2E3C335BD20EF,64.56351707,24.38344097,68.80886294,112,112,50,185,TRAIN +0X5DFC0C66C150F577,52.86581993,24.49293572,51.96427663,112,112,50,172,TEST +0X5E002446A11D8489,14.81939642,196.6525972,230.8654658,112,112,50,135,VAL +0X5E02AABEBE0408C5,68.40969268,19.77693227,62.60443139,112,112,52,164,TRAIN +0X5E0B75A0ABEBCB7E,65.1657116,22.5374531,64.69904836,112,112,62,260,TRAIN +0X5E0D3394311A3DB0,61.63039041,21.92189851,57.1334938,112,112,50,171,TRAIN +0X5E112030E47CF091,57.08152936,40.63253386,94.67376926,112,112,50,134,TRAIN +0X5E12E1A64B74534D,56.8110307,33.97315057,78.66163772,112,112,50,135,TRAIN +0X5E153A9644D6CB3E,63.36115855,23.74679048,64.81315878,112,112,54,179,TRAIN +0X5E184CFF23C01654,57.01341882,45.26253517,105.2945685,112,112,50,216,TRAIN +0X5E1A399B461F9D65,55.33317547,47.94368085,107.3362196,112,112,50,202,TRAIN +0X5E1F93C96092699,58.61287966,30.5653473,73.85231698,112,112,50,221,TRAIN +0X5E212B2953D6257B,49.93359865,57.18204538,114.2124136,112,112,50,68,TRAIN +0X5E225B4AE218833F,34.52717559,47.44552814,72.46598657,112,112,50,123,TEST +0X5E22DFA2350C4782,19.50480669,106.690188,132.5423092,112,112,50,113,TRAIN +0X5E2543F97CDE7232,48.1486037,72.31469337,139.4652768,112,112,50,184,TRAIN +0X5E27995327EB7725,66.79244209,23.27109721,70.07771326,112,112,50,213,TRAIN +0X5E287E9190871DF2,62.45011467,15.29353068,40.72856828,112,112,50,170,TRAIN +0X5E3007301B69283C,63.44898056,25.40531226,69.50643963,112,112,50,204,TRAIN +0X5E32371377E0CF89,55.18459131,41.9104135,93.51786524,112,112,50,148,VAL +0X5E35565A56DAF332,53.01567344,50.97317275,108.4897379,112,112,50,184,TRAIN +0X5E356E0DF8F55453,50.25830192,59.10025754,118.8143144,112,112,50,195,TRAIN +0X5E3788FE379B291B,64.18484567,23.51906602,65.66791755,112,112,50,241,TRAIN +0X5E3A1E160562B7E7,66.25906764,21.77495355,64.53571976,112,112,50,165,TRAIN +0X5E3F73AAD75ED4BD,58.33672121,44.82363363,107.5854684,112,112,50,203,TRAIN +0X5E41CFB1FB15279D,73.38239982,12.46937159,46.84634041,112,112,50,134,TRAIN +0X5E45BACF9768908A,55.72546761,22.22238178,50.19224502,112,112,50,131,TRAIN +0X5E46D41281E1995A,52.18848459,59.54480046,124.5407094,112,112,43,165,TRAIN +0X5E48A21DE491A78F,34.78033492,71.89606542,110.2367903,112,112,50,114,TRAIN +0X5E5177D22560685E,59.75492466,45.83152898,113.8810863,112,112,64,190,TRAIN +0X5E5373431FA7A041,62.12473376,56.89646744,150.2206402,112,112,47,190,TRAIN +0X5E53F477513487D6,62.69642252,28.96479421,77.64615666,112,112,38,149,TRAIN +0X5E546A0DDFF0EDA9,55.30574331,39.12558071,87.54051102,112,112,50,308,TRAIN +0X5E5C9EB6814282D7,64.58162629,26.4832679,74.77268188,112,112,50,84,TRAIN +0X5E606BF217DA216C,59.47388395,37.75904345,93.17212485,112,112,50,150,TRAIN +0X5E641D68EBD62FAC,69.09358823,8.633313384,27.93372925,112,112,50,159,TRAIN +0X5E64AA2424074480,55.00104488,27.37504239,60.83484009,112,112,50,109,TEST +0X5E671D0F5230CA9D,54.98323406,42.42889609,94.25131993,112,112,50,125,TRAIN +0X5E6CB8D263F993B7,59.5885721,53.27789479,131.8386842,112,112,50,145,TRAIN +0X5E6F87BD8985C7ED,60.44750214,22.06606572,55.78931018,112,112,50,155,TRAIN +0X5E712CB224C8FDD7,60.36688602,22.67030447,57.20041197,112,112,50,126,TRAIN +0X5E741B2B92850F19,56.92423497,27.03941461,62.77175714,112,112,50,149,TRAIN +0X5E76ADAC714DF9D7,63.0443099,20.3461704,55.05558236,112,112,50,189,TEST +0X5E77118AF4084B39,53.65693021,28.57425956,61.65810701,112,112,50,201,TRAIN +0X5E7924276F62CCE6,64.57075873,37.41832313,105.6142378,112,112,50,227,TRAIN +0X5E7A214EF0BCDF91,52.16873947,59.74406189,124.9058905,112,112,50,221,TRAIN +0X5E7E76986E672026,48.32603325,21.4279526,41.46759761,112,112,50,165,VAL +0X5E82DDFBC25E755A,59.42140081,25.50711035,62.85852853,112,112,53,176,TRAIN +0X5E857A59AF8D3FC7,54.27916062,41.31678701,90.36751638,112,112,50,201,TEST +0X5E8AB2A9ABFE32DE,30.19227088,46.09691873,66.03411873,112,112,50,152,TRAIN +0X5E9020A8FCA5DD1D,64.79779734,22.36566499,63.53484528,112,112,50,253,TRAIN +0X5E9392E23CEAD967,66.09843535,32.84059856,96.87045098,112,112,50,129,VAL +0X5E94B6F10B6B4BAF,60.99468072,26.45858076,67.83326287,112,112,50,182,TRAIN +0X5E9623EDC1B57949,60.78361339,34.90845126,89.01496104,112,112,53,132,TRAIN +0X5E98971829C12431,61.00335399,32.41084901,83.11188866,112,112,50,152,TEST +0X5E9AEFC0BAF4C623,62.8763146,14.88151572,40.0863103,112,112,50,110,TRAIN +0X5E9CA0D95225A239,50.66482813,45.2618698,91.74361432,112,112,50,171,TRAIN +0X5E9CCD59BD6EDE82,57.06389696,43.6308237,101.6180338,112,112,50,190,TRAIN +0X5E9D8DC455446AF2,65.74406733,49.35676672,144.0823906,112,112,50,164,TRAIN +0X5E9DE6D454196225,78.20823519,12.41126679,56.95393143,112,112,50,204,TRAIN +0X5E9E8AD35D333062,54.67461881,41.20941558,90.91907116,112,112,50,147,TRAIN +0X5EA17A007042B63C,50.06137444,26.70819029,53.48202917,112,112,50,156,TRAIN +0X5EA2B15862C3C731,65.07830041,52.47079164,150.2526861,112,112,59,166,TRAIN +0X5EA9017E606880F2,56.21625423,48.45880428,110.6776121,112,112,50,150,TRAIN +0X5EABE6E6129D65D6,61.2212717,31.94444847,82.37621468,112,112,50,136,TRAIN +0X5EAEC188BED7D1C4,58.33666456,26.42132491,63.41624987,112,112,50,159,TRAIN +0X5EB091B7ACE3715E,28.60324826,53.4841866,74.91123236,112,112,50,138,TEST +0X5EB1538110DC1DD1,64.12722875,30.83350852,85.9524019,112,112,50,195,TRAIN +0X5EB2063FDB36FFEA,59.11468898,31.74001954,77.63184076,112,112,50,181,TEST +0X5EB9A4515645E82F,66.37222487,57.99962233,172.4753485,112,112,52,214,TRAIN +0X5EBAF494862BBD3A,59.7205732,25.40297829,63.06688131,112,112,50,197,TRAIN +0X5EBEECA55C0C6874,67.33761724,22.66717572,69.39841433,112,112,50,108,TRAIN +0X5EBF4BEB0CB630A3,63.07654939,27.84838828,75.42195494,112,112,50,119,TRAIN +0X5EC277F47019A41,54.30206166,32.05996551,70.15626236,112,112,50,197,TRAIN +0X5EC2E237164BE880,54.97871321,43.42422671,96.45265563,112,112,50,145,TRAIN +0X5EC4ED845000D86B,52.0744612,33.25276856,69.38423519,112,112,50,180,TRAIN +0X5EC7168075AF1BA4,44.1411215,41.7718214,74.7809883,112,112,50,154,TRAIN +0X5EC8EAD631405070,60.72366921,22.94985369,58.43176597,112,112,50,138,TRAIN +0X5ECD55B830580E47,71.0135012,15.76951513,54.40296614,112,112,50,188,TEST +0X5ECF73A4906CB2BB,64.41848774,15.96196193,44.8602685,112,112,50,179,TRAIN +0X5ED20CE22B61EEB,17.61534016,192.6759482,233.8735737,112,112,50,135,TRAIN +0X5ED542F7582888B9,76.41303722,9.880499997,41.8896663,112,112,50,128,TRAIN +0X5ED71DED6F063F9D,41.20537187,53.29152283,90.64012228,112,112,50,99,VAL +0X5ED7410527085C8A,58.24215169,16.97915779,40.66099782,112,112,50,119,TRAIN +0X5ED7D8B4C5E04559,66.41053578,30.96159804,92.17651654,112,112,50,129,TRAIN +0X5EDDEA1B2AB83813,61.00383056,23.97434375,61.47871468,112,112,47,138,VAL +0X5EDF35043B9394FB,59.00817471,32.47008713,79.21112783,112,112,50,100,TEST +0X5EE2390AFEA958E7,56.93992417,21.40035393,49.6988301,112,112,106,330,TRAIN +0X5EE2857858E0E31E,62.99746943,19.35769885,52.31452701,112,112,50,138,VAL +0X5EE96AA34060E43F,22.24952909,241.4402172,310.5321606,112,112,46,202,TEST +0X5EED7E17AC927985,43.86656492,135.6042957,241.5749108,112,112,50,146,TRAIN +0X5EF3AA26F477E5F0,68.06064848,27.39838276,85.78252676,112,112,50,283,TRAIN +0X5EF5ECDC62D658E3,60.14676461,22.58039224,56.65886851,112,112,73,220,TRAIN +0X5F0602402478B90A,45.30648218,55.7952921,102.0144513,112,112,50,199,TEST +0X5F079E27A83C0B8,50.34779818,37.79243718,76.11432283,112,112,51,144,TRAIN +0X5F0D24B258388D8A,65.42647575,48.00417288,138.8466288,112,112,50,163,TRAIN +0X5F0E22A55AB2E76A,52.51864524,58.6327564,123.485854,112,112,50,129,TRAIN +0X5F1003C57B850AB3,54.78750554,51.03929793,112.8875957,112,112,50,200,TRAIN +0X5F12F829DE9997AD,57.17526343,34.53519499,80.64309966,112,112,50,198,TRAIN +0X5F1EC9AD081BBF4B,59.15037826,39.51349901,96.72916743,112,112,50,185,TRAIN +0X5F1F624CC0B3FE23,59.6369675,28.60933827,70.88005162,112,112,50,175,TRAIN +0X5F20AE1435A6B695,63.93897832,18.28454167,50.70444712,112,112,50,145,VAL +0X5F2D3F92EECFA8D5,61.7129446,18.97551005,49.5611633,112,112,50,204,TRAIN +0X5F2E4B2D0CB4142D,65.02957261,15.83050267,45.26825623,112,112,55,155,TRAIN +0X5F2ECBF007EA81FC,45.37714379,56.86695695,104.1083548,112,112,50,163,TRAIN +0X5F32DC0F9F9F9792,56.38233346,79.90639323,183.1973133,112,112,50,211,TRAIN +0X5F34377891ED32EA,54.58225777,22.79446859,50.18846704,112,112,38,150,TRAIN +0X5F353F8436745263,62.41181603,23.5767691,62.72388451,112,112,50,218,TRAIN +0X5F39CB85ADCAA00A,61.01162182,16.70006288,42.83343823,112,112,50,180,VAL +0X5F39D3F256239FE7,59.21883777,42.63375633,104.5427693,112,112,50,138,TRAIN +0X5F39F03B6B113B95,63.22498749,35.51508685,96.57396267,112,112,50,178,TRAIN +0X5F3B72BA85B714EA,59.35162769,39.92029403,98.2088378,112,112,50,212,TRAIN +0X5F3D04F591FED07C,57.72782833,28.84800407,68.24348722,112,112,50,173,TEST +0X5F3F5EAB6FBC7672,57.24335318,29.39299856,68.74486367,112,112,50,157,TRAIN +0X5F40FC2C2367EA92,59.15267321,38.58089093,94.4514463,112,112,50,51,TEST +0X5F4167C2888CCA6E,48.62834365,61.78101915,120.2628522,112,112,50,176,TEST +0X5F41E6D608B38A9,68.70723829,19.81611631,63.32491998,112,112,50,131,TRAIN +0X5F42C272ABD66AE4,49.5831653,48.06731047,95.33980218,112,112,50,170,TRAIN +0X5F4816B7130382CE,57.09786028,27.73333133,64.64323578,112,112,50,165,TRAIN +0X5F48AC99F9E2CD25,65.08546947,24.46578931,70.07337328,112,112,50,152,TRAIN +0X5F4A6C5D0B52CB1D,44.98082695,81.74652762,148.5782557,112,112,43,195,TRAIN +0X5F4B5FB16CE96C06,59.61923724,24.65113988,61.04674155,112,112,50,181,VAL +0X5F4C295A8969E33F,46.91035974,65.64680039,123.6527505,112,112,50,185,TRAIN +0X5F531849D180DED2,64.69156943,30.85334471,87.38237359,112,112,50,154,TRAIN +0X5F5640713F873F54,66.44332223,26.31183423,78.41012873,112,112,50,149,TRAIN +0X5F5765C5B693F91D,64.12902403,17.81189217,49.6554434,112,112,50,132,TRAIN +0X5F590C7F893948D1,55.17341096,33.23333535,74.13755108,112,112,50,147,VAL +0X5F592AA5BA91F733,68.06696731,18.43609111,57.73360548,112,112,50,196,TRAIN +0X5F599F607D804C81,60.86349326,55.37471504,141.4912051,112,112,50,160,TRAIN +0X5F5B9F5A80414884,50.19291796,41.5562275,83.43437479,112,112,50,161,TRAIN +0X5F5C118F20590038,65.1331344,21.39639937,61.36599607,112,112,50,289,TEST +0X5F5C26021613D05C,61.87585555,49.29753802,129.3079195,112,112,50,161,VAL +0X5F5E8594B9028EFE,65.00222576,50.14940074,143.2931146,112,112,59,236,TRAIN +0X5F60579417AF2B21,18.85969405,47.60450582,58.66936939,112,112,50,132,TRAIN +0X5F6521B0A37F45B0,65.20214862,19.61601928,56.37135196,112,112,50,150,TRAIN +0X5F69BF2FA33746C8,64.57647766,13.75871639,38.84062194,112,112,58,187,TRAIN +0X5F6DFF1FFF8D2BFE,65.32326758,12.47047058,35.96206939,112,112,50,155,TRAIN +0X5F6F8D308353F7CE,48.98869865,59.61805631,116.8722513,112,112,53,236,TEST +0X5F72A5975CB4B31E,68.5972787,41.10345224,130.8913704,112,112,50,155,VAL +0X5F79069BED47E4C6,55.39312814,48.28310153,108.2413976,112,112,50,159,TRAIN +0X5F7A3F7ECEF71001,39.59922163,91.05782456,150.7560449,112,112,50,203,TRAIN +0X5F7AB9B7BAD4A939,63.25808666,16.21870714,44.14224972,112,112,50,128,TRAIN +0X5F7F7043D608F24B,57.35191465,19.76840201,46.35237866,112,112,50,163,TRAIN +0X5F82B5955E52718,49.72393245,31.0628135,61.78449313,112,112,50,502,TEST +0X5F8388DE6166AD27,61.6526811,31.22578477,81.42886037,112,112,50,259,TRAIN +0X5F8AF2961E9475B3,54.88165801,32.51559046,72.0673434,112,112,50,193,TRAIN +0X5F8C726D21FDA787,66.38171245,25.83348173,76.84353847,112,112,50,172,TRAIN +0X5F8FAC42E57B94CD,67.1739583,14.88957947,45.35904635,112,112,50,146,TRAIN +0X5F904F6B8EF34899,40.80187163,83.91183937,141.7474533,112,112,47,136,TRAIN +0X5F905B70EFA3CB8F,63.39688865,26.57868286,72.61317927,112,112,50,171,TRAIN +0X5F91AE0375EB306B,65.6186923,19.51819639,56.7697906,112,112,50,192,TRAIN +0X5F9248C06FAC691F,50.18485696,60.38083618,121.2098019,112,112,50,124,TEST +0X5F92648A23C26089,59.51276291,19.67874385,48.60480799,112,112,50,125,TRAIN +0X5F92B35F19F2778C,71.63846356,22.40948624,79.01365388,112,112,50,160,TRAIN +0X5F9A892A7F5222F4,62.26258269,20.58367042,54.54445981,112,112,50,177,VAL +0X5F9B39788332C852,66.36156151,14.6405913,43.5233975,112,112,50,234,TRAIN +0X5F9DA73AAF7E7428,31.02084286,106.8350423,154.8801793,112,112,50,99,TRAIN +0X5F9E72417A7A94D9,67.75376971,16.36831539,50.76039972,112,112,50,280,VAL +0X5FA0D09981EB84F1,56.19298583,31.55085526,72.02238239,112,112,58,189,TEST +0X5FA3A479D0505A61,37.8846966,54.25338865,87.34303091,112,112,50,157,VAL +0X5FA790083ACE0F7F,44.635604,43.94658311,79.37697561,112,112,50,206,TRAIN +0X5FAFD4377E381228,66.24287378,24.30222603,71.99139484,112,112,50,117,TEST +0X5FB48001BCDB3E0,63.15599832,25.22176968,68.45556545,112,112,50,118,TRAIN +0X5FB52EE24AD4E07C,19.26807751,289.8485422,359.0259382,112,112,50,140,TEST +0X5FBA39712E8BCEA6,65.14784822,36.93894503,105.9875593,112,112,61,117,TRAIN +0X5FBBC76F7AD9FB4D,62.57955384,17.89162228,47.81242374,112,112,50,153,VAL +0X5FBC73FCF4098545,65.17845244,25.72532418,73.8776016,112,112,50,257,TRAIN +0X5FBE580FA447E32F,64.8613177,22.07011406,62.80859899,112,112,50,197,TEST +0X5FBF7F1AFD7D17DE,67.73759102,16.27399398,50.4425878,112,112,50,178,TRAIN +0X5FC40E07B2195664,49.25858911,37.62172168,74.14401969,112,112,50,204,TRAIN +0X5FC7EA9FAD9F2429,51.31200597,37.48745367,76.99527248,112,112,50,126,TRAIN +0X5FC9BFA75DBC770F,47.60045677,44.17492085,84.30401895,112,112,50,181,TRAIN +0X5FCC240D997BA3BC,64.23268929,18.94621131,52.97074602,112,112,59,175,TRAIN +0X5FCD756AC42FC6,60.90819944,30.83048527,78.86688468,112,112,50,284,VAL +0X5FCE4BD2E5E26851,21.87441329,85.93438388,109.9951853,112,112,50,162,TRAIN +0X5FCFF589A81B4B5E,38.8228032,82.31757357,134.5559749,112,112,50,212,TRAIN +0X5FD2001CD8BCA24A,59.53177007,33.6203375,83.07834952,112,112,50,229,VAL +0X5FD48AFE4017BCC,61.4056004,26.25060977,68.01662946,112,112,57,206,TEST +0X5FD68F47AE2AA638,61.7564985,27.28532343,71.3463003,112,112,74,232,TRAIN +0X5FD81C7210683832,60.13290208,19.98361915,50.12559276,112,112,50,220,TRAIN +0X5FD94B2F57CB25FB,72.73339826,18.58723688,68.16851273,112,112,50,210,TRAIN +0X5FDA14C54E57DB3E,36.44984472,68.5409658,107.8533412,112,112,50,180,TRAIN +0X5FDC113292CB6B3C,59.46283825,15.79735237,38.97005041,112,112,50,95,TRAIN +0X5FDCAAC518A41715,58.47530748,42.05714428,101.2822534,112,112,50,157,TRAIN +0X5FE2CC293BF88CCD,39.80532438,22.62759635,37.59069405,112,112,50,501,TEST +0X5FE3EB348D80C6BE,58.02298344,49.95697631,119.0103071,112,112,50,252,TRAIN +0X5FE4D902A22D3041,67.87337159,18.63975628,58.01964664,112,112,50,205,TRAIN +0X5FE6439A0CCEF482,16.59875696,58.0844015,69.64452733,112,112,50,51,TRAIN +0X5FE8732DE9D96FD5,44.71455729,39.2383005,70.9740188,112,112,50,139,VAL +0X5FEDCE3F39D06328,59.52932414,46.62156452,115.1983839,112,112,52,200,TRAIN +0X5FF1487741A82553,69.62794039,16.36391865,53.87819879,112,112,50,114,TEST +0X5FF75E97ECDC71E8,58.70836,21.8222899,52.84917212,112,112,50,145,TEST +0X5FF8D238E3A43BA9,17.86440298,182.0660524,221.6652207,112,112,50,172,TEST +0X5FFEB2AD9B3A5E25,69.82165693,21.45743385,71.10209395,112,112,50,113,TRAIN +0X6000435AE572F06C,56.01279553,17.76155838,40.37892062,112,112,50,147,VAL +0X60028DC7A7F31CE3,66.3332862,22.80363297,67.73346845,112,112,50,161,TRAIN +0X6004FEA607F2EB9C,60.18708095,19.13448076,48.06098426,112,112,50,301,TRAIN +0X6008D258A5B5E73,57.89024545,40.6903577,96.62929203,112,112,54,217,TRAIN +0X600BBB200766F979,61.45654631,32.30737059,83.82064267,112,112,50,212,VAL +0X600FA3ECBB488EAC,59.74756114,32.42997387,80.5664819,112,112,50,170,TEST +0X60121B222FC4B4C4,62.41528017,40.61885454,108.0727879,112,112,50,187,TRAIN +0X601A0FE2BA2F9F68,34.52830792,86.42870711,132.0092766,112,112,50,167,TRAIN +0X601B706CC84025BD,50.03081648,71.01729907,142.1221922,112,112,50,137,TRAIN +0X602005216EB0FAB3,59.95280682,37.3147404,93.17691811,112,112,50,153,TRAIN +0X6020D0C5C256684D,59.43197764,29.48287123,72.67515031,112,112,62,150,TRAIN +0X602148BCD6E57281,52.11170634,35.35888415,73.83617466,112,112,50,398,VAL +0X6022F9F42D2E8E06,68.4389001,18.97714813,60.12828512,112,112,68,239,TEST +0X60232C8C3F8E33D5,64.68560098,19.0790527,54.02627038,112,112,50,122,TRAIN +0X602624BAE73DF1D0,61.64304723,26.14699669,68.16755452,112,112,50,234,TRAIN +0X6029ADEDDBD5A8E7,58.03899748,27.45671949,65.43389777,112,112,50,165,TRAIN +0X602B5FA15C1B1391,55.16421552,57.55987127,128.3793112,112,112,59,267,TEST +0X602DD210408CBD35,56.63803429,35.4380018,81.72600391,112,112,50,156,TRAIN +0X60300FD6116E3023,47.66230121,28.72456485,54.88312538,112,112,50,162,TRAIN +0X603072212882EC57,60.74335464,42.36495834,107.9179281,112,112,50,222,TRAIN +0X603265F67987D61,64.77044048,27.83179425,79.00125528,112,112,50,126,TRAIN +0X6034BDAD7FE51795,54.88451888,17.21399945,38.15541589,112,112,50,178,TRAIN +0X60361B7F301DEBB7,68.2885994,29.93204778,94.38891762,112,112,50,181,TEST +0X6037105349598904,45.35163287,41.99482576,76.84552709,112,112,50,201,TRAIN +0X603C4DE06BAD2DE,58.08894881,42.79925578,102.119261,112,112,50,183,TRAIN +0X60419B3EB3939EF0,55.52400023,34.158465,76.80201723,112,112,58,148,TRAIN +0X6043DEDF42873A99,59.41335675,28.03259632,69.06852619,112,112,53,113,TEST +0X604740AA1AC8E769,58.07357103,51.39348658,122.5801668,112,112,50,292,TEST +0X6047605B3F7507A9,55.77013102,24.51214931,55.41990035,112,112,50,114,TRAIN +0X60478355C2E0BB48,59.79701857,47.11733588,117.1986112,112,112,50,168,TRAIN +0X6047BEFB56F3FBA8,73.25197809,16.61079487,62.1010216,112,112,50,94,TRAIN +0X604F9762C755B48A,55.30901179,35.06818486,78.46813477,112,112,50,121,TRAIN +0X6050E603BC35F0D,37.71509927,29.00720631,46.57181109,112,112,50,220,VAL +0X6052BE44A33ADDFE,38.29615318,60.86845007,98.64611884,112,112,50,141,TRAIN +0X605383A20B7C658F,54.4725707,22.48016116,49.37718097,112,112,50,222,TEST +0X605AAC45ACC879B4,37.38176571,98.45026318,157.2229947,112,112,47,170,VAL +0X60616EC56172D3AE,61.65280273,25.79629561,67.27035468,112,112,50,95,TRAIN +0X6062D547329B34C8,44.03893478,68.78813399,122.9214164,112,112,47,91,TRAIN +0X60649A42C11E721B,75.52027242,19.42701901,79.3596209,112,112,47,118,TRAIN +0X606543C2636A46F9,65.96809981,14.45117593,42.46361753,112,112,50,67,TRAIN +0X6066F7CF79AD6EA2,62.30485874,40.02782707,106.1882931,112,112,50,199,TRAIN +0X606B12A9CF68A876,66.13978565,24.66083419,72.83129969,112,112,50,243,TRAIN +0X606B7F30476EEA0C,58.03715973,26.40223596,62.91813372,112,112,62,167,TRAIN +0X606EAE26DB4E8B0F,60.91239035,26.55990298,67.94967311,112,112,50,196,TRAIN +0X60758344D1A615C7,56.19251823,35.03286169,79.97004227,112,112,50,186,TEST +0X6075BCC604236225,50.23814276,53.26937223,107.0486014,112,112,50,178,TRAIN +0X607768213ECF3816,40.07490145,54.60906043,91.12886211,112,112,50,353,VAL +0X6077DDC915D49EF4,51.98499746,40.51577166,84.38148394,112,112,50,177,TRAIN +0X607994E451ABE328,54.54954863,39.37174118,86.62563294,112,112,50,187,TRAIN +0X607D6FED035C7266,54.7801722,70.42271966,155.7341615,112,112,50,212,TRAIN +0X607D76B3B384B981,67.64942195,47.36487161,146.4112065,112,112,50,186,TRAIN +0X607F41470C215868,51.20696364,48.77997614,99.97323343,112,112,50,138,TRAIN +0X6081A68BDA364282,62.4924809,50.72565451,135.2412949,112,112,50,156,VAL +0X60824E65E2F8D4E4,25.23165345,122.4367627,163.7548085,112,112,50,187,TRAIN +0X60879BF7C40D3E7F,58.34829811,42.13236302,101.1540012,112,112,50,183,TRAIN +0X6089507F265F3867,60.03778514,23.93541111,59.89510641,112,112,50,137,TRAIN +0X608CC80E40F3C7C7,56.9565849,35.12197551,81.5966285,112,112,50,65,TRAIN +0X608CDE34163C8C6E,49.69025182,41.3879274,82.26621857,112,112,50,200,TEST +0X608ED3201BB2F9A,52.9965456,70.41154612,149.8007902,112,112,50,171,TEST +0X6093A86B26D1D702,47.23247186,47.18088602,89.41272728,112,112,24,78,TRAIN +0X60951C0848721E82,64.32414614,18.28170511,51.24391748,112,112,50,116,TRAIN +0X609BFE0CDDFB9E,57.29154629,22.51794489,52.72479553,112,112,50,144,TRAIN +0X609D602D6AA2CE06,62.29890772,17.65374128,46.82554326,112,112,50,141,TRAIN +0X60A115AC08C5AA98,58.57677222,46.98325443,113.4224853,112,112,50,51,TRAIN +0X60A1CB79D9C78AC4,64.61445287,23.58248211,66.64439022,112,112,50,130,TRAIN +0X60A29B95CB50D7C8,21.340861,159.8370837,203.2021781,112,112,65,206,TRAIN +0X60A3D09BF576C9E0,60.40038799,28.86218213,72.88501243,112,112,50,164,TEST +0X60A3DA455577B5DD,60.37548689,30.92713548,78.0505123,112,112,50,95,TRAIN +0X60AC03ACF886B39,60.08187593,45.95562758,115.1247175,112,112,50,216,TEST +0X60AC441DE6762A5C,46.61689449,44.76019053,83.84710874,112,112,50,166,TRAIN +0X60B9AED929D32AE2,24.31256632,154.1119481,203.6162948,112,112,50,143,TRAIN +0X60BD2CFEF17230C5,59.47631377,23.57169161,58.16768859,112,112,50,161,VAL +0X60C1562BC81D2CFD,19.78081437,64.04641371,79.83927188,112,112,50,133,TRAIN +0X60C2CB2D74D114DB,59.17173885,52.31036034,128.1229199,112,112,50,242,VAL +0X60C2DAE488E24E8C,31.98172536,58.32873391,85.7545038,112,112,50,181,TRAIN +0X60CA87B38DB62D25,63.06785447,36.78334711,99.59710324,112,112,50,115,TRAIN +0X60CB0FCDB867416E,55.17764433,42.7266,95.32430718,112,112,50,226,TRAIN +0X60CBB487D539A682,67.73125048,23.90918919,74.09394397,112,112,58,239,TRAIN +0X60D12EB75747418E,65.10379438,12.30796928,35.27022225,112,112,50,106,TRAIN +0X60D399F5596817FD,30.74403656,66.83144236,96.49918801,112,112,50,200,TRAIN +0X60D4CF900E8AB3F1,68.58851218,25.7824384,82.07964726,112,112,50,154,TRAIN +0X60D51EC3F6430CD,47.30678136,52.22724978,99.11569483,112,112,50,194,VAL +0X60DA39A95735153C,39.67515934,41.58022044,68.92719481,112,112,50,221,TEST +0X60E2385E5BBB7D56,67.97618228,12.55943102,39.21903107,112,112,50,142,TRAIN +0X60E288E158D9E124,37.05696867,42.96748678,68.26408877,112,112,50,205,TRAIN +0X60E313E6FCCDA537,60.74725315,42.53419288,108.359787,112,112,59,308,TRAIN +0X60E541E360EAC699,59.20182553,58.9731646,144.5485377,112,112,55,214,TRAIN +0X60E7BC3E1AEE124D,62.4109616,12.75825215,33.94141669,112,112,50,194,TRAIN +0X60E8EFD910ABD27C,75.06819106,9.748171116,39.09933346,112,112,80,253,TRAIN +0X60EAA5FCA47FB694,63.36954497,16.09653158,43.94302928,112,112,50,160,TRAIN +0X60EB9960DC4D3AAE,46.46578229,37.50891795,70.0653144,112,112,50,138,VAL +0X60EBADBFFED44673,63.27597205,41.35607959,112.6131361,112,112,50,275,TRAIN +0X60F0EBEA2ECCA7,59.69610323,38.88652461,96.48328754,112,112,50,201,TRAIN +0X60FA846306768D7A,60.44459416,27.54995287,69.64902089,112,112,50,151,TEST +0X60FB3BE1AD72FC10,53.67134073,34.2020231,73.82476341,112,112,59,239,TRAIN +0X610001D2751C532F,56.44041349,53.80298158,123.5158225,112,112,50,226,TRAIN +0X610039E9EFEE05C1,57.2172865,24.17013396,56.49509342,112,112,59,181,TRAIN +0X610772D3F421D8D3,47.21652218,93.13072477,176.4391598,112,112,58,129,TRAIN +0X610C81B6610DB1C2,56.87378656,31.42249978,72.86171744,112,112,50,131,TRAIN +0X61109ADAC48286FB,44.36630278,64.45871029,115.8627118,112,112,50,134,TRAIN +0X6114052E1AFCB17F,65.29456902,29.87608838,86.08476407,112,112,58,171,TRAIN +0X6117B0541E9603CF,54.53807781,30.90199367,67.9733548,112,112,50,133,TRAIN +0X611ECE95FA6631BD,62.10889834,19.4690465,51.38157944,112,112,50,129,TRAIN +0X61285FAE5B4098E3,65.07694628,18.0072545,51.56265726,112,112,50,222,TRAIN +0X61290D261B4E1A2A,57.72036014,48.43024233,114.5474334,112,112,50,250,TRAIN +0X612D302A7898B7B,61.91625372,30.62248114,80.40826897,112,112,50,200,TEST +0X613C65C873F42B48,65.53877199,20.44283361,59.32125694,112,112,50,156,TRAIN +0X613E15ACF68A8CD4,69.23324358,13.67737714,44.45505061,112,112,50,122,TEST +0X613F92D8E9051054,55.02660705,67.55822007,150.2181971,112,112,50,201,TRAIN +0X6142773DC5AFEEE6,55.25025581,33.16294268,74.10755812,112,112,24,101,TRAIN +0X614667C1081DDA78,67.81267346,20.21231157,62.7958695,112,112,50,167,TRAIN +0X61486985C6B1E049,61.35226497,50.56821012,130.8439164,112,112,50,207,TRAIN +0X61490A9A563BA496,57.22992572,31.97474241,74.75961393,112,112,50,172,TRAIN +0X614B3F106CA8115E,63.15371912,45.72350339,124.0925876,112,112,50,177,TEST +0X6155412BB652E5B1,69.14938831,41.54147627,134.6536551,112,112,50,194,TRAIN +0X61587D736C90E3D4,54.54948374,29.82016079,65.61016956,112,112,50,137,TRAIN +0X6158BD0A77933B5E,54.7962293,44.06012359,97.47001833,112,112,50,129,TRAIN +0X615BECB59AC3A22A,59.95290674,31.3673565,78.32617538,112,112,50,176,TRAIN +0X615D7146FC5C9460,49.48864795,34.36934349,68.04281036,112,112,51,153,TRAIN +0X615DAAF2A2E00D4F,67.85588065,23.32757571,72.5718302,112,112,53,138,VAL +0X61606A54D357AD12,62.37084227,30.41104192,80.81775875,112,112,50,149,TEST +0X61621ADA8491FEE2,41.36086037,56.49143201,96.33741622,112,112,50,170,TRAIN +0X6163E4FAB71D46F6,69.81927383,16.60976996,55.03436156,112,112,50,144,TRAIN +0X6164CF5637491D60,63.88879807,27.95816022,77.42240283,112,112,50,188,VAL +0X61667A832FA493EC,60.94091564,40.75481286,104.3414446,112,112,50,138,TRAIN +0X6166B74ED1E05A2F,67.0322001,20.26292217,61.46276741,112,112,47,151,TRAIN +0X6168F0F0714C1C1C,58.98364287,42.33176366,103.2070291,112,112,50,228,TRAIN +0X616B4664CD092CC4,29.09546257,151.2366269,213.2961196,112,112,55,187,TRAIN +0X616F20C3E89D4CC2,59.80759222,18.4166802,45.82129118,112,112,50,891,TRAIN +0X6172BF6CBE1B8C63,59.41197829,69.77631858,171.9135736,112,112,47,280,TRAIN +0X617470804AED8010,58.65922257,37.80986308,91.45900351,112,112,61,151,TRAIN +0X6178BEFF04E5441F,61.04335336,34.76562318,89.24182696,112,112,50,152,TRAIN +0X617D5C19D1A8FF89,65.58284931,17.77341549,51.64115895,112,112,50,138,TRAIN +0X617DAA674148287E,67.94461503,25.32020764,78.98893638,112,112,50,235,TEST +0X6182F7FF4D48777,63.37170141,20.18283391,55.10175107,112,112,50,180,TRAIN +0X618385631E2F91,67.88136047,13.09755645,40.77867757,112,112,50,192,TRAIN +0X6183BA1218A8B1E,67.34253324,9.388830198,28.74941362,112,112,64,184,TRAIN +0X61848F995A02B06C,60.43790003,38.37089834,96.98903338,112,112,50,198,TEST +0X6185F36B24251475,56.87173697,80.11872136,185.7684862,112,112,50,213,TRAIN +0X618C08CFF808D832,63.22949569,24.05386008,65.41618215,112,112,50,146,TRAIN +0X619010C76D709BCF,62.75878592,12.03887138,32.32674251,112,112,50,193,TEST +0X61970056C330866C,64.35959178,32.94874256,92.44771372,112,112,50,231,VAL +0X6197221CFF744122,55.17380055,43.69629647,97.47936922,112,112,50,191,TRAIN +0X619AAFC89B03A69F,62.65789378,42.96867501,115.0676257,112,112,47,143,TRAIN +0X619D735DD1D98D84,61.47892552,50.26705274,130.4923433,112,112,50,161,TRAIN +0X619FFCEFBDF0CCF4,57.84071938,25.22506339,59.83276523,112,112,50,163,TRAIN +0X61A410BB1F05392A,57.71914227,39.54951379,93.53999873,112,112,50,200,TRAIN +0X61A5A8A298CBB992,63.70103687,14.16656324,39.02745978,112,112,50,142,VAL +0X61AC0ADC7C9D98E0,62.92055084,26.08889444,70.35944446,112,112,50,237,TRAIN +0X61AF888022B3E17,58.44391568,27.85166008,67.02185861,112,112,53,160,VAL +0X61AFEA2C1EB13D90,60.22978689,43.67303989,109.813442,112,112,50,226,TRAIN +0X61B17DE63E91ABC1,48.37213198,21.09724977,40.86407317,112,112,47,140,TRAIN +0X61B352290CDB2133,59.83751806,16.1364932,40.1780279,112,112,50,134,TRAIN +0X61B56FE2FAAE1DFE,68.94891552,15.49865022,49.91339428,112,112,50,195,TRAIN +0X61B69402642621FA,42.46523484,46.64898049,81.07964004,112,112,50,191,TRAIN +0X61B6E8FB5F3B7F28,64.73106235,18.64845121,52.87500122,112,112,50,79,TRAIN +0X61B7F331C88097E6,63.92787434,16.77851783,46.51380401,112,112,50,149,TRAIN +0X61BB4CE860D8FF7C,54.59269089,40.38946958,88.94926913,112,112,50,196,TEST +0X61BCFDD03D7D72CC,21.47869702,290.628366,370.1267744,112,112,47,105,TRAIN +0X61C5D71CDDD1F6FC,68.46883641,16.34182266,51.82752805,112,112,39,136,TRAIN +0X61C7B5C2F114DA60,65.97631067,23.48721028,69.03193258,112,112,50,208,TRAIN +0X61CBB091699F9FAD,57.84763789,34.89867945,82.79175283,112,112,50,146,TRAIN +0X61D67DBEE3CA29C,55.72074907,49.64579444,112.1197703,112,112,50,237,TRAIN +0X61D81D3A714A2CAE,59.55757587,73.05059147,180.6286172,112,112,50,169,TRAIN +0X61DBD51F03B76427,51.94808696,51.74334584,107.6821766,112,112,50,232,VAL +0X61DD02434C3C63E7,65.41727889,35.47846939,102.5901613,112,112,50,129,TRAIN +0X61E16B47E6FD8A4C,57.91302308,33.53471474,79.67955217,112,112,50,190,TEST +0X61E568C03C41267A,55.47940864,21.87014066,49.12365265,112,112,50,160,TEST +0X61E9FEC719B239A0,62.0155494,26.86644475,70.73011278,112,112,50,159,TRAIN +0X61EA0CBB056791FE,38.00788619,107.1861477,172.902876,112,112,43,136,TRAIN +0X61EB498F3D0E42F,56.66130648,43.11029263,99.4729862,112,112,50,167,TRAIN +0X61ED29875A107302,28.22015346,77.26029822,107.6350841,112,112,50,178,TRAIN +0X61F021642A416187,60.76679825,27.82341741,70.91803924,112,112,50,162,TRAIN +0X61F17BA2035CC3FB,39.98191505,43.42735038,72.35710772,112,112,50,109,TRAIN +0X61F438D1BB39E331,46.80507312,70.68938854,132.8874626,112,112,50,175,TRAIN +0X61FBBED6FD9504DB,59.15192806,24.15591822,59.13600586,112,112,50,222,TRAIN +0X6200291BC8CEC0A8,44.86252623,64.66419542,117.278125,112,112,50,209,TRAIN +0X6200509F3CB51BF4,42.00382567,68.12324245,117.461614,112,112,50,121,TEST +0X62020DF45F8F65CF,57.59651076,20.00050245,47.1671148,112,112,50,126,TRAIN +0X620373BE146E6C3B,38.52893682,63.52573805,103.3425074,112,112,50,163,TEST +0X620622F3C57A2D34,57.07517402,34.20160015,79.67790054,112,112,50,249,TRAIN +0X62069BBDFB47067D,64.72980555,34.03448139,96.4964382,112,112,50,240,VAL +0X6210992ADCECE486,58.34168776,39.06048214,93.7639574,112,112,52,178,TRAIN +0X62120394E2CFDA1C,68.34777484,23.00277335,72.67347947,112,112,50,239,TRAIN +0X62120814160BA377,34.60872914,117.7376675,180.0510465,112,112,50,204,TRAIN +0X62167C07ED3F8E50,62.54910549,37.71689934,100.7102763,112,112,58,253,VAL +0X6216A1CA7F78D802,55.79716545,22.07324239,49.93626,112,112,50,231,TRAIN +0X621A5AF262880B0E,48.97245398,53.38302054,104.6160843,112,112,50,127,TRAIN +0X621E8EA95716994D,69.59075565,24.64897873,81.05751805,112,112,50,147,TRAIN +0X62232F7C971D7804,68.37235617,17.95411292,56.76715287,112,112,50,241,VAL +0X6223EE23BD172BD8,77.54745393,15.99672358,71.2468133,112,112,106,419,TRAIN +0X62281AB3009C0842,65.81600175,17.73248715,51.87364867,112,112,52,147,TRAIN +0X62288B92A04EB557,72.205885,13.26015632,47.70850349,112,112,50,152,TRAIN +0X6229CB36DB9F05A5,67.63150702,22.96370237,70.94461389,112,112,50,116,TEST +0X622CBB289D9ADCB,55.07163311,39.34380297,87.57007141,112,112,50,130,TRAIN +0X622E1E920459AF0B,57.59790753,50.12058979,118.2031048,112,112,50,136,TRAIN +0X6231E19CD6477630,64.75819393,32.74102161,92.9039265,112,112,50,143,TRAIN +0X623553186A86B3F1,66.65931347,21.09809377,63.28032193,112,112,50,147,TRAIN +0X62363A0046BBD232,33.91597393,50.16311259,75.90807578,112,112,50,183,TRAIN +0X62370545D10D6B3C,56.92375702,38.08747773,88.41875498,112,112,50,225,TRAIN +0X6237090A1B16DEFA,47.27672943,51.49880327,97.67755815,112,112,50,152,TRAIN +0X623A44344DB4C3D9,59.9606489,32.66258946,81.5762208,112,112,50,169,TRAIN +0X623F4667A42B8338,60.35354935,30.37659467,76.61869895,112,112,50,127,VAL +0X6242E545D9E88971,55.54408829,32.63991519,73.42086562,112,112,50,134,VAL +0X62431BB9CF3A33EE,56.42849774,23.0625335,52.93031524,112,112,50,168,TEST +0X6243CDE6C761DC2C,62.47793317,27.37669103,72.96157525,112,112,57,192,TRAIN +0X6244378B616F4BF6,64.23198939,24.41745186,68.26617261,112,112,99,156,TRAIN +0X624452DF15668C3B,65.09074869,11.96138414,34.26422422,112,112,50,166,TRAIN +0X6244974E7C452D0,45.76568817,110.5127808,203.7691216,112,112,53,161,TEST +0X62473A8FCF726A75,61.17651451,38.62126856,99.47913761,112,112,50,250,VAL +0X6248A53F54109542,59.01475477,23.41695021,57.13507404,112,112,50,157,VAL +0X6249ED892A1300E0,35.23493611,80.89293089,124.9021093,112,112,50,182,TRAIN +0X624AF19C96CC325F,61.4964486,36.02821862,93.57115722,112,112,58,218,TEST +0X624B1190D5E5D04D,54.92643809,38.39551602,85.18411767,112,112,47,187,TRAIN +0X624C7BEBC641CEDA,66.40838631,24.28644522,72.29913228,112,112,50,136,TRAIN +0X6252B9DC16FA14BD,63.07474595,21.05552096,57.02200701,112,112,50,216,TRAIN +0X6254DB24438A055B,63.78661865,29.89775653,82.55996929,112,112,50,222,TRAIN +0X62559BC253A97E51,62.56542142,61.22306856,163.5468353,112,112,50,193,VAL +0X626B5EC75243A0D3,67.20115085,23.1466525,70.57153864,112,112,50,175,TRAIN +0X62717DC37FD004CF,56.37842237,28.39824974,65.10138167,112,112,50,142,VAL +0X6272075AEC0BA960,35.13319432,80.60609884,124.2640176,112,112,50,202,TRAIN +0X627232266CC3F5DC,54.97736944,29.98549663,66.60094325,112,112,50,198,TRAIN +0X62731DCE5C886642,59.01942288,61.09452203,149.0816536,112,112,50,181,TRAIN +0X62741A42E524CAD7,56.23444373,22.73618763,51.94995693,112,112,50,159,TRAIN +0X6275BB18E7A8D320,56.53959606,33.73086965,77.61287653,112,112,47,187,TEST +0X6277D1C8274F5454,63.90151435,19.49468379,54.00415957,112,112,50,175,TRAIN +0X627A4DFBE5B59E7C,51.5106113,32.6710382,67.3777069,112,112,50,142,TRAIN +0X627C3A92D257F19E,30.17753683,127.4615675,182.5509466,112,112,50,239,TRAIN +0X627F73BBD2A57DEF,60.34134853,45.41177762,114.5066106,112,112,50,146,TRAIN +0X6282B0330D95ED3F,31.7853379,49.40096613,72.41986489,112,112,50,166,TRAIN +0X6283969D8953FECF,55.00013931,30.11423779,66.92073558,112,112,50,128,TRAIN +0X6286F6DFC7F835B8,43.22737187,57.31884583,100.9621145,112,112,46,143,TRAIN +0X628BD140F1FC1557,59.91780274,34.18735586,85.29311813,112,112,50,210,TEST +0X628E52E0848610F5,55.43793212,54.36770891,122.0044569,112,112,47,243,TEST +0X6290DAA1DBA189F9,43.29297846,80.44254024,141.8564016,112,112,64,246,TEST +0X6294FD3F7487AA1D,23.02911818,163.43539,212.3340491,112,112,50,80,TRAIN +0X6296137ED4994429,64.28412929,28.92167043,80.97708344,112,112,50,338,TRAIN +0X629BAD750FB326D1,60.45513368,33.60480823,84.97894001,112,112,51,175,TRAIN +0X629D824243E63810,46.9687964,41.65345274,78.54517702,112,112,76,220,TRAIN +0X62A25E56B1AEE78B,63.07590327,32.4526488,87.890163,112,112,50,261,TEST +0X62A2EFEA0863B781,65.06015646,62.6540416,179.3197544,112,112,47,165,TRAIN +0X62A98C9A5B58A031,57.86184313,26.05977895,61.84366116,112,112,50,124,TRAIN +0X62AADFDC4467B5EE,66.67650854,18.18246126,54.56349397,112,112,50,199,TRAIN +0X62ABD820E0F2FBD0,58.74888797,25.30893177,61.35333211,112,112,50,141,TEST +0X62B37D47688D7F3C,30.94265845,73.73127734,106.7681954,112,112,50,209,TEST +0X62B3D1284E90B92E,59.61949095,30.19942875,74.78714225,112,112,30,83,TRAIN +0X62B760F36DAD3A27,18.56801434,82.609226,101.4456731,112,112,50,118,TRAIN +0X62BAD1AAAE139375,63.78541874,49.94539089,137.9151412,112,112,50,134,TRAIN +0X62BE5E914D5C6FAE,59.08503925,32.75003573,80.04415777,112,112,50,194,TRAIN +0X62CA2DF80D04673E,66.19984479,20.47964694,60.59039318,112,112,50,131,TRAIN +0X62CFD637D29F0AF8,24.94862698,133.6420918,178.0674842,112,112,50,189,TRAIN +0X62D0E438B69C344A,63.65533066,19.15871814,52.71397015,112,112,54,236,TEST +0X62D1775AFFC83C5A,62.45815111,35.28798112,93.99638582,112,112,50,234,TRAIN +0X62D954A4644CE358,53.19515786,34.8549928,74.46877546,112,112,50,137,TRAIN +0X62D9FBC429BB5C83,33.30058506,142.2747823,213.3073918,112,112,50,232,TRAIN +0X62E2F987FDE1D54,61.74519993,13.89449154,36.32091009,112,112,50,182,TRAIN +0X62E6931F0936350D,56.88914139,37.75722414,87.58170298,112,112,50,260,TRAIN +0X62EA10A73F0557B9,56.68030555,23.7510183,54.82729876,112,112,37,90,TRAIN +0X62F8023D8467B4D5,48.90336375,20.57642551,40.26962833,112,112,50,101,TEST +0X62FFA6AFAF764AC0,64.97009612,53.8826731,153.8190721,112,112,50,221,VAL +0X6300A58D8CF5363A,65.29701607,15.82606841,45.60434469,112,112,56,243,TRAIN +0X63065D5C24C3DE6D,58.35467941,15.45189253,37.10355044,112,112,50,142,TEST +0X630742E78187417,64.37680452,20.6868626,58.07132775,112,112,55,162,TRAIN +0X63088AEC76D7604D,60.9690303,22.8679911,58.58934912,112,112,54,175,TRAIN +0X630BF397D6215496,64.88295793,25.90429657,73.7655994,112,112,60,208,TRAIN +0X630FC0272AE524D3,44.63884063,48.35322091,87.34141673,112,112,50,193,TRAIN +0X6311A3EA62D07100,69.18587765,17.01754466,55.22644606,112,112,50,196,TEST +0X63136117F9AD3DBB,35.16828151,48.55565141,74.89490104,112,112,50,140,TRAIN +0X63155061FC7D2CB3,56.31336242,50.95630196,116.6404759,112,112,50,197,TRAIN +0X63179AA447034992,59.14201013,60.48560325,148.0386173,112,112,50,201,TRAIN +0X6317D4F7D0A23188,65.76217996,31.26734588,91.3239974,112,112,50,190,TRAIN +0X631F8BE60B6A906D,28.81816014,106.962672,150.2667986,112,112,50,229,TRAIN +0X6325022EA6862495,44.85497015,49.54685574,89.84827077,112,112,47,178,VAL +0X63252420012C79A2,62.45251662,14.52179721,38.67582033,112,112,50,108,TRAIN +0X6326541E9E879019,29.74007717,80.05758246,113.9448767,112,112,52,142,TEST +0X632854AB56B55732,18.35828262,154.7361961,189.5307951,112,112,50,182,TRAIN +0X63290B350833B632,69.20585619,14.4627248,46.96582858,112,112,53,125,TRAIN +0X632AD4E483D87CBD,70.92848674,8.6184277,29.64561088,112,112,50,206,TRAIN +0X632B8D7EB7551F43,55.2938712,26.70747919,59.74008464,112,112,50,129,TRAIN +0X632DA7234D99F30B,60.02292345,32.76331219,81.95524791,112,112,43,161,TRAIN +0X632E6D2931E7704E,67.68072622,19.73010658,61.04749355,112,112,50,139,TRAIN +0X6332A156BE67C37E,60.48913844,25.64435533,64.90457134,112,112,50,151,TRAIN +0X6333AD6F4B44CF29,69.82597106,5.748986343,19.05276341,112,112,50,110,TRAIN +0X63350654272A9811,38.93157451,91.38565558,149.6446893,112,112,29,148,TRAIN +0X63374545596F960E,43.5920331,35.98324659,63.79107167,112,112,50,116,TRAIN +0X63399D9E4FC71C87,63.58373964,30.69591789,84.2917905,112,112,52,68,TRAIN +0X633BC22840D1D199,56.89534629,24.23136038,56.21518397,112,112,50,116,TRAIN +0X633CC4D354E3419,58.17677045,26.81076207,64.104954,112,112,50,104,TRAIN +0X633E0E424144D38F,59.94049297,28.95383089,72.27705241,112,112,68,158,TEST +0X633F7FD1EA0A3F2C,27.57996637,211.2734415,291.7334209,112,112,50,201,TRAIN +0X6344130313AAE198,67.0589467,22.45747804,68.17474182,112,112,50,183,VAL +0X63451086D7DCA911,59.83790339,34.28033601,85.35494635,112,112,50,195,TRAIN +0X634BBF686F057DC1,26.13326927,57.24346707,77.49560121,112,112,50,134,TRAIN +0X635245BE8BDD5C3B,28.68574668,74.26250268,104.1341656,112,112,50,90,TRAIN +0X63599F4698755CC6,33.44259176,81.77403173,122.8624039,112,112,50,143,TRAIN +0X635B3A98A1465315,55.16009787,40.49895024,90.31899786,112,112,57,219,TRAIN +0X6362AFA11DF8776,67.42813596,15.96809026,49.02418308,112,112,50,215,TRAIN +0X63669FF28E1B1D95,59.38022124,51.7830577,127.4823726,112,112,50,216,TRAIN +0X63688D15225DA448,55.90577982,33.99180551,77.08902747,112,112,50,208,TRAIN +0X636B7F7511BA829B,59.35127386,30.37982853,74.73746761,112,112,53,233,TEST +0X63753ABBDD15107,63.76208582,20.52602831,56.64241106,112,112,50,179,TRAIN +0X6378B47399B56C39,40.43023562,62.0013898,104.0819792,112,112,43,112,TRAIN +0X6378E7F2202D8664,61.57482979,27.2207155,70.84084559,112,112,50,168,TRAIN +0X637941B5909C74C6,47.80590878,48.09560455,92.14760412,112,112,57,238,TRAIN +0X637ADE9407BD0F0B,63.4105516,31.03763909,84.82674775,112,112,47,118,TRAIN +0X63800FF8C04208F7,63.82873027,20.53613393,56.77471122,112,112,52,149,TEST +0X638132579FB600C9,61.62434363,38.34742469,99.92643336,112,112,50,172,VAL +0X6381C1737EEC6177,52.01821268,97.38869516,202.970128,112,112,50,82,TRAIN +0X63822A2B901BCE0B,37.89019443,37.58354582,60.51145301,112,112,50,97,TRAIN +0X6382AE8EB4B73A3D,49.96284792,40.07870013,80.09788419,112,112,73,138,TRAIN +0X6383E7D4E6CBF731,49.76268088,31.27104454,62.24664272,112,112,50,141,TRAIN +0X63847BB266FD181A,38.14331656,52.63272138,85.0881723,112,112,56,166,TRAIN +0X6388D094BE0DB303,68.18171128,33.32274088,104.7282623,112,112,50,172,TRAIN +0X638C6EE2A3F451E2,82.89962539,16.46519657,96.28558986,112,112,47,518,TRAIN +0X63922430844177C0,67.60247063,21.64841442,66.82118928,112,112,50,141,TRAIN +0X639419C07A6F4E33,62.2935453,35.42969082,93.96187232,112,112,58,187,TRAIN +0X63A09D1D7547F9F5,14.94501056,107.0129797,125.8162283,112,112,73,192,TRAIN +0X63A25BC012687C7B,58.27284657,24.8552534,59.56613706,112,112,50,145,TRAIN +0X63A2FB5EC2E1389E,61.53351634,40.3715802,104.9526142,112,112,50,122,TEST +0X63A4F48C162A36DF,62.98946775,40.05435812,108.2242154,112,112,50,186,TRAIN +0X63A60FC760B18850,73.77974953,8.263142677,31.51435447,112,112,104,341,VAL +0X63A862F83C131D52,49.98618604,39.33658064,78.65143153,112,112,50,111,TRAIN +0X63AAC8D84C8943CD,66.17486748,22.4743082,66.44263163,112,112,50,202,TRAIN +0X63ACB6EE3DB9AEA2,62.37014203,29.99549284,79.71194805,112,112,57,211,TRAIN +0X63AF6B967333B029,57.25188925,33.83303874,79.14510873,112,112,50,151,TRAIN +0X63B0796D03779A29,19.909866,164.5183089,205.4164485,112,112,50,211,TRAIN +0X63B0B34DDE691EE7,43.02249606,62.87279497,110.3466994,112,112,50,111,TRAIN +0X63C0C93E76565075,54.98560821,55.03179874,122.2537872,112,112,50,251,TRAIN +0X63C523280C2468E5,67.02090606,18.84691255,57.14806048,112,112,50,220,TRAIN +0X63C937BD4B524E5B,59.06501747,49.40781768,120.6982748,112,112,50,157,TRAIN +0X63CC93D7D9696690,64.26519735,15.65245957,43.80172383,112,112,50,151,VAL +0X63CF06323DEE2000,68.1104547,26.98947869,84.63425375,112,112,72,234,VAL +0X63CFB3C6EE79599C,58.83012028,29.75624029,72.27672388,112,112,54,188,TRAIN +0X63CFF3F10BD4D1E8,63.07078773,29.73007125,80.50556569,112,112,50,205,TRAIN +0X63D04F4EEBAEBD3E,68.98015876,20.62067212,66.47575001,112,112,50,213,TRAIN +0X63D0E9E163F1A41A,63.24740249,15.77728418,42.92835133,112,112,50,171,TRAIN +0X63D186913EF56E46,57.05840453,33.43452835,77.86047068,112,112,50,173,TRAIN +0X63D28BAEA7C66804,59.52995471,45.79101489,113.147921,112,112,50,126,TRAIN +0X63D855538102DCA1,60.05548435,37.56280594,94.03745504,112,112,57,271,TRAIN +0X63DAA4BAC6177001,70.23432189,20.87659079,70.13645284,112,112,50,258,TRAIN +0X63E41C64661C0696,66.58256022,24.88430336,74.46502043,112,112,50,185,TRAIN +0X63E434559D0852DE,43.949699,62.14728264,110.8776965,112,112,50,184,TRAIN +0X63E4C2DD767A2E7F,35.47269781,66.9314568,103.7257944,112,112,50,200,TRAIN +0X63E4EABEC5781C,75.66604788,15.87926091,65.25557717,112,112,50,194,TRAIN +0X63E53A89D55764E3,39.06115732,41.23609385,67.66799636,112,112,52,134,TRAIN +0X63E6231DF8337689,57.86956823,24.85355818,58.99193798,112,112,50,174,TRAIN +0X63EFA5F7FFFB0014,48.38429315,48.28094498,93.53924984,112,112,50,165,TEST +0X63F67FDA7F9B0C34,52.12361525,50.65405834,105.8017614,112,112,50,179,TRAIN +0X63F79AE85D25960E,51.73333269,57.26427723,118.6414568,112,112,50,139,TRAIN +0X63FD72B89AACC089,57.69639272,11.72823795,27.72396661,112,112,52,156,TRAIN +0X63FECBA90BA79F81,64.86754791,21.00386139,59.78478627,112,112,50,198,VAL +0X6400D44A81CDC666,73.87654806,12.61703937,48.29774945,112,112,50,124,TRAIN +0X6406F656D85D613,46.58627097,65.00573266,121.7022923,112,112,50,213,TEST +0X64099CA1B1AE23FD,64.67995774,17.02743892,48.20899929,112,112,50,199,TRAIN +0X640B3C771632C834,62.06345772,33.40128094,88.04513783,112,112,68,244,TRAIN +0X640BEAA86E433A60,63.15401075,35.99239069,97.68333385,112,112,47,124,TRAIN +0X640CE139BAA401B2,66.13819423,44.02250263,130.0063645,112,112,50,215,TRAIN +0X640DF0986ACFEB8C,62.78227699,47.14582074,126.6757258,112,112,55,179,TRAIN +0X641187BA5EAA4331,57.3058121,44.72973793,104.7677451,112,112,50,185,TEST +0X64153B07B714C730,63.86041596,15.0668197,41.69062845,112,112,50,100,TRAIN +0X641675ED5FBFD2FB,67.16107402,28.52524739,86.86413012,112,112,50,187,TRAIN +0X6418370A8B0A2187,30.40825278,51.75092235,74.36359111,112,112,68,189,TRAIN +0X64188A16B85C8527,66.97386756,23.68770217,71.7241179,112,112,50,100,TRAIN +0X64196964401D2938,65.46467506,21.23728563,61.49438487,112,112,50,160,TRAIN +0X641D26A1B0745A7E,60.61975932,12.98408931,32.97107657,112,112,72,218,TRAIN +0X6423EE8AA54159E9,69.63311433,36.67797577,120.7828032,112,112,50,177,TRAIN +0X6426324539E692CB,52.48588655,52.13008757,109.7149537,112,112,61,138,TRAIN +0X642AB0D752EAB589,62.07378579,25.18270781,66.39921315,112,112,50,142,TRAIN +0X642D54AB691E0FC0,58.07809095,61.4384593,146.554536,112,112,50,284,TRAIN +0X642E639A8CDE539B,60.73564775,35.7145966,90.9593424,112,112,50,183,TRAIN +0X642E683AF1A5244C,63.74478967,48.46124277,133.6669746,112,112,50,124,TRAIN +0X64342D77565BCE3,63.3713724,30.08238985,82.12808347,112,112,50,134,VAL +0X64346E030157ED80,65.40860114,19.70911972,56.97693752,112,112,50,192,TRAIN +0X643525F6DB08BF41,58.97657073,51.84239771,126.3726574,112,112,46,139,TRAIN +0X643B9D92868C371B,70.30466986,15.85671098,53.39799526,112,112,50,135,TRAIN +0X643D753BD3302E6B,66.08681344,29.91542822,88.21178796,112,112,50,184,TRAIN +0X64402E4398BFCFC2,63.05182288,23.34163921,63.17399404,112,112,48,178,TRAIN +0X6440E65AC7ED5668,68.37911768,9.906261353,31.32822561,112,112,50,120,TEST +0X644477CB728755E0,59.0025643,30.38500978,74.11441536,112,112,53,181,TRAIN +0X64452FF284C03039,63.55195956,20.92622915,57.41386615,112,112,50,114,TRAIN +0X6446D01F5B6E082,19.62492872,266.6021471,331.697556,112,112,47,141,TRAIN +0X6447EF85C60A98FC,64.1982917,35.1424983,98.15871916,112,112,50,210,TRAIN +0X644EF08C46882EC3,61.85505598,60.25391339,157.960419,112,112,50,156,TRAIN +0X64567227AC006B23,39.88983658,22.32948061,37.14759592,112,112,50,257,TRAIN +0X6456DAE3F9D1538B,53.13397478,38.92181728,83.04911093,112,112,50,176,VAL +0X6456F968787519E7,56.91608685,34.7500621,80.65669888,112,112,50,159,TRAIN +0X6459870D85C30216,54.5703855,67.45548814,148.4835143,112,112,50,226,VAL +0X645D545CEC6B682,43.59713589,29.3182833,51.98013215,112,112,50,125,TRAIN +0X645DA49E73828690,64.31817765,18.0909845,50.70084234,112,112,50,129,TRAIN +0X645F2FD9B7EB9211,68.2659972,18.05793884,56.90406897,112,112,50,255,TEST +0X6460CABD12C329D4,43.36127463,69.17765583,122.1384404,112,112,50,130,TRAIN +0X6462C027F89C1319,40.25814646,70.3821202,117.810406,112,112,50,198,TRAIN +0X64645749B8E566B9,58.4139031,40.8959662,98.34047734,112,112,50,258,TRAIN +0X6467B6237F51BCE,55.2313875,25.30462093,56.52312976,112,112,50,168,VAL +0X6467DCE2362FB3B3,59.10052715,37.30398499,91.20896282,112,112,50,211,VAL +0X646CABD4DAB1BF83,59.13406544,33.3787514,81.67866896,112,112,50,159,TRAIN +0X6471525F25F5395F,65.98806645,20.00871446,58.82851214,112,112,53,165,TRAIN +0X647499F6DA710D4F,56.92692439,41.52463937,96.4050948,112,112,50,164,TEST +0X6475EE6823D4912D,52.00280335,32.46502824,67.63942585,112,112,50,116,TRAIN +0X647668461C467044,73.15111651,20.21343871,75.28595636,112,112,50,152,VAL +0X6478438459208AD5,38.4118578,90.14783792,146.3720689,112,112,43,211,TRAIN +0X647970156BD4D14A,53.90495657,38.57691929,83.68995106,112,112,50,211,TRAIN +0X6479BEFEFDB47B80,56.92441394,36.82029562,85.47833934,112,112,50,137,TEST +0X647C3D4FCD2C623C,45.35179129,21.34947419,39.06710704,112,112,50,102,TRAIN +0X647C40B261C13DD4,64.72879231,24.71237541,70.06387656,112,112,50,127,TRAIN +0X647CDD011149BFBB,62.08561688,29.94751145,78.98720482,112,112,57,172,TRAIN +0X648EBE05D8EF7CFE,39.30699541,70.00347644,115.3402718,112,112,50,209,TRAIN +0X64901E9D47895B5B,55.95234954,36.07084325,81.89050466,112,112,50,139,TRAIN +0X6493CA2C0B218D5D,47.67234211,76.04854897,145.3314596,112,112,53,217,TRAIN +0X64991BE928F68684,64.33498908,22.78359135,63.88219368,112,112,64,249,TRAIN +0X64A9B5E4315CE2EE,55.73975663,59.03269118,133.3763366,112,112,50,152,TRAIN +0X64AB025500AB6DBC,66.01995089,16.44416758,48.39359568,112,112,56,273,TRAIN +0X64ABDEF4276C88D0,67.27345496,45.77336874,139.866181,112,112,50,201,TRAIN +0X64AD5CE84D6CC19E,56.85044404,45.20166744,104.7558113,112,112,51,176,TRAIN +0X64B2B77B0C551FE4,46.0763353,40.80020826,75.66289956,112,112,50,135,TEST +0X64B3193E01E9E5BA,38.52041465,69.34714289,112.7970244,112,112,50,172,TRAIN +0X64B7294110706DC5,63.50702166,24.28049532,66.53470455,112,112,53,162,TRAIN +0X64C7A83C1CB202F2,57.20287771,40.41721965,94.43910592,112,112,50,171,TRAIN +0X64C7EC2ED7DBD367,55.23521248,53.71818324,120.0009789,112,112,50,146,TRAIN +0X64C8728B8D1EC69B,64.09433247,19.13744613,53.29923503,112,112,50,188,TRAIN +0X64CA842A0F36035,68.30772897,18.33089013,57.84025422,112,112,50,251,TRAIN +0X64CAD12B7716CD96,63.21998809,19.87875897,54.04772304,112,112,50,159,TRAIN +0X64CD34F0EAB6D008,65.33058083,46.64477799,134.5415617,112,112,59,271,TRAIN +0X64CD75A3087F44C,40.0012006,43.7432758,72.90691853,112,112,73,218,TRAIN +0X64CD8BFE328160BA,59.06777391,23.84293134,58.24977925,112,112,58,150,TRAIN +0X64D192FDC5030E7E,54.41926954,27.89625728,61.20186534,112,112,53,193,VAL +0X64D1B760B0B33F99,57.78767915,48.56555972,115.0506742,112,112,50,144,VAL +0X64D572D8F917F0FE,43.26045201,51.87630101,91.42882319,112,112,50,172,TRAIN +0X64D5C407FA568640,66.42990365,30.00481312,89.37958595,112,112,50,188,TRAIN +0X64D5CA3CF6F65F27,49.25279483,93.9161233,185.0665923,112,112,50,152,TRAIN +0X64D81B504D7FF03C,60.20049218,46.86644823,117.7563512,112,112,50,98,VAL +0X64DCDB6CC0B251FA,69.83052967,23.29568392,77.2160852,112,112,50,207,TRAIN +0X64E2FC6E99FAF669,53.17147286,67.46481849,144.067778,112,112,50,201,TRAIN +0X64E3F029012A62AA,46.26504574,78.48946912,146.0678067,112,112,50,176,TRAIN +0X64E76A6139910CB9,56.20809959,17.035761,38.90162527,112,112,50,193,VAL +0X64EE9FFA5DA69058,59.29589672,56.47314804,138.740676,112,112,30,93,TRAIN +0X64FAE0A9E0740D03,66.93175082,22.94808383,69.39612589,112,112,50,140,TRAIN +0X65072FB226CAD3B2,58.17935456,29.63381657,70.8592999,112,112,50,189,VAL +0X6507E201943B22B1,65.16314507,16.63093791,47.73949296,112,112,50,223,TRAIN +0X650881B7ADEF9668,66.05364333,30.25200834,89.11709918,112,112,59,217,TRAIN +0X6508990DC3493349,64.22266739,20.32602804,56.81258651,112,112,50,169,TRAIN +0X650A05F9B5D9F425,57.5152728,48.97823114,115.2843254,112,112,50,172,TRAIN +0X650C78FAA0312711,62.29831298,27.83526509,73.8302906,112,112,50,181,TEST +0X65115C498B497C14,55.69668586,34.91174566,78.80165702,112,112,60,193,TEST +0X6517121A1CC175DC,62.25901237,35.27257581,93.45959931,112,112,50,39,TRAIN +0X6518D5BFE63259EF,64.44279297,31.40325152,88.31754275,112,112,50,199,TRAIN +0X65208512A67B9529,61.83686643,32.4559247,85.04522995,112,112,50,187,TRAIN +0X652153F7E83F458F,55.14069193,31.13112255,69.39724193,112,112,46,175,TRAIN +0X6524AC0A6E1ABC5C,57.53821366,52.22470048,122.9922361,112,112,50,170,VAL +0X652774B9B23300A4,64.52003897,19.05377494,53.70291958,112,112,50,162,TRAIN +0X6528D2CD71A27968,34.43076603,32.01756611,48.83016649,112,112,50,145,TRAIN +0X652B75C6FB4BE598,30.36864034,76.30263085,109.5808429,112,112,50,102,TRAIN +0X652C7A5FA55C5201,57.311377,34.16894872,80.04228367,112,112,60,285,TRAIN +0X652ECB6DE3326FE9,41.80586725,108.1904365,185.912963,112,112,50,178,VAL +0X65308E5E0624A6C1,34.19700025,30.92527184,46.99675084,112,112,50,136,TRAIN +0X653188DF2B81C1F9,44.00631851,49.91374308,89.14174197,112,112,50,181,TRAIN +0X653267FDDD4EF0E7,24.92155836,106.8199291,142.2777654,112,112,64,178,VAL +0X6532C54260D0231,55.73785825,29.72626047,67.15956186,112,112,50,140,TRAIN +0X6534AE7ED9A039EE,62.18300593,39.08881102,103.3630832,112,112,50,247,VAL +0X6535F819C7185C51,62.0885449,40.63898287,107.1944687,112,112,50,215,TRAIN +0X653C793B3F2B3510,48.46086975,74.654359,144.8498619,112,112,50,136,TEST +0X653CC913017A8C19,64.87680018,26.51072693,75.47924752,112,112,50,335,TRAIN +0X6541D7939DEF6989,48.86447622,48.40700774,94.66414766,112,112,53,170,VAL +0X6544ED8E3D660B88,51.05446623,26.19276251,53.51410127,112,112,57,145,TRAIN +0X6545D8FA38575CBF,66.17792774,20.1449276,59.56148234,112,112,50,141,TRAIN +0X654B16581A5CE299,57.58794454,36.61179236,86.32402262,112,112,50,178,VAL +0X654CBBC325689148,65.43362282,40.32707976,116.6656244,112,112,50,221,TEST +0X655147B40196C1D3,57.19903391,27.88027774,65.13936552,112,112,50,266,VAL +0X65516451A2E52F44,57.61620451,49.0459225,115.7185711,112,112,50,144,TRAIN +0X655399113DAA4ECC,80.39307645,10.02935501,51.15210954,112,112,50,80,TRAIN +0X65552642DAE0A494,45.54611326,56.81298195,104.3322807,112,112,50,126,TRAIN +0X65566D21DE3607C0,67.74661851,25.5621067,79.25403636,112,112,50,233,TRAIN +0X6560CC6E271F6D21,60.27675779,32.90606485,82.83831587,112,112,50,99,TRAIN +0X656705047098A5FC,67.95741595,18.6623731,58.24240975,112,112,50,96,TEST +0X656969EB60FFF3D0,56.5118752,24.00999462,55.210462,112,112,50,162,TRAIN +0X65701772634F735F,35.67744268,87.8609392,136.594288,112,112,50,107,TRAIN +0X6570BEE903D51DFE,55.03591288,26.69139064,59.36157577,112,112,50,156,TRAIN +0X6570FEF9FC36D7C2,67.20833904,15.87313519,48.40601155,112,112,62,218,VAL +0X657253CA562EF468,53.07894358,34.20861592,72.90674705,112,112,50,138,TRAIN +0X65753CA4ABFD5B4D,64.48249213,20.07179804,56.51240543,112,112,50,181,TRAIN +0X6575ED8B607878CF,32.51544118,109.022828,161.5522571,112,112,50,201,TRAIN +0X6575EF6E0F584F4F,14.74008283,183.0547638,214.7020193,112,112,50,137,TRAIN +0X657773E06E5DC8CF,62.35982603,26.34563986,69.9934062,112,112,50,164,VAL +0X657AF47EF22C6290,59.31698473,61.86536502,152.0668136,112,112,50,168,TRAIN +0X657F7B916C0A37BF,64.31450859,17.55683999,49.19881807,112,112,50,234,TRAIN +0X65834A48C2AB3649,65.99941318,39.99056186,117.6172696,112,112,50,199,TRAIN +0X6586C3F1D344FDFB,49.52917881,31.08492142,61.58988637,112,112,50,185,TRAIN +0X65880EF54397293E,45.44803703,64.98853743,119.1314371,112,112,50,188,TRAIN +0X658AC1BA93532526,62.81344398,39.68888693,106.7291279,112,112,50,199,TEST +0X658AEA4B6FB6C69C,19.92264462,129.1754382,161.3133171,112,112,50,190,TRAIN +0X658BF7B9A9C6B4DD,58.61932063,42.096762,101.7304758,112,112,50,139,TRAIN +0X65903F79E0D91D80,42.06222605,44.28809499,76.44079496,112,112,60,213,TRAIN +0X659315B077CFCAE2,60.34414613,35.21992111,88.81392699,112,112,50,129,TRAIN +0X6595CCE63E8A9FB1,60.48264897,35.19088446,89.05172927,112,112,50,173,TRAIN +0X6596000F8A23ADA8,34.11336545,63.1511748,95.8482327,112,112,50,266,TRAIN +0X6596D8BF8019271F,57.33984639,35.45017199,83.09902567,112,112,50,140,TRAIN +0X659B94C54FB2A424,72.941278,16.80951323,62.12234721,112,112,65,158,TRAIN +0X659BBAF883211018,67.92874518,31.48660169,98.17701821,112,112,50,198,TRAIN +0X659D7C2040A17F30,60.16942568,21.20910886,53.24831294,112,112,50,200,TRAIN +0X659F28A1D4054453,65.207385,23.77431958,68.33151109,112,112,50,141,TRAIN +0X65A2ADCC7A35528F,63.69763219,27.45825948,75.63765436,112,112,50,157,TRAIN +0X65A4CFF0CDED342B,62.9183259,23.88511107,64.41217031,112,112,50,194,TEST +0X65A7AF6CE6C51FA4,66.9910263,26.66697986,80.78706143,112,112,50,167,TRAIN +0X65A93402E4FD359D,63.76987633,21.10036853,58.23984683,112,112,50,153,TRAIN +0X65A9AD514CAB60F6,67.52596748,28.22290245,86.90914018,112,112,45,91,VAL +0X65AA294CD0269E6,65.8387626,15.96888301,46.7456223,112,112,50,190,TRAIN +0X65ACA3F8B770AAD7,48.09124306,37.54746096,72.33357757,112,112,50,176,VAL +0X65ACFF71F3288CEB,57.233259,33.02622034,77.22407546,112,112,50,119,TRAIN +0X65AFBE7F72F33F56,66.94017652,23.64306403,71.51600202,112,112,55,224,TEST +0X65B1A716EEA8A06F,67.25914946,21.96121041,67.07587021,112,112,50,193,VAL +0X65B23F659EFEE4B5,60.99300009,43.43021894,111.339552,112,112,50,414,TEST +0X65B2EFC3B8EFD35D,64.43561923,29.85823648,83.95545157,112,112,64,208,TRAIN +0X65B33C7D1BA2303C,57.03348491,42.57522582,99.08931579,112,112,50,204,TRAIN +0X65B6646A8864CFF2,56.14726255,50.95798453,116.2025166,112,112,50,145,TRAIN +0X65B7FD443008A7FE,51.39895521,40.51531027,83.36304383,112,112,57,201,VAL +0X65BAA5953F13E76F,59.98330006,12.70575666,31.75113559,112,112,50,191,TRAIN +0X65BE4D7A748C3A2E,52.84154511,43.57701506,92.40551916,112,112,50,171,TRAIN +0X65BFE57982B5CE91,60.56764893,31.5385398,79.98138316,112,112,50,203,VAL +0X65C05D708C373803,63.0735169,30.36823695,82.23972174,112,112,50,201,VAL +0X65C0691EFC9931F6,48.00014962,54.56463485,104.932292,112,112,50,201,TRAIN +0X65C488B49774AE48,60.09517069,34.5680416,86.62621092,112,112,50,207,TEST +0X65D15BBB6891406A,66.61947305,10.51223181,31.49210862,112,112,50,121,TRAIN +0X65D85BE69D1D8F64,56.68946089,40.97534532,94.60825508,112,112,50,153,TRAIN +0X65E1A5AE0862B8B6,63.17681074,12.07114831,32.78137649,112,112,50,201,TRAIN +0X65E2A0A6C4CDBC1,61.11659223,44.63788735,114.7993191,112,112,51,97,TRAIN +0X65E605F203321860,86.75797362,15.86398007,119.8002452,112,112,50,67,TRAIN +0X65E85D2F82BA872E,60.70800423,23.77838553,60.5171233,112,112,50,214,VAL +0X65E89AC890F1DC3F,61.8793458,32.58282444,85.47288899,112,112,50,165,TRAIN +0X65EDD2669C886790,59.30508083,47.15330076,115.8702406,112,112,69,188,TRAIN +0X65EFA6DFA62351C9,69.61200007,42.13647614,138.6615646,112,112,50,114,TRAIN +0X65F1640C91221F37,55.2252625,53.0650788,118.515667,112,112,50,228,TRAIN +0X65F84656B24B5511,42.55905834,26.92309866,46.87092147,112,112,50,155,VAL +0X65FAC9441FA92B93,57.94637409,34.53589184,82.12345808,112,112,50,147,VAL +0X65FB2AC7E0207522,64.05160857,27.86383691,77.51066403,112,112,53,179,TRAIN +0X65FCF0CE7A00FB1C,57.98644949,36.73916246,87.44598352,112,112,53,127,TRAIN +0X65FE895469EFDA8B,71.79169049,18.89525334,66.98470653,112,112,50,206,TRAIN +0X65FF0A025B2C71EA,59.57951433,36.50749079,90.31927793,112,112,50,160,TRAIN +0X660104EE65A0D28E,54.92765342,15.1580509,33.63048975,112,112,50,170,TEST +0X66050153ED5E08EA,64.66588333,44.93142498,127.1615912,112,112,50,159,TEST +0X660577E3B07A47CE,71.99448257,13.62018381,48.63393025,112,112,50,151,TRAIN +0X66095387FB014661,61.50166279,22.48433715,58.40339813,112,112,50,196,TRAIN +0X660DF8CADE3493DB,60.66859515,51.58327764,131.1503564,112,112,50,188,TRAIN +0X6610463AD711E147,65.66040582,33.61657625,97.89450648,112,112,50,177,TRAIN +0X6610FEE0E4DB11B5,67.42790219,14.13275524,43.38914651,112,112,50,183,TEST +0X661442FDB0CA1292,57.71377066,39.71336639,93.91560092,112,112,50,200,TRAIN +0X66150B1C51FE2973,56.424577,25.92652394,59.49804307,112,112,64,151,TRAIN +0X661758A0D4DDE90B,65.30848371,25.1013193,72.35578603,112,112,50,169,TRAIN +0X661BF682DDCABEA3,63.86964751,24.79626346,68.63000705,112,112,50,234,VAL +0X6629C6225F411536,51.24301345,63.99139513,131.2455909,112,112,50,191,VAL +0X662EF84E75806C27,32.09468878,81.63305104,120.2160031,112,112,50,122,TEST +0X663231D707998E6,61.26438848,33.67953059,86.94720252,112,112,50,169,TRAIN +0X66323769FB7ECD5D,38.36065882,52.60691791,85.34633386,112,112,50,122,VAL +0X6634179FD03E7894,62.30246251,22.94978532,60.87873862,112,112,50,196,TRAIN +0X663BC386B0224ABB,59.85338919,29.34321054,73.09013126,112,112,50,164,TRAIN +0X663D82EB24009DF8,65.61976725,30.06952611,87.46167114,112,112,50,202,VAL +0X663EF0126EB679DB,59.24399175,30.84363386,75.67874084,112,112,50,293,TRAIN +0X66485513B1CFC9AE,62.34858394,39.19599736,104.1023193,112,112,50,207,TRAIN +0X66498ED03F00B58,60.54775835,34.49260977,87.42877041,112,112,47,140,TRAIN +0X66513C273628711D,64.99956741,26.72837905,76.36585342,112,112,50,206,TRAIN +0X66589A55D172C35C,41.93635452,55.48430541,95.55773661,112,112,50,161,TRAIN +0X665A80CE550ADFA,51.13352455,64.2736968,131.5292257,112,112,50,156,TRAIN +0X665B15BB5ABDCCFF,59.89394939,43.47900455,108.4100875,112,112,30,91,TRAIN +0X665E43AF6FE1563D,65.64105652,21.3883945,62.24986083,112,112,50,148,TRAIN +0X666344D2DD9224DE,54.61503619,29.29925129,64.55717671,112,112,50,235,TRAIN +0X666349AB95E1677,32.25475665,40.03431221,59.09538475,112,112,50,173,VAL +0X6664870503647CFB,34.67075742,105.1469893,160.949347,112,112,50,176,TRAIN +0X666873505855894,45.29357529,46.25452646,84.5504467,112,112,53,180,TRAIN +0X6668ACFCA23901D4,21.48188674,179.7941713,228.9843246,112,112,50,95,TRAIN +0X66740E6F2A2F90A6,56.13550453,21.69080208,49.44956473,112,112,50,134,TRAIN +0X6675FE3D0AFC31BD,55.95237253,32.59815362,74.00660487,112,112,50,179,VAL +0X66767284B72B3E78,56.96144199,27.25959658,63.33761595,112,112,50,242,TRAIN +0X667955B6FC13C36,55.90090733,33.71856532,76.46090492,112,112,50,93,TRAIN +0X667B0BEE8F4F8F2D,57.53135664,27.96266911,65.84309481,112,112,50,154,TRAIN +0X667B5B4810379555,43.11144356,62.39835209,109.6852443,112,112,50,103,TRAIN +0X667FD7179D55F5AF,63.71228654,30.74463957,84.72465372,112,112,50,248,TRAIN +0X66823EEDB9A8D930,51.16905019,17.96147541,36.78297366,112,112,50,180,VAL +0X6684E4B16D37E14,56.59396772,34.83677894,80.25792065,112,112,50,186,TRAIN +0X668A7CAD095C1D4C,34.65015504,46.4342333,71.05484845,112,112,50,204,TRAIN +0X668B799502EF644B,61.20361405,17.6337982,45.45216717,112,112,50,121,TRAIN +0X669090C0E856365E,65.39202394,22.48044524,64.95741096,112,112,50,208,TRAIN +0X6691FC17FF306EA5,36.26874763,120.176396,188.5674477,112,112,50,162,TRAIN +0X6692B6CEE5DCCFC0,44.27051769,35.98023692,64.56230244,112,112,50,136,TRAIN +0X66943CAFDC2AC478,62.06476301,50.09333386,132.0496136,112,112,50,126,VAL +0X669833DEC464DE58,68.94789008,19.7534219,63.61378325,112,112,55,246,TRAIN +0X669B1F6BD601634,61.92612414,17.03122208,44.73204184,112,112,55,163,TEST +0X669C85F4369B9F8F,69.44998037,13.53335441,44.29900399,112,112,50,179,TRAIN +0X669DE1EFA9B175D9,61.03611179,33.62767474,86.30472032,112,112,50,177,VAL +0X669DF94C3BCCDE7B,56.08398812,34.18944278,77.85188436,112,112,52,167,TRAIN +0X669FE870F1ACFC73,74.04138313,17.41819219,67.09984694,112,112,50,201,TRAIN +0X66A0A7C2D3B4B0A7,64.75085213,22.58870864,64.08299209,112,112,50,183,TRAIN +0X66A167447E7F1770,44.48668763,51.6698318,93.07647048,112,112,50,162,VAL +0X66AB95639ED874F,33.37331373,97.32928673,146.0815361,112,112,50,145,TRAIN +0X66AC005B83155AF3,60.10289189,37.31930319,93.53886776,112,112,50,183,TRAIN +0X66B7661D9ADBD284,47.9025806,46.34840144,88.96487001,112,112,27,65,TRAIN +0X66B9870579E61D28,67.88260389,17.96310741,55.92952599,112,112,64,161,TRAIN +0X66B9D0727965351A,47.84679652,49.58679042,95.07908836,112,112,50,114,TRAIN +0X66BA13935B0B974,71.27501997,31.40516759,109.3305115,112,112,50,201,VAL +0X66C173C78E8F6EDF,65.95083094,31.21149466,91.66595109,112,112,73,190,TEST +0X66C8E103FFEE45DF,57.31310938,28.45140195,66.65138065,112,112,50,163,VAL +0X66C8EAE88FFB77EE,40.07921979,53.43919822,89.18308145,112,112,50,215,TEST +0X66CBBE76152663AE,59.73576844,41.08895034,102.0482665,112,112,50,196,TRAIN +0X66CD8A146E264C5C,54.9402551,60.06153855,133.2931171,112,112,50,140,TRAIN +0X66CD95FB321BF102,49.71403362,82.73325777,164.5255401,112,112,54,219,TRAIN +0X66CE85713FABD830,58.20054582,32.62817183,78.05884663,112,112,50,199,TRAIN +0X66CF7DDCF1B8920D,19.70124207,137.3409034,171.0373945,112,112,50,46,TRAIN +0X66D3177E10B63872,69.87259418,10.90677763,36.20217983,112,112,50,156,TRAIN +0X66D5B2636F084D50,54.96639247,59.86005656,132.9230764,112,112,53,210,TRAIN +0X66D60CC6C281CAA7,50.89087548,29.41524323,59.89771456,112,112,60,153,TRAIN +0X66DAEF49CE746360,20.87381852,185.7839822,234.7945758,112,112,50,151,TRAIN +0X66DC4A8DD37055CC,62.96366268,35.68465964,96.3504013,112,112,50,220,TRAIN +0X66E313EF5B96FD96,59.13054881,20.10835894,49.20144106,112,112,50,116,TRAIN +0X66E92E721D27BF17,54.76790206,19.42341406,42.94166078,112,112,50,145,TEST +0X66ECE3A29BB030DA,60.45132302,19.61668181,49.60136041,112,112,50,190,TRAIN +0X66F56796903B5D4F,60.92108649,35.87721377,91.80709122,112,112,50,175,TRAIN +0X66F67400B4224304,45.04817978,70.11947479,127.6017328,112,112,50,197,TEST +0X66F7B3D066CDBF3B,41.72788491,60.41758001,103.6818038,112,112,50,168,TRAIN +0X66FA32EDB231FFC2,44.09810138,54.49670511,97.4863224,112,112,50,185,TRAIN +0X66FB64B67D109199,66.14160684,21.67964051,64.03032893,112,112,56,229,TRAIN +0X66FC5D40C9D897B1,53.52209101,63.74436317,137.1498085,112,112,50,184,TRAIN +0X66FD6E92F7ABD0CE,53.61857862,38.73087685,83.50515293,112,112,50,143,TRAIN +0X66FDF9218D696E41,58.60320956,19.10168867,46.14292188,112,112,50,212,TRAIN +0X6703FCFAD2E7CBCA,54.52867409,41.43676626,91.12724434,112,112,50,101,TEST +0X67062227EF11E9B7,56.16976369,36.15315976,82.48451938,112,112,50,194,TRAIN +0X670A0F9C14BDD4CE,34.65816144,87.03374819,133.1975808,112,112,47,190,VAL +0X670CDE1D82BD7956,45.26966317,56.18745845,102.6623655,112,112,50,243,TRAIN +0X6710BA6184204672,46.60051069,43.37242777,81.22255162,112,112,50,179,TEST +0X6715D2C6A51FDC7C,66.96475356,29.25622512,88.56063833,112,112,50,194,TRAIN +0X671A1682EAD51E03,45.08177272,83.21882294,151.5322454,112,112,50,123,TRAIN +0X6720DAE21174550,64.92460678,28.35659186,80.84468699,112,112,50,197,TEST +0X6721138DB497FCB3,42.10695487,58.19940716,100.5291862,112,112,50,207,TRAIN +0X67258AC1999CA388,65.06076733,24.17565784,69.19344244,112,112,50,194,TEST +0X6728170DD8443536,51.47455568,78.15241113,161.0544988,112,112,50,162,TEST +0X6728A3BFFD051355,44.86661608,43.05114388,78.08543721,112,112,50,183,TRAIN +0X672FD8B7D89552F6,64.89615439,22.01118047,62.70304603,112,112,50,159,TRAIN +0X6732C1BF9A1903C,64.487026,22.90755212,64.50474162,112,112,60,168,TRAIN +0X6732D6F83932DACA,47.03258868,42.87999015,80.95541972,112,112,50,195,TEST +0X67335086CE434673,48.50700809,61.11166789,118.6795826,112,112,58,158,TRAIN +0X67345337DA0C55CA,54.99942584,50.54989722,112.3316717,112,112,50,232,TRAIN +0X673694C8A87D2876,57.2289624,52.93436556,123.762173,112,112,50,187,TRAIN +0X673B5192D6B9C4EA,65.82926811,39.42992466,115.3909281,112,112,50,182,TRAIN +0X673D686D3E02F0D,66.72443143,19.55534819,58.76788596,112,112,50,185,TRAIN +0X6743FE92AFBB3FE5,37.25376013,61.636594,98.23153408,112,112,50,117,TRAIN +0X67445623181AB842,67.94160607,30.07311059,93.80729008,112,112,50,158,TRAIN +0X6746F7566C8A2500,60.75784529,29.26211042,74.56805225,112,112,53,211,TRAIN +0X674BD01159859802,68.82205454,12.64047628,40.54300594,112,112,50,172,TEST +0X674C03AD23D41BB6,61.66061818,32.23971347,84.09033202,112,112,53,183,TRAIN +0X674D11613887E038,64.92943088,25.37608748,72.35721608,112,112,50,136,TEST +0X674D61E41CAB000D,53.36470659,36.90416294,79.13354939,112,112,50,144,TRAIN +0X674EDFBC52AE7E3,59.5302564,25.13140069,62.0992338,112,112,50,129,TRAIN +0X6752E91D593ABCAE,45.91848034,28.64207031,52.9609199,112,112,39,94,VAL +0X675972D5C0182669,63.33818747,26.2836708,71.69222956,112,112,50,153,TRAIN +0X675B53AE93B14D06,45.93523808,146.6124691,271.1793484,112,112,50,241,TRAIN +0X675C2C40899BE4C1,64.02529444,39.0164632,108.4552677,112,112,50,163,TRAIN +0X675DD194648538EC,57.63903308,24.5781692,58.02079364,112,112,50,165,TRAIN +0X675E10DDEFCB2A96,66.20186361,34.02569604,100.6732905,112,112,50,211,TRAIN +0X6767F4359E20EE24,23.80900599,213.4253616,280.1188833,112,112,43,575,TEST +0X6769A9060D724375,63.10648345,17.62089932,47.76150653,112,112,50,108,TRAIN +0X676EF9C13050917F,59.75581184,33.8997948,84.23525569,112,112,50,163,TRAIN +0X677366B12D63509A,53.34348007,38.96877478,83.52267772,112,112,50,118,TRAIN +0X67753ECB554BC154,56.57519808,27.28492578,62.83258546,112,112,50,170,TEST +0X67868606606A2BBC,61.67488234,20.7352032,54.10342997,112,112,50,167,TRAIN +0X678B0D95D2EF1F37,34.84239548,36.31273501,55.73061698,112,112,50,124,TEST +0X679D34B4E61373F4,65.3486759,29.09817101,83.97419655,112,112,50,202,TRAIN +0X67A1EB7C88B5A510,7.719652916,181.3080459,196.4752536,112,112,50,194,TRAIN +0X67A4CC520BEE5551,63.50573339,17.94016758,49.15886589,112,112,50,165,VAL +0X67A7AEB12C2DA3E2,62.69886349,25.22370095,67.62180276,112,112,50,193,TRAIN +0X67AAE45F773658DC,55.27229458,30.37382501,67.90830141,112,112,50,163,VAL +0X67ABFBDF2329C556,64.29130574,17.95325967,50.27699849,112,112,30,85,TRAIN +0X67ADC1FAB1C29E0E,61.35253197,16.48207117,42.64722117,112,112,50,127,VAL +0X67B63CC28517C0E,63.18151318,28.34939579,76.99772108,112,112,50,152,TRAIN +0X67B69FA150D346F3,24.91115566,196.9347294,262.2689577,112,112,50,165,TRAIN +0X67C04E297ECB4FD5,64.05326887,19.57813881,54.46430925,112,112,50,123,TRAIN +0X67C09B651EC014B6,65.44185145,32.37654563,93.68715335,112,112,50,466,TRAIN +0X67C1FB8BB638EEE0,58.9332033,30.12322583,73.35177869,112,112,50,235,TRAIN +0X67C3B0621AC0639B,61.61474346,38.47266531,100.2277144,112,112,50,212,TRAIN +0X67C5071C6A5E16B9,64.90620274,35.47977619,101.0998494,112,112,50,169,TRAIN +0X67C5B6E3D1D25595,66.74084477,28.56832289,85.89611699,112,112,50,188,VAL +0X67C9BA2B3CDD74C,64.4641728,31.968986,89.96268982,112,112,50,116,TRAIN +0X67CC398E12E56F6F,63.00609313,29.54025848,79.85168634,112,112,50,111,TRAIN +0X67CC83EFED2413B8,64.90783606,19.74177867,56.256943,112,112,54,163,VAL +0X67CEAB9DD15BF8DA,65.10509403,12.85829898,36.84864201,112,112,50,174,TRAIN +0X67D00C92919C56D0,57.12248682,40.26208269,93.90022813,112,112,50,162,TRAIN +0X67D3775E2E66F543,62.45056587,25.01091704,66.60797325,112,112,50,159,TRAIN +0X67DA2B2AE959F381,46.28713383,52.08060251,96.96113097,112,112,50,149,TRAIN +0X67E320B11E8421AB,57.76386239,28.23097376,66.84080352,112,112,50,190,TRAIN +0X67E62FE7B3BA52B3,69.51243282,13.57424481,44.52387011,112,112,50,175,TRAIN +0X67E6673AA2567482,50.15638092,138.6771456,278.2244712,112,112,43,161,TRAIN +0X67E84A6AEB6EEF44,29.36523884,132.2971449,187.2975044,112,112,50,156,TRAIN +0X67E8F2D130F1A55,45.25870509,72.90713518,133.1848932,112,112,50,142,TEST +0X67ECED2F51637F45,57.95394122,18.21002435,43.30970578,112,112,50,185,TRAIN +0X67EEAB34427A2162,55.1515467,30.36329603,67.70199148,112,112,47,96,TRAIN +0X67F06708C04321F7,64.52520916,23.88939385,67.34188783,112,112,52,142,TRAIN +0X67F0850A73E98169,70.34044917,14.88169389,50.17504807,112,112,50,162,TEST +0X67F16F4E4A17E54E,63.39792333,22.99356662,62.82038812,112,112,50,186,TRAIN +0X67F418EFEAF112A,67.03055374,30.00130051,90.99728357,112,112,50,119,TEST +0X67F8AC58B0BAA98,37.40684968,57.27965576,91.51106066,112,112,50,201,TRAIN +0X67FA43200406EB5,70.36856477,21.15596728,71.39703869,112,112,50,197,TRAIN +0X67FC799EC72F1852,61.48013453,29.89587269,77.61157087,112,112,50,162,TEST +0X6802C4DD3536B4A,24.59591216,188.4876949,249.970128,112,112,50,152,VAL +0X68064ABC9AB952B0,61.72946818,23.65666933,61.81432086,112,112,50,214,TRAIN +0X6806B6025888CBBA,60.43037373,21.17117955,53.5036126,112,112,46,345,TRAIN +0X6809AF862A2FD6B7,50.81699362,38.98932807,79.27398291,112,112,50,100,TRAIN +0X680C3DA23D0A91D8,60.31483798,39.18804373,98.7473447,112,112,50,114,TRAIN +0X680FD0769EB255A7,58.2456664,17.26782288,41.35576214,112,112,50,126,TRAIN +0X681422525BDCBDAD,61.71757829,17.79373424,46.48016882,112,112,50,165,TRAIN +0X68162D95EAB2AB4E,64.8076181,29.93388282,85.05784835,112,112,50,207,TEST +0X681A95D85C2D17EC,33.67392639,96.31735669,145.2179384,112,112,47,156,TEST +0X681C4622AD93D1E5,44.45868851,47.62141188,85.74052466,112,112,50,212,TRAIN +0X681D192A1055B8C6,56.63211869,31.89797681,73.55207553,112,112,50,143,TRAIN +0X6823E5601B50BC19,64.07496394,15.56775019,43.33398626,112,112,50,174,TRAIN +0X6828C199A8035B7B,53.16086068,69.75873921,148.9325812,112,112,50,210,TRAIN +0X682B20D1C224EFAA,63.47520995,29.58789096,81.0076962,112,112,50,228,TRAIN +0X683199EBCD0E7143,58.26825678,26.70369811,63.98893515,112,112,50,235,TRAIN +0X6833A5F6D0FB940B,56.3724204,20.94549263,48.00975167,112,112,50,200,TRAIN +0X6834D917DCB267D3,58.91309967,27.97465746,68.08656102,112,112,50,138,TRAIN +0X6836F617166B7CC6,63.23064607,16.28354913,44.28565472,112,112,60,173,TRAIN +0X683BC0A201466229,48.79816233,29.28468766,57.19460276,112,112,50,82,TRAIN +0X683BF75E16371700,41.96276608,57.46297562,99.01053468,112,112,50,217,TRAIN +0X6846DD85241D2AD9,55.8558591,25.99290019,58.88188026,112,112,50,127,VAL +0X684A3BC616D3740C,48.21093415,63.14194622,121.9213847,112,112,58,173,TEST +0X684A5A0EACA29BD,59.07483592,31.69213952,77.43924851,112,112,50,122,VAL +0X684B82C1CFEDE76C,58.3226336,102.1641061,245.1309066,112,112,50,181,TRAIN +0X68521E9A7A5E6C26,60.43929258,41.6460137,105.2711552,112,112,50,235,TEST +0X68524510445EEC8A,61.01671579,36.34731962,93.23821827,112,112,50,210,TRAIN +0X6852980082149389,70.3823101,14.86927319,50.20402754,112,112,64,329,TRAIN +0X6854B1C76DCE575,72.25553399,25.16017601,90.6853857,112,112,50,190,TRAIN +0X6855BBCBB720BD0D,57.55503731,45.96361387,108.2899146,112,112,50,168,TRAIN +0X6857D30D7DE3D2E9,59.52592738,25.19089118,62.23957597,112,112,50,151,TRAIN +0X6857E329D98B9E04,62.37019462,27.09928156,72.01547095,112,112,50,206,TRAIN +0X68590910C6F222F6,58.64850236,43.89200135,106.14368,112,112,58,169,TRAIN +0X685A4B045C95B72A,56.99601176,29.60773149,68.8488038,112,112,28,80,TEST +0X685D2596D38E77FF,70.84000483,38.65737491,132.5698947,112,112,50,110,TRAIN +0X685D625A49A9C1F6,36.45270953,51.00210952,80.25851164,112,112,50,194,TRAIN +0X685D65855E946377,63.39686136,26.98296346,73.71762223,112,112,50,146,TRAIN +0X685F062E752D3638,54.9437767,29.8898478,66.33899961,112,112,50,170,TRAIN +0X68625A7A16D72E46,59.80900813,27.79440226,69.15580075,112,112,50,201,TRAIN +0X6866809B28E76AF6,49.19607436,25.38412065,49.96488032,112,112,50,270,TRAIN +0X6866C629747A847B,61.83485706,43.13461218,113.0209633,112,112,50,222,TRAIN +0X6867156FCD59C7DD,70.5203211,10.43236809,35.38833691,112,112,57,191,TEST +0X686AA246EEAF841F,66.5224092,33.11558525,98.91866308,112,112,50,158,VAL +0X686BDE41B6806D07,62.32029234,27.25433679,72.33160361,112,112,50,168,TRAIN +0X686D8CAEF6113D71,60.72781473,26.17357004,66.64658424,112,112,50,214,TEST +0X686DE99DF17681C8,62.21090954,27.41763686,72.55437091,112,112,50,179,TRAIN +0X686E9F8A8AA1DE4B,70.75464814,14.65639686,50.11530357,112,112,50,186,TRAIN +0X686F756A1F380DAC,63.22728756,32.75267664,89.0678834,112,112,50,76,TEST +0X68702D6B20ACB987,55.09540579,43.48413526,96.83671799,112,112,50,147,TRAIN +0X687155395446BA2B,56.17697308,15.23606237,34.76725238,112,112,50,143,TRAIN +0X6871AA112FB25F00,57.2261155,53.35772744,124.743703,112,112,50,221,TRAIN +0X6878753F91B0C449,62.27828185,28.57335374,75.74775259,112,112,55,201,TEST +0X6879E81713CC3748,59.84299655,22.58108629,56.23200026,112,112,50,166,TRAIN +0X687A5BC36E15FA4F,71.07154476,8.044293278,27.80754524,112,112,56,255,TEST +0X687F32820865345D,63.97510357,37.16491219,103.164522,112,112,50,205,TEST +0X6887B19B44DD3AE3,60.42334564,53.92431502,136.2528387,112,112,52,194,TRAIN +0X6888101946612E3,58.31829428,33.34908301,80.00892101,112,112,50,198,TRAIN +0X688C57361B02B07A,29.89402942,75.59723767,107.8328094,112,112,50,162,TRAIN +0X688E31C0473B80BD,54.95575278,34.23744197,76.00846742,112,112,62,192,TRAIN +0X688F3ADAB94010A0,59.01095851,19.00014275,46.35420118,112,112,50,159,TRAIN +0X68908A2FFC0B7496,63.75432417,46.47734536,128.2286626,112,112,50,154,TRAIN +0X68930B35122898F9,57.26306634,47.49801556,111.1404387,112,112,50,259,TRAIN +0X6896FB3693FB3A72,62.12099978,18.34974841,48.44306424,112,112,50,190,VAL +0X689FC77F82B906D3,50.08851094,46.23282908,92.62963287,112,112,50,153,TRAIN +0X689FFAC34F9C025A,59.90021502,13.58024419,33.86612719,112,112,50,173,TRAIN +0X68A1CAF48D768778,59.45028679,22.19407394,54.73299854,112,112,53,197,TRAIN +0X68A375AA5675630D,54.97331704,45.06781532,100.0913511,112,112,43,151,TRAIN +0X68A39C8B92F679D6,28.79091177,73.637811,103.4106921,112,112,50,126,TRAIN +0X68A7270BE67D7400,59.66137892,24.49549444,60.72466978,112,112,50,190,TRAIN +0X68AA4D586D32621A,64.70900823,19.9829659,56.62341831,112,112,50,153,TRAIN +0X68ACB079A9BDE1EF,55.80612822,64.06444675,144.9622859,112,112,50,179,TRAIN +0X68B18CF20C51DCB2,58.70752274,33.96617995,82.25754959,112,112,50,166,TRAIN +0X68B3B1926A16337D,63.50097151,28.61148099,78.38970561,112,112,50,112,TEST +0X68B8020411063DB8,61.32653163,18.01578171,46.58434444,112,112,50,187,VAL +0X68BD8FCCB1FAEE60,55.44437926,43.36755795,97.33352881,112,112,64,326,TRAIN +0X68C1CD733690A87A,62.58637876,25.90544819,69.24068649,112,112,50,209,TRAIN +0X68C23E699437AB64,57.95086434,47.33502013,112.5707328,112,112,64,128,TRAIN +0X68C605D0E6D11A08,55.06593909,53.45554077,118.9644107,112,112,50,158,TRAIN +0X68C77109B94D74B9,56.29608341,17.87658622,40.90385398,112,112,50,147,TRAIN +0X68C940A6A6F5838D,62.98495331,25.11906047,67.86175548,112,112,50,156,TRAIN +0X68D189149E39665,31.21195799,113.6934707,165.2808648,112,112,57,174,TRAIN +0X68D627A09628F237,60.9625299,18.36176708,47.03626295,112,112,50,170,TRAIN +0X68D6DF1106C643F8,31.13685891,98.20826192,142.6136833,112,112,50,144,TRAIN +0X68D721D9EEC218,60.48370001,30.63134599,77.51572389,112,112,88,255,TRAIN +0X68D9AB58E435F878,66.66003362,39.14254353,117.4042682,112,112,57,230,VAL +0X68E3DA63806EEFBD,57.69400209,36.13998669,85.42520795,112,112,38,161,VAL +0X68E8A6D619571049,38.39809043,53.09823149,86.19575571,112,112,50,146,TRAIN +0X68EBF6C87CD14F34,62.00192203,32.03779396,84.31424872,112,112,47,150,TEST +0X68ECE2BAF6D0D2FF,61.65113511,36.12430927,94.19916177,112,112,50,135,TRAIN +0X68EFD6182F99DA56,64.28631648,16.98471491,47.55800364,112,112,50,175,VAL +0X68F1A70EFE9D108C,65.51264736,19.92964526,57.78827232,112,112,72,296,TRAIN +0X68F1C08A47F51B60,44.94891794,58.76141533,106.7398008,112,112,53,227,VAL +0X68F5FD987AB1DE31,30.44776431,37.80007582,54.34775093,112,112,50,190,TEST +0X68F95430838173EB,57.44664028,27.34951831,64.27111394,112,112,50,186,TRAIN +0X68FAB5062A53ED22,61.97115229,35.79168766,94.11720262,112,112,50,222,TRAIN +0X68FABC85AAFEF0C8,57.79957391,34.58107881,81.94485699,112,112,50,150,TRAIN +0X68FEAD20679D9B7A,61.256358,28.46936285,73.48138011,112,112,50,200,TRAIN +0X68FF6C389EA38EA1,60.21940902,27.99680613,70.37805483,112,112,50,140,TRAIN +0X690905881CA73619,65.36785801,11.02853174,31.84478667,112,112,61,147,TRAIN +0X690985555ADCB775,59.572976,40.39108922,99.91111197,112,112,50,153,TRAIN +0X690BF65CCE72593E,62.05175873,31.26326546,82.3839641,112,112,50,249,TRAIN +0X690C466520DCF9E3,65.67705699,13.62700341,39.70231634,112,112,52,163,TRAIN +0X690D382720F5BF93,62.98852642,39.00731995,105.3925072,112,112,50,156,TRAIN +0X690EEA7ED4067209,63.54947343,22.7010766,62.27914584,112,112,50,137,TRAIN +0X6911215576ED756B,37.52560519,24.87888554,39.82253147,112,112,50,104,VAL +0X6918A5797070503,65.77898487,31.61870561,92.39558057,112,112,50,143,TRAIN +0X691EEC9060E26058,60.07727511,31.92338966,79.9629528,112,112,50,203,TRAIN +0X691F6E99AB190410,54.6579336,48.25929642,106.4338268,112,112,50,170,VAL +0X6921A7FAA46C25A7,67.8752443,25.75347762,80.16707692,112,112,57,245,TRAIN +0X6924181AE32F84A6,63.88037604,24.25455651,67.15063407,112,112,50,193,TRAIN +0X6924FEFBEF2EA847,22.07133486,260.22489,333.9270466,112,112,50,154,TRAIN +0X69297859FF626047,52.83383184,36.82518339,78.07541895,112,112,50,155,TRAIN +0X6929D94A7E4C62B7,49.47220533,52.61027923,104.1214634,112,112,50,183,TRAIN +0X692F41B4E9E0CCAB,59.53450709,49.94292436,123.4210207,112,112,61,150,TRAIN +0X6930EF64D363CAD9,14.74725438,166.4551649,195.2490371,112,112,50,127,VAL +0X6934668EAB32560,63.67323312,35.33793486,97.27795204,112,112,50,188,TRAIN +0X694033179511A13E,51.03020324,37.54573392,76.67120635,112,112,50,186,TEST +0X69413D44827B96C1,64.55774813,27.49307256,77.57146093,112,112,50,158,TRAIN +0X69447E46FEDD2A3F,61.50328618,34.67941896,90.08410203,112,112,50,36,TEST +0X694801E47434307F,66.82023535,17.21116929,51.87248756,112,112,43,155,TRAIN +0X694A48FBAD032A23,63.06640899,30.88274877,83.61696745,112,112,50,161,TRAIN +0X694C6FDAA8B7D96E,54.66826392,42.40143665,93.53587645,112,112,50,210,VAL +0X694CBB67193485BD,49.71948151,22.53728646,44.82309877,112,112,50,221,TRAIN +0X694D5E1CBC38D44E,61.62048114,37.07749795,96.60751113,112,112,50,169,TRAIN +0X694EE681A4D5697C,65.43999446,27.5582264,79.74022565,112,112,50,128,TRAIN +0X69549AA1CA32AE28,68.34183159,21.03866249,66.45571601,112,112,50,185,VAL +0X6955FFE50B579D53,51.78334847,51.14358494,106.0703788,112,112,50,201,TRAIN +0X6956919815606827,62.96212061,9.050396818,24.43551566,112,112,53,182,TRAIN +0X69572A530D2CC5E4,47.91062324,90.44910148,173.6421265,112,112,50,199,TRAIN +0X695821AC12CAAFD2,57.65787543,38.59893398,91.15965335,112,112,50,188,TRAIN +0X695AD46166A86635,70.2584997,22.20626026,74.6642235,112,112,50,133,TRAIN +0X695AF94E37EA61C5,51.08387059,33.89385681,69.28973575,112,112,50,86,VAL +0X695E8125B90E542F,48.27672054,30.18071894,58.35035839,112,112,50,201,TRAIN +0X69635DF0D0C9AE26,64.72304338,23.32059594,66.10716506,112,112,50,174,VAL +0X6963A8CAD6154CFB,41.09911264,63.20978662,107.3155082,112,112,50,125,TRAIN +0X6965979E40FD1758,42.90038588,55.60529048,97.38295317,112,112,50,162,TRAIN +0X696599CDFA651DB8,59.03065622,50.00352809,122.0510838,112,112,57,184,TRAIN +0X6965A9076612C2A4,66.87801203,39.39988168,118.9538554,112,112,50,99,TRAIN +0X6966D02D954A8BAD,53.64475046,21.11617744,45.55293663,112,112,50,201,TRAIN +0X696A6FF8D9099FD8,44.86062943,51.71789089,93.79485176,112,112,50,210,TRAIN +0X697A7501D6027B4B,60.93246345,23.16845458,59.30359737,112,112,50,144,TRAIN +0X6984F621BB01FA4F,36.56089066,104.1204769,164.1266373,112,112,50,181,TRAIN +0X6985788FAE5F8039,62.26788221,35.78174217,94.83099351,112,112,50,150,TEST +0X6986F2D866C7AF73,61.1343064,40.57547622,104.3992078,112,112,50,91,TRAIN +0X6988345BE72D9814,63.47933888,40.95472016,112.1412343,112,112,50,214,TRAIN +0X698851733B8DB622,41.33591108,74.31309943,126.6756218,112,112,43,69,TRAIN +0X698CD6F727626E9,51.31692294,81.9585318,168.351174,112,112,50,148,TEST +0X698EF3292D6654DF,58.1894784,25.2435859,60.37615637,112,112,50,172,TRAIN +0X6992115DA901A8A0,31.37862877,98.62593851,143.7248145,112,112,50,142,VAL +0X699258A27B9C763D,60.29355403,19.25534933,48.4942655,112,112,50,139,TRAIN +0X699E3846EC61235F,64.77455439,23.71460094,67.32235897,112,112,50,164,TRAIN +0X699F48578122088,59.52430366,29.75497876,73.51319793,112,112,43,123,TRAIN +0X69A32C8856DC6879,59.39513857,33.89839764,83.48359395,112,112,50,142,TRAIN +0X69A37D716D3C1EE2,57.07466928,18.64064652,43.42574933,112,112,50,145,TRAIN +0X69A6D0FAEBA50027,55.96475081,20.87947157,47.41535918,112,112,50,221,TRAIN +0X69A75DB4A1B8CA28,38.11301158,91.2113011,147.3836479,112,112,43,103,TRAIN +0X69AAEA04AAA0FB9D,56.85890084,39.57315121,91.72958496,112,112,50,253,TRAIN +0X69AC0873700811D2,59.5665577,40.16656287,99.33995373,112,112,50,153,TRAIN +0X69AE1D1111FCFA43,34.56239815,59.10088879,90.3164039,112,112,64,265,TRAIN +0X69B0AC9B48CD793E,62.89250337,26.36609609,71.05328701,112,112,50,212,TRAIN +0X69B260632B8BF48A,56.14573137,31.66392326,72.20260251,112,112,50,135,VAL +0X69B8866270E7BC77,56.28629286,41.40299279,94.71398218,112,112,50,140,TEST +0X69B8DBAA13F1442B,44.59999147,68.7159426,124.0359784,112,112,50,150,VAL +0X69C0A8E401963AD7,65.02964035,30.803316,88.08406979,112,112,50,176,TRAIN +0X69C213A7E1B58743,65.35849459,29.50326448,85.16738557,112,112,50,151,TEST +0X69C3D72C750DC976,72.15394298,30.53678162,109.6628568,112,112,50,159,VAL +0X69C480D704708196,37.06676391,63.26443408,100.5262688,112,112,46,91,TRAIN +0X69C62909E64A686D,66.39732855,13.53043825,40.26596002,112,112,50,127,VAL +0X69C718B691DF9F1,46.46283677,34.00088168,63.50893403,112,112,50,141,TRAIN +0X69C8AC872A3C32AC,56.71993796,31.87867026,73.6567111,112,112,50,193,TRAIN +0X69CAB2A980A78FCB,53.13374365,37.48443614,79.98171619,112,112,68,125,TEST +0X69D4523966BC4AA8,30.21137919,110.7254609,158.6583309,112,112,50,174,VAL +0X69D93F969C2F74F8,22.19829936,92.83037616,119.3166414,112,112,93,169,TRAIN +0X69D9E8315AEF4578,44.0553761,71.46758191,127.7470057,112,112,50,130,VAL +0X69DB3D6458D62410,67.38037965,29.10704172,89.23169985,112,112,61,214,VAL +0X69DBE98550479217,61.38569271,47.62876432,123.3448627,112,112,50,310,TRAIN +0X69E3C8EB6D834974,62.92325877,60.57997496,163.3907753,112,112,50,205,TRAIN +0X69E429AEBAAEC0BD,39.99809951,55.08986431,91.81353234,112,112,47,163,TRAIN +0X69E48066CC72C3A1,63.79744992,29.74874046,82.17305242,112,112,50,176,TRAIN +0X69EA4A8D900C9F7,59.3411766,24.25653819,59.65873126,112,112,50,229,TEST +0X69EC4C1F3A5C6786,55.05832014,19.52627059,43.44802119,112,112,50,103,TRAIN +0X69F29FDEF96252D8,61.20071628,27.84407495,71.76440461,112,112,51,195,TRAIN +0X69F2D313767C34A9,61.01466114,49.98837416,128.223521,112,112,50,190,TRAIN +0X69F424E89D494967,64.34452356,35.04002843,98.27390329,112,112,62,206,VAL +0X69F7556A5A45A5EE,68.86369035,10.74776633,34.51843347,112,112,50,162,TRAIN +0X69F8CA8E52A2E4E7,59.77629186,33.98116069,84.48042773,112,112,50,134,TRAIN +0X69F9014343EC83B3,49.43043938,50.95689086,100.7659355,112,112,50,158,TRAIN +0X69FC87BF17A55F65,68.41267146,23.14458487,73.27173882,112,112,50,181,VAL +0X69FD55350C07087B,58.31679744,31.87143238,76.46109324,112,112,62,160,TRAIN +0X69FF17A94F18585A,54.52140986,44.50055544,97.84946126,112,112,50,161,TEST +0X69FF2B134E1DF1B1,54.30993924,55.03574472,120.4545229,112,112,50,118,TRAIN +0X69FFCA63BE0569EF,55.15436092,31.78619535,70.87912225,112,112,50,205,TRAIN +0X6A028337AD76ADD0,66.54813633,25.21750045,75.38444104,112,112,50,201,TRAIN +0X6A048AD1DAAA1AB0,61.80419735,37.173501,97.32352359,112,112,50,255,TRAIN +0X6A057FCAB5C853DE,74.47874853,7.853851948,30.77377282,112,112,50,117,TRAIN +0X6A0657D211ADDAFA,56.85654519,60.09263426,139.2856333,112,112,50,188,TRAIN +0X6A0C365DCBCF2BC0,62.90585724,36.74894192,99.06939261,112,112,50,156,TRAIN +0X6A0E0C2096A56020,63.49409651,29.54309618,80.92690047,112,112,50,137,TEST +0X6A11E31F14ADFDEE,48.25991321,108.0254757,208.7848753,112,112,50,129,TEST +0X6A13F71998AA06CA,59.22494079,39.29241021,96.36383359,112,112,50,145,TRAIN +0X6A1761B3A21AF4F2,64.2646473,15.39471428,43.07978826,112,112,50,141,TRAIN +0X6A17807E5BD87FA9,57.81685089,35.09058475,83.18626154,112,112,50,162,TRAIN +0X6A1AA81E9712AAFF,58.56020781,30.70066115,74.08497853,112,112,50,132,TRAIN +0X6A1B56577EBFA488,59.67946169,35.65444011,88.42749032,112,112,50,186,TRAIN +0X6A272C995486CF4B,63.24161843,22.91317064,62.33454703,112,112,64,162,TRAIN +0X6A2B51F5E42AAFF1,62.94265239,47.28379588,127.5962769,112,112,47,172,TEST +0X6A306DFCAE00CABC,64.2969222,33.48795773,93.79571677,112,112,50,201,VAL +0X6A312BF878BA093F,64.24010115,27.66978441,77.37657347,112,112,50,218,TRAIN +0X6A345FD250E04AE0,34.21521622,89.93236667,136.7069427,112,112,50,140,TRAIN +0X6A359AD1490E6F4,54.77204748,40.53158449,89.61622677,112,112,47,132,VAL +0X6A38F525525AABEF,61.13023364,34.81053846,89.55685028,112,112,50,195,VAL +0X6A3EE162DF19062F,58.83333548,30.24244904,73.4634428,112,112,50,146,TRAIN +0X6A403037B3DF0127,68.05654473,42.56993792,133.266541,112,112,50,278,TRAIN +0X6A40752EF8FB5AB2,60.40822418,14.30176365,36.12306687,112,112,50,111,TRAIN +0X6A45FBB2F8991E0E,46.69184804,99.26844464,186.2162559,112,112,50,228,TEST +0X6A46321A41C98FC7,34.06195242,84.48316841,128.1250682,112,112,30,29,TRAIN +0X6A517CFB3CC37E24,64.26605305,36.09096058,100.9990882,112,112,47,92,TRAIN +0X6A5374D97C7E9202,59.89421551,19.66337511,49.02877566,112,112,50,198,TRAIN +0X6A56B3B7CF5AC64E,35.24390582,79.63642685,122.979046,112,112,50,149,TRAIN +0X6A57513F8621F814,65.05970891,33.07865551,94.67195172,112,112,50,138,VAL +0X6A59ABB6D7C8F0BA,51.84150919,30.3340244,62.98790491,112,112,61,226,TEST +0X6A5AA7CA64C74AC1,59.13884124,40.66355431,99.51640028,112,112,50,219,TRAIN +0X6A6422046F7969F2,50.2260653,53.10046066,106.683269,112,112,59,193,TRAIN +0X6A66AAE9B2D3C42C,61.76827205,41.73965487,109.1754339,112,112,50,177,TRAIN +0X6A672DABBE9F8660,63.27906063,23.08153227,62.85659537,112,112,50,148,TEST +0X6A815B26E4D6AFC3,60.4387676,24.98480358,63.15476557,112,112,55,137,TEST +0X6A86E26CF3DBBB34,43.42799615,70.32967734,124.3188725,112,112,50,167,TRAIN +0X6A878BE2BE37679E,63.61586084,20.51388155,56.38138491,112,112,50,197,TRAIN +0X6A8AA36725720569,50.02176027,42.58689253,85.2108693,112,112,50,63,TRAIN +0X6A9103398B308FE3,55.18212862,57.78439975,128.9316025,112,112,62,190,TRAIN +0X6A91B83DDA5ED01,67.99593612,16.21335963,50.66031518,112,112,50,132,TRAIN +0X6A95031DBF74CF5E,63.83720609,21.90885013,60.58395317,112,112,51,135,TRAIN +0X6A99F933F0F63900,67.52966315,16.41191029,50.54431792,112,112,50,152,TRAIN +0X6AA21353DB219B2E,60.39472765,22.61785983,57.10820425,112,112,50,159,TEST +0X6AA45821A706A75B,58.44325388,21.74336085,52.32209659,112,112,50,82,TRAIN +0X6AA4D34DB3D5F6CA,54.91196738,52.98784293,117.5208583,112,112,50,161,TRAIN +0X6AA5302902FB3B83,30.71098623,77.19623747,111.4119444,112,112,50,115,TRAIN +0X6AAE22F1E3985AD6,30.68227245,105.4907682,152.1844007,112,112,43,159,VAL +0X6AAF124C7AD3E7E4,51.11015583,40.69105964,83.2300866,112,112,50,120,TRAIN +0X6AB2016D376D7783,65.04748935,29.73444325,85.07097974,112,112,52,168,TRAIN +0X6AB214EB6B92DC02,57.25826172,34.19962481,80.01458572,112,112,50,187,TEST +0X6AB2CF56234A13CC,60.29566701,24.77461514,62.39776185,112,112,73,179,TEST +0X6ABAD097CBF31D41,64.39001432,18.46998527,51.86743246,112,112,55,160,VAL +0X6ABB8932C0471F4A,60.38695209,25.4668896,64.28914447,112,112,50,182,TRAIN +0X6AC075B8CAE1D6EF,61.59288265,27.20958237,70.84515643,112,112,93,212,TEST +0X6AC11E656F4E93A3,55.08199611,83.20588242,185.2394924,112,112,50,241,TRAIN +0X6AC5A4C46C17EDC0,65.22643484,24.44152328,70.28765435,112,112,50,192,TEST +0X6AC5DBD72B2B9C21,58.50573205,33.06629413,79.68882394,112,112,50,256,TRAIN +0X6ACAC4D295EF82BF,33.40052648,132.2763791,198.6147519,112,112,59,232,TEST +0X6ACCE729AC05AB06,49.01591015,61.26364835,120.162287,112,112,50,135,TRAIN +0X6AD2C1663EF05305,59.07227176,37.80317435,92.36567964,112,112,50,171,TRAIN +0X6AD577606BAF71F0,34.20052333,119.803139,182.073088,112,112,47,131,TRAIN +0X6AD714938AE64D1B,50.20687344,43.75574112,87.87506257,112,112,50,264,TRAIN +0X6ADA9C1585183871,61.75885815,33.98306129,88.86518459,112,112,64,310,TRAIN +0X6ADC5D0D968E9E34,62.64824846,11.59901058,31.05345827,112,112,50,151,TRAIN +0X6AE2A159097AC945,35.91350011,103.0295191,160.7663382,112,112,50,328,TRAIN +0X6AE3A2071303CF5,57.7475223,33.56209413,79.43225097,112,112,50,148,TRAIN +0X6AE44761D3CEF95D,60.69243009,16.82793761,42.81093348,112,112,50,176,TRAIN +0X6AECECDB65A32BF,25.24817463,155.2092775,207.6327591,112,112,50,171,TRAIN +0X6AEDF24703853E45,56.80910522,33.00926966,76.42645476,112,112,50,182,VAL +0X6AEE34060EAF4A09,62.04810461,30.05989141,79.20524417,112,112,50,192,TRAIN +0X6AF3B88FF98DE62F,57.84882335,32.48345014,77.06415982,112,112,52,180,TRAIN +0X6AF702536B894D22,38.39306024,74.01326753,120.1378738,112,112,50,159,TRAIN +0X6AF72AAF6B829695,66.79287126,33.82259678,101.8534214,112,112,50,210,TRAIN +0X6AF8B5ACB5A3A683,66.64748947,28.81184345,86.3858312,112,112,50,194,TRAIN +0X6AFAD37CC4FF9AD9,60.1921739,34.36483754,86.32683798,112,112,64,145,TRAIN +0X6AFD6474F2A92942,59.02891375,42.54073456,103.8311123,112,112,30,91,TRAIN +0X6B0A6A101C2DA474,46.99701055,30.18523804,56.95006706,112,112,50,201,TEST +0X6B0DFC83DD945692,58.35978035,26.19008089,62.89611608,112,112,53,201,TRAIN +0X6B11525181625135,61.67324395,25.92516759,67.64247816,112,112,54,178,TEST +0X6B11CABFF1156096,49.75635387,70.07289407,139.4661803,112,112,50,201,TRAIN +0X6B1DB923FB0B3D34,69.25978618,29.9264898,97.35290056,112,112,50,172,TRAIN +0X6B1E22AC8DA7DC1B,61.16956875,70.72512675,182.1384015,112,112,50,172,TRAIN +0X6B1F4CDE430CF543,26.99236544,68.08117925,93.2521368,112,112,50,147,TRAIN +0X6B23E32A7A8721AE,59.15611067,22.8368834,55.91260718,112,112,51,116,TRAIN +0X6B27953A008A7289,49.57560929,18.19262609,36.07902016,112,112,50,114,TRAIN +0X6B2D065F4C186816,65.34149689,25.37219467,73.20626224,112,112,50,126,TRAIN +0X6B2DF895741FC467,52.27793219,78.93564627,165.4070117,112,112,50,158,TEST +0X6B2EFC4E87D3174B,61.15971609,35.91478121,92.46786478,112,112,50,143,TRAIN +0X6B2FE7C32EE5CCFF,58.1874884,32.55994833,77.87130475,112,112,50,143,TRAIN +0X6B339B82A5BC31E3,55.57981931,49.0332826,110.3851489,112,112,50,131,TRAIN +0X6B38A2D99D5A9A86,67.35511718,25.19517299,77.17954793,112,112,50,200,TEST +0X6B3A89FD473A9830,44.3712998,56.28948213,101.1878435,112,112,50,209,TRAIN +0X6B3B9DBE3492A37A,59.63359159,13.59896798,33.68882324,112,112,50,153,TRAIN +0X6B40061914A0E9A2,56.04852673,24.10448765,54.84341219,112,112,55,255,TRAIN +0X6B462232B332BB81,64.67588451,31.62382844,89.5247567,112,112,50,198,TEST +0X6B4A75FD6BC165AC,43.4267286,89.97158248,159.0354955,112,112,50,221,TRAIN +0X6B4C80EEEEE6191D,51.89898684,43.59609276,90.6344584,112,112,50,214,TRAIN +0X6B4CCBC68946C0C9,45.41003222,44.25144561,81.06149793,112,112,50,154,TRAIN +0X6B4FFBA68707FA0E,63.26194845,30.15724356,82.08721552,112,112,50,142,TRAIN +0X6B5A0E853A0A1C2F,58.20257381,32.80632415,78.48886197,112,112,62,215,TEST +0X6B5BCB03E1D68359,60.25760038,37.81395006,95.14762679,112,112,50,186,VAL +0X6B61269F34260EB7,64.30774397,16.49547224,46.21582963,112,112,50,142,VAL +0X6B65849509F23240,55.43795821,41.52490296,93.18447111,112,112,50,268,TEST +0X6B6CE145549C8D00,50.35575759,77.71232632,156.5384475,112,112,50,135,TRAIN +0X6B6F3EC5EF795B2,60.12035321,26.22000099,65.74782651,112,112,50,229,TRAIN +0X6B7033724FFD6F8F,50.79069875,49.81082086,101.2223697,112,112,50,257,TEST +0X6B795206FC9812,57.32819968,25.28484119,59.25421708,112,112,50,199,TRAIN +0X6B79A0A18B813FF2,64.15876227,25.09416138,70.01477339,112,112,50,159,VAL +0X6B847242732C2FD4,53.2876507,70.95266192,151.8927285,112,112,55,166,TRAIN +0X6B84D4354376CA3F,57.97580748,26.23923165,62.43839578,112,112,50,125,TRAIN +0X6B852E31BFC8D585,19.10477272,205.4790358,254.0063767,112,112,50,163,TRAIN +0X6B8CAD148A81CBB1,59.08297458,25.05205057,61.22647067,112,112,50,129,TEST +0X6B944AB275F93DEF,30.27082858,50.63617057,72.61834543,112,112,50,124,TRAIN +0X6B9AC2C41A07C9AD,62.23654004,11.86587242,31.4215711,112,112,50,165,TRAIN +0X6B9AD5750DEB23A6,71.36931133,30.20824733,105.510027,112,112,50,86,TRAIN +0X6B9BD7183EE0233C,66.70524208,19.0812488,57.31006919,112,112,50,174,TRAIN +0X6BA0C1F6396FBEA1,63.8993099,41.62494219,115.3023449,112,112,50,233,TRAIN +0X6BA126FDC669D53C,29.84774514,96.31559507,137.2950809,112,112,50,199,TRAIN +0X6BA1F9C41B2F3F5D,64.02910632,18.01209852,50.07409235,112,112,50,142,TRAIN +0X6BA7CB2E44532208,54.7454127,41.22097882,91.08685169,112,112,50,169,TEST +0X6BAE140DBD757831,37.08314099,60.01870743,95.39368046,112,112,50,112,TRAIN +0X6BAE7A563B2DD386,60.14014805,17.40532544,43.6663073,112,112,50,145,TEST +0X6BAEE8E7A0B91927,33.1444563,140.1261714,209.5954406,112,112,43,131,TRAIN +0X6BB43007F6D02580,62.31493963,19.74778261,52.40215198,112,112,55,197,TRAIN +0X6BB45EC1521D9905,67.67905299,22.21407135,68.72964254,112,112,47,129,TRAIN +0X6BB6FA41CE7DAC0A,50.96240118,35.8140672,73.03389249,112,112,50,206,TRAIN +0X6BB792FB95F3E857,67.3735169,7.499525243,22.98600563,112,112,50,95,TRAIN +0X6BB8FC06EB041453,70.48006996,25.20431516,85.38067373,112,112,50,141,TRAIN +0X6BBADD595AFAC303,64.472094,43.74477723,123.1279356,112,112,50,200,TRAIN +0X6BBC4723F3165464,56.77437715,14.21661484,32.88932328,112,112,50,301,TRAIN +0X6BBD548654D21A11,66.56975209,23.03831589,68.91458285,112,112,50,220,TRAIN +0X6BC02B386AAEC4CF,57.78870837,33.87263055,80.24542544,112,112,50,159,TEST +0X6BC0B15E4B0FA423,63.1086603,58.45404976,158.4492464,112,112,50,170,TRAIN +0X6BCB3492D214A026,49.38912008,27.9880563,55.30047362,112,112,50,162,VAL +0X6BCD517148A647B3,65.61615952,26.53654526,77.17737428,112,112,50,153,TRAIN +0X6BCFA12367018AA4,32.15112719,115.4519045,170.1603869,112,112,50,180,TRAIN +0X6BD2B2D475E661ED,54.82050928,28.12115646,62.24319047,112,112,50,152,TRAIN +0X6BD400324E98B517,64.53825255,29.45908578,83.07285427,112,112,50,229,VAL +0X6BD647AB22EFCD94,66.09530002,30.04587942,88.61862645,112,112,50,163,TRAIN +0X6BDA434694AF0673,62.9085492,32.14394662,86.66133551,112,112,50,209,TRAIN +0X6BE01E7D45855CA0,35.1161721,69.49029362,107.0995591,112,112,50,150,TRAIN +0X6BE1E54E59745D35,58.71539611,40.6067607,98.35812114,112,112,50,170,TEST +0X6BE62DA9E887AC67,50.69008642,27.73631963,56.24897229,112,112,72,167,TEST +0X6BE91CF2978A1FEC,56.34155543,30.4769036,69.80757995,112,112,62,153,TRAIN +0X6BEA2DC58CE6450E,23.94663578,145.0192116,190.6808635,112,112,50,161,TRAIN +0X6BEA70A342F82F3A,54.92801817,64.42995911,142.9490262,112,112,50,161,TRAIN +0X6BEF1A4315F47874,54.65564454,28.84165746,63.6058384,112,112,50,172,TRAIN +0X6BF29A819EEFB22E,68.21565897,16.29786875,51.27640913,112,112,50,144,TRAIN +0X6BF32F3C69A2D30F,61.51682362,35.19241499,91.44883115,112,112,50,139,TRAIN +0X6BF4AAB4262F8FB,29.71928413,86.60787104,123.2313444,112,112,47,140,TRAIN +0X6BF648EA45DB6EC2,57.40497779,23.2383552,54.55650447,112,112,50,138,VAL +0X6BFB095DFDB65B76,30.00000867,108.9969213,155.7099069,112,112,50,198,TRAIN +0X6C0DE6F4A3F8EFA2,58.1639082,23.92922824,57.19757084,112,112,50,173,TRAIN +0X6C124671AA84BFE1,51.46748239,26.47693058,54.55503214,112,112,50,149,VAL +0X6C16E130ABB2C0E0,66.43731381,12.06899125,35.95955098,112,112,50,129,TRAIN +0X6C1D818071AF7631,50.332826,38.37894529,77.27225489,112,112,50,182,TRAIN +0X6C2063707735D95A,62.1448888,22.54241773,59.54920489,112,112,50,161,TRAIN +0X6C27151F964430AB,28.82932804,74.73380043,105.0064561,112,112,50,131,TRAIN +0X6C27302CA6B46DDD,65.23876345,26.76938361,77.00929617,112,112,50,155,TRAIN +0X6C324F34DB86F19F,67.29829769,25.50475779,77.99214105,112,112,56,204,TRAIN +0X6C355568312FC87,57.66524608,47.23270688,111.5695794,112,112,60,242,VAL +0X6C3C503CF8149861,55.98362772,28.0912878,63.82008864,112,112,57,170,TRAIN +0X6C3D4D23B03718DD,58.27335806,33.53524533,80.36890525,112,112,50,166,TRAIN +0X6C3F001BAD38760,63.61310343,100.316636,275.6943996,112,112,50,244,VAL +0X6C44C62622B476DC,34.53763387,96.11807542,146.8295161,112,112,50,166,TRAIN +0X6C47FA29EAF6395,55.173614,29.00943537,64.71508849,112,112,50,169,TRAIN +0X6C4C18C40E312836,64.88813483,23.762611,67.67686901,112,112,50,124,TRAIN +0X6C4EE7DD884416AD,58.46230933,30.40333573,73.19457399,112,112,64,143,TRAIN +0X6C5335E45E2F052C,62.95375741,8.329827769,22.48494634,112,112,50,182,TRAIN +0X6C547E1353778F5C,56.99321778,41.24743007,95.9091286,112,112,50,199,TRAIN +0X6C56FD0ECEF3C539,57.13620601,55.48020474,129.4337239,112,112,50,453,TEST +0X6C5861D9F2B5EFF5,64.35252788,17.52950016,49.17459533,112,112,50,211,TRAIN +0X6C5E836554770576,47.82591503,35.19065682,67.44853665,112,112,51,153,TEST +0X6C626BE4E38EF658,52.65549507,40.38372443,85.29759575,112,112,50,207,TRAIN +0X6C64E0A64888EDBD,72.39412216,28.20627903,102.1749035,112,112,50,92,TRAIN +0X6C64F98CFB71222C,59.61204995,51.83490664,128.3425046,112,112,50,136,VAL +0X6C6533842D5D2E66,28.2302218,177.0865422,246.7424961,112,112,43,156,TRAIN +0X6C68456E30B1AE43,60.16569831,29.62364081,74.36716487,112,112,50,147,TRAIN +0X6C6C283053A8DC92,55.62866242,25.1961875,56.78482749,112,112,73,166,VAL +0X6C6C7F4259045DFA,59.42673627,13.07988995,32.23770717,112,112,59,180,TRAIN +0X6C6ED89AB6CF2534,41.95135782,89.90012006,154.8703237,112,112,50,135,TRAIN +0X6C6FE0CFFBEAD9C0,52.28740405,52.39119535,109.8057951,112,112,50,172,TEST +0X6C7593CD60599D1B,65.87184908,16.0506404,47.03050111,112,112,50,208,VAL +0X6C78731607FD7813,50.33701102,46.73542577,94.10514092,112,112,50,120,TRAIN +0X6C7CDB2B104302C,61.46696107,29.55017169,76.68788269,112,112,50,246,TRAIN +0X6C7E27C5175E011D,69.92983006,8.799085676,29.26184219,112,112,50,180,TRAIN +0X6C7E4F3AAF2573E4,39.11018666,51.91436833,85.25952944,112,112,50,181,TRAIN +0X6C81D8D4564D664D,16.0006695,145.6999242,173.4536731,112,112,50,173,TRAIN +0X6C8252A775A3B208,65.36079694,33.53110423,96.80102679,112,112,50,157,TRAIN +0X6C845B75CC6E143C,33.10862838,79.98274494,119.5710942,112,112,50,125,TRAIN +0X6C8542DC18BC5C98,33.62594644,65.73342357,99.03481864,112,112,50,167,TRAIN +0X6C85931BDC207466,59.69807776,17.54013396,43.52182971,112,112,50,152,TRAIN +0X6C86F862C0C2228F,29.15512,154.5956162,218.2170627,112,112,47,126,TRAIN +0X6C8C6BC50274E94B,69.43664769,14.51928903,47.50555137,112,112,50,140,TRAIN +0X6C8CB4F82AF7B5A8,50.67207582,25.83019696,52.36424884,112,112,50,130,TRAIN +0X6C8F08AB5C918755,63.855832,21.8825585,60.54243244,112,112,50,148,TEST +0X6C8F8AAA4F2DE9D2,30.57256191,59.17911193,85.23879543,112,112,50,192,TRAIN +0X6C8FB4DE38C55D2D,63.50149885,14.68596631,40.23717646,112,112,50,201,TRAIN +0X6C9061C7323ED87F,57.32495478,18.25385037,42.77406217,112,112,53,199,TRAIN +0X6C907D7A293A0CA9,19.26992032,75.94891666,94.07759409,112,112,50,105,TRAIN +0X6C932939993E9192,60.35583292,47.96186214,120.9808798,112,112,50,274,TRAIN +0X6C94E0DE1DEA337F,49.9695343,49.97843349,99.89599895,112,112,50,194,VAL +0X6C96589B41EBA3C5,40.3309076,64.40703074,107.940356,112,112,50,165,TRAIN +0X6C96E0DD4D10C326,74.57648833,9.969687109,39.21443755,112,112,50,149,TRAIN +0X6C99385E5A518B19,65.42567335,28.37392096,82.06644556,112,112,50,150,TRAIN +0X6CA28B9E9EEFF603,22.63954527,203.0393663,262.4588584,112,112,50,150,TRAIN +0X6CA2B6C0070FF76,54.92882403,47.03800346,104.3638255,112,112,50,196,VAL +0X6CA4C778D83B252F,48.28053435,30.44663137,58.86880497,112,112,50,184,TRAIN +0X6CA712DE9D936CB3,46.43290263,91.26664399,170.378177,112,112,50,132,VAL +0X6CA7BA30601E7B44,60.28756633,43.01885461,108.3259086,112,112,50,187,TRAIN +0X6CABFFD99D718350,59.35309467,19.6038142,48.22953689,112,112,50,111,TRAIN +0X6CAC8D1727509CDC,47.1119984,71.47015587,135.1349147,112,112,50,208,TRAIN +0X6CAFD90BF9854990,69.83382028,19.38525436,64.261549,112,112,50,121,TRAIN +0X6CB652160FFC36B7,45.54165763,65.58121774,120.4245574,112,112,50,175,TEST +0X6CB6C78C1078D1A2,62.81940304,30.47715104,81.97058017,112,112,50,160,TRAIN +0X6CB8A5B0526602,57.87729539,52.86178224,125.4947486,112,112,50,174,TRAIN +0X6CBEFE70A7A9BBF9,38.67471034,42.44695406,69.21606777,112,112,50,98,TRAIN +0X6CC0AFACCC801E35,16.63501442,193.6390218,232.2786004,112,112,47,168,TRAIN +0X6CC0DF8BF6E553D8,63.74174361,16.90304179,46.61846286,112,112,50,145,TRAIN +0X6CC547A27A1CBE03,70.15887674,27.65798178,92.68411759,112,112,55,453,TRAIN +0X6CC8195E8ADDBFE1,60.54167301,24.65945441,62.49493145,112,112,54,183,TRAIN +0X6CCA2353460A1836,54.33669291,31.18200382,68.28678387,112,112,50,173,TRAIN +0X6CCFED529BAD08F8,57.6198189,26.68954263,62.97647141,112,112,50,165,TEST +0X6CD095A9ED1F1D82,59.96028181,22.34588734,55.80930224,112,112,50,108,TRAIN +0X6CD225131815C9B3,50.42700287,35.60081506,71.81493379,112,112,50,173,TRAIN +0X6CD440699E013143,54.8655692,41.50661945,91.96220869,112,112,50,110,TRAIN +0X6CDF31281C0E6994,42.91038964,59.01955401,103.3805514,112,112,50,155,TRAIN +0X6CE3898CCC0AAC59,58.16893737,70.28479674,168.0205864,112,112,50,167,TRAIN +0X6CE8ED382B1D0373,65.09209131,84.80694824,242.944798,112,112,46,137,TRAIN +0X6CEBD0FFB29FC4FF,63.20637678,27.3761221,74.4045291,112,112,50,173,TRAIN +0X6CECFF524B3C750F,45.02404778,93.9444417,170.8827913,112,112,50,196,VAL +0X6CEF1BA255C5E6F3,61.02056851,19.63504373,50.37283249,112,112,50,196,TRAIN +0X6CF243481B013517,29.58266215,130.7591614,185.6917137,112,112,50,176,TRAIN +0X6CF68B1A2BD187CC,67.26235399,32.91017329,100.5269996,112,112,50,216,TRAIN +0X6CF8F05F9BED6F35,55.06321601,51.1439101,113.8130181,112,112,50,240,TRAIN +0X6CFA2353220A32C3,59.00943925,30.22679576,73.74086914,112,112,50,158,TRAIN +0X6D0315D05748849F,52.69969295,46.48719746,98.28096339,112,112,50,201,TRAIN +0X6D06CFF7DED256F,25.26858996,72.83409577,97.46115553,112,112,59,186,VAL +0X6D07CDCEA188473E,58.26257447,21.22782107,50.86039878,112,112,50,136,TRAIN +0X6D0CFFC3949FBFD4,58.12565878,27.78644165,66.35672549,112,112,50,119,TRAIN +0X6D0D293319783A87,68.72606358,19.02358374,60.82887514,112,112,50,182,TEST +0X6D1D0BE838BFC520,59.38689923,32.07832097,78.98515593,112,112,30,118,TRAIN +0X6D1D29802905D6E0,45.4429186,81.09756374,148.6471814,112,112,50,113,TEST +0X6D218D2DC031979F,61.65797803,31.68261785,82.63157816,112,112,73,249,TEST +0X6D239F747F460F,23.23136173,109.1387037,142.1657414,112,112,50,178,TRAIN +0X6D3A000B61658ABB,65.19606604,23.69828695,68.09082841,112,112,50,194,TRAIN +0X6D3B3F63E5A98B19,19.09370278,169.5037425,209.5062415,112,112,50,118,TRAIN +0X6D3D61BF45F96B11,57.13439138,19.19183352,44.77210084,112,112,58,244,TRAIN +0X6D3DA909443B39FF,62.51877239,35.48074952,94.66271991,112,112,50,190,TRAIN +0X6D48137E0CF883E3,24.29595519,124.4066577,164.3329072,112,112,50,200,TRAIN +0X6D48C70F773FD316,46.54754297,63.4771295,118.7543717,112,112,50,160,TRAIN +0X6D49B9C90A557BF2,51.97755378,40.22336629,83.75951134,112,112,70,195,TRAIN +0X6D4A0B79F875979F,65.88067098,16.05460783,47.05428944,112,112,50,266,TEST +0X6D4A77DC8CD88E9A,29.39642511,85.22318418,120.7066134,112,112,50,112,TEST +0X6D4AB086ADFF664B,50.94801568,49.00542498,99.90508165,112,112,50,176,TRAIN +0X6D4AE6195D85472B,37.38744032,51.14184739,81.67985409,112,112,50,160,TEST +0X6D4E2F9ACA8A1563,60.65860875,29.59892938,75.23610234,112,112,50,182,TRAIN +0X6D53A880A0B92B8D,67.95509515,13.42837617,41.90487141,112,112,50,153,VAL +0X6D53B5EAD55FAE88,57.54569098,40.88570903,96.30520429,112,112,50,130,TRAIN +0X6D53E8439BFC46D9,59.98757135,30.95821056,77.37148583,112,112,50,142,TRAIN +0X6D55B39BC5165D15,61.90361817,46.13055714,121.089077,112,112,62,204,TEST +0X6D55F9F3E6A2707A,60.98075993,25.92642504,66.44523316,112,112,50,227,TRAIN +0X6D5701FED374216,70.76525269,6.017800016,20.5844092,112,112,50,124,TRAIN +0X6D58693714718A15,47.53875858,61.78310414,117.7690472,112,112,50,156,TRAIN +0X6D600D764AD2D7A9,40.9324177,81.91780649,138.6848815,112,112,55,185,TEST +0X6D606F9D4AEC7257,55.28503509,26.0692802,58.30101902,112,112,50,211,TRAIN +0X6D6388FC639CDA09,61.36405452,33.20760019,85.95001309,112,112,64,159,VAL +0X6D63B455802BB05F,49.89970919,88.32124069,176.2888783,112,112,46,186,TRAIN +0X6D643C5F5E40EF68,41.18443604,41.74164767,70.97041133,112,112,50,102,TRAIN +0X6D65F149D5EB3913,54.65081053,34.54702452,76.18002641,112,112,50,208,VAL +0X6D691277EEE275F2,57.54006736,32.60717789,76.79517102,112,112,51,146,VAL +0X6D6B651AC1031C7,26.63929559,111.6668788,152.216203,112,112,50,141,TRAIN +0X6D6BF76192EEFF36,54.52235888,13.49838148,29.68135801,112,112,50,164,TRAIN +0X6D6FFE8C3D708E08,62.89273749,18.64591208,50.24868668,112,112,50,186,TRAIN +0X6D71DFFA4EE9C227,55.69851237,40.19652019,90.73401897,112,112,50,151,TRAIN +0X6D72498C03D60D6B,47.8283599,50.18947744,96.20068937,112,112,55,222,TRAIN +0X6D726D55FBF7CACD,64.27869281,25.01419664,70.02598339,112,112,55,194,TRAIN +0X6D72FA2CA90F4C15,63.40743607,30.62322641,83.68702032,112,112,50,230,VAL +0X6D74371D1009C455,44.20801377,37.34227214,66.93124704,112,112,50,107,TRAIN +0X6D7766F51CCDE3D7,62.17928404,32.7620145,86.62452222,112,112,50,207,VAL +0X6D7889E5615FCFD4,66.0419718,20.66748213,60.86184396,112,112,50,128,VAL +0X6D78CCCD9680F137,66.80226623,34.41218679,103.6582407,112,112,50,269,TEST +0X6D7DDE6E9744DAC6,65.21669473,40.0300495,115.0840876,112,112,47,167,TRAIN +0X6D81C99AA35EEE47,58.44544656,32.52184534,78.26301247,112,112,50,176,VAL +0X6D821F822F67B02A,67.23316085,39.95627871,121.9412056,112,112,50,201,TRAIN +0X6D872CF7C744613E,27.46602193,74.11644585,102.1816917,112,112,59,232,TRAIN +0X6D8C2E4FF14F1B01,53.27793672,31.56456704,67.55816167,112,112,46,97,VAL +0X6D8D7994A2AC5FCE,65.08391515,11.64637413,33.3553266,112,112,51,165,TRAIN +0X6D90906933A86358,66.997612,15.41322334,46.70335776,112,112,50,115,TRAIN +0X6D90FEC0CDD49DC4,46.61364336,82.48219011,154.5005041,112,112,50,167,TRAIN +0X6D917AB5FBFE3EDE,65.26863207,28.78309077,82.87347287,112,112,50,211,TRAIN +0X6D92F22E42697C65,63.71960333,45.67304338,125.8890408,112,112,52,209,TRAIN +0X6D95CD13FD8931F2,63.40271189,42.12748688,115.1109523,112,112,50,176,TRAIN +0X6D9723FC15CFEE85,34.69759026,61.71151634,94.50113187,112,112,50,189,TEST +0X6D9E057CAE4BC5E0,60.83855484,23.72411155,60.58027596,112,112,50,170,TRAIN +0X6D9E5AB91D96CCE1,63.53470435,30.78094662,84.41161951,112,112,50,89,TRAIN +0X6DA50442706CA23D,34.82127689,103.2465273,158.4052623,112,112,50,201,TRAIN +0X6DA6BCE4A78DB2FE,23.18465341,38.48825104,50.10489798,112,112,50,194,TRAIN +0X6DA6FDFFA83994BB,60.7462405,35.04382864,89.27508877,112,112,50,195,TEST +0X6DA7A894DA307F59,63.60277443,26.34935705,72.39386146,112,112,50,150,TRAIN +0X6DB14C93EAECA9A7,74.45942713,10.37199413,40.60987269,112,112,50,134,TRAIN +0X6DB22253FD5BBF94,62.45397141,8.762110808,23.33698433,112,112,50,145,TRAIN +0X6DB3B5B497DB6EA0,62.64325425,38.16302514,102.1583234,112,112,54,223,TRAIN +0X6DB4F287069B038D,36.74753136,137.3692418,217.1760956,112,112,50,202,TRAIN +0X6DB563A9A177BD82,53.84519176,32.22091178,69.81052032,112,112,50,160,TRAIN +0X6DB58A74F7F0CBDB,63.59838865,39.57108871,108.70697,112,112,50,169,TRAIN +0X6DB5BC6BF960267F,59.1201575,39.25880627,96.03463191,112,112,73,247,VAL +0X6DB94B6B809039C7,58.2439477,32.21842064,77.15868448,112,112,50,143,TRAIN +0X6DBC9C8C7CCBE6E2,30.80478692,95.34946396,137.7977749,112,112,50,202,TRAIN +0X6DC13ED618770C6B,59.90992075,40.79172656,101.7501769,112,112,51,196,TRAIN +0X6DC399F2BCE4AB7D,56.87242001,22.38616095,51.90683306,112,112,50,228,TRAIN +0X6DC4325C689CEEDD,60.23715429,32.02954969,80.55145228,112,112,57,161,TRAIN +0X6DC4D4E665CE25B2,58.0977682,19.14027335,45.67841027,112,112,47,130,TRAIN +0X6DC72E2A34A6DFE8,67.96047399,21.98092051,68.60563575,112,112,50,244,TRAIN +0X6DCAB3CD5A485D45,56.92395442,36.33873825,84.35950366,112,112,50,168,TRAIN +0X6DD554CE5A1AE1B0,52.88435405,25.94581247,55.06835775,112,112,50,197,VAL +0X6DD62111845E1B9,54.46753337,42.55250386,93.45530126,112,112,50,154,TRAIN +0X6DDC0986DF75DB0C,55.07971365,26.11826662,58.14358888,112,112,50,182,VAL +0X6DDD5B0B4132C787,50.25199042,42.2715691,84.97137766,112,112,50,198,TEST +0X6DE38BD6E3584D03,59.92088949,22.62865874,56.4599824,112,112,50,173,TRAIN +0X6DE5DB58AD2E5577,56.70690941,25.00662836,57.76124555,112,112,68,257,TRAIN +0X6DE7AC1795267BA3,52.97181492,71.0551564,151.0905774,112,112,50,157,VAL +0X6DEB4032EBB054D9,46.00732206,78.2439663,144.9158836,112,112,50,153,TRAIN +0X6DED7FDA8466BE6E,58.80341362,44.99524664,109.2208132,112,112,46,188,TRAIN +0X6DEDE4AA3CB872F1,57.59034955,35.35114043,83.35635889,112,112,64,218,TRAIN +0X6DF0EE20A24FEF6A,36.24119375,34.61991679,54.29825122,112,112,50,124,TRAIN +0X6DF39A52E4048FF2,57.87947622,42.97230964,102.0222585,112,112,50,109,TRAIN +0X6DF8E050FC840A8,48.56860681,36.8124484,71.57583358,112,112,53,145,TRAIN +0X6DFE8F195ACC3BA4,30.10148629,129.3567577,185.0636743,112,112,50,196,TEST +0X6E00BE74552DB3BA,57.7919002,29.83384608,70.68275098,112,112,50,228,TRAIN +0X6E00FB047E13A652,68.25706545,19.24651557,60.63243944,112,112,50,208,TRAIN +0X6E02E0F24F63EFD7,77.72651884,5.498920491,24.68819513,112,112,50,145,TRAIN +0X6E0708618C053CB8,67.66480752,26.10115992,80.72059548,112,112,52,125,TRAIN +0X6E0E4A558108BADA,63.21318711,27.92321618,75.90550522,112,112,50,162,TRAIN +0X6E100C2D4D73F059,57.07871007,31.5257215,73.45007933,112,112,50,140,TRAIN +0X6E1145D1BA43B81F,57.40222568,67.46691765,158.3813209,112,112,50,166,TRAIN +0X6E12C7DFC47BCD1E,66.19971087,15.90130839,47.04488867,112,112,53,152,TRAIN +0X6E1AB156B897F2B0,56.55284368,40.88991558,94.11413552,112,112,50,153,TRAIN +0X6E1C89A39A9DA038,59.14446099,33.2336957,81.34440642,112,112,51,194,TRAIN +0X6E1F0B0B5831B801,55.71682248,54.13741019,122.2527678,112,112,50,167,VAL +0X6E1F571E0D834439,56.62330627,33.279421,76.72189404,112,112,50,168,TRAIN +0X6E1FF3606FD2148A,66.73842998,37.65793982,113.2175655,112,112,50,220,TRAIN +0X6E212B8A73CA04DD,56.2223571,30.39495777,69.4303205,112,112,50,140,TEST +0X6E22CC57F5A62028,62.16337572,17.28760153,45.69012659,112,112,50,167,VAL +0X6E26C6F3CA75C699,55.65905533,25.66939632,57.89095499,112,112,50,150,TRAIN +0X6E27B3EF3A104896,45.32639006,37.52848911,68.64095703,112,112,50,176,TEST +0X6E2E069FDC35F8FA,63.9180311,26.45404281,73.31651686,112,112,50,229,TRAIN +0X6E2E13E4D12ADBC5,66.0981378,22.33383095,65.87788841,112,112,50,183,TRAIN +0X6E309D9AB2B43C7E,32.06711677,79.60454933,117.1811729,112,112,50,138,TRAIN +0X6E372FE5021EB443,66.96435578,17.31746283,52.42053921,112,112,50,173,TRAIN +0X6E379A4025B0D43C,64.48739353,10.19941743,28.72055431,112,112,50,87,VAL +0X6E3FBD73AE2685F,55.19905717,37.18837648,83.00802198,112,112,54,184,TEST +0X6E4159BB40A86E64,65.30582621,16.8033562,48.43278962,112,112,53,221,TEST +0X6E443F7042370B42,57.8347259,49.36577741,117.0768564,112,112,50,140,TRAIN +0X6E46A32DFF7E9E62,70.2417036,23.89821743,80.30774717,112,112,50,185,TEST +0X6E48AED3DA25731A,60.2104906,27.32069665,68.66306488,112,112,57,233,TRAIN +0X6E4B03FAE5E345CA,58.12018382,50.72157548,121.1122209,112,112,61,136,TRAIN +0X6E4CCA9792ADED75,60.08528477,25.05622666,62.77440919,112,112,50,127,TRAIN +0X6E4EB029042DD9D9,51.42033308,47.71644868,98.22308736,112,112,68,271,TRAIN +0X6E54EDA664E18F4A,64.53063585,20.01343538,56.42456768,112,112,50,135,TRAIN +0X6E57B3FDE0D9C92,33.13871943,134.5536999,201.2430793,112,112,47,161,TEST +0X6E5824E76BEB3ECA,60.07518708,77.72121145,194.6689434,112,112,51,230,VAL +0X6E58C38FE9BC5E5E,50.71809678,35.0284507,71.07771496,112,112,50,150,VAL +0X6E59D3D82A2E3357,51.89450647,42.84796989,89.07084566,112,112,50,133,TRAIN +0X6E5C224987C8E830,63.97522263,37.69878579,104.6468252,112,112,50,140,TRAIN +0X6E5CF1D1178DF20B,67.59270651,41.31397356,127.4835665,112,112,50,168,TEST +0X6E5FD447C07DFA5,60.23828967,26.60859832,66.92015534,112,112,50,118,TRAIN +0X6E6024E7AF5E6B15,38.15024579,67.89922251,109.7809092,112,112,46,129,TRAIN +0X6E60A779DF3494E3,45.88793252,66.35584897,122.6267117,112,112,50,137,TRAIN +0X6E6108E3D0E8983C,63.49678313,16.17271439,44.30490181,112,112,50,251,TRAIN +0X6E63D1AE66B1DFF4,65.61591114,26.30293987,76.49741711,112,112,50,142,TRAIN +0X6E6B700BBFFFD2D6,64.54306396,16.27818141,45.90972381,112,112,59,198,TEST +0X6E6C739C44829062,37.17931525,39.71847431,63.22515342,112,112,50,154,TRAIN +0X6E6C9C85DEA40694,65.53302355,28.70398297,83.27966627,112,112,50,179,TRAIN +0X6E6FB1DA53C8351,62.86845247,23.07434857,62.14216779,112,112,50,135,TRAIN +0X6E7132ABF64DB8BE,54.32823286,17.7827028,38.9358764,112,112,50,125,TRAIN +0X6E765BA3B1865957,65.53353143,30.69096444,89.04586316,112,112,50,143,TRAIN +0X6E7E20A098A0C7A2,63.42084982,42.13070543,115.1768295,112,112,50,181,TRAIN +0X6E8033C53E37D4D0,63.47938776,26.67520355,73.04150152,112,112,50,138,TRAIN +0X6E811944559EDC3F,46.69820352,36.18703574,67.89083695,112,112,50,237,TRAIN +0X6E88964C832AB9E4,30.09480386,69.64495517,99.62772301,112,112,51,140,TRAIN +0X6E9C31795E54A821,57.19902497,36.66386831,85.66129225,112,112,50,189,VAL +0X6E9F4870B113C2C6,56.73192137,22.06717738,51.00105685,112,112,50,149,TRAIN +0X6E9F5C6EB262E26A,31.46237166,39.49960292,57.63199556,112,112,50,118,TRAIN +0X6EA93533C06E1E1B,69.16920164,18.9877225,61.58686609,112,112,50,128,TRAIN +0X6EA93E2EBB466F3A,65.49505653,36.59241381,106.0497718,112,112,43,181,VAL +0X6EA9E49ABF8EFEE1,33.27494705,75.60279247,113.3049569,112,112,50,166,TRAIN +0X6EAED583DBF1F916,50.58328926,19.54419552,39.54977017,112,112,50,151,TRAIN +0X6EB436F0D1B7CE84,37.19687759,96.38906174,153.4781362,112,112,50,320,TRAIN +0X6EB95ADCC03B7B3C,66.02388225,24.16177875,71.11400698,112,112,50,202,TRAIN +0X6EBA417515E62FD5,67.88430496,16.5380725,51.49529685,112,112,50,167,TRAIN +0X6EBCC08A401F9B5B,59.49596874,46.41418958,114.5915311,112,112,50,175,TEST +0X6EC16E49F1C9337C,67.96700524,22.13420682,69.09815016,112,112,50,201,VAL +0X6EC20DDF9804A94E,35.61836502,72.55524588,112.6955628,112,112,50,173,TRAIN +0X6EC3018E83F6DC05,65.12855289,20.25399468,58.0818875,112,112,50,232,VAL +0X6EC9433198E4B6EE,58.98208287,30.9142285,75.36762143,112,112,50,188,TRAIN +0X6ECDA48CE778B00A,69.60696384,5.091803252,16.75319052,112,112,50,152,TRAIN +0X6ECDFA5069831090,27.45809242,77.34647817,106.6231655,112,112,50,153,TRAIN +0X6ED5C7B1BB4E2BB6,49.53994191,26.47420559,52.4656661,112,112,50,109,TRAIN +0X6EDD9E4450E09630,64.66973214,17.46046672,49.42070291,112,112,50,185,TRAIN +0X6EDF5FFA911E093E,63.13215409,31.16985922,84.54483425,112,112,50,243,TRAIN +0X6EE0A841475D41E8,30.41239773,79.91999206,114.8480325,112,112,50,214,TRAIN +0X6EE748ED071E4598,71.08132312,17.20606485,59.4981054,112,112,50,195,TRAIN +0X6EE923F8B9F82820,55.4203608,55.67285083,124.8840319,112,112,65,304,TRAIN +0X6EEC06B1FBB5BB16,37.07819273,49.73705267,79.0458107,112,112,50,153,TRAIN +0X6EEC24E41B261C6F,58.55596685,33.00834592,79.64559289,112,112,50,169,TEST +0X6EEDB606DA0C8EDE,56.88722893,101.9728815,236.525927,112,112,50,188,TEST +0X6EEFDA0A9F0144FF,58.64123351,56.39808298,136.3630683,112,112,50,104,TEST +0X6EF41C2BBBAA83EF,58.96853718,31.47723606,76.71487658,112,112,50,152,TRAIN +0X6EF44A176770ADBA,65.47453675,23.12721311,66.9859603,112,112,50,162,VAL +0X6EF6260B0E6665D0,54.7159742,27.00839104,59.64220398,112,112,50,167,VAL +0X6EF63902D4BD8E89,63.57453866,73.41512421,201.5489207,112,112,47,261,TRAIN +0X6EFD8278BC9B7522,65.86180001,16.04498135,47.00008013,112,112,73,191,TRAIN +0X6F00E1B88FF7F2B6,62.15033201,19.2735426,50.92129897,112,112,50,131,TEST +0X6F0A5B2A3E3B11AB,63.40516369,22.27530207,60.87006889,112,112,58,242,TRAIN +0X6F0D9D384C0A3EBD,58.03208982,34.92952482,83.22912594,112,112,50,146,TRAIN +0X6F11EDE37AC0CF42,67.09215617,26.06389489,79.20268194,112,112,50,149,TRAIN +0X6F126C1C6883BA56,68.82857842,20.59297741,66.06364537,112,112,50,209,TRAIN +0X6F13E57513BEFA0,62.48390831,30.06129039,80.12905671,112,112,50,160,TRAIN +0X6F16B7AB9191A5E5,60.65894262,28.80483763,73.21825988,112,112,50,126,VAL +0X6F1A76C8595E054A,59.39306516,37.40100728,92.10497523,112,112,50,255,VAL +0X6F1C009FD8963620,65.10256159,19.22981144,55.10379075,112,112,50,198,TRAIN +0X6F1EA03DBB298142,61.88542217,67.36046369,176.7314963,112,112,50,182,TRAIN +0X6F2B6B1280773A8,61.95783478,29.25319944,76.89677826,112,112,50,170,TRAIN +0X6F2C4C1B7A791CB9,50.09435716,42.62281363,85.40680213,112,112,50,134,TRAIN +0X6F3232FD37FD13C5,70.09146288,22.41752692,74.9536055,112,112,50,243,TEST +0X6F376F31663F3E61,57.13505145,31.59376141,73.70535244,112,112,50,120,TRAIN +0X6F38AF03CE1A24E2,51.52470465,43.75859852,90.26989562,112,112,50,189,TRAIN +0X6F3A6E1B710C13D1,67.30631366,15.3552317,46.96696341,112,112,50,125,VAL +0X6F3E6EC0B32CBB66,62.59036185,20.22966031,54.07606519,112,112,50,159,TEST +0X6F44A51223E9F1E,55.68531475,17.96501561,40.53964393,112,112,50,118,TRAIN +0X6F489746D4866AAC,44.82549467,50.24463157,91.06494253,112,112,46,175,TEST +0X6F4E16CE27A18A6E,64.0113379,34.06090667,94.64343681,112,112,50,144,VAL +0X6F4F950A5396343A,55.17098689,62.49930155,139.417081,112,112,43,85,TRAIN +0X6F515874049619B1,38.95398774,78.20319966,128.1053369,112,112,50,179,TRAIN +0X6F53D60A3AECC9,47.6981601,16.63130483,31.79869936,112,112,50,121,TRAIN +0X6F57F1A540CA8629,58.36566689,18.7152648,44.95151813,112,112,57,169,TRAIN +0X6F5932D336F6CB12,41.12349759,65.37172972,111.0319517,112,112,50,174,TRAIN +0X6F59844503FFC8FB,66.70893058,16.70986463,50.19323478,112,112,56,191,VAL +0X6F59F94EF318EF6F,68.03712028,18.85743243,58.99791445,112,112,50,215,TRAIN +0X6F5EB0942891DF30,58.02683828,26.6152009,63.41004539,112,112,50,197,TRAIN +0X6F62E9BEC35BDCF2,51.3494084,62.01350282,127.4671094,112,112,68,148,TRAIN +0X6F684CDA94ECA62B,60.00030139,20.22042359,50.55143988,112,112,50,129,TRAIN +0X6F6DB4A07AA7BED2,68.64304443,29.29063572,93.41033014,112,112,46,155,TEST +0X6F6DBAC7292C3E36,52.06601679,45.60733115,95.14613245,112,112,50,172,TRAIN +0X6F6EA16F5E3467AA,65.53881151,20.40642736,59.21568075,112,112,50,201,TRAIN +0X6F713E0BFAAF743B,57.11895484,21.44770853,50.01675787,112,112,50,164,TRAIN +0X6F739801341A22F6,44.67790998,64.2372587,116.1150251,112,112,50,128,VAL +0X6F7817E2F5DC217F,55.30353454,48.58802632,108.7066411,112,112,50,203,TRAIN +0X6F7BF22A07F61BC8,59.06650028,28.3327963,69.21664773,112,112,50,133,TEST +0X6F7F4362C857E0FC,60.60103145,19.31997044,49.03674169,112,112,50,133,TRAIN +0X6F81F5F5E980BF50,55.4156152,48.78777912,109.4279518,112,112,58,135,TRAIN +0X6F8676CBA5E2571A,55.96791807,59.46505154,135.0493752,112,112,50,152,TEST +0X6F89061323A89C46,75.34986912,11.08670956,44.97627057,112,112,50,129,TRAIN +0X6F89F46E2350BAD3,56.92361195,14.76512527,34.27660938,112,112,50,135,TRAIN +0X6F8CC942DF924170,58.11955966,40.46572289,96.62200913,112,112,50,222,VAL +0X6F8D259324E0E9D0,61.40994063,17.25638531,44.7171774,112,112,50,132,TRAIN +0X6F9AC7D6A33B3FBD,68.82329851,14.72483773,47.23026179,112,112,50,153,TRAIN +0X6F9C221EE2CE3A8B,48.76447544,55.53997595,108.4013025,112,112,50,118,VAL +0X6F9E0DEF7A32E75E,65.6217642,13.69973535,39.85002439,112,112,50,109,TRAIN +0X6F9FD41E87A2BF22,67.06326672,21.38582416,64.93000983,112,112,84,284,TRAIN +0X6FA1794B8CBE3C04,60.34120256,39.72566174,100.1685989,112,112,50,112,TRAIN +0X6FA8D7C2278B5073,47.08463204,79.34519351,149.9473529,112,112,50,128,TRAIN +0X6FAA89F3C9D58522,55.0732148,64.64640331,143.892787,112,112,50,116,TRAIN +0X6FAB02B40464E30,67.37460528,8.854629858,27.14029956,112,112,50,146,TEST +0X6FAC8B9E8907EBF3,60.12462982,52.19226175,130.8884695,112,112,50,196,TRAIN +0X6FAD9DF07824297B,68.18003729,15.14522897,47.59662703,112,112,50,51,TRAIN +0X6FADD66D9851B383,62.16451737,33.1233597,87.54575704,112,112,50,194,TRAIN +0X6FB192AE737A59F2,53.9739379,29.71957341,64.57118435,112,112,50,202,TRAIN +0X6FB47E8BB8464F42,58.00988569,29.93126764,71.28170077,112,112,50,108,TRAIN +0X6FB59E8686C472A1,53.61738941,31.59173369,68.11115909,112,112,50,159,TRAIN +0X6FBA1BCD968A92CD,63.47417218,30.34373607,83.07473884,112,112,73,221,TRAIN +0X6FBEF41EB6975D30,61.11092202,40.09536414,103.1018636,112,112,50,195,TRAIN +0X6FC112B490B34E0F,59.54370353,39.13526644,96.73467385,112,112,55,225,VAL +0X6FC504B60333F621,61.9105606,21.74213212,57.08178557,112,112,50,176,TRAIN +0X6FC50A1C8B616D06,64.30670848,33.90362982,94.98599983,112,112,55,211,TRAIN +0X6FC541ABB4081E98,26.56007736,112.9592124,153.8117257,112,112,50,139,VAL +0X6FC8A2C44917FE58,55.31027911,33.00270899,73.84854577,112,112,50,65,TRAIN +0X6FCB1BA18A58D7F2,57.7293512,32.06437527,75.85493998,112,112,50,137,VAL +0X6FCDD9107094644A,46.14125107,29.35766907,54.50863537,112,112,50,182,VAL +0X6FCE7C69AE34FBF7,66.84213088,16.17269995,48.77484707,112,112,68,109,TEST +0X6FD03091458DAD1C,65.81437357,83.23765722,243.4872954,112,112,50,165,TRAIN +0X6FDBAFEA74C9BC7E,77.78798792,10.1948637,45.89797477,112,112,46,159,TRAIN +0X6FE03765A01F42BB,42.81877457,90.42691854,158.1409245,112,112,50,97,VAL +0X6FE2B29A1FEB5D59,58.31159572,35.3714267,84.8471591,112,112,50,162,TRAIN +0X6FE853660ADC4185,62.38047225,38.52820313,102.4154354,112,112,50,201,TRAIN +0X6FEAD8540CA87C27,60.3494516,31.88446752,80.41368607,112,112,50,155,VAL +0X6FECBE1633D70BD1,60.53447044,27.59841872,69.93044063,112,112,50,120,TRAIN +0X6FF3977D7086E468,23.26297973,171.7190061,223.775963,112,112,50,133,TRAIN +0X6FF416B50E42532F,73.35794461,23.03231912,86.45098431,112,112,50,194,TEST +0X6FF709E2C5589D01,65.07044596,30.86574197,88.36569151,112,112,59,172,TRAIN +0X6FF9A4411F2F8A34,63.72991521,20.62698312,56.87051254,112,112,50,660,TRAIN +0X7005CBA88A578C96,48.58008885,88.34556014,171.8119658,112,112,50,238,TRAIN +0X700762E763698FC5,61.87139517,20.19216315,52.95804355,112,112,50,236,TRAIN +0X7009D23E3B00F78B,67.10557095,29.73231213,90.38707463,112,112,53,149,TRAIN +0X700A648C41DE6CFB,57.37063017,40.25037165,94.41934473,112,112,50,165,TRAIN +0X700C7EFB75691A,56.91734388,24.36251239,56.54830641,112,112,50,107,TEST +0X7012247CA8314DC5,48.45979508,62.14207192,120.5700909,112,112,50,143,TEST +0X7013EE30D524B6B0,51.79877497,32.99629685,68.45530758,112,112,50,222,TRAIN +0X701410DAEAC658EF,62.67008406,17.63060042,47.22914579,112,112,50,161,TRAIN +0X7014D866DE2E617A,64.24149626,33.04434759,92.40976029,112,112,50,230,TRAIN +0X70190C8882ECDB13,59.45393065,26.99109254,66.56894976,112,112,50,226,TRAIN +0X7020667D86884D88,63.41784932,26.17030031,71.53844108,112,112,50,243,TRAIN +0X7023BDE81F8A00C0,56.93948307,42.02750703,97.60102764,112,112,50,172,VAL +0X7026A611CB19B457,66.88257095,14.29505291,43.16474232,112,112,50,167,TRAIN +0X702756FBB896F42,59.67195198,34.62984068,85.87036165,112,112,50,201,TRAIN +0X70275A298A8CF5ED,29.66704207,99.73695717,141.8068571,112,112,50,201,TRAIN +0X7027715D06DA15FD,50.80030539,55.58450869,112.9773449,112,112,50,278,VAL +0X702A639A91967D29,64.9071188,18.57677271,52.93601458,112,112,33,108,TRAIN +0X702D4E353E3B6A04,48.14105364,73.19755903,141.1474088,112,112,50,206,TEST +0X702EF9BCE901DC90,64.81042177,19.14647943,54.40951665,112,112,50,191,TRAIN +0X703273C4B5E6308B,35.13912646,49.76853967,76.73122016,112,112,50,122,TRAIN +0X7032E1A414DEC083,16.08124843,267.2158315,318.4220767,112,112,50,143,TRAIN +0X7034CDD3E709AC39,68.82657012,15.76017328,50.55643009,112,112,50,116,TRAIN +0X70351F9FD9444C30,52.43791503,59.7307968,125.5848999,112,112,50,173,TRAIN +0X7036B875624A51E5,48.00923424,26.48109009,50.93421822,112,112,50,155,TEST +0X703774EFA4BCF502,60.76046945,30.11139492,76.73739847,112,112,50,130,VAL +0X7044F4025752BCB6,61.09758717,39.78632602,102.2721295,112,112,50,138,TRAIN +0X704845139A356532,64.28907323,25.28798775,70.8130257,112,112,50,172,TEST +0X7048F0997184EE82,65.67420266,15.69081813,45.71144548,112,112,50,129,TRAIN +0X705277E7D6EF6A7A,59.62199448,21.48520341,53.21016512,112,112,51,136,TRAIN +0X7055E89AD38B36BC,64.10421582,24.55004825,68.392567,112,112,53,189,TRAIN +0X705789F6BD6B3A46,48.08494958,13.63671667,26.2673667,112,112,50,90,TEST +0X705A3B3F265BFE44,60.06044882,14.2708807,35.73119946,112,112,50,199,TRAIN +0X705E3B9AFAB0574E,62.84337373,28.66073439,77.13492118,112,112,50,239,TRAIN +0X705E75D6928EF51E,24.57026559,129.5717865,171.778129,112,112,52,214,TRAIN +0X7061256767FDFE90,58.09371825,47.98365474,114.5022959,112,112,50,144,TRAIN +0X706610E923C8C8EF,64.56295276,24.02376945,67.79280814,112,112,50,151,TRAIN +0X706626FF3D23F7A,49.08207841,52.87167778,103.8370698,112,112,50,175,TRAIN +0X706A53B9FE10409B,58.81617758,42.45114547,103.0772351,112,112,50,249,TRAIN +0X706B389AF6175FE4,57.84274055,44.68103885,105.9865832,112,112,50,184,TEST +0X706C949699E80227,54.47846591,28.59261158,62.8111775,112,112,50,172,VAL +0X70702683D6C909DB,66.08799398,38.74448936,114.2500663,112,112,50,204,TEST +0X707B067AEDFAD712,57.90957329,26.01794747,61.8144065,112,112,50,145,TRAIN +0X707C17FA96DF27D1,65.15664468,17.91509964,51.41611501,112,112,50,159,VAL +0X7083497ECE270656,49.8666698,58.18003049,116.0506,112,112,50,69,TRAIN +0X70873D84AF6D4274,54.69897076,30.47171652,67.26495409,112,112,76,306,VAL +0X7087C253BDEAFDF9,47.35614294,28.14258305,53.45843678,112,112,50,165,TRAIN +0X708AF5A9AE4F5DB1,40.23149354,50.62762721,84.7061943,112,112,50,139,TRAIN +0X708BD14C8A32B53D,57.42454058,22.77859943,53.5017114,112,112,50,155,TRAIN +0X708D0E99CDFD8420,62.28911269,22.26342882,59.03713861,112,112,50,136,TRAIN +0X7093FB30EB363260,61.54100455,32.22767938,83.79750694,112,112,50,172,TRAIN +0X709522F8FD4A92DF,34.11109686,116.1383707,176.2639309,112,112,50,154,TEST +0X7097365FC2F8B218,55.48348726,42.5827762,95.65613652,112,112,50,133,TRAIN +0X709A3DD7C31252F3,69.30794411,21.73738111,70.82412853,112,112,56,188,TEST +0X70A2BC92934984FF,57.19372638,48.81116753,114.0280697,112,112,50,193,TRAIN +0X70A5167D3A618D63,58.22377257,22.41495341,53.65480511,112,112,50,171,TRAIN +0X70A99B2DE372C268,65.75971893,20.04923258,58.55452102,112,112,50,185,TRAIN +0X70AA5048370C9DC2,67.12677326,27.44532344,83.4883769,112,112,50,172,TRAIN +0X70AB615C12541CA8,40.00996807,88.66971305,147.807411,112,112,47,133,TRAIN +0X70ACF2035FC035DE,60.54344393,20.26653313,51.3641715,112,112,50,145,TRAIN +0X70ADF1B72CC150A9,62.83600449,43.39432782,116.7644308,112,112,50,160,TRAIN +0X70AE1E2408B80316,68.110701,28.40033076,89.05912533,112,112,50,205,TRAIN +0X70B2BF6C41F06457,50.12017479,70.08473454,140.5071775,112,112,50,155,TRAIN +0X70B49CEB13611B36,57.58731744,31.71645238,74.78058559,112,112,50,173,TRAIN +0X70B8D6F5238FAFCF,64.55110837,21.18563349,59.76388122,112,112,51,226,TRAIN +0X70BD7DAF007680A6,60.27967196,30.20563526,76.04578499,112,112,50,137,TRAIN +0X70BE977A39DCF1C6,58.57251443,34.33696945,82.88451249,112,112,50,172,TRAIN +0X70C4138A90A72155,63.15345885,27.03682024,73.37682018,112,112,50,134,TRAIN +0X70C42F855DC5568E,55.86832658,29.73539549,67.37880796,112,112,50,167,TRAIN +0X70C62920786CE4C2,59.211055,50.79921943,124.5416361,112,112,50,227,TRAIN +0X70C6ED8487CEA4F6,57.67420295,44.11878955,104.2361695,112,112,50,185,TRAIN +0X70C72825311E1EE,53.04893716,42.37978439,90.26373807,112,112,50,187,TRAIN +0X70C7E7E952C28C1,28.76830032,57.12392956,80.19453392,112,112,50,152,VAL +0X70C7EBC3408A81DD,56.97125548,22.82415256,53.04396587,112,112,50,163,TRAIN +0X70C80E8613294FE6,61.44632693,24.90195925,64.59036784,112,112,93,428,TRAIN +0X70CDA916837C0563,67.54127608,21.51875158,66.29574111,112,112,50,240,TRAIN +0X70E038A53FD778FE,57.36171246,25.03429485,58.71318079,112,112,50,194,TEST +0X70E1AE6BC18EE77C,59.3688104,25.80894999,63.52004518,112,112,50,160,TRAIN +0X70E2AFD806E85866,74.35005232,10.69210146,41.6846911,112,112,50,199,VAL +0X70EF20826840207B,63.15414517,21.7968273,59.15679633,112,112,50,152,TRAIN +0X70F08157D6C11C06,54.48298847,38.01947182,83.52804928,112,112,50,151,TRAIN +0X70F0F3896BAA0A92,54.82853882,34.51682775,76.4129095,112,112,50,155,TRAIN +0X70F4F530DB582570,66.61330959,18.875616,56.53634956,112,112,50,236,TEST +0X70F82461E9DA9509,38.59621413,124.2015422,202.2701703,112,112,50,207,TRAIN +0X70FC196E362DA53,59.9758129,38.57523271,96.37980307,112,112,50,115,TRAIN +0X70FEA4410C358456,24.98640063,187.8033991,250.3591358,112,112,50,172,VAL +0X7101796E23DB2C6C,64.66024871,34.31929577,97.11244283,112,112,50,185,TRAIN +0X7102D17A09373238,64.97751332,20.41520453,58.29170475,112,112,50,167,TRAIN +0X71087954DB99E5FB,62.9035358,45.64826731,123.0528793,112,112,50,133,TRAIN +0X710AB66715EBDE2E,59.58362372,29.57716008,73.18112804,112,112,47,136,TRAIN +0X710BC7A746C16F30,26.92201346,147.0356826,201.2037955,112,112,46,111,TRAIN +0X710CEE694461AA2E,66.20753755,29.96189408,88.66442959,112,112,50,146,TEST +0X710EC36F325037EE,60.32452709,6.604190731,16.64552492,112,112,50,152,TRAIN +0X7111782DEA339319,59.91696425,20.9620005,52.2964394,112,112,50,115,TEST +0X7118ED94A443E8E7,45.90479795,44.91376295,83.02725796,112,112,47,119,TRAIN +0X711CC31DFD8C6CE6,62.32422753,20.61629698,54.72030333,112,112,50,158,TRAIN +0X7120B54F5E975B0,45.2902507,34.25143344,62.60572179,112,112,50,124,TRAIN +0X7122CEBF07A2DE69,35.00634713,81.3447041,125.15792,112,112,50,151,TRAIN +0X712458E135BD7CD0,57.29264786,40.56328481,94.97962944,112,112,50,164,TRAIN +0X71258BC9BF14F659,58.49355469,42.25660857,101.8073416,112,112,50,136,TEST +0X7125909CA78A239F,65.22568856,17.32734764,49.82801074,112,112,51,186,VAL +0X71270AD323D7C627,64.29215457,31.03866674,86.92394168,112,112,50,175,TEST +0X712BBDD024BB89D4,46.85805558,29.10651209,54.77125914,112,112,50,137,TRAIN +0X7131C08459C410A1,63.46127903,33.57807918,91.89724841,112,112,50,211,TRAIN +0X713283EFDECFC71F,30.56079007,56.42932236,81.26434967,112,112,50,173,TRAIN +0X713C7B1DB0E7CB75,55.25586313,37.60087078,84.03530251,112,112,49,204,TRAIN +0X714EE9D5B7A7CB68,50.09931591,24.49374804,49.0849945,112,112,57,230,TRAIN +0X715397AF1E4562CB,64.31704276,24.06797945,67.449509,112,112,50,140,TRAIN +0X7159C74F59E908A1,54.53347684,39.95401089,87.87566789,112,112,50,137,TRAIN +0X71609DB7DBE8E5C9,68.01810607,16.70452016,52.23117868,112,112,50,107,TRAIN +0X7161E52DA45FA80A,52.31678725,42.91981543,90.01032639,112,112,50,146,TRAIN +0X7166874B45E63C2B,65.43007227,21.48290896,62.14334355,112,112,106,321,TEST +0X716A0C710832A933,67.56759105,18.82591085,58.04660047,112,112,50,228,TRAIN +0X716A4A1F44C246C2,57.78333632,49.15227574,116.4286125,112,112,50,124,TRAIN +0X716B30133939FDA5,60.37948503,40.09523107,101.1981573,112,112,50,209,TRAIN +0X716BD6EC64183751,59.98500104,40.19223339,100.44292,112,112,50,162,TRAIN +0X716ED8AC3405BBCF,48.9188239,42.73547545,83.66188627,112,112,50,163,TRAIN +0X71722CC01AF2175D,59.17502794,44.35354519,108.6431734,112,112,50,154,TRAIN +0X717323632DAF18D2,57.72378858,33.08790836,78.26602066,112,112,50,199,TEST +0X7174E265B5635A11,68.25074491,12.76680953,40.21136716,112,112,50,164,TRAIN +0X71755FC85FCCA3DE,64.82482229,36.80303084,104.6278462,112,112,50,221,TRAIN +0X71787F5C9B2F37BD,40.3694812,55.27095868,92.68904546,112,112,50,190,TRAIN +0X717A7E3193260492,59.99958718,30.82136618,77.05262022,112,112,50,239,VAL +0X717DCB2A4258FA9B,61.66820441,31.89445383,83.20626087,112,112,50,162,TRAIN +0X717E05B4B54B895A,29.0939932,93.8330154,132.3343672,112,112,50,174,TRAIN +0X718E2A768B2DAAD4,56.37222869,34.73244095,79.61085316,112,112,52,114,TRAIN +0X718F2A065EA36E9E,54.92339429,56.36898015,125.051519,112,112,62,206,TRAIN +0X7192B220A4F9B614,58.93345059,46.23869671,112.5945505,112,112,50,167,TRAIN +0X719610DCE293C29B,60.7889207,27.19245006,69.34889461,112,112,60,185,TRAIN +0X719ADE4E464DE956,75.3306856,8.343793393,33.8225589,112,112,50,113,VAL +0X719F5441F4D7F772,67.52401443,38.06283012,117.2030023,112,112,50,217,TEST +0X71A140B2F6A6062F,67.66068562,13.56665386,41.95096314,112,112,50,118,TRAIN +0X71A38FBA15CAA56E,65.21385159,15.27344203,43.9066776,112,112,50,146,TRAIN +0X71A68ED541CAFABD,59.71903887,38.97584714,96.75997308,112,112,50,275,TRAIN +0X71A79CF4AE112004,66.61855283,28.12896765,84.26527318,112,112,50,217,TRAIN +0X71B1D648746922B0,45.68691213,71.82227084,132.2375023,112,112,50,222,VAL +0X71B423886D8BB117,55.75987393,37.63485003,85.0694909,112,112,50,193,TRAIN +0X71B7B5A51EB88F54,46.82035561,82.0273701,154.2458041,112,112,43,108,TRAIN +0X71B8479C56197371,54.97115064,54.86950069,121.8541035,112,112,50,124,TRAIN +0X71BB6DF9BBBA718F,56.28232182,38.48694481,88.03519859,112,112,50,197,TRAIN +0X71BC28A1041B6981,60.24360073,21.14195541,53.17874807,112,112,50,158,VAL +0X71BECC036C3DD693,25.85290395,136.5801086,184.2015614,112,112,50,133,TRAIN +0X71C37D3E936D08DA,65.09060886,21.11920146,60.49719222,112,112,50,206,TEST +0X71C8CFCE2B3483F6,67.18122175,24.90507672,75.88666625,112,112,50,163,VAL +0X71C9BD7600883FA3,53.24370438,26.69918387,57.10286395,112,112,50,176,TRAIN +0X71CAB00A955A0BB7,58.0556207,48.74724158,116.2187697,112,112,50,206,TRAIN +0X71CEA697EC901543,59.19869959,27.2879313,66.88005292,112,112,50,248,TRAIN +0X71D3E92F0E283A45,45.21924992,126.3965824,230.7317482,112,112,47,166,TRAIN +0X71DA17261425414F,68.95787474,15.19321553,48.94386388,112,112,45,151,TEST +0X71DB4E0E745B22D4,59.50886612,21.35237819,52.73346567,112,112,50,186,TRAIN +0X71EBD87DBF90BC93,61.83398712,40.37932832,105.7991791,112,112,50,197,TRAIN +0X71ECEE29C97C0292,47.17714012,84.83439463,160.6016691,112,112,26,148,TRAIN +0X71EE3626BC57AB55,46.67671401,51.06087415,95.7571785,112,112,50,111,TRAIN +0X71F4D803A9CE35AA,34.1326841,49.28931614,74.83122012,112,112,50,119,TRAIN +0X71F6ECDFB811C998,49.46244434,108.1735323,214.0458337,112,112,50,151,TRAIN +0X71F7F25CC893F72,57.06891163,29.26669767,68.17133872,112,112,27,64,TRAIN +0X71F9AA38B454A66A,61.29852116,27.44947846,70.92617461,112,112,50,152,TRAIN +0X71FB4521E8DC4E3D,48.00944582,57.69366618,110.9695157,112,112,50,183,TRAIN +0X71FB4930667AD953,64.09494494,23.56187792,65.62273162,112,112,50,173,TRAIN +0X71FE0206D64EDD39,45.31976835,56.57861585,103.4717925,112,112,50,201,TEST +0X720404AB389CDF96,60.4145487,52.53766965,132.719643,112,112,50,248,TRAIN +0X720443862A5F44D4,62.31081332,18.40642494,48.83741615,112,112,73,179,TRAIN +0X7204B716FE2009EA,60.20316848,28.43934376,71.46132661,112,112,50,122,TRAIN +0X720E0C79D9B2B018,61.39227536,30.00724701,77.72342787,112,112,50,190,VAL +0X720F9F5DA429C676,67.40692678,26.83983522,82.34828007,112,112,50,197,VAL +0X7211958526AE3A51,62.49387481,28.4356214,75.81594007,112,112,50,227,TRAIN +0X7218A5217E8BA6E5,58.06964056,32.84737487,78.33792818,112,112,50,170,TRAIN +0X721A90EE2322377A,60.28147508,36.69062086,92.37659487,112,112,50,160,TRAIN +0X72227A5D210CFA13,41.44912868,61.00875656,104.1978628,112,112,50,156,TRAIN +0X72247857F10306AE,63.61669285,26.006181,71.47833179,112,112,47,140,TRAIN +0X7230B41AA70ED90D,55.01880706,38.27922038,85.10050062,112,112,50,205,TRAIN +0X7234FFD3D26F08F1,64.23959517,18.71317185,52.32930651,112,112,50,199,TRAIN +0X723DEBB24B6737BD,62.31299439,23.0536192,61.17126799,112,112,50,182,TRAIN +0X7244FC1F0267202F,36.10610081,75.43351086,118.0605845,112,112,50,165,TEST +0X7246713ACDF6B2E,62.89672765,30.31205718,81.69645227,112,112,50,105,TRAIN +0X7246B70B391D7CED,49.87418774,51.85028426,103.4402874,112,112,50,102,TRAIN +0X7254D04113C8EA7F,44.96319405,36.52987424,66.37353604,112,112,50,126,VAL +0X7258541793A94047,39.30957955,37.25790559,61.39009305,112,112,50,195,TRAIN +0X725B0209DBD7F41B,34.31547005,55.35784207,84.27835612,112,112,50,292,TRAIN +0X725C7955468D7BAA,32.79100007,57.24241359,85.17075637,112,112,50,194,TRAIN +0X725F2E47573B3648,40.05247685,31.9485229,53.29414998,112,112,50,206,TRAIN +0X72611744EE97633F,58.07466787,51.56171113,122.9846217,112,112,50,225,VAL +0X726340B293ADED52,65.0667925,13.43221637,38.45113957,112,112,50,188,TEST +0X72641E8B44DDA6E3,63.16207295,19.81817024,53.79827754,112,112,50,150,TRAIN +0X72669FE268B8CA29,65.20902624,25.62285068,73.64798368,112,112,50,155,TRAIN +0X72685B35200F4C48,54.83670242,50.00392375,110.718053,112,112,50,205,TEST +0X726967D49A9BD73A,27.64903849,123.2777643,170.3885639,112,112,55,172,TRAIN +0X727106F39B6E611E,58.28653625,51.12173316,122.5545149,112,112,50,121,VAL +0X7273C017B303827B,60.04589275,37.68305665,94.31585197,112,112,50,214,TRAIN +0X7273D2DCA14BFE52,39.42271041,116.5928035,192.4694953,112,112,50,363,TRAIN +0X727574CAF516696A,64.39664669,34.17452924,95.98682724,112,112,50,184,TRAIN +0X728343B49BC0BC70,70.90031219,18.93178671,65.05838426,112,112,62,159,TRAIN +0X72858D35CFD4490A,56.24664474,69.07292274,157.868859,112,112,50,199,TRAIN +0X728647F593EBCFED,61.94636274,28.13966705,73.94737816,112,112,50,182,TRAIN +0X72868EA70E22F4F6,67.56198461,14.62583838,45.08857339,112,112,50,430,TRAIN +0X72890FDB8C6E5396,63.41507895,37.41180026,102.260164,112,112,47,132,TRAIN +0X728966175618192B,59.45780007,44.4898824,109.7372182,112,112,50,256,VAL +0X728D7EF689FADA01,67.21375733,89.99129372,274.4788252,112,112,50,207,TRAIN +0X7299D46E48AD3C37,55.99678385,38.90037106,88.40347244,112,112,50,274,TEST +0X729CBDBABBA099C1,61.88715626,18.7945621,49.31293562,112,112,50,156,TRAIN +0X729CD3050F8450DF,64.59457898,26.57782283,75.06710008,112,112,50,160,TRAIN +0X72A32C36FF4B3157,56.7197653,34.68934185,80.15054005,112,112,50,121,TRAIN +0X72A626C96C71FCC,61.88755666,26.49210589,69.51038446,112,112,50,151,TRAIN +0X72A8D28B7FB9F369,75.95840679,22.01152149,91.55600172,112,112,65,172,TRAIN +0X72A9BD119B9C7C5E,59.90662617,23.62474997,58.92432518,112,112,50,150,TRAIN +0X72AC2AF862DED456,62.09963113,32.51250669,85.78414317,112,112,50,148,TRAIN +0X72AFD8330D1A2378,13.39698921,265.3159424,306.3587974,112,112,43,127,TEST +0X72B134B9DB954CE0,71.35790107,37.26831219,130.1172525,112,112,50,182,TEST +0X72B2D4A1633D4D14,66.81273068,45.65487188,137.5674251,112,112,50,119,TEST +0X72B3B527971FE713,61.28169875,57.96030431,149.6974362,112,112,50,197,TRAIN +0X72B520E2CC016AC4,66.31307768,30.14137807,89.47501285,112,112,50,178,TRAIN +0X72BA22CA9CD1AEDD,67.22639437,14.11377988,43.06447097,112,112,50,208,TRAIN +0X72BE557C5F55572B,55.85227192,19.84535976,44.95216544,112,112,50,151,TRAIN +0X72BF8A29F8CF0359,65.97557614,53.86164793,158.3028949,112,112,50,204,TRAIN +0X72C39CB9185ABCB3,56.85842698,44.70850715,103.6320746,112,112,50,185,TRAIN +0X72C54782C645967A,44.57863688,47.83544084,86.3122777,112,112,50,181,VAL +0X72CA19464A24E2B5,67.00813518,16.60977283,50.34505605,112,112,50,199,TRAIN +0X72CDA4DD9AD5C01E,59.8457145,67.83384755,168.933021,112,112,50,236,TRAIN +0X72D0449A54F721F,51.14185976,81.69772347,167.2141491,112,112,80,183,TRAIN +0X72D31B9B3CD67721,45.37800913,42.06475217,77.01065359,112,112,68,182,TRAIN +0X72D980B0EF1D8FA4,50.10723097,70.84434374,141.9932089,112,112,50,129,TRAIN +0X72DB58A40280753B,63.75814537,14.24621948,39.30874847,112,112,50,82,TRAIN +0X72E13FF47AEEAE04,65.17631037,18.68612669,53.65923855,112,112,50,187,TRAIN +0X72E41E49681C6CEB,30.44666112,24.47896681,35.19452438,112,112,50,98,TRAIN +0X72E86E75402DEFAD,63.80587494,14.1749948,39.16380014,112,112,70,198,TRAIN +0X72F46FF82263E9BB,64.3328675,28.30839755,79.36830233,112,112,50,194,TEST +0X72F90AFD1A6DC3F5,51.14340026,97.2117032,198.9735342,112,112,50,213,TRAIN +0X72FBB4E0E2561747,63.75037294,30.72556425,84.76104926,112,112,50,222,TRAIN +0X72FBDAE8D9EF8D0E,11.50409047,202.6426473,228.9853265,112,112,47,192,TRAIN +0X7302018616588BE1,65.12195367,14.96462241,42.90556377,112,112,50,183,TRAIN +0X7302BA5E11336B0D,61.76659752,54.66590324,142.979436,112,112,50,623,TRAIN +0X730370D5459157D2,65.54457624,17.94088,52.06982832,112,112,50,151,TRAIN +0X7306CC1667084C19,65.88824783,24.20506988,70.95815471,112,112,50,127,TRAIN +0X7307134A5F851D7B,61.74341461,27.11213427,70.86919546,112,112,50,185,TRAIN +0X730D323F56D3D95B,58.76434071,49.56464616,120.1985054,112,112,50,69,TRAIN +0X7310ACB3B6BDAEB0,59.56241905,29.0365391,71.80582621,112,112,50,241,TRAIN +0X7313C9F94735726B,67.98189629,31.41783002,98.12520537,112,112,50,158,TRAIN +0X73157CDC07CC521A,59.57785544,40.70488375,100.6994661,112,112,50,257,TEST +0X731BBCC68C30384D,53.40449555,22.39478822,48.06212205,112,112,50,131,VAL +0X731CE25F892AF5,67.55847569,26.23670217,80.87382678,112,112,50,222,TRAIN +0X7320E95D3BDA1C67,67.0267154,20.74813564,62.92407895,112,112,50,182,TRAIN +0X73216341691AED3F,57.88039199,33.26993116,78.98917565,112,112,50,184,VAL +0X7321C0F7FDA48773,62.42233054,39.92218617,106.2391222,112,112,50,220,TEST +0X7323E0F1366BE491,57.87230752,35.29820008,83.7885913,112,112,50,201,TRAIN +0X7327A7A5AD3EAF3A,36.60966014,60.79533633,95.90631074,112,112,50,161,VAL +0X7327AFFC293E3F3E,68.08594412,11.38332684,35.6686937,112,112,50,214,TEST +0X73283509266FA479,29.88959895,117.2502472,167.2365947,112,112,43,167,TRAIN +0X7329DF92A352EC62,33.24811022,82.21366191,123.1630478,112,112,50,197,VAL +0X7334E8F890A16192,63.38418987,45.00940618,122.9234203,112,112,50,255,VAL +0X7337462DDC2B8F16,62.85264384,35.85938083,96.53279409,112,112,50,142,TRAIN +0X733DE78E141F8487,51.88072555,74.10932165,154.0117188,112,112,50,250,VAL +0X733FE55DDB6B588E,67.05732068,20.47779584,62.1619014,112,112,50,109,TRAIN +0X73402C06C929E8EF,36.7953275,74.53152882,117.9209161,112,112,50,217,TEST +0X734706E202C7BEBE,67.79064319,13.5461992,42.05672061,112,112,52,150,VAL +0X73496542C2F1F928,63.76965765,20.59245627,56.83759781,112,112,50,173,TRAIN +0X7349742DCA7B38DF,62.04186002,39.13094587,103.0897349,112,112,50,236,TRAIN +0X734CB51813AC8430,69.64425765,13.21797907,43.54358698,112,112,50,108,TRAIN +0X73501E4D51E5DF62,62.78859913,32.79129429,88.12163349,112,112,50,155,TRAIN +0X735A2D72D186ABDF,60.85973593,11.56519807,29.5480839,112,112,50,133,TRAIN +0X735C86AD64E736BF,60.28635722,17.75913864,44.71797952,112,112,50,107,VAL +0X735F0DB71E45133F,59.32589232,31.85164634,78.3093918,112,112,50,215,TRAIN +0X735F588BB61D6CAA,54.93893831,41.65813604,92.44819026,112,112,47,208,TEST +0X73612CEEAF383F2D,64.23467604,28.21596314,78.89195459,112,112,50,188,TRAIN +0X7361844FD9363EEA,61.99528109,38.82803926,102.1663635,112,112,50,139,TRAIN +0X7363FE8BE097BA58,62.35610134,24.90588889,66.1618211,112,112,50,185,TRAIN +0X7364F152A024A66,55.23569991,41.75521704,93.27794015,112,112,56,199,TRAIN +0X736D9AEB697FDDF0,62.56018145,35.43083146,94.63408967,112,112,50,244,TRAIN +0X736E10551271694D,66.66489096,18.94944373,56.84530296,112,112,50,153,TRAIN +0X736ED14581138752,69.15211802,22.92622086,74.32024302,112,112,50,151,VAL +0X73707FBC492E69C7,58.2854688,32.05862248,76.85240983,112,112,50,143,TRAIN +0X7374FD2832640365,65.63074295,20.86956912,60.72161841,112,112,50,224,TRAIN +0X7378F346BE3CD053,70.84107035,17.25081722,59.1613527,112,112,47,218,TRAIN +0X73793EDBF1409C1E,57.96790098,28.63432443,68.12489764,112,112,50,135,TRAIN +0X7381676B84209CF0,38.00530853,73.62144916,118.7544408,112,112,50,223,TRAIN +0X7384FCD4DDDF9740,60.40637185,49.06993291,123.9339136,112,112,50,214,TRAIN +0X73887804901441E1,55.98985801,44.57040957,101.273042,112,112,65,262,TEST +0X73897D7AE3BFB060,66.986969,17.70603832,53.63348285,112,112,50,151,TRAIN +0X7389E32FF1D284E,25.4274069,125.6707041,168.5213011,112,112,64,190,VAL +0X738BA7947C53A64C,54.61628671,89.67031124,197.5825792,112,112,50,172,TRAIN +0X7395A2178B8DD011,59.52714215,53.58638822,132.4008016,112,112,50,204,TRAIN +0X73995C715F09779B,54.91346618,13.77689332,30.55655903,112,112,50,160,TRAIN +0X739DC030F18706BB,60.74727165,23.19696149,59.0964309,112,112,64,172,VAL +0X73A06B412F7611EA,63.99224348,35.03023439,97.28524567,112,112,50,147,TRAIN +0X73A4D918B6CA3C90,58.05336617,31.01374792,73.936202,112,112,50,173,TRAIN +0X73AD3070008C7EF9,50.22504135,54.22040489,108.9310898,112,112,50,136,TRAIN +0X73AF0618B125251B,65.26396418,26.45726084,76.16660974,112,112,50,206,TEST +0X73B655A8FCF9F25B,66.59163869,29.30016905,87.70310155,112,112,51,215,TRAIN +0X73B805054B52B4D0,55.30755096,31.94400408,71.47517035,112,112,50,227,TRAIN +0X73B810568F40AFE4,67.47701616,14.9701549,46.02946328,112,112,50,167,TRAIN +0X73BAB1DA81605904,61.17261195,27.80436284,71.61018095,112,112,62,220,TRAIN +0X73BDFA9C889E6149,68.92588298,11.1971533,36.03369741,112,112,57,219,TRAIN +0X73BFDA4FB4F6235E,61.11533292,28.18778407,72.49074297,112,112,50,174,TRAIN +0X73C0839C4D54DBDB,65.22077495,25.90047962,74.47112345,112,112,50,188,TEST +0X73C0AD458889A9FD,66.13022744,27.04355429,79.84569202,112,112,64,165,VAL +0X73C3FC7FB8A7BC9E,53.61540883,51.61423849,111.2745358,112,112,53,210,TRAIN +0X73CBCADA2191104C,49.48352628,40.12820167,79.43587253,112,112,50,144,TEST +0X73CC4E768F5C61D5,59.43364306,31.0195556,76.46620978,112,112,59,255,TRAIN +0X73CC9D0B1F28A704,68.89949574,25.17652457,80.95214263,112,112,50,193,TRAIN +0X73D0401BA6131E49,56.79120674,43.63398545,100.9840409,112,112,50,217,TRAIN +0X73D25D118343CC88,68.93191664,31.5291257,101.4839742,112,112,50,132,TRAIN +0X73D38D822D999A40,64.36867762,21.74064821,61.01555248,112,112,50,185,VAL +0X73D50DE693F798E3,58.22276499,28.64359772,68.5626938,112,112,50,178,TEST +0X73DD393CD2CBDE7D,64.45847763,21.41706766,60.25928613,112,112,50,214,TRAIN +0X73E028B05C13AD4C,60.26212186,21.72038329,54.65914212,112,112,52,225,TRAIN +0X73E1750D79C18CE6,49.79331896,84.20047536,167.7077106,112,112,50,191,TRAIN +0X73E20506F6BF4FD6,65.59525047,37.79990639,109.8682795,112,112,50,190,TRAIN +0X73E3BB1E0A5DAADB,62.11516369,39.39967274,103.9985297,112,112,50,93,TRAIN +0X73E49B1080094361,40.12831177,41.70306696,69.65406888,112,112,50,195,TRAIN +0X73E7E893FB817BED,56.65373194,32.81019239,75.69323464,112,112,50,177,TRAIN +0X73E8465DDBF29918,56.73866591,30.5304919,70.57223857,112,112,50,191,TRAIN +0X73E9825196EB26F9,27.1809331,61.72635806,84.76675229,112,112,50,197,VAL +0X73EA8274FC52080F,61.22816192,35.23389693,90.87497184,112,112,50,216,VAL +0X73EB274CEED30582,49.42611077,44.75106916,88.48650923,112,112,50,178,TRAIN +0X73F5C8B7C26ADF0D,59.46313524,12.94398587,31.93139368,112,112,50,169,VAL +0X73F6DA33A9F3A272,64.10143951,16.42645987,45.75799042,112,112,50,171,VAL +0X73F79A58680979D6,49.86455175,53.29632524,106.3046749,112,112,50,185,TRAIN +0X73F7C900EE5F7BDA,62.17139296,44.98835751,118.926815,112,112,50,153,TEST +0X7402E875B7F92C39,53.37034941,33.6230592,72.10660766,112,112,47,128,TRAIN +0X74084E3472EDBC5B,59.50182129,44.14860142,109.0137948,112,112,24,86,TRAIN +0X740B08561D0382B,29.32345703,116.2182886,164.4368608,112,112,46,163,TEST +0X740C8D1BB435F52D,61.90342,19.4242341,50.9868185,112,112,50,135,TRAIN +0X740C9FC96463133D,68.76143472,39.59761572,126.7587527,112,112,59,207,TRAIN +0X740E3E79F3D8FD83,36.99993857,44.32604355,70.35873068,112,112,30,40,VAL +0X740F540B87B8AF3,64.74428154,20.61324209,58.46779753,112,112,50,122,TEST +0X7411B4F7A67BA8B5,57.23751786,62.29967405,145.6876938,112,112,50,151,VAL +0X7415C8B1BD8C89F0,54.14296023,26.94627392,58.76147709,112,112,50,81,TEST +0X74179B492A2A5797,67.91424628,35.2291414,109.7968329,112,112,50,202,TRAIN +0X741BD841B1FBA276,40.09355256,96.46883974,161.0324829,112,112,50,211,TRAIN +0X741BECA9987E71FE,64.83207007,37.28071677,106.0077089,112,112,50,194,TRAIN +0X74219E2082D4E07C,29.02701482,30.11901383,42.43729322,112,112,50,132,TRAIN +0X74223A9F6F471ABB,29.41697201,57.22105658,81.06914397,112,112,50,193,TEST +0X7428DD73E48A8B91,72.79950964,16.94287174,62.28884669,112,112,80,421,TRAIN +0X74370D9F34D1B158,60.12165759,38.28945533,96.01566418,112,112,50,301,TRAIN +0X743DC850101325BA,59.35055756,24.16891076,59.45693054,112,112,50,143,TRAIN +0X743ED9E602F4C401,69.31696651,24.69952069,80.49895295,112,112,50,137,TRAIN +0X7442C6F159E69F2C,57.4618612,33.02888688,77.6453503,112,112,64,156,VAL +0X744318292E6F77CD,69.22798079,29.94646282,97.31718489,112,112,50,220,TRAIN +0X744867670A05CAB6,68.21876187,12.33545928,38.81365235,112,112,50,155,TRAIN +0X744B061341172EE8,67.07824921,16.26905602,49.41734759,112,112,50,120,TRAIN +0X744B44C9E0FAB522,66.08505555,28.47648615,83.96441927,112,112,50,209,VAL +0X744CE89425556B93,57.11577363,21.06019768,49.10942662,112,112,50,141,TEST +0X744E923850EFD4BA,19.57470851,164.8588312,204.9838156,112,112,50,129,TRAIN +0X74582CAF1FE19301,45.9206263,76.00166131,140.5372439,112,112,47,108,TRAIN +0X74596DA2E143D6B6,61.93734441,28.16396475,73.99369358,112,112,50,122,TRAIN +0X745E6D6BDDF80DCD,61.92518258,28.73395437,75.46708381,112,112,50,213,VAL +0X746492156F4D1DBA,57.46229382,32.01287595,75.25764509,112,112,50,164,VAL +0X746834EDB4528A59,61.44817638,21.2470107,55.11285512,112,112,50,152,TRAIN +0X746AE949330474EF,32.20279616,84.33527105,124.3934355,112,112,50,155,TRAIN +0X746F499A43B6E4FF,40.09200424,91.7132413,153.0901512,112,112,57,203,TRAIN +0X74730225B5BBF275,59.21566194,32.29816962,79.19258018,112,112,50,202,TRAIN +0X7476874DC8F10D2A,56.15663874,66.55230156,151.7956189,112,112,53,162,TEST +0X7479583EA6499D94,56.52263602,36.82562787,84.70069135,112,112,50,197,TRAIN +0X747A2BD26A77088C,61.2455677,31.78791362,82.02394342,112,112,57,207,TRAIN +0X7484EE46AD3659CC,55.03439803,85.59130133,190.3483943,112,112,50,118,TEST +0X748CE60009AB49AB,63.56870322,36.18541863,99.32509087,112,112,50,193,TRAIN +0X748F2E7A97DCC6E5,63.51649586,20.48043359,56.13614721,112,112,50,132,VAL +0X74900986127D0528,44.87180729,78.19592388,141.8438008,112,112,50,143,TRAIN +0X7495513F82B76105,66.14947458,22.82370877,67.42497636,112,112,50,138,TRAIN +0X749761A9AF29C863,62.28767591,26.51605761,70.3113856,112,112,50,182,VAL +0X7498BD710B94CF12,57.5140171,31.0660926,73.12080475,112,112,50,175,TRAIN +0X74A2D8CA7E7F14E,31.66731243,24.24871035,35.48625293,112,112,50,148,TRAIN +0X74A50C8DEAF4CBA8,40.82924155,104.3760409,176.3980109,112,112,50,174,VAL +0X74A8521201588DDE,61.22534215,13.10704788,33.80312969,112,112,50,145,TEST +0X74A87351D519ABBB,11.87653702,612.4898146,695.0360254,112,112,43,130,TRAIN +0X74AE577182FB112A,60.11835119,24.28139333,60.88362455,112,112,50,233,TEST +0X74AF472F5C3E02A4,62.30027487,28.74122751,76.23723359,112,112,50,156,TRAIN +0X74AFC03F1383C4A,43.73862385,60.76517433,108.0051333,112,112,50,201,TRAIN +0X74B46A261E8088EA,22.9016926,182.9999227,237.3591961,112,112,50,131,TRAIN +0X74B4D8E3459FFF7C,59.64901406,34.72111108,86.04773902,112,112,50,255,TEST +0X74B54899CC2CFB7B,68.53696955,26.40573026,83.926214,112,112,51,181,VAL +0X74B6576AF56AECD4,63.69448525,49.97177748,137.642388,112,112,22,88,TRAIN +0X74B8D224405BA094,62.64056175,28.28540172,75.71152844,112,112,50,128,TRAIN +0X74C3D288B3E288B9,58.86783546,30.24837445,73.53946671,112,112,50,127,TRAIN +0X74C54B277B5B012A,61.94008729,20.30347873,53.34609904,112,112,50,172,VAL +0X74CC94D6336F349,64.69398794,12.53089859,35.49225149,112,112,50,140,TRAIN +0X74CE156E0D1988F0,61.69921735,26.90777343,70.25384747,112,112,50,176,TRAIN +0X74CFDB0155A5F839,56.51174507,29.88877087,68.72837486,112,112,50,137,TRAIN +0X74D2AB50ABC3BC70,63.02938104,29.39262805,79.50266691,112,112,50,167,TRAIN +0X74D4DD80DA8C2996,45.19394579,26.49280011,48.33918532,112,112,50,105,VAL +0X74D8C8C813E756D9,59.92685239,29.08311978,72.57508211,112,112,62,231,VAL +0X74DCA6B99E9BC121,65.22577786,22.45280663,64.56738712,112,112,50,191,TRAIN +0X74E8C723FC9CE35A,57.27785389,31.36646116,73.41967579,112,112,50,471,TRAIN +0X74EBC28051D5C897,24.72084538,76.17966212,101.1962242,112,112,53,151,TRAIN +0X74EC1E2F247AFC9B,40.1156659,58.626128,97.89893948,112,112,50,125,TRAIN +0X74ECBD41FE00FDA9,59.77755543,37.58003669,93.43051394,112,112,43,181,TRAIN +0X74EF11EA884BA69B,58.31290869,20.75643394,49.79103431,112,112,93,206,TRAIN +0X74F1AB4BAE55B45C,49.89945529,77.58496636,154.8585286,112,112,50,143,TRAIN +0X74FFBF42469E1942,64.68876556,28.33810698,80.25238264,112,112,50,239,TRAIN +0X75031E71CC6DBD81,39.84360301,56.3004282,93.59009352,112,112,50,172,TEST +0X7504D970F17544F7,55.23218458,30.82341736,68.85173439,112,112,50,182,TRAIN +0X7506BF768DE74BD,24.88244584,108.166495,143.9962951,112,112,50,131,TRAIN +0X751739EFA206F1FE,49.98388122,71.59749572,143.1488438,112,112,50,150,TRAIN +0X75184C621776F4CB,58.02863334,28.22977734,67.25960955,112,112,50,140,TRAIN +0X751A4FB2CEA69C9C,35.82994672,75.91020834,118.2953799,112,112,50,202,TRAIN +0X7521A2DBEE71A1F2,61.93433885,26.66416105,70.04780751,112,112,50,202,TRAIN +0X752317EDE8CCB915,58.57148438,23.15557458,55.89284152,112,112,50,164,TRAIN +0X7524D9CE7C6BD3B,48.1115367,27.23340929,52.48451689,112,112,50,118,TEST +0X7524FCA7831EB79A,49.63056323,48.48875852,96.26623132,112,112,53,213,TRAIN +0X7525596E8C33D4E0,59.5208311,34.90128253,86.22035351,112,112,50,201,TRAIN +0X7525B9148C2CD0BD,62.43251546,39.40298645,104.8858792,112,112,50,211,TRAIN +0X7528AEAEC3FBA097,58.19902503,40.15643834,96.06579359,112,112,50,154,TRAIN +0X7529294AFB270DA0,61.23077993,33.61945892,86.71688226,112,112,50,135,TRAIN +0X7529FE87A088578B,49.4927239,45.57281855,90.23020456,112,112,50,179,TRAIN +0X75302B43AECFF778,76.83874224,8.851314364,38.21603496,112,112,50,188,VAL +0X75309BE6A3C65FC0,57.82527514,39.45678486,93.55552405,112,112,50,161,TRAIN +0X7532D043B2FE1A89,56.81274834,30.03061922,69.53584234,112,112,50,143,TRAIN +0X7532E58FAD68C533,69.04474215,33.85420135,109.364947,112,112,50,194,VAL +0X7533B5CFDF97B569,67.94790916,29.70590052,92.68007089,112,112,55,171,TRAIN +0X753683596D61C023,75.27781343,15.89395084,64.29023092,112,112,50,157,TRAIN +0X75378D82A1704679,24.02271859,131.4036233,172.9512045,112,112,50,169,TRAIN +0X753AA26EA352BBB,79.52172105,72.8272297,355.6315933,112,112,50,60,TRAIN +0X753D4BE480775FE7,61.15620961,49.81220087,128.2372301,112,112,26,80,TEST +0X75407F342647CDB9,48.74273285,43.13391677,84.15180748,112,112,50,148,TRAIN +0X7540B06840A33DBF,45.35923248,39.68700948,72.63259886,112,112,50,161,TEST +0X7542FA5CAC850B43,62.53883369,21.74355565,58.04292228,112,112,50,121,TRAIN +0X75472032BA3A263A,50.46033415,36.19041311,73.05340578,112,112,72,184,TRAIN +0X754AD474CF769955,60.76106702,29.01860696,73.95360871,112,112,50,244,TRAIN +0X754B72455C00BFDF,54.0781197,11.81629265,25.73129099,112,112,50,99,TEST +0X754BCC1F775CBF82,59.59294823,30.14415115,74.60121396,112,112,50,172,TRAIN +0X75501B93842BA401,64.44129382,20.94146962,58.89266476,112,112,50,178,TRAIN +0X7552A3BA5FC6E4FE,41.50156354,35.4570815,60.61201572,112,112,50,130,TRAIN +0X75537A0F4CC9575A,55.44998589,38.05081931,85.41146412,112,112,50,208,TRAIN +0X75572AB3B3B48345,50.71707189,39.74254136,80.64159919,112,112,50,131,TRAIN +0X75596F4699354CDA,43.18961089,107.2257703,188.7432422,112,112,58,130,VAL +0X755A90F50F4068A2,62.51030553,31.14115489,83.0659074,112,112,50,216,TRAIN +0X755B138AF2588FEB,69.82967452,13.88995721,46.03847321,112,112,50,228,VAL +0X7563D12CC3D333,59.09960411,20.27548391,49.57283044,112,112,50,210,TRAIN +0X7564081D4345D54E,40.7466901,68.89958813,116.2797289,112,112,50,99,TRAIN +0X756A5DE88BADCAD5,49.85312664,56.29556729,112.2613705,112,112,28,66,TEST +0X756DAD54E9785E32,44.08794388,51.61265652,92.3104248,112,112,50,199,TRAIN +0X756FC51037837AB9,68.4070776,15.55284139,49.22887851,112,112,50,149,TRAIN +0X7571CEDC4D58BA99,67.78983541,27.02497208,83.90199935,112,112,50,183,TRAIN +0X7573D0F166A745C2,40.23412512,82.28170257,137.6733843,112,112,50,140,TRAIN +0X757B31FD347B7585,56.730065,40.49476875,93.58638681,112,112,50,216,TEST +0X757E1FD68EA38804,57.42667368,20.73911362,48.71386713,112,112,50,183,TRAIN +0X7582300B0B9B7FE,50.36283294,90.33000132,181.9805736,112,112,53,232,VAL +0X7584A85D9038EE5,64.6478928,27.16325407,76.83630829,112,112,50,185,VAL +0X758646B35B753982,64.45397125,27.24905951,76.65851986,112,112,50,168,TRAIN +0X758AD34A442E9B92,56.18944857,46.72205996,106.6456788,112,112,50,118,TRAIN +0X758AD547400F166A,59.97455764,38.28388393,95.6488715,112,112,50,178,TRAIN +0X758BAF4513916559,65.57441896,8.657658141,25.14890927,112,112,57,176,TRAIN +0X759190C681D52700,60.34610631,30.37407493,76.59796328,112,112,50,136,TRAIN +0X7595258EBE9BF61E,61.30069364,23.07504001,59.6264951,112,112,50,165,TRAIN +0X75980C92D587017B,52.34179767,32.54399031,68.28623138,112,112,50,157,TRAIN +0X7599F574E8E51B1C,66.59241527,20.2581879,60.63948669,112,112,50,133,TRAIN +0X759B7B28B1086707,64.37306745,25.67515957,72.06671397,112,112,50,146,TRAIN +0X75ACFE19B069E805,68.47520072,19.4969936,61.84652731,112,112,47,185,TRAIN +0X75AF130134AADF00,28.3900048,42.54245325,59.40854085,112,112,50,148,TEST +0X75B080DB873F09A8,48.72613658,87.61233835,170.8713417,112,112,43,139,TRAIN +0X75B1C628D4FBB8B0,62.74346286,25.88125211,69.4676803,112,112,57,207,TRAIN +0X75B466DF0FE8BDF8,44.1694272,68.01657171,121.8267489,112,112,64,244,TRAIN +0X75BA1623CCCF0652,45.3678333,62.63496366,114.6485074,112,112,50,155,TEST +0X75BB68F0ACD22690,64.62470414,29.30560422,82.84200459,112,112,50,183,TEST +0X75BF25E961056A3C,61.94552058,35.57949343,93.49620324,112,112,50,224,TEST +0X75C3DEC78DC6B030,33.62122571,50.48398262,76.0544062,112,112,50,126,TRAIN +0X75C6B7A420E577F0,67.0237505,38.62459437,117.1285242,112,112,50,161,TRAIN +0X75CC279D832110B3,63.96785915,12.30362699,34.14625581,112,112,50,138,TRAIN +0X75CF68235B445C71,58.7809144,35.15259896,85.28233573,112,112,50,191,TRAIN +0X75DABBB27803889E,47.57255778,48.93505625,93.3386299,112,112,52,207,VAL +0X75DF068323A1B75A,51.68577639,32.41681065,67.09579131,112,112,50,113,TRAIN +0X75E662FDEB925647,68.47647275,12.76148693,40.48242074,112,112,50,140,VAL +0X75E84FBEEEE69FD8,59.92423826,50.57104228,126.188599,112,112,50,151,VAL +0X75ECC6694B60D05A,66.2833363,19.29155015,57.21666391,112,112,50,107,TEST +0X75ED030E56E85A27,58.94689437,93.31252108,227.2971062,112,112,50,178,VAL +0X75F02C30D9BD67BD,32.21945247,94.2782661,139.0933971,112,112,88,318,VAL +0X75F76AEBCE051CD1,57.91737895,18.05386894,42.90100876,112,112,50,160,TRAIN +0X75FA18E3007970A6,67.80103662,33.43996297,103.8541601,112,112,50,163,TRAIN +0X75FA93DC76BFB6A6,56.49592031,43.99495839,101.1283509,112,112,50,116,VAL +0X75FCE4E4D09346E8,24.33348962,118.1095729,156.0922689,112,112,50,171,TRAIN +0X75FD0277B3649F4C,62.55687956,23.92524392,63.89756954,112,112,50,167,TRAIN +0X7600AA9CA94BC926,63.82514886,16.55736963,45.77038774,112,112,64,310,TRAIN +0X7602BD0B48EB9C41,63.55740952,27.47703852,75.39814859,112,112,50,184,TRAIN +0X760D32805B54A4DB,69.38409749,17.59351084,57.46526935,112,112,50,177,VAL +0X760F20180FF2AF05,65.34951643,20.12843281,58.08990448,112,112,50,208,TRAIN +0X7611CD2E2F5D8D5A,65.45591105,21.95119816,63.54545401,112,112,47,116,VAL +0X7611E73E48694DD2,45.04409783,58.36519965,106.2036967,112,112,47,931,TRAIN +0X7614D7711A328048,55.9983227,44.35918179,100.8124792,112,112,50,172,TRAIN +0X76166F0E9F88A8EE,64.05939979,27.73146879,77.15916992,112,112,50,139,TRAIN +0X761FEC566D4FA6B4,59.45378762,50.603514,124.8045404,112,112,52,200,TEST +0X7622FE00BC55FA93,60.58913975,6.556176192,16.63545568,112,112,50,156,VAL +0X76236768A07DC4A0,56.08453946,38.58826001,87.86941895,112,112,50,182,TEST +0X7624B8F339B7F9E2,67.33727081,20.78279879,63.62848208,112,112,50,141,VAL +0X7626288997509ED8,34.74165386,63.38760936,97.13333713,112,112,50,231,TRAIN +0X76265CF61DC60700,56.78217178,46.44850101,107.4753242,112,112,30,48,TRAIN +0X7628E85E157D1655,58.12016367,37.05128157,88.47045456,112,112,50,135,TEST +0X762A1DFE29A222B9,60.95165122,28.02733575,71.77598189,112,112,50,180,TRAIN +0X762B2F82E180F891,67.50027588,14.09328836,43.3643323,112,112,50,197,TRAIN +0X762B3C5FFB4F6256,64.09788438,31.3532341,87.32976751,112,112,57,194,VAL +0X762F3649CC03CEB2,50.00143007,47.46135933,94.92543367,112,112,50,123,TRAIN +0X763034E9D22CB7E1,51.36669391,43.2277355,88.88504396,112,112,50,79,TEST +0X7630DA7B2D3E6F27,25.19810925,87.57772863,117.0795654,112,112,50,190,TEST +0X7631EA1C1A8CC24E,47.18757838,28.49828431,53.96132848,112,112,53,126,TRAIN +0X7634C16A2566CB36,59.89956137,46.30675227,115.4769221,112,112,50,202,TRAIN +0X7639DF523155EE5B,39.7710553,57.68204075,95.77129574,112,112,50,174,TRAIN +0X763E3FFF4DBBB792,58.44426291,35.65995758,85.81235726,112,112,50,222,TEST +0X763F719D691570A5,64.12304311,16.26826024,45.34459344,112,112,50,208,TRAIN +0X7640521DAB3774CD,66.42207067,16.22859444,48.33113525,112,112,51,140,VAL +0X76411FAE2DF2EEB5,68.64195972,21.60889079,68.91020804,112,112,50,200,TRAIN +0X7641C94226741EBA,58.95395812,62.15416191,151.4254702,112,112,50,136,TRAIN +0X76437B0245B6762,27.67455726,64.43780164,89.09423737,112,112,50,109,TRAIN +0X764C542E3E41E4D2,40.96709082,66.84478033,113.2330784,112,112,18,53,TRAIN +0X764F224CC78A22A3,66.4647835,12.48524363,37.2302461,112,112,50,120,VAL +0X765022B40B3129C0,56.76844294,36.07059689,83.43580324,112,112,50,159,TRAIN +0X7650A9E7CE45FD9E,60.38653291,16.90517437,42.67532133,112,112,52,215,TRAIN +0X76525CBFC30D569F,57.89356694,37.11628406,88.14872543,112,112,50,194,TRAIN +0X7655EF3942795C54,60.67056622,19.94312638,50.70789092,112,112,50,149,TEST +0X76571CA78B208B80,64.39864489,21.16274463,59.44364917,112,112,50,150,VAL +0X765D336F80D8DC9C,54.95620662,25.66089863,56.96877794,112,112,50,241,TRAIN +0X766164794562852B,61.80778273,28.38929979,74.33268299,112,112,50,163,TRAIN +0X7663D4D92BDD0DF0,62.4758683,31.76823101,84.66080245,112,112,50,132,TRAIN +0X7666487BE51E1D94,31.0060456,49.74766389,72.10438121,112,112,50,121,TRAIN +0X766B7B0ABDB07CD5,69.5448891,19.61297922,64.3996316,112,112,50,173,TRAIN +0X766FB03557B32F7,80.20587601,5.401881193,27.29032714,112,112,50,153,TRAIN +0X76736440F2A28290,58.57581835,24.41426541,58.93723047,112,112,50,186,TRAIN +0X76747A1A799357B5,65.34938116,24.63487517,71.0950511,112,112,50,130,TEST +0X76759C3F748F7642,64.08032914,22.23260896,61.89535826,112,112,50,140,TRAIN +0X7675A1B2694BA8E,63.51899316,20.97681685,57.50065217,112,112,50,145,TRAIN +0X767947C7DECC2E0D,63.73757396,25.36887883,69.95913289,112,112,50,173,TRAIN +0X767FB65F24445D49,50.85237876,45.24871481,92.06694785,112,112,50,112,TRAIN +0X76833F5D02883757,45.15509874,28.10629056,51.24686145,112,112,50,148,TRAIN +0X768E85852A1CF053,66.92254542,27.10290355,81.93769409,112,112,50,118,TRAIN +0X7697FABB106CA020,67.95035197,25.69876096,80.18422211,112,112,50,176,TRAIN +0X769C3D56C7272A2,64.20460347,28.56812691,79.80949978,112,112,50,137,TRAIN +0X769E071800CFC0FB,70.04201832,21.84117893,72.90604276,112,112,50,169,TRAIN +0X769E51557A324219,51.67587196,43.43082661,89.87399955,112,112,64,128,TRAIN +0X769EDBD7BD855F6E,58.81299768,31.87268787,77.38530622,112,112,50,182,TRAIN +0X76A2F23E5CC3AE8,60.36788766,44.08085858,111.225105,112,112,57,150,VAL +0X76A43B263DED8D2A,58.16874836,34.59350695,82.69775728,112,112,50,173,TEST +0X76A7219E8CDEDD94,64.75538151,33.49753197,95.04296941,112,112,50,119,TRAIN +0X76AA056D7D126764,65.74497211,28.18585071,82.28237562,112,112,50,209,TRAIN +0X76AC76456CE65507,60.3059795,12.91500505,32.53639941,112,112,52,207,TRAIN +0X76ACECF4ADDE5FEC,58.36365301,33.00082281,79.25964978,112,112,50,118,TRAIN +0X76AFD129D4D3F9B6,68.44894552,43.76169739,138.7012197,112,112,50,178,TRAIN +0X76B3419501D921D5,63.64851159,26.4311959,72.7100789,112,112,50,222,TRAIN +0X76B58AFEBD29ED3A,60.15800189,26.29557584,65.9996413,112,112,50,175,TRAIN +0X76BA1F5294F6CED2,40.42775398,68.17698439,114.4442067,112,112,47,232,TRAIN +0X76BACDAE432385EB,61.84392437,24.3565157,63.83391188,112,112,50,153,TRAIN +0X76BDAF25BA25FB78,65.2286637,35.9959594,103.5219328,112,112,50,217,VAL +0X76C419ACD0EB7F21,56.19515751,13.9316554,31.80391622,112,112,50,216,TRAIN +0X76C545439F4D8755,49.67631417,65.56872517,130.2939641,112,112,50,160,TRAIN +0X76C68DF9EAD541B2,57.44578268,44.5939692,104.7933014,112,112,50,292,TRAIN +0X76C84AD83FFD8620,64.58333514,28.08124962,79.28823825,112,112,50,204,TRAIN +0X76CA8EF02677FD92,62.95567207,30.74809842,83.00352614,112,112,50,127,TRAIN +0X76CB8866FF386D70,70.34895764,31.03188606,104.656982,112,112,50,224,TRAIN +0X76CD74B7A16F961C,66.09637124,19.68837124,58.07157512,112,112,56,161,TRAIN +0X76CF3E993E9964A9,45.19854589,65.81108609,120.0900362,112,112,59,109,TRAIN +0X76CF9DD42F1E65F5,55.83444799,30.01226398,67.9540108,112,112,50,174,TEST +0X76D00C87BFFEF9ED,67.61013431,29.29063282,90.43147354,112,112,50,135,VAL +0X76D0455E4D842528,65.10276494,10.13751136,29.04961193,112,112,64,154,TRAIN +0X76D1CD83C813866F,66.05167259,17.24301676,50.79194788,112,112,50,221,TEST +0X76D4127252AEE59B,60.5571143,58.01133649,147.076806,112,112,50,158,TRAIN +0X76D5689A73615919,64.45875069,16.1410866,45.41507942,112,112,50,178,TRAIN +0X76DC6D4505B83070,63.45493915,27.74558549,75.92157418,112,112,50,180,TRAIN +0X76E11B10B82CED38,59.97790524,34.4231627,86.01039727,112,112,50,199,VAL +0X76E3BEB91B015F9C,59.98544919,9.29520521,23.2295628,112,112,50,121,TRAIN +0X76E4353961DF844D,41.52410364,104.372815,178.4886106,112,112,50,263,TRAIN +0X76EB03C76DA83506,64.30810393,30.72398309,86.08111778,112,112,58,162,TRAIN +0X76ECD9C77CBF74DF,63.52210493,31.4694562,86.26993452,112,112,50,173,TRAIN +0X76F1860F9A3BA0D,52.56477707,55.50592037,117.0141447,112,112,50,199,TRAIN +0X76F22089D5778788,61.5195839,49.73003605,129.2346629,112,112,50,131,VAL +0X76F4E037E279AF66,69.01602887,36.60483553,118.1412007,112,112,50,154,TRAIN +0X76F8E59118B237E4,49.93531765,40.86679318,81.62798856,112,112,50,197,TRAIN +0X76FCC20BE40D7420,57.28377257,30.81918951,72.14866892,112,112,68,154,TRAIN +0X76FD04F70E71C6B4,62.12700878,45.89476131,121.1807144,112,112,50,237,TRAIN +0X76FE618100C74B17,49.70792972,59.42367941,118.1571549,112,112,61,293,VAL +0X76FFCEF160816C6D,74.37387695,12.15014514,47.41312259,112,112,50,153,TRAIN +0X770217E8A046549,60.39747167,31.56015362,79.69226953,112,112,50,239,TRAIN +0X7708922833D36759,63.37602407,19.61116183,53.54733158,112,112,50,138,TRAIN +0X770BECBD81CA14F9,20.43020979,122.2352916,153.6202261,112,112,50,165,TEST +0X770D507C00A355B,47.52142608,52.88407382,100.7726961,112,112,50,195,TRAIN +0X770DA83A3089A1CE,63.75719074,49.12792031,135.5521862,112,112,50,219,TEST +0X770E5896DC4FD92B,57.43546097,19.71510797,46.31815219,112,112,50,179,TEST +0X7710551E470BE80A,64.85648694,17.92067767,50.99284649,112,112,50,197,TEST +0X771077249874A8C5,55.34132016,28.97782654,64.88733354,112,112,50,166,TRAIN +0X771268F9558AC1F1,67.88966619,27.22083522,84.77281916,112,112,50,176,TRAIN +0X771366A13CB946B7,64.59867477,20.9803615,59.26433931,112,112,53,221,TRAIN +0X7713736C58AE4285,63.56893572,11.18329924,30.69715217,112,112,73,221,TRAIN +0X771C3F118CBF577A,68.64768045,10.61770748,33.86577974,112,112,106,298,TEST +0X77205DA830ED3817,65.00719604,19.24536709,54.99807079,112,112,50,189,TRAIN +0X7724D6B08D73B212,60.69157416,34.49978589,87.76689769,112,112,50,213,VAL +0X772970685B34F0F1,59.32423057,72.98081563,179.4208608,112,112,47,128,TEST +0X772A0668FFB473C1,76.05973875,12.79607671,53.45002953,112,112,50,146,VAL +0X772AB2EA261CD16A,55.44396262,46.96508499,105.4067816,112,112,50,251,TRAIN +0X772BAD84F86F709D,59.33706691,39.97431377,98.30651832,112,112,50,210,TRAIN +0X772EC799B52E7C56,56.7841306,38.9927365,90.22781919,112,112,50,340,TRAIN +0X77373A73E2BC8C9E,54.75841619,28.5537932,63.11404419,112,112,50,168,TRAIN +0X773AC247581BBBA1,67.96013622,25.69725876,80.20402001,112,112,50,230,VAL +0X773AFFB19D6D921B,67.10076531,26.39865788,80.24094825,112,112,50,182,TRAIN +0X773D4F3643F9BF5F,49.02887219,67.09857863,131.6403649,112,112,50,158,TRAIN +0X77435187285FD096,59.65912228,40.09056206,99.37949872,112,112,50,166,TEST +0X77458937194C1E72,69.67942133,15.06077539,49.67179405,112,112,50,211,TRAIN +0X77512D8618DD734C,59.42762063,26.69764428,65.80251071,112,112,50,241,TRAIN +0X775319C257A48042,41.43505116,74.31412018,126.8918041,112,112,50,201,TEST +0X775716B41199062E,57.93155659,23.91110126,56.83856907,112,112,50,250,TRAIN +0X7758757FDD3AA0D4,54.51202963,32.77537848,72.05284872,112,112,50,178,TRAIN +0X7759E238B242AFBC,60.93270876,124.2795482,318.1166247,112,112,47,125,TRAIN +0X775A2380C732189,65.02423518,23.58922836,67.44449614,112,112,50,168,VAL +0X775A9E14ECEB2A11,58.1446257,40.48143739,96.71741817,112,112,50,224,TRAIN +0X775B4EA7420EEECA,62.62496221,32.40284609,86.69649051,112,112,50,141,VAL +0X775EBA7C578E03AD,29.36583215,135.1957998,191.402835,112,112,50,152,TEST +0X775F0DCC5003FFB,68.85925737,24.7718201,79.54794268,112,112,50,129,TRAIN +0X776060BC74A34C5F,24.81789822,45.42010552,60.41345538,112,112,50,182,TRAIN +0X77609B23026AAFAA,64.84762245,33.72962501,95.95261363,112,112,50,196,TRAIN +0X776400751536FD2E,64.81578104,32.16255176,91.4118679,112,112,50,201,TRAIN +0X77666FD212028DA8,61.96695125,52.09081013,136.9619629,112,112,50,152,TRAIN +0X77673F84D3540E92,67.60707498,20.62923875,63.68439631,112,112,50,202,TRAIN +0X777110E46D3D382,69.8058208,17.32489955,57.37827624,112,112,50,73,TRAIN +0X77714EEC1C79CC7F,64.64977077,21.80325551,61.67783347,112,112,82,200,TRAIN +0X7771F923B288DDB7,54.62156816,39.8913394,87.90814884,112,112,71,208,TRAIN +0X7775D4576C04313E,57.77206666,38.8291547,91.95134982,112,112,50,204,TRAIN +0X77762963F999DEE3,38.48642207,41.27589207,67.10045726,112,112,80,338,TEST +0X777692B30E35465A,52.98394039,25.72028242,54.70531268,112,112,50,177,TEST +0X777EA631128ED080,62.08052669,28.667489,75.60096831,112,112,50,203,TRAIN +0X778935C329CC1789,44.55666605,31.31933249,56.48890544,112,112,50,170,TEST +0X778CB82CED72873C,64.43941698,43.40204874,122.0510044,112,112,70,204,TEST +0X778CFD575FF2145E,62.69281931,20.76076187,55.64816608,112,112,50,156,VAL +0X778D8A645214CBB0,59.48578921,24.20841036,59.75288642,112,112,64,199,VAL +0X7790F4DB18852455,57.11419279,40.95233095,95.49157079,112,112,50,195,TRAIN +0X7795868D5A8D56AC,34.92471356,48.08468931,73.89086079,112,112,73,176,TRAIN +0X779A65D152E67F94,58.51797267,22.56964699,54.40825446,112,112,58,240,TRAIN +0X779B9DB887C3B8C6,56.44973437,64.64021764,148.4266897,112,112,50,126,TRAIN +0X779C1D2EE532F2FA,57.60279619,53.29684406,125.7083941,112,112,64,179,TRAIN +0X779CF7E0C461311,58.61618659,23.9285096,57.82093923,112,112,50,91,TRAIN +0X77A2E6579D61CCC5,49.67862206,66.89363176,132.9328299,112,112,50,126,TRAIN +0X77A68EB0325B1DFC,51.07471135,29.80733736,60.92419316,112,112,50,90,VAL +0X77A6AF7AADDA5798,50.3664849,58.845073,118.5591487,112,112,50,211,TRAIN +0X77A6EEED554F8360,59.20379745,22.96801255,56.29938846,112,112,50,87,TEST +0X77AFF38EB600E72A,58.63969698,45.88367742,110.9365117,112,112,50,119,TRAIN +0X77B0F03C4F1E0315,57.24089722,37.6311,88.00722549,112,112,50,202,TEST +0X77B19349F044C8FF,50.49002231,45.52807433,91.95737193,112,112,57,205,TRAIN +0X77B1CC9BB9CAF732,50.9853846,53.09623439,108.3273508,112,112,47,115,TRAIN +0X77B797A13F96E759,16.72764526,154.3985528,185.4139387,112,112,50,151,TRAIN +0X77B8C03F736ABA4C,61.36859439,42.10624953,108.9948679,112,112,50,137,TRAIN +0X77C3278832702B6,62.40057104,43.34431965,115.2791966,112,112,50,125,TEST +0X77C42751F7BDB257,63.39259508,43.67960987,119.3190557,112,112,50,228,TRAIN +0X77C5776C24812C92,14.47168785,163.1803173,190.7909945,112,112,46,113,TRAIN +0X77C6792EE63777FD,57.16672489,34.40451003,80.32192249,112,112,53,167,TRAIN +0X77CC33D53A20A219,60.11728176,34.7905426,87.23212492,112,112,50,154,TRAIN +0X77CF3CC14C7190A9,54.70818301,23.54910093,51.99416251,112,112,50,156,TRAIN +0X77D07E4FBCC59B0D,64.57147907,14.39244458,40.62389341,112,112,50,179,TRAIN +0X77D12C545D5C9ACD,28.57554115,113.7110751,159.2046715,112,112,50,193,TRAIN +0X77D53936A055CA6,70.44696531,18.80206711,63.62144295,112,112,50,196,TRAIN +0X77D9BAB1ED5B5837,54.61344546,22.80711949,50.25082807,112,112,50,154,TRAIN +0X77DA468737612781,64.71356466,20.1454538,57.09121253,112,112,50,177,TRAIN +0X77DFC0A0B3DA48DD,54.14153642,34.75422695,75.78585114,112,112,62,240,TRAIN +0X77E1E067C24C6E82,57.13239061,52.08072677,121.4920251,112,112,50,229,TEST +0X77E79D44922605D6,59.74674273,32.90051245,81.73378923,112,112,50,181,TRAIN +0X77EE3CD923A3952A,51.3884722,90.92757584,187.0494098,112,112,50,106,TEST +0X77EE9E3399043D40,65.02060493,33.93022013,97.00059155,112,112,59,203,TRAIN +0X77EF9056FBABD0D6,36.02931172,77.5996039,121.3049382,112,112,50,153,TRAIN +0X77F114E014535570,60.48231314,38.57974442,97.62652494,112,112,50,187,TRAIN +0X77F14DF18E757A6A,69.03418163,20.59823406,66.51926268,112,112,50,188,VAL +0X77F50BC6874F0950,54.57386681,39.56086021,87.08832876,112,112,50,148,TRAIN +0X77F76DB5C3A42E76,18.09497207,236.5151796,288.7675953,112,112,50,201,VAL +0X77F8C9F85AF592BF,64.78901607,35.54627241,100.952227,112,112,50,152,TRAIN +0X77FC68F7D0062C8A,49.21780468,57.36178277,112.9564849,112,112,50,152,TRAIN +0X77FDD36CF78C6B3E,64.84358282,21.86319734,62.18835448,112,112,50,165,TRAIN +0X77FE84AC7ED08242,59.34908508,32.58893709,80.16778256,112,112,50,135,TRAIN +0X7801FF9E1465E078,38.99110998,62.03793483,101.6867129,112,112,50,184,TRAIN +0X7804E51BBB763327,64.88418005,38.01634267,108.2598747,112,112,50,176,TRAIN +0X7807A42169BABF20,64.33287826,15.94606835,44.70803242,112,112,54,232,TRAIN +0X7809B942D62CFBB5,58.15679475,30.48957357,72.86624767,112,112,50,206,TEST +0X780AD0B949EEDBA0,54.84960303,27.88920467,61.76956692,112,112,50,151,TRAIN +0X780CE7F5E87A038,61.90221517,22.06724242,57.92263912,112,112,50,198,TRAIN +0X780D5E4FEC1EC3B2,64.11032533,27.0461359,75.35910022,112,112,60,248,TEST +0X781152F1005A1522,62.84779222,50.75120981,136.6034829,112,112,50,174,TRAIN +0X78118555A5C07E29,60.05840422,30.5505582,76.48807617,112,112,50,146,TRAIN +0X7817540F1219A27C,59.87094879,37.67925527,93.89520592,112,112,50,149,TRAIN +0X781C2C22B0A7C2E3,45.26014641,62.56150505,114.2887694,112,112,50,231,TRAIN +0X781D97826A1BF672,65.10337993,27.58402574,79.04497825,112,112,50,136,TEST +0X781FFD3CCFF0CA8E,55.26112061,30.34359552,67.82377192,112,112,50,143,TRAIN +0X78284C66D3F96F3,60.04748606,20.15263962,50.44148073,112,112,50,137,TRAIN +0X782AA3BADF83BB72,10.07227151,196.1745519,218.1468999,112,112,50,138,TRAIN +0X7833AEF73CFD8BD5,66.54852107,27.70327496,82.81629346,112,112,50,159,TRAIN +0X783756A8026DBC56,50.83636695,33.34551004,67.82556123,112,112,50,164,TRAIN +0X78434E61DCE25DC8,47.49510621,24.36663851,46.40831882,112,112,50,135,TRAIN +0X7843FB4B296F52B6,49.99087584,71.68365278,143.3411482,112,112,50,201,TRAIN +0X7846A393403DCE9A,64.81576411,15.7362776,44.72536407,112,112,50,181,TEST +0X7849B8B5FE76FE05,72.11796292,8.567934516,30.72922718,112,112,50,151,TRAIN +0X7849D7A045150574,65.56095546,17.16540727,49.84286729,112,112,50,204,TRAIN +0X784E5B7183AC020E,60.62650217,44.72767376,113.5984259,112,112,52,217,TRAIN +0X7850CA363820BC1C,67.43532769,26.4502762,81.2238365,112,112,50,169,TRAIN +0X7855B4CFD2774B4A,45.26844068,88.42642831,161.5638754,112,112,50,169,TRAIN +0X7858426972D973B3,54.68572873,38.62098241,85.22918128,112,112,50,140,TEST +0X78586838FB284ED2,40.38332574,51.63181673,86.60633518,112,112,50,189,TRAIN +0X78591777FB7F524B,62.87262544,21.28042159,57.31733483,112,112,50,158,TRAIN +0X7859D0AF85077667,67.5600079,21.84982492,67.35459383,112,112,50,223,VAL +0X785B0B7BAD1E6DF0,60.18281495,28.89758952,72.57567174,112,112,50,230,TEST +0X785B6EB4524C1CD3,69.53214211,30.37432253,99.69300319,112,112,50,127,TEST +0X785B8C83B95EA6C4,55.02506067,66.84096428,148.6182422,112,112,62,248,VAL +0X78603C5A9F6ADF4E,39.47443911,57.87870122,95.62687296,112,112,50,165,TRAIN +0X786686A9B8DE6547,62.77823521,23.28080611,62.5462179,112,112,47,138,TRAIN +0X786F77982DF76767,64.18294501,14.29325993,39.90629584,112,112,50,115,VAL +0X786F954EC983199B,63.42619622,22.20865081,60.72283578,112,112,50,212,TRAIN +0X7871A13A25E72847,52.50957975,45.95111018,96.75869351,112,112,50,167,TEST +0X7872F013CA424271,60.6887969,24.23288678,61.64371697,112,112,80,331,VAL +0X787792F77911F6F,18.44874355,165.7949216,203.3014927,112,112,50,173,TRAIN +0X787E4FC76615DF81,58.44027204,22.47170743,54.07087229,112,112,50,135,TRAIN +0X7889C9C82EAA329B,62.52091595,22.3856724,59.72844046,112,112,30,77,VAL +0X788B2560A356EFFD,53.87840152,58.47238903,126.7787565,112,112,50,158,TEST +0X788C21FC83ECEA3,55.00645768,58.03512612,128.9854569,112,112,57,192,TEST +0X788E36C66B235B5,60.63249097,16.01625805,40.68395091,112,112,50,205,TRAIN +0X7891B8459BC3756F,65.28531958,14.79980395,42.63269537,112,112,50,150,TRAIN +0X78926CFAF2EA0A0,66.49840908,22.17370513,66.18702134,112,112,50,171,TRAIN +0X78980D66F6E94B79,61.29085111,28.1954681,72.8392871,112,112,50,146,TRAIN +0X78981EA114F87C17,61.0155261,46.07347039,118.1841533,112,112,50,153,TRAIN +0X789C6979A03B622B,60.2817526,25.19522241,63.43487959,112,112,50,133,TEST +0X789F3DB99F9D56CE,63.35268008,31.66370489,86.40114738,112,112,50,154,TRAIN +0X78A2ADFE42F241BD,62.02292008,12.9673803,34.14528007,112,112,50,251,TRAIN +0X78A317925103BFA3,60.62949094,30.13655012,76.54600064,112,112,50,151,TRAIN +0X78A41CFB09841F00,59.27366314,85.73282609,210.5095442,112,112,73,209,TRAIN +0X78A6383CDA0DFA47,56.51278144,33.36436911,76.7222421,112,112,50,166,TRAIN +0X78A712A3ED524435,68.51179454,15.27456064,48.50883187,112,112,50,139,TRAIN +0X78A88D003F122C35,60.25429594,49.58712564,124.7609693,112,112,50,146,TRAIN +0X78AB39630A7770BC,60.03058541,48.66901129,121.7656345,112,112,50,183,VAL +0X78AC53487A0B4174,59.66626249,42.10355143,104.3879244,112,112,50,240,TRAIN +0X78B1A9C5DBBE470C,69.47424955,14.01899889,45.92515723,112,112,50,189,VAL +0X78BAA3A2FD0AE7F1,57.14722712,57.97595948,135.2910339,112,112,50,146,TRAIN +0X78C330A341555880,67.74656232,23.85566931,73.96318355,112,112,50,157,TEST +0X78C6315BF03ABDA0,19.40200485,75.59424557,93.79171954,112,112,49,143,TRAIN +0X78C8E91921348D87,64.25425371,33.96021374,95.00490902,112,112,50,237,TRAIN +0X78CDE711CB9223A5,56.98757878,49.40397694,114.8597906,112,112,50,180,TRAIN +0X78D655F26D43004C,68.1957021,20.17836579,63.44540556,112,112,50,228,VAL +0X78D7E9160D4678EA,61.49561163,17.71961016,46.01971597,112,112,50,118,TRAIN +0X78DC5645033F242A,41.82373328,88.70332722,152.473392,112,112,50,206,TRAIN +0X78ED1868FE9D92E,35.07588632,44.42410834,68.42466662,112,112,73,295,VAL +0X78EF8C888EA44499,58.81555813,35.41626261,85.99427599,112,112,50,164,TRAIN +0X78F080F8C0B17CAC,51.74304351,28.99399102,60.08251065,112,112,59,217,TRAIN +0X78F0A016752E04BC,67.17880093,17.54039418,53.44227107,112,112,47,110,TRAIN +0X78FAF371B4DBE44E,50.86893293,44.55971572,90.69559928,112,112,50,195,TEST +0X78FC560A2C3016C8,64.44294225,16.92578443,47.60175758,112,112,50,201,TRAIN +0X790031A481B03F12,63.91298498,13.40939653,37.15850846,112,112,57,166,TRAIN +0X7904206A590AD5FF,65.94337182,18.25501921,53.60195704,112,112,50,158,TRAIN +0X7904526507C77812,60.07540924,48.11506501,120.5148609,112,112,50,176,TRAIN +0X790508AEB126988F,38.75305383,50.26052466,82.06209092,112,112,50,130,TRAIN +0X7906AC315D6DF35C,63.01611745,15.70739581,42.47092173,112,112,55,118,TRAIN +0X790A3B476F1281A1,27.42956911,145.8403567,200.9638842,112,112,50,144,TEST +0X790C79124FE1C985,62.52934188,33.30481752,88.88239275,112,112,50,276,TEST +0X790C871B162806D2,55.14099466,97.7478077,217.9000781,112,112,43,161,TRAIN +0X790DD9CAD22463CA,47.15769552,42.28699328,80.02488479,112,112,50,98,TRAIN +0X790F741C3212659B,63.43393267,34.17467133,93.46006783,112,112,52,177,VAL +0X79116483627C83FB,31.13892493,117.0853174,170.0312075,112,112,50,154,TRAIN +0X79137B32737A8141,65.09822891,28.05810522,80.39163728,112,112,57,180,VAL +0X7915D945D952B139,62.38841487,39.67589716,105.4885005,112,112,50,170,TRAIN +0X7917B2BCFC48DE01,69.85405418,44.73873027,148.4071209,112,112,50,210,VAL +0X7921E34728F85917,61.99304037,31.47373888,82.81046204,112,112,50,149,TRAIN +0X7923B6B4614AF456,49.08731261,39.1485265,76.89345919,112,112,50,138,VAL +0X7923DC7612E3B47,68.09799684,25.35865065,79.48921113,112,112,47,138,TRAIN +0X7925C344B4A5872F,64.97327415,18.83765183,53.78079559,112,112,53,212,TRAIN +0X7928A2EE4CEF22F6,38.11523776,83.50601306,134.9379234,112,112,50,214,TEST +0X792BB639F04589BF,52.0519211,36.05342269,75.19263236,112,112,50,220,TEST +0X792F6CC3B5F51F92,67.0955034,12.0222459,36.53678721,112,112,50,132,VAL +0X792FD48B11CB327F,61.63005033,14.94888048,38.95986469,112,112,50,187,TRAIN +0X7933EC90C09036BB,56.91628565,56.64208517,131.469828,112,112,50,112,VAL +0X7934C29136B9E43E,46.61378024,57.13424317,107.0205821,112,112,50,142,TRAIN +0X793578146859F2C9,63.12819965,32.21238791,87.36320874,112,112,50,152,TRAIN +0X793831EF15DE432A,60.412369,14.96647994,37.80594989,112,112,50,138,TRAIN +0X7943AD7E68A9860E,56.23591251,39.47427267,90.19786526,112,112,50,205,TRAIN +0X794FD97F585E5500,59.97681355,28.50518993,71.22169038,112,112,50,137,TEST +0X794FDC47120BED40,54.7979028,40.56573794,89.74304391,112,112,50,133,TRAIN +0X795D88887DD0C961,60.58300396,48.65452108,123.4353857,112,112,50,240,TRAIN +0X79604A39051DBA4E,62.39396163,14.71226658,39.12208575,112,112,50,182,TRAIN +0X7961335E2F13823A,64.58363223,11.25161767,31.76954155,112,112,50,157,VAL +0X79669F8008E1EB9B,11.42416828,266.038607,300.3512378,112,112,52,141,TRAIN +0X7968FBFB3A8B73D4,49.53686925,73.83950912,146.3236783,112,112,54,188,TRAIN +0X796D96C289660E32,70.25077803,20.0391612,67.36028666,112,112,50,168,TEST +0X796FE72A47DAC27A,65.53451196,29.51263175,85.62951936,112,112,50,51,TRAIN +0X797680E4E4D3A9EC,54.95528518,47.11423071,104.5943589,112,112,50,168,TRAIN +0X797CA10A7CDE384B,75.01645525,22.90303592,91.67248343,112,112,50,253,TEST +0X7981CC0C94FC7EFC,42.07952008,37.40453856,64.57912402,112,112,50,191,TRAIN +0X7985E3E4BA6F1EEA,68.01620209,22.43227522,70.13637119,112,112,80,226,TRAIN +0X798EA367FD9FD1EA,69.01950847,29.00014319,93.60775687,112,112,50,104,VAL +0X7991910507FF074F,66.34924182,27.75674956,82.48476726,112,112,50,152,TRAIN +0X79921FA17BDD6678,57.75982043,55.01185177,130.2358378,112,112,50,199,TRAIN +0X79921FB7E516EE1F,61.22950965,44.13013903,113.8240415,112,112,50,183,VAL +0X799797D05A6A8328,52.52844121,48.99704214,103.213468,112,112,50,156,TRAIN +0X799A232B2818C3BB,45.41529988,95.7278053,175.3747939,112,112,50,202,TRAIN +0X799F64CF2E4B98EB,55.00098306,29.08266457,64.62955538,112,112,55,220,TEST +0X79A37CEF1E1797D9,70.07821926,13.41157976,44.82213101,112,112,50,163,TRAIN +0X79AD01697FA403C6,64.7825332,20.67200117,58.69814908,112,112,50,175,TRAIN +0X79B116E3D0B6B1E2,63.08510629,24.69718452,66.90303571,112,112,50,144,TRAIN +0X79B3467FF294267F,56.52127126,34.4090144,79.13988151,112,112,50,198,TRAIN +0X79B8C7CC275750D0,58.44027125,28.4024647,68.34131395,112,112,55,226,TRAIN +0X79BFA0749EA72B51,58.13597145,27.46436126,65.60372284,112,112,50,210,TRAIN +0X79C4711A7BF18DD9,62.85803588,21.97609567,59.16783398,112,112,50,198,TRAIN +0X79C5E146E59872EA,69.42109054,27.93703433,91.3604665,112,112,50,182,TRAIN +0X79CBB5F0922D0FDC,61.64155833,16.09787952,41.96697994,112,112,62,203,TRAIN +0X79CCAED9E51AB16,64.49855426,39.79833872,112.103431,112,112,62,185,TRAIN +0X79CDCC08F41F94D8,69.81255914,12.23297176,40.5233813,112,112,50,152,VAL +0X79D202AB0932C8A8,64.15711144,20.99975221,58.58833666,112,112,50,194,TRAIN +0X79D21EF8F7119A68,32.22712757,32.82333859,48.43138178,112,112,50,185,TRAIN +0X79D327865853B75E,58.71674009,30.92627826,74.91239387,112,112,50,189,VAL +0X79D4284DDF83A529,62.64422924,23.37706582,62.57953014,112,112,50,144,TRAIN +0X79DB58E266AEB979,33.4829744,80.41842937,120.8990159,112,112,50,174,TRAIN +0X79DC993B122D6A82,64.93157186,36.84661296,105.0706145,112,112,50,111,TRAIN +0X79DD4F3B7A13EEA2,12.5983982,57.39519788,65.66835927,112,112,50,125,TRAIN +0X79DFA3F8C5BD03E1,18.71615231,105.2340559,129.4649047,112,112,50,177,TRAIN +0X79DFCFF4867CB797,43.94535776,46.85166332,83.58212888,112,112,50,171,TEST +0X79E1574A83CD787C,56.38002665,18.32925496,42.02032591,112,112,50,186,TRAIN +0X79E1F33063F55D0,50.086339,37.7372645,75.60508234,112,112,50,174,TEST +0X79E246BD39A8835E,67.98284182,23.05285513,72.00156555,112,112,50,169,TRAIN +0X79E2DE8393F31357,35.02556606,68.9241149,106.0788232,112,112,50,153,TRAIN +0X79E5E594E59FA593,61.89570058,15.81239264,41.49766004,112,112,50,186,TEST +0X79E5EFBA02DBE63D,56.35084946,25.65798333,58.78231996,112,112,50,177,TRAIN +0X79E6261DF5CE752C,62.38353482,23.92773629,63.60974158,112,112,50,202,TEST +0X79E68FC6793DC38D,71.74875738,15.92835076,56.3810625,112,112,64,163,TEST +0X79EC6D48771F2C16,59.79171763,19.58654223,48.71270564,112,112,50,125,TRAIN +0X79EEEACC28A079B3,66.05904049,32.73740294,96.45397013,112,112,50,167,TRAIN +0X79EF2E23A698C2B1,46.97547762,69.20707091,130.5189897,112,112,47,215,TRAIN +0X79F1B78EF230D0C,58.00752454,71.74782418,170.8587631,112,112,50,171,TRAIN +0X79F95870BD482C00,65.07285266,30.25470357,86.62231493,112,112,50,146,TRAIN +0X79FD74BD1C6B18A1,58.70376481,44.00219383,106.5525553,112,112,51,150,TRAIN +0X79FEA7283354A6D4,59.02630788,51.34811852,125.3197256,112,112,50,182,TRAIN +0X7A0010EC59FC1A1C,58.22002301,20.17551975,48.28992547,112,112,50,166,TRAIN +0X7A0139AECBC02A88,64.6873078,18.97622622,53.73769327,112,112,50,179,TRAIN +0X7A0224D0CBD322D0,53.42644792,20.89611418,44.86691104,112,112,50,136,TRAIN +0X7A060E2FFC1A750C,45.20651581,63.77777283,116.3966369,112,112,50,171,TRAIN +0X7A0A019AFB36B515,14.7791931,112.4334045,131.9318703,112,112,50,126,TRAIN +0X7A0D58570271FED5,39.30157737,72.79494463,119.9288902,112,112,50,156,VAL +0X7A0E6F5825AEC419,66.05519701,22.1060375,65.12348151,112,112,50,160,VAL +0X7A0F2BE6B7655842,31.10096291,158.0038313,229.3266176,112,112,47,139,TRAIN +0X7A10F6BCBD21FFD6,30.45356784,98.5207247,141.6617958,112,112,51,149,TRAIN +0X7A12F53BAAE9016C,68.24789623,41.27034836,129.9767369,112,112,53,171,TRAIN +0X7A153F772A883CA0,60.16199207,19.17838403,48.14092127,112,112,50,138,TRAIN +0X7A18EB9388515AC6,45.55202645,56.19578893,103.2100651,112,112,50,165,TRAIN +0X7A19E0EBE51B99AD,18.50389884,131.7058693,161.6100248,112,112,50,207,TRAIN +0X7A1EF125CAECF905,68.21583577,21.29024181,66.98380255,112,112,50,255,TRAIN +0X7A21DE7A58B915DD,62.16525232,24.94654215,65.93553196,112,112,54,234,TRAIN +0X7A2F23DE3B4A8543,40.03521575,53.34820968,88.96589949,112,112,50,217,TRAIN +0X7A32FE05734D3EC6,62.47641895,57.76700791,153.9485473,112,112,30,157,TEST +0X7A36F71B6647D596,58.39570264,22.39401361,53.82620315,112,112,76,267,TEST +0X7A3ACD77CBDBB65,66.34414661,39.80729369,118.2774753,112,112,50,155,TRAIN +0X7A3D3EC1A0D798F0,45.88728807,49.25875976,91.02992256,112,112,50,155,TRAIN +0X7A3DFD0BC51267F8,64.46621019,47.46529869,133.5779238,112,112,50,207,TRAIN +0X7A489C593ADEDF80,50.01105953,39.28806726,78.59351866,112,112,50,126,VAL +0X7A49B980EAACB689,59.52673603,36.62551179,90.49310135,112,112,50,203,TEST +0X7A4ABCBDD9D9F33A,63.55177539,14.86437855,40.78217447,112,112,50,135,TEST +0X7A4FD5194E7FAFF6,69.76251922,30.91489096,102.2402997,112,112,50,169,TRAIN +0X7A50108623519FF8,60.4105079,49.28681041,124.4946772,112,112,50,168,TRAIN +0X7A5DA8496F2DF4B0,55.845116,34.26771309,77.60797897,112,112,50,161,TRAIN +0X7A616EA9F1DD0684,62.89730495,26.67362671,71.89134557,112,112,50,210,TRAIN +0X7A61928840F41939,72.16673392,15.45966394,55.54383701,112,112,40,105,TRAIN +0X7A61CC6DF656DB9E,30.79453734,79.53595695,114.9272816,112,112,50,167,TRAIN +0X7A620C5C256333CF,62.59649836,50.97467654,136.2831668,112,112,50,224,TEST +0X7A66617547DFC6A9,63.5012344,18.27918731,50.08165894,112,112,50,146,TEST +0X7A67867B96A7DB62,65.07991623,18.57217136,53.18478466,112,112,50,129,TEST +0X7A6EEE9D2CC4DDD8,63.39201928,32.75650904,89.47914742,112,112,53,175,TEST +0X7A70F384131D3E87,50.10449504,78.63489937,157.5991654,112,112,59,216,TRAIN +0X7A7323714436A96A,64.88793023,31.41676568,89.47568709,112,112,50,140,VAL +0X7A753FB6A09BB7E7,67.91443615,22.72416594,70.82364533,112,112,50,174,TRAIN +0X7A75982F479C21BD,56.42223987,23.26988638,53.39853703,112,112,50,212,TRAIN +0X7A761FAB53996A17,68.62577817,23.55222335,75.06870918,112,112,50,207,TEST +0X7A764AEB1EEFFBE9,57.9330523,13.48910918,32.06581395,112,112,50,152,TRAIN +0X7A77DF8AACD6E023,59.21111202,24.61683039,60.35180563,112,112,50,159,VAL +0X7A7D9FE81266344B,57.69386495,40.94986287,96.79414775,112,112,50,225,TRAIN +0X7A7FFFEB3BB8FACF,71.49192338,14.67440446,51.47455106,112,112,50,167,TRAIN +0X7A801758B1E2422D,61.3381011,34.45880499,89.12858903,112,112,50,146,VAL +0X7A85506EE6948707,53.7106084,49.78766726,107.5574025,112,112,50,148,TRAIN +0X7A85BE2A483D2B3F,70.13369942,22.63878935,75.80044702,112,112,50,164,TRAIN +0X7A878CE8EF95A413,51.73890405,44.59936632,92.41266789,112,112,64,133,TEST +0X7A8B5F7B228E4737,55.10726613,47.89760675,106.6934504,112,112,50,129,TRAIN +0X7A8E80694D4485A8,58.55331608,50.61997325,122.1327461,112,112,50,204,TRAIN +0X7A94BF20F663B054,60.34254671,54.3302084,136.9987326,112,112,50,178,TRAIN +0X7A97FAB0F842279A,57.78727233,10.8880164,25.7932074,112,112,50,128,TRAIN +0X7A981DF5E84D198C,57.69854638,51.79392003,122.4400478,112,112,50,194,TRAIN +0X7A9F05D78B1F4919,55.18025146,40.03956042,89.3346387,112,112,50,175,TRAIN +0X7AA24540A6E405A1,31.03219802,72.57671016,105.2327435,112,112,50,118,TRAIN +0X7AA34F9FBA7212D6,57.09869058,47.78421747,111.3817227,112,112,50,162,TRAIN +0X7AAB12A381313F99,66.01556759,26.81524318,78.9044903,112,112,50,149,TRAIN +0X7AB103757B8047FC,69.61890761,20.69073699,68.10399284,112,112,37,92,TRAIN +0X7AB1F1372A66F7FB,55.26962293,33.30311133,74.45300825,112,112,50,164,TRAIN +0X7AB1FC4869E885A,24.80129955,126.1023432,167.6921841,112,112,50,246,TRAIN +0X7AB682A3B8DEC28A,22.78735232,123.4294304,159.8564925,112,112,50,196,VAL +0X7AB6F8E417D8840B,64.55564171,37.57022793,105.9977659,112,112,50,205,TRAIN +0X7ABDE075D44C8588,48.73873817,40.15427988,78.33260135,112,112,50,155,VAL +0X7ABE255108B5D960,37.09865362,155.893017,247.8373293,112,112,50,151,TRAIN +0X7ABF95CFB129BA92,48.24241361,29.07389489,56.17320459,112,112,50,116,TRAIN +0X7AC4DF00D0AADA44,64.05906923,23.1161744,64.31712787,112,112,50,184,TRAIN +0X7AC5B09AD65C17DB,66.26844204,87.29417645,258.790823,112,112,50,205,TRAIN +0X7ACA82C5A670004C,66.3234749,19.03010514,56.50851768,112,112,50,112,TEST +0X7ACDCFB7A4056641,34.85010313,69.37694098,106.4881823,112,112,50,529,TRAIN +0X7AD378073EC75A33,58.31669336,33.29589027,79.87823652,112,112,51,407,VAL +0X7AD45F74C08CFE5C,57.94577303,33.85215097,80.49642903,112,112,50,166,TRAIN +0X7ADCFA2C3BD93CB2,62.11695145,16.87923723,44.55617452,112,112,70,255,TRAIN +0X7AE76966D714CE68,54.58723625,38.18644457,84.08747104,112,112,50,145,TRAIN +0X7AE9B88968450BB7,45.15323523,75.77505666,138.1577509,112,112,50,251,TRAIN +0X7AEB162B3A45EAA9,55.05509472,40.74581398,90.65724741,112,112,50,171,TEST +0X7AEFC179509EEEA6,63.86818472,32.76158703,90.67240818,112,112,50,145,TRAIN +0X7AF2DF90B850F22C,55.3997454,11.94207145,26.77579212,112,112,50,105,TRAIN +0X7AF5420EB5D8A0D3,59.65298101,30.83578492,76.42642677,112,112,50,199,TRAIN +0X7AF69DD2E26966D7,59.99822605,53.90103713,134.746617,112,112,50,122,TRAIN +0X7AFA36E0847EEF8A,61.99706286,20.43515139,53.77255792,112,112,50,142,TRAIN +0X7AFF447DBE3CC46,66.49451762,21.21438747,63.31616789,112,112,63,253,TRAIN +0X7AFF5B2DEEE839B9,66.12321444,8.752265234,25.83558354,112,112,50,65,TRAIN +0X7B07C72D814BF24A,57.96688295,21.29122139,50.65344395,112,112,50,174,TRAIN +0X7B11085407253356,35.3315951,93.02301584,143.8461579,112,112,50,136,TRAIN +0X7B1F112049D754D9,63.76354114,29.96063271,82.68090661,112,112,50,172,TEST +0X7B2564212B59E8BD,67.29815767,19.01412647,58.14389991,112,112,50,156,TRAIN +0X7B2E8A51DCBBA0DE,47.12584658,75.24364865,142.3070513,112,112,50,233,TRAIN +0X7B361D8604999C29,56.79114572,54.15786208,125.3397318,112,112,50,212,TEST +0X7B36CA7499CCB34D,64.9189329,18.07065715,51.51113874,112,112,50,181,VAL +0X7B4062501918819C,23.12760493,192.8899598,250.9222715,112,112,50,151,TEST +0X7B5573AAB7FF0B,67.64676765,31.13000755,96.21915737,112,112,50,193,TRAIN +0X7B58E92EA5E26F04,58.45400766,25.58871137,61.59128698,112,112,50,120,TRAIN +0X7B594349510CCAE4,54.94152457,35.08998904,77.87655643,112,112,50,202,TEST +0X7B5A055AF729EDF2,55.63311917,40.67214415,91.67230914,112,112,50,165,TEST +0X7B5A83BBE8DB9B19,64.65767223,14.74435563,41.71868849,112,112,50,223,TRAIN +0X7B5BD31A9B927EA9,39.61965923,93.14849625,154.2695769,112,112,50,214,TRAIN +0X7B64C66425F826C9,54.89271242,27.62441978,61.24158924,112,112,50,181,TRAIN +0X7B67867A2E9C59E9,63.96777026,53.16269151,147.542053,112,112,50,219,TRAIN +0X7B6C5217AFE9F3C1,68.14872888,24.787748,77.82341844,112,112,50,135,TRAIN +0X7B6F98E0BA891F6D,58.05336595,41.65333445,99.30077916,112,112,61,186,TRAIN +0X7B73DF444BEF7269,34.84318066,91.47924609,140.3985753,112,112,50,198,TEST +0X7B75B05FC679E58E,56.16595419,52.08156256,118.8153217,112,112,50,196,TRAIN +0X7B76CB1D495CDC4A,51.09062637,52.68916749,107.7281584,112,112,50,197,VAL +0X7B782548CD60DD17,56.12024273,29.15958714,66.45339207,112,112,50,241,TRAIN +0X7B7DCCB4D78CD5BD,68.10905658,21.56126356,67.60936255,112,112,46,132,TRAIN +0X7B7ECB319911B032,48.02399718,55.69092148,107.1473728,112,112,50,178,TRAIN +0X7B82FDB13CF2CE3,63.30640781,46.21990457,125.9617874,112,112,47,456,TRAIN +0X7B8526A405DEB964,35.05403886,77.77897901,119.7595318,112,112,61,218,TRAIN +0X7B8F542F991D908F,55.00532542,32.42444759,72.06285608,112,112,50,166,TEST +0X7B91BB399D1EF0E0,67.77266082,33.55741028,104.1271515,112,112,50,146,TRAIN +0X7B93FAE7841C1826,64.8031736,23.26012277,66.08585248,112,112,50,220,TEST +0X7B96EB2565E5E0F7,70.13330359,20.52873363,68.73453075,112,112,47,124,TRAIN +0X7B982CE3A8C024F4,59.58182665,35.83880584,88.67002854,112,112,50,173,TEST +0X7B9A154FC4B9A975,58.87947404,22.68843777,55.17545616,112,112,50,251,TRAIN +0X7B9BCBCF1AC67C22,62.49838898,18.89600592,50.38718447,112,112,50,130,TRAIN +0X7B9D5C68AB322E27,64.7134054,20.91473734,59.27105626,112,112,50,158,TEST +0X7BA1B13AB4EC602D,16.91861777,192.5433854,231.7527468,112,112,50,160,TRAIN +0X7BA58229FCBA50B3,56.37853166,55.06329746,126.229812,112,112,50,197,VAL +0X7BA58F095A0EDE7E,67.01031229,27.14256103,82.27589562,112,112,54,237,TRAIN +0X7BA9FD251A48D45B,39.27647247,60.60478344,99.80445127,112,112,50,168,TEST +0X7BB1CB83B94EB317,48.02570752,44.99347917,86.56871892,112,112,50,174,VAL +0X7BC38D46D3D3750C,24.30855517,76.12425926,100.5718142,112,112,50,124,TRAIN +0X7BC3BD3B6AA3AFD,64.54277863,42.22840475,119.0967682,112,112,50,211,TRAIN +0X7BC5E5DDF9DBE9F1,27.29976984,92.38537992,127.0771492,112,112,50,155,TRAIN +0X7BC611E29496FD3E,54.69032543,33.20360578,73.28149253,112,112,50,155,TEST +0X7BC859C176E9E6DB,65.89326979,24.58379708,72.07902056,112,112,50,256,TRAIN +0X7BC908B49BFFD76D,55.40695465,28.95148208,64.92376077,112,112,43,101,TRAIN +0X7BCC548D2F2EEEE5,62.71033474,26.19975565,70.26009878,112,112,50,164,TRAIN +0X7BCDD67EB4F5945E,58.86692249,53.07724172,129.037857,112,112,46,125,TRAIN +0X7BCEF24F83447FFE,48.61979315,63.55263147,123.6908829,112,112,50,179,TRAIN +0X7BCEF35CEC8302A4,60.05606572,33.50287805,83.87475759,112,112,50,200,TRAIN +0X7BD00517B6ED440D,64.57949743,40.45709026,114.2194134,112,112,62,280,TRAIN +0X7BD009AA7B30A5D8,53.23717826,57.00323283,121.8986167,112,112,50,227,TEST +0X7BD1EFE780ACD70B,64.5669128,11.78104049,33.24869894,112,112,50,199,TRAIN +0X7BD38A944FB7D285,48.44064455,51.35870846,99.61084271,112,112,43,127,TEST +0X7BD3D2A65C18A4CA,54.24596199,18.9859636,41.49571148,112,112,50,198,TEST +0X7BD51A04F3D1AF7,30.5800216,108.024889,155.6106635,112,112,50,268,TRAIN +0X7BD6977487C29ECF,33.67875881,70.22680911,105.8888643,112,112,62,225,TEST +0X7BD7893522AEAB1E,68.327068,18.25067355,57.62230521,112,112,50,185,TRAIN +0X7BE4A633CA420375,32.08220101,72.45198147,106.6759856,112,112,50,185,TRAIN +0X7BE6BA90FB9BC4C6,58.96562447,30.40871311,74.1054609,112,112,50,146,TEST +0X7BE93FB0FD83D91D,55.14175579,72.85300904,162.4071791,112,112,50,198,TRAIN +0X7BECA917CA87A9DA,55.44663959,61.46734687,137.963436,112,112,57,164,TRAIN +0X7BED18C482386E18,67.84263018,12.24089357,38.06559319,112,112,50,149,TEST +0X7BF746EB936C65BE,59.11953907,22.73985484,55.62524082,112,112,50,150,TEST +0X7BFEEBCCC38DB440,40.42403717,41.70854142,70.00900941,112,112,50,161,TRAIN +0X7BFFFB7899AF3782,45.23591139,33.33491517,60.87002635,112,112,55,277,TRAIN +0X7C053B5DB5BAEB83,52.20312474,53.10159083,111.0984568,112,112,50,142,TEST +0X7C076CFBDD1CB990,64.27911576,29.97063101,83.90226516,112,112,50,155,TRAIN +0X7C084027BD7966B9,68.20924273,14.20527561,44.6836654,112,112,53,288,TRAIN +0X7C0C60C983B89520,54.74978926,42.99451628,95.01506307,112,112,50,261,VAL +0X7C1078ADB86F63B2,41.93929011,38.69493798,66.64565083,112,112,50,64,TRAIN +0X7C10D53910F69D61,57.51362936,55.75183043,131.2228595,112,112,50,205,TRAIN +0X7C11A719A3C02AD3,65.44751412,22.94277996,66.39979548,112,112,50,166,VAL +0X7C11CAFF545777DC,45.44417936,40.56668936,74.35813243,112,112,50,149,TRAIN +0X7C1277ADCD83E8BA,59.57957824,42.53501544,105.2314983,112,112,50,169,TRAIN +0X7C1A4682049A9C62,42.11897091,59.28822913,102.4311939,112,112,50,190,TRAIN +0X7C1B2513F22715C8,59.60837853,39.70197539,98.29260114,112,112,50,149,VAL +0X7C1B6369CCFFBDDF,57.72169282,21.32370701,50.43652038,112,112,50,195,TRAIN +0X7C1E9F9F4993DFFC,59.79746121,32.58894862,81.06191698,112,112,50,112,VAL +0X7C202E81AFCC7010,57.56545261,33.56639631,79.10157731,112,112,50,151,TEST +0X7C2086652C808B3D,58.93883488,17.71944654,43.15378408,112,112,50,172,TRAIN +0X7C23C2D126878C83,55.85548609,58.45077666,132.4077931,112,112,50,157,VAL +0X7C2B6DE932E8EB4D,50.04258761,44.56333008,89.2026387,112,112,50,128,TEST +0X7C371BCB4ACF8CFD,60.92711626,30.90107422,79.08572714,112,112,50,174,TRAIN +0X7C3724DE3C2BBEA6,82.20739995,9.545435354,53.64834441,112,112,50,96,TRAIN +0X7C39285C0277DBB5,52.72229362,27.2979168,57.73951169,112,112,50,154,TRAIN +0X7C39483D6FC66806,63.19035943,30.51182198,82.89084463,112,112,50,154,TRAIN +0X7C3A04F6182C79D6,68.56536345,20.16994046,64.16470071,112,112,50,181,TEST +0X7C3A0715974A7250,70.29552347,13.62731338,45.87629532,112,112,50,190,TRAIN +0X7C3C3EE6582C429A,66.14512307,38.53644402,113.8283388,112,112,50,212,TRAIN +0X7C3CA2BC6A6EE986,55.77821077,34.05940808,77.0195161,112,112,80,317,TRAIN +0X7C47EF804F3367E8,67.57989412,18.90371686,58.30862162,112,112,50,201,TRAIN +0X7C499024B4A4DA1A,55.31991811,55.23005898,123.61226,112,112,50,140,TRAIN +0X7C54E0438C0F6AB5,57.10425207,33.03524439,77.01286488,112,112,46,119,VAL +0X7C567D0F1DAB3620,55.47692017,49.78417712,111.8165619,112,112,50,167,TRAIN +0X7C5C65685D6ABC7A,59.71802596,31.16775288,77.37394611,112,112,62,136,TRAIN +0X7C5CE94A1B662182,54.64208121,46.79919235,103.1775566,112,112,50,176,TRAIN +0X7C65DA147A4EA7E1,57.09655403,46.3244777,107.9737924,112,112,50,97,TRAIN +0X7C6A6F5AE74EB074,51.78868717,57.22229751,118.6906022,112,112,50,198,TRAIN +0X7C6D2CA9F2B482CF,65.68858074,18.07835981,52.68904695,112,112,50,223,TRAIN +0X7C6D449DEDF42EE8,54.04614565,85.36093252,185.7535863,112,112,50,155,TRAIN +0X7C6FB8F7CE82D404,36.72769556,98.08987575,155.0281385,112,112,50,173,TEST +0X7C6FC9FFABD5BC8D,56.16987338,34.89848048,79.62213018,112,112,50,147,TRAIN +0X7C6FEF42346665BB,31.18242516,78.05700438,113.4259738,112,112,50,235,TRAIN +0X7C7BD92BD4602CAA,44.51432333,97.49075644,175.704366,112,112,47,178,TRAIN +0X7C7CB880947C5C5C,26.28119392,173.1181969,234.8358664,112,112,43,529,TRAIN +0X7C7D65DB11064625,63.66465997,18.44526955,50.76399323,112,112,50,200,TRAIN +0X7C7EB193BEC5D926,68.13193147,16.88356108,52.97955559,112,112,50,137,TRAIN +0X7C7F2E7816DBE8C1,63.0415224,42.74985599,115.6699593,112,112,54,187,TRAIN +0X7C883F8B60AF5C02,58.30925232,34.45334817,82.64027413,112,112,50,172,TRAIN +0X7C88FB0DAAC98643,60.25659741,42.38860827,106.6557102,112,112,50,105,TRAIN +0X7C8C939686F0D276,24.86371837,129.3907373,172.2080658,112,112,50,124,TRAIN +0X7C939BD6B4574A80,35.78272098,71.88947375,111.9472436,112,112,50,112,TRAIN +0X7C9F6CBD094B0359,56.97908025,44.71608485,103.9403274,112,112,67,178,TRAIN +0X7CA0A2B5B1F8A134,64.15419915,19.16820707,53.47406561,112,112,50,160,TRAIN +0X7CA10684E319705F,49.61285781,69.10945399,137.1569233,112,112,50,197,TEST +0X7CA133BB031E0FFD,64.76680713,27.89027457,79.15908921,112,112,50,85,TRAIN +0X7CA15DC6A1C6DA13,67.69448853,17.75402706,54.95665057,112,112,50,152,TEST +0X7CA9A912598CA322,56.51906656,52.74414847,121.304085,112,112,50,269,TRAIN +0X7CA9F39E5042977C,63.96202138,10.85927787,30.13287174,112,112,71,109,TRAIN +0X7CAE371CDC897CE6,60.33775815,42.34277515,106.7584009,112,112,27,81,TRAIN +0X7CAE69437044224A,56.34413512,52.33149519,119.8727716,112,112,50,231,TRAIN +0X7CB071721715D80F,28.0679592,205.8854322,286.2221478,112,112,50,179,TRAIN +0X7CB28DF1B556246B,65.03518468,41.44000738,118.5191656,112,112,50,251,VAL +0X7CB7207DB5849348,61.23192213,19.31029615,49.80978479,112,112,50,165,TRAIN +0X7CB7C518E22849C0,68.68506911,12.88540925,41.14781315,112,112,50,121,TRAIN +0X7CBAA73896DCFDB9,28.80794356,89.63697454,125.9086744,112,112,50,190,TRAIN +0X7CBDDB20A1855D5B,46.57317926,48.60704738,90.97873822,112,112,50,176,TRAIN +0X7CC04BF5B6684CEE,64.2507571,21.00289213,58.75059281,112,112,50,183,VAL +0X7CCAC8AD825CB21A,60.28219275,51.43577612,129.5030609,112,112,46,135,TRAIN +0X7CCD7AEC19D4AFE8,60.61095111,34.56327575,87.74843952,112,112,50,160,TRAIN +0X7CD73F9F79E1F4DE,59.754516,18.24255872,45.32821301,112,112,50,199,TRAIN +0X7CDAB7D00122C00F,29.3368738,64.34934348,91.06495416,112,112,50,166,VAL +0X7CDC48EE66ABB915,64.90439654,23.55320671,67.11155926,112,112,50,180,TRAIN +0X7CDF036B61A17CC3,59.9696982,27.23264019,68.03006463,112,112,50,246,TRAIN +0X7CE0D85A16659110,61.87560839,30.26303638,79.37972279,112,112,50,79,TRAIN +0X7CE3B7D2F8976E7D,66.76352966,18.97615648,57.09437942,112,112,50,197,TEST +0X7CE6275BC5A013A0,40.01306554,71.35095031,118.9441517,112,112,50,201,TRAIN +0X7CE6AFF52A6B8670,60.85078249,31.43506559,80.29551443,112,112,50,136,TRAIN +0X7CE7F41BF99545F6,51.5913111,37.18763636,76.82016845,112,112,50,141,TRAIN +0X7CE9AAE0242EF73D,60.00321681,59.43383341,148.5965337,112,112,50,180,TRAIN +0X7CEA8E5FA8F3FB3F,39.40302523,64.96244057,107.2040986,112,112,54,266,TEST +0X7CEB5315352C1FC9,30.35788692,69.54253207,99.85701037,112,112,50,198,TRAIN +0X7CEF57328013C8B6,60.77310357,16.04349492,40.89922063,112,112,50,104,TRAIN +0X7CF265240EBC0648,69.71800927,9.646766434,31.85644736,112,112,50,167,TRAIN +0X7CF70061E3B47DE6,65.04917099,25.25236886,72.25112989,112,112,50,162,VAL +0X7CFF2E1311F09165,60.37208668,16.54261985,41.74486734,112,112,50,112,TRAIN +0X7D011309F536A7E0,60.79837781,31.09616425,79.32366701,112,112,50,733,TRAIN +0X7D01D8A3BF2A3A46,59.93759375,45.05243192,112.4556314,112,112,50,163,TRAIN +0X7D0223AF4A3B9955,63.26840561,33.06767815,90.02516417,112,112,51,195,TEST +0X7D06F10AF881B055,58.33483174,25.3127359,60.75275094,112,112,50,172,TRAIN +0X7D0AC305541BEEAA,65.24566901,22.87561789,65.82091281,112,112,50,193,TRAIN +0X7D0FC6E69A6AD15A,54.9698511,56.45760825,125.3773519,112,112,50,141,TRAIN +0X7D1234DED3EAC45,68.33280054,16.10850191,50.86809756,112,112,50,201,TRAIN +0X7D129213628239FA,56.22275589,40.53203555,92.58699668,112,112,50,191,TRAIN +0X7D131134E996F284,65.59859953,46.85966028,136.2143972,112,112,50,167,TRAIN +0X7D1BEA2D8E1CF02E,60.22934836,32.62724869,82.03850666,112,112,50,183,TRAIN +0X7D1E11429C92D9FB,60.54224031,35.21387279,89.24448085,112,112,50,161,TRAIN +0X7D1F59C70EC5E749,55.08507488,31.21667764,69.50179157,112,112,51,144,TRAIN +0X7D2089086EF49B62,23.45713596,122.9404999,160.6165401,112,112,50,114,TRAIN +0X7D2478A652A3B024,55.17331609,34.08826503,76.04458339,112,112,50,189,TRAIN +0X7D24D09D4B66FB12,63.39263764,26.72955519,73.01688369,112,112,50,181,TRAIN +0X7D25EEAD9C236D01,63.23919704,28.96147053,78.78356345,112,112,55,220,TRAIN +0X7D263C90CF9FCAB7,57.1499326,38.1470614,89.02450735,112,112,50,160,TRAIN +0X7D2C9FE972A828D3,63.87714402,23.45008842,64.91759243,112,112,50,146,TEST +0X7D32BEF617ED61E9,55.26065842,37.86544154,84.6356701,112,112,50,115,TEST +0X7D34DA638DFF03C6,61.11200149,31.5107951,81.02961403,112,112,50,147,TRAIN +0X7D37F4AEEDA7A721,65.72613216,32.8329404,95.79584233,112,112,50,197,TRAIN +0X7D39012AC4B412BE,56.02211871,40.21469453,91.44300123,112,112,50,188,TRAIN +0X7D39A36B39114D,65.58657478,17.29163758,50.24677859,112,112,50,159,TRAIN +0X7D3A348B868CFCB2,61.96145792,40.85382803,107.4011405,112,112,52,263,TRAIN +0X7D3AA96EF70A00D5,64.78928469,15.7163549,44.63514802,112,112,50,181,VAL +0X7D3CE6662D2113FA,62.64708559,21.90939197,58.65510715,112,112,50,109,TRAIN +0X7D41714643A4524D,59.30430419,30.79582762,75.67342691,112,112,80,306,TRAIN +0X7D466FE3AC012BBB,57.66605305,24.74447353,58.45066504,112,112,50,223,TRAIN +0X7D469692EDE2EF91,73.65482685,16.09255189,61.0834926,112,112,50,147,TRAIN +0X7D47E45DC22458A,59.80125371,23.6238643,58.76766437,112,112,50,124,TEST +0X7D4C42BDA9299A46,54.74011943,74.12174817,163.7692085,112,112,50,191,TRAIN +0X7D4E031123DA9E4F,65.91033343,11.61935988,34.08469794,112,112,50,146,TEST +0X7D4E2B016F111A25,44.55775876,56.98273631,102.7785584,112,112,47,178,TRAIN +0X7D52513975CDE18F,54.73939298,30.64853688,67.71570003,112,112,50,128,TEST +0X7D52A5663195DC72,68.64641537,35.20150985,112.2726803,112,112,50,162,TRAIN +0X7D537B2C2CDCB140,64.01058614,21.79718864,60.5655561,112,112,59,228,TRAIN +0X7D567F2A870FD8F0,29.12701318,75.01647077,105.8463515,112,112,50,137,TEST +0X7D57150EFE76C557,60.67081128,17.57191805,44.67907583,112,112,50,117,TRAIN +0X7D5A835A93B83445,61.72192005,27.14159884,70.9063748,112,112,50,157,TRAIN +0X7D5C2B6F2A436FA1,39.53793709,86.07216503,142.3573078,112,112,50,203,TRAIN +0X7D61161FC3365FF8,11.44263005,207.3127443,234.0999337,112,112,50,141,TRAIN +0X7D63A7259A3897D0,28.48761245,68.51931485,95.81460946,112,112,64,133,TRAIN +0X7D687BF5AC8C33FF,71.71773239,12.54510814,44.35679737,112,112,26,52,TRAIN +0X7D6FE68C1C17A7C6,51.7253626,17.46421519,36.17679206,112,112,68,187,TRAIN +0X7D714831754A6554,61.72334043,18.42166033,48.12765934,112,112,50,155,TRAIN +0X7D73E6E86837FFD9,51.57415042,68.0470183,140.5179649,112,112,50,148,TEST +0X7D74FC40A9B3DEFE,59.21754424,39.49040433,96.83184495,112,112,50,151,TRAIN +0X7D759A4FA9F2837,62.14451526,27.35834129,72.270482,112,112,50,183,VAL +0X7D75B913B4E1EA73,66.50591735,23.21494769,69.31059414,112,112,51,181,TRAIN +0X7D78994E4A3FCC6D,25.00541992,94.63470179,126.1887215,112,112,50,98,TRAIN +0X7D78F3613852C759,56.44319616,22.48118253,51.61348066,112,112,50,178,TRAIN +0X7D7C468C359E3E07,46.83722129,31.73800288,59.69966892,112,112,50,235,TRAIN +0X7D8600F1074A1731,62.56289969,37.75216876,100.8415941,112,112,50,256,TRAIN +0X7D8896D7ABA514A8,39.29384275,52.02964253,85.70735637,112,112,68,203,TRAIN +0X7D88E00C316BF203,54.62594436,45.70695222,100.7336716,112,112,50,180,TRAIN +0X7D8ABCFB75E1ADBB,29.37195158,130.5094373,184.7841477,112,112,50,155,TRAIN +0X7D8D06DE42E09937,56.51067294,31.59261182,72.64451753,112,112,50,182,TRAIN +0X7D919A10DD368B11,53.42264233,43.62656547,93.66474967,112,112,52,165,TRAIN +0X7D94F81C5387DFB9,69.85986922,30.02293691,99.61117001,112,112,50,100,TRAIN +0X7D99736023C684B0,62.68412133,48.73370994,130.5977822,112,112,50,204,TRAIN +0X7D9F7769029B6B6C,50.0403773,48.00753293,96.09266511,112,112,50,119,TRAIN +0X7DA2B79E3C7E5531,68.8227106,23.04610916,73.91954082,112,112,47,108,VAL +0X7DA74EAC9DFC2D5B,56.18941938,38.43637412,87.73308541,112,112,50,76,TEST +0X7DA7FE6D7C38E348,63.58867382,30.96488082,85.04189236,112,112,50,188,TRAIN +0X7DAE3C83E62D7300,63.11383117,25.79533369,69.93226598,112,112,50,193,TRAIN +0X7DBCD32E64B1AB22,58.73392617,55.6477983,134.8512062,112,112,50,251,TRAIN +0X7DBD9306566CBD10,63.06909495,17.64098174,47.76753159,112,112,50,134,VAL +0X7DBEF3FB9A0BCA64,65.91034199,31.01237542,90.9729731,112,112,50,264,VAL +0X7DBEFBE8095593DB,49.66956676,76.58908511,152.1725131,112,112,50,109,TRAIN +0X7DC0B4B357668325,66.35297688,27.93159301,83.01356382,112,112,50,176,TRAIN +0X7DC3724BF02AC1D0,54.70581549,58.63234867,129.4478514,112,112,50,174,VAL +0X7DC3F04A5A3EA2FB,64.85890992,21.19527189,60.31478203,112,112,50,142,TRAIN +0X7DC7546F7690E198,61.19113621,21.87246789,56.3594647,112,112,50,157,TRAIN +0X7DD0CDE4F55D32BF,53.95382208,45.10866083,97.96396328,112,112,53,277,TRAIN +0X7DD29CE777E65CEC,24.3873681,211.0787592,279.1580639,112,112,47,195,VAL +0X7DD583CBA190CCCA,64.80552977,24.05088668,68.33711808,112,112,61,208,TRAIN +0X7DDD45D433603256,61.2857405,31.76764221,82.05669596,112,112,50,149,TRAIN +0X7DDDD231EBB796C1,69.62621651,19.60055249,64.53115231,112,112,51,176,TRAIN +0X7DDF0EC1E66C7415,68.68121257,20.5367604,65.57329348,112,112,53,177,TRAIN +0X7DE5F4D17C87F518,65.73181401,23.46033203,68.46096854,112,112,50,202,TRAIN +0X7DE76E1393920C4C,34.80191538,153.0885945,234.8053557,112,112,50,183,TRAIN +0X7DE8489883F940C7,30.41001759,77.83402101,111.8465881,112,112,50,148,TRAIN +0X7DE8BF9416439516,78.13683195,8.028378854,36.72102248,112,112,50,192,TRAIN +0X7DE8E63672D26C40,52.53655395,45.40898026,95.67147783,112,112,50,162,TRAIN +0X7DED63697C8793C1,57.114564,35.97645204,83.88967302,112,112,50,229,TRAIN +0X7DEDA8CF84A3A406,63.21560232,24.52196542,66.66403954,112,112,50,163,TRAIN +0X7DEF57A51BC30923,36.81156407,76.69482422,121.3747786,112,112,50,251,TRAIN +0X7DF4117F27AA3D96,55.62757586,26.16392169,58.96437304,112,112,50,154,TEST +0X7DF4CD457E50176D,64.00741187,36.73209502,102.0546088,112,112,50,209,TRAIN +0X7DF4F29C9FA848A4,52.05759615,61.85452514,129.0184058,112,112,50,204,TRAIN +0X7DF5817CCA22438E,65.35719798,16.30864462,47.07657484,112,112,50,186,TRAIN +0X7DF5D27D4C9EAD89,68.25787373,17.80966239,56.10733899,112,112,50,129,TRAIN +0X7DF70019168CB29B,55.07684653,44.60397413,99.28949927,112,112,50,161,TRAIN +0X7DFAE6F2089B2594,57.46811168,20.1533862,47.38417926,112,112,50,165,TRAIN +0X7DFF7BAA1B2E4700,23.72403032,225.6018526,295.7705468,112,112,50,171,TRAIN +0X7E0135356970C1A1,59.37177958,21.18139978,52.1346974,112,112,50,155,VAL +0X7E03DC0DBBD76FFE,51.36917272,65.76393755,135.2309661,112,112,50,119,TEST +0X7E0565C38530F24C,62.00046847,23.71996839,62.421739,112,112,50,231,TRAIN +0X7E06DB07314DEC7,52.94270242,52.96579725,112.5559689,112,112,50,190,TRAIN +0X7E08C6E04DE8DB0F,32.97012006,74.65745498,111.3793655,112,112,50,285,VAL +0X7E09E67C095EA7C0,70.50775993,13.20104448,44.76107765,112,112,50,236,TEST +0X7E0ACE153EE2260F,64.16887735,36.81078345,102.7341058,112,112,27,97,TRAIN +0X7E1023DC25D3B318,38.72332336,111.3855173,181.7747362,112,112,50,161,TRAIN +0X7E12D3121940CDF6,57.49892012,37.01041365,87.08111358,112,112,50,166,TRAIN +0X7E15A2E78B07ADE2,46.31325096,38.69952588,72.08394358,112,112,50,67,TRAIN +0X7E1703D6C05CEE3F,61.00890693,64.19908603,164.6506445,112,112,43,49,VAL +0X7E17E85D21D4D683,68.6910699,24.54344501,78.39119681,112,112,50,147,TEST +0X7E1B29A2BE138FC,42.12556685,82.78349995,143.0398458,112,112,50,165,VAL +0X7E1ED32C166D83A8,24.9886609,120.9103587,161.1894417,112,112,50,128,TRAIN +0X7E22E4FE22BE624B,64.25798262,39.40359706,110.2444684,112,112,30,82,TRAIN +0X7E236CD4C4C6A4A7,59.30492672,53.6222068,131.7658441,112,112,51,252,TRAIN +0X7E23FFF51EDA2FA7,45.08170061,45.46219108,82.7814983,112,112,50,193,TRAIN +0X7E2437FA9BB9A9BE,66.87754697,18.20976162,54.97709246,112,112,50,204,TRAIN +0X7E245EA8FCB5B13,54.67008933,84.90627736,187.3074006,112,112,43,232,TRAIN +0X7E2898BDFAEEFE47,55.07185507,84.62478118,188.355832,112,112,50,168,TRAIN +0X7E2A6FAF7D5669F0,56.89017055,53.34426349,123.7403724,112,112,46,167,TRAIN +0X7E2CCCD26033DD2A,42.86051162,48.00239855,84.00915009,112,112,50,201,TRAIN +0X7E2D179960B03654,67.32532221,20.2911682,62.10059157,112,112,50,202,TRAIN +0X7E2E682CAF764E00,45.99404444,58.29200285,107.9362493,112,112,50,252,TRAIN +0X7E2E832595076130,62.83395121,26.94202739,72.49096493,112,112,50,223,TRAIN +0X7E2E8534D07DDBE,68.27400759,23.22863052,73.21640318,112,112,50,167,TEST +0X7E2F6A8A773EBE57,51.46632895,48.41276824,99.7508888,112,112,50,296,TRAIN +0X7E2FF5B9369E2E51,61.77231145,12.79214921,33.46304653,112,112,50,139,TRAIN +0X7E32DC733A9F4C7,57.8856693,29.13065089,69.17039974,112,112,50,153,TRAIN +0X7E338DE86354DFBB,63.5323492,32.59903066,89.39163876,112,112,50,143,TRAIN +0X7E379B92108E37EF,57.67654869,31.72659041,74.96220044,112,112,50,172,TEST +0X7E37D63514270905,46.73357637,83.3307647,156.4414485,112,112,50,136,TRAIN +0X7E420105768FD9FE,61.1933384,25.3139466,65.23093085,112,112,50,200,TRAIN +0X7E429DC3AED5BE34,16.00077796,187.1012372,222.741631,112,112,47,142,TRAIN +0X7E43798B43C11709,51.65908078,53.32414339,110.3085011,112,112,50,262,TRAIN +0X7E45FF332B9BE28E,34.468554,56.7718221,86.63294581,112,112,50,160,TRAIN +0X7E4639354A0AF043,19.64836328,128.5988548,160.0450968,112,112,50,221,TRAIN +0X7E46A5FDB773F2FC,8.775264975,294.5073513,322.8371683,112,112,47,133,TRAIN +0X7E4D98875A3BF1AB,63.47419251,35.60457468,97.47785778,112,112,50,374,TEST +0X7E4F89B98A52555F,61.66211666,25.99068893,67.79375037,112,112,50,182,TRAIN +0X7E51B1F0EBC1BD6C,55.29903795,26.82022628,59.9992149,112,112,50,89,TEST +0X7E53AE264125B7F9,49.0460438,31.48488527,61.79085516,112,112,50,141,TRAIN +0X7E5F7C851AE9AF55,56.07451624,31.50034557,71.71314433,112,112,50,190,TEST +0X7E654BC9652802D5,49.28701111,46.52626954,91.74428595,112,112,50,108,TEST +0X7E655DBE953C1A73,66.20364652,25.63112659,75.83991749,112,112,50,181,TEST +0X7E673A7B6123F76C,58.54665807,25.10343593,60.55829219,112,112,50,131,TRAIN +0X7E6AA3C86277C4E,45.0278843,52.49031988,95.4853551,112,112,50,179,TRAIN +0X7E6CEE047BF80FF6,67.26598601,23.15179511,70.7270276,112,112,50,142,TRAIN +0X7E6E3C03C2A05522,57.95307033,61.67529827,146.6820497,112,112,50,174,TRAIN +0X7E6E452DB3269A4F,55.25756386,69.72024162,155.825761,112,112,50,201,VAL +0X7E72FD13490DB722,60.31803601,37.41232617,94.28042971,112,112,50,137,TRAIN +0X7E731D5758FB247F,41.61094672,93.57216333,160.2563461,112,112,68,301,TEST +0X7E773DD1C25D761,64.00632979,24.54387738,68.18942675,112,112,50,220,VAL +0X7E7BC8F597A191C6,47.72760084,83.28164397,159.3224059,112,112,50,173,TRAIN +0X7E7C1BDAFEBB61FA,54.99494205,39.4252308,87.60177766,112,112,50,137,TRAIN +0X7E7D546F8D68F445,69.04751882,18.30129512,59.1270697,112,112,50,129,TRAIN +0X7E83551D8C9C79BD,64.55553637,39.08454638,110.2698204,112,112,50,168,TRAIN +0X7E8632AE4089326E,16.90771975,166.4801063,200.3556838,112,112,50,251,TEST +0X7E870E21566FC34B,46.61105136,35.91811781,67.27631604,112,112,50,202,TRAIN +0X7E8800EA8C40DF0C,60.50339507,29.16259714,73.8357061,112,112,50,103,VAL +0X7E8CCD93D8EA9D7,48.96760262,23.04795536,45.16337962,112,112,50,161,TEST +0X7E9560406E173927,65.29473707,44.61733499,128.5607174,112,112,50,195,TRAIN +0X7E97922390602019,63.65966713,42.0762533,115.7838962,112,112,50,168,TRAIN +0X7E991F3C31F6C17,50.38879037,60.35455381,121.655074,112,112,50,191,TRAIN +0X7E9BC4EAB9EEA7F9,21.74201894,205.7036767,262.8532885,112,112,47,237,TRAIN +0X7EA59EE03F02C35B,58.25489486,44.34760913,106.2342734,112,112,50,204,TRAIN +0X7EA8D9C268C16137,67.12414745,25.29426949,76.93874844,112,112,50,163,TRAIN +0X7EB2FC6CD65F86D2,65.22165657,21.16325346,60.85181572,112,112,80,213,VAL +0X7EB4493502BE6170,23.48966831,54.34960983,71.03564789,112,112,50,201,TRAIN +0X7EB490F7C2A158D8,57.0748707,39.99221664,93.16737605,112,112,50,195,TRAIN +0X7EB6CE7A0EE060B0,61.45972921,33.91939941,88.01027788,112,112,50,164,TEST +0X7EBA049982BB9A40,65.41625519,28.9476144,83.70294937,112,112,50,195,TRAIN +0X7EBB0C21B95DA27D,45.30345454,73.37509525,134.1494141,112,112,73,259,TRAIN +0X7EBF7E6F42E75FC3,57.32214173,50.57254448,118.4983186,112,112,46,123,VAL +0X7EC12AC2BF084B28,29.67506723,95.79686329,136.2203411,112,112,50,181,TRAIN +0X7EC4B89BCFA4841D,55.62102241,48.22696309,108.6707394,112,112,40,163,TRAIN +0X7EC67D9015EF4B0D,20.60517951,108.5407253,136.7100833,112,112,62,204,TEST +0X7EC841CC6F0DC078,57.60420813,56.29448329,132.7831863,112,112,40,161,TRAIN +0X7EC96F4D9167A448,24.43284873,150.6727643,199.3892343,112,112,50,204,TEST +0X7ECD0FC05155C51A,67.64995117,20.32424368,62.8260062,112,112,50,172,TRAIN +0X7ECD208BCBDB30FF,62.98357872,32.54418826,87.91824584,112,112,53,236,TRAIN +0X7ECF02812DE8EFCE,61.83475646,25.65820542,67.22924589,112,112,50,99,TRAIN +0X7ED073E0F80E43D3,61.87473887,38.18086083,100.1458343,112,112,50,224,VAL +0X7ED1E92FFFD1AF5C,57.55435709,34.95883454,82.36142072,112,112,50,97,TRAIN +0X7ED2FA1C9CE297BF,60.19127232,36.8147192,92.47901488,112,112,40,65,TRAIN +0X7ED3009A9CD8ADB5,64.52305968,25.83251322,72.81494118,112,112,53,226,TRAIN +0X7ED560E44F1FA0C4,56.05609941,41.09311149,93.5126626,112,112,50,259,TRAIN +0X7ED6C6FC729A391B,60.12500623,41.38905435,103.7970177,112,112,50,223,TRAIN +0X7ED87AB27BE161FF,55.9146319,59.373445,134.6783469,112,112,47,109,VAL +0X7EDFA78D3FB002B0,61.96104999,23.21652027,61.03354658,112,112,50,258,TRAIN +0X7EE27209D0508B79,50.21909879,54.10140526,108.6790394,112,112,50,190,TRAIN +0X7EE47A0A4ABB0115,21.65183511,96.66269658,123.3758273,112,112,104,418,TRAIN +0X7EE64D322158B13F,64.93427613,28.63176879,81.65172605,112,112,50,240,TRAIN +0X7EE933A1912A146,59.94795394,24.88591849,62.13395054,112,112,51,222,TRAIN +0X7EEA66DBE251854B,35.15522973,104.4509125,161.0783908,112,112,50,142,TEST +0X7EEEA16525CC87E5,65.58386491,26.82763448,77.95074728,112,112,50,167,TRAIN +0X7EEFE2B06DC5E7D1,56.41486722,35.20267813,80.76762851,112,112,50,150,TRAIN +0X7EF7C12373EF33BD,54.57114243,72.7891272,160.2266293,112,112,50,164,TRAIN +0X7EFDA5A4CDF6C678,54.69851673,42.69165542,94.23897925,112,112,50,132,TRAIN +0X7EFE15741DE591F6,69.31478074,18.44021173,60.0947693,112,112,50,147,TRAIN +0X7EFE1E76A839FA63,68.11929527,17.11417254,53.68191415,112,112,50,141,TEST +0X7F048295BF84C41B,52.16553075,48.07378704,100.5003041,112,112,70,227,TRAIN +0X7F058A3503090EC8,57.86592168,26.68619546,63.33636933,112,112,50,71,TEST +0X7F1E35093F4B437E,63.07159737,36.15957362,97.91805505,112,112,50,156,VAL +0X7F1E7ABCC62403A0,65.25174036,21.60740981,62.18271083,112,112,50,204,TRAIN +0X7F20614AB09F7092,48.87151718,45.96094743,89.89303983,112,112,50,153,TRAIN +0X7F2326218F61FEDE,71.73025984,28.27193078,100.007749,112,112,50,180,TRAIN +0X7F271243B0FAAA2D,17.3374433,57.17763257,69.16992995,112,112,50,109,TRAIN +0X7F27475CB49B8FE,62.36229295,19.41436039,51.58220812,112,112,59,204,TRAIN +0X7F2BC02FB5C2AFBC,55.33682148,34.21549953,76.60784715,112,112,50,135,TRAIN +0X7F2CD5493EA12EBE,60.17280417,31.85145781,79.97414116,112,112,50,143,TRAIN +0X7F33CFDB31ADCD6A,76.09294284,19.72293657,82.49838715,112,112,50,157,TRAIN +0X7F3ABE82B6992583,67.58827317,19.12209698,58.99746434,112,112,50,207,TRAIN +0X7F3F1029C810EC0C,57.13376421,58.29363145,135.9896207,112,112,50,176,TRAIN +0X7F44B26015459155,54.91167306,33.79275946,74.94791169,112,112,50,134,TRAIN +0X7F49972656B12401,61.88078706,37.64563924,98.75765091,112,112,50,193,TRAIN +0X7F4A99BDBFC2182F,57.62899704,18.24828908,43.06787144,112,112,56,173,TRAIN +0X7F4C057216F1A154,60.45489956,33.99809381,85.97296106,112,112,50,157,TEST +0X7F50F813F8D25B5B,41.04398344,50.57777069,85.78898922,112,112,51,108,TRAIN +0X7F59661D773B332C,21.95819844,158.7741633,203.4475884,112,112,64,246,TRAIN +0X7F5987A4C2EE04A,41.13668527,33.39968516,56.74108792,112,112,50,232,TRAIN +0X7F5CB71A507DF8D1,55.67947645,26.80190606,60.47290039,112,112,50,138,TEST +0X7F5FDD0D4BE306D8,23.86747518,136.510866,179.3068946,112,112,46,119,VAL +0X7F626207A5FD5189,63.32583666,33.3876371,91.0385788,112,112,50,198,VAL +0X7F65556BA84EBBCB,65.4839886,40.49244256,117.314953,112,112,47,126,TRAIN +0X7F666F93B086F12C,59.33194336,30.66363565,75.39980561,112,112,57,178,TEST +0X7F6828554FDAF24,62.87475728,19.36872129,52.17129874,112,112,50,163,TRAIN +0X7F6B899860079B54,18.12811438,159.7542697,195.127141,112,112,50,174,TRAIN +0X7F6D009D54D33E63,60.31436348,13.70869614,34.5432185,112,112,50,690,VAL +0X7F6DB8B3D4E8B55,58.12878758,43.84624706,104.7169273,112,112,50,206,VAL +0X7F6E0885BC9B860B,65.42676339,13.8335389,40.01227613,112,112,50,141,TRAIN +0X7F7068CC85CAA239,61.43615318,15.84096199,41.07723502,112,112,50,138,TRAIN +0X7F729CDC1F8A8FB2,68.83586837,33.53178696,107.597373,112,112,50,256,TRAIN +0X7F76F93FC067F40D,35.2626075,67.03461914,103.5485313,112,112,57,188,TRAIN +0X7F83AF45B348B1D9,60.19274054,32.10058195,80.64001988,112,112,50,124,TRAIN +0X7F888CA2AE13003C,61.49062556,20.30777514,52.73462744,112,112,50,179,TRAIN +0X7F8C1AE16F2BE812,47.82459179,36.32552975,69.62193684,112,112,51,164,TRAIN +0X7F8E427A8C0CAA8,57.0048634,13.49478112,31.38676182,112,112,50,143,TRAIN +0X7F9D0256F9D9B44F,61.80811475,22.74279944,59.54877402,112,112,59,117,TRAIN +0X7F9E684F7BD8FF64,67.18997495,17.88843468,54.52124663,112,112,50,139,TRAIN +0X7F9ED6D9B7543E46,55.44661646,31.00162117,69.58309045,112,112,50,175,TEST +0X7FA12212C7887EC7,66.51171863,30.03970328,89.70213476,112,112,50,123,VAL +0X7FA1AACC44E2B13D,63.69708522,28.66096353,78.949483,112,112,50,158,TRAIN +0X7FA1DE5F5006E04B,58.19341367,26.78903795,64.07851083,112,112,50,146,TRAIN +0X7FA40A4991567843,60.70795178,27.18466563,69.18617598,112,112,50,140,TRAIN +0X7FA84CF03DD99FD3,77.11256377,18.70636455,81.73202261,112,112,50,189,TEST +0X7FACBF00899A8ACF,59.66501159,11.04591329,27.38543812,112,112,50,167,TRAIN +0X7FADA6C7AC45A389,65.72141547,12.52381173,36.5353818,112,112,50,167,TRAIN +0X7FB15C9CF30544A4,54.76830841,13.24416957,29.28073018,112,112,50,111,TRAIN +0X7FB52DF47D58D5EF,56.66973198,35.35409868,81.59215323,112,112,50,165,TRAIN +0X7FB86702C128C3E7,45.26348702,54.26468904,99.13800877,112,112,50,140,VAL +0X7FBA0A353972E8CE,50.95987326,66.13643754,134.8618813,112,112,50,151,TRAIN +0X7FBBFD75F86988E1,59.61069985,36.90197374,91.36571717,112,112,50,247,TRAIN +0X7FBE933AD38C3009,65.16312541,20.73935324,59.53276085,112,112,50,132,VAL +0X7FCC13D41D507C64,22.99333885,236.1394192,306.6480428,112,112,50,169,TRAIN +0X7FCE5D1FB46D6BDE,67.5916248,23.71462398,73.17436876,112,112,50,288,TEST +0X7FCF556C166C571,51.58276453,60.77179472,125.5168622,112,112,50,241,TRAIN +0X7FD042711B0E1D27,58.35720994,27.37385608,65.73492324,112,112,50,140,TEST +0X7FD058A6306C7EF8,67.89240178,30.72322359,95.68832703,112,112,50,128,TRAIN +0X7FD0FEBD1D0CB00C,35.06265097,75.45029175,116.1893623,112,112,62,186,TEST +0X7FDE5F6E1091C024,15.33213045,80.06886692,94.5681843,112,112,50,138,TRAIN +0X7FDEEB42B822AABC,67.47899904,17.98864884,55.31394579,112,112,50,111,TRAIN +0X7FE0B07EC190E77D,40.49743917,93.90991443,157.8249963,112,112,50,203,TRAIN +0X7FE0C465A0251BAE,65.05034114,36.95077634,105.7257139,112,112,50,151,TRAIN +0X7FE18A8EC2E2E11A,57.22293514,29.94165825,69.99465333,112,112,50,107,TRAIN +0X7FE1C56B8173D76B,57.38412227,36.77493604,86.29397773,112,112,50,174,TRAIN +0X7FE309A386708568,42.23730772,86.51245476,149.7721996,112,112,50,229,VAL +0X7FE48E5475ADE2E3,30.62386649,66.29597322,95.56020185,112,112,50,155,VAL +0X7FE620885816A032,27.32638267,250.6960462,344.961563,112,112,50,148,TRAIN +0X7FE6224B4AC49B7E,44.88153648,88.32093513,160.2383838,112,112,50,201,TRAIN +0X7FE8D1F8E0376B88,52.79381651,39.43018191,83.52757838,112,112,50,205,TEST +0X7FE97EB98940401D,60.05069164,43.27061025,108.3137907,112,112,50,279,TRAIN +0X7FE9B2FFC96B60E6,19.06198909,233.6818976,288.7171244,112,112,57,185,VAL +0X7FEC2CF1EBF472C6,63.99175686,29.7685198,82.67140299,112,112,50,227,TRAIN +0X7FF2092E3F8724DC,57.36852103,39.52573705,92.71490929,112,112,50,181,TEST +0X7FF6111130FB1E5E,47.05551581,51.39366949,97.07086636,112,112,50,131,TRAIN +0X7FF6AF6E2EAF781,29.10911608,84.17617268,118.7404755,112,112,50,193,VAL +0X7FFB6106C779A974,65.0205148,43.72061004,124.9892896,112,112,57,230,TRAIN +0X7FFE47211BD0EA01,37.01588014,65.63410326,104.2073834,112,112,50,184,TRAIN +0X7FFE99C52C424E9A,64.66340947,24.09797678,68.19553446,112,112,50,186,TRAIN +0X800ACAD85B587B0,61.44250377,25.00004758,64.83835837,112,112,63,299,TRAIN +0X803C3B563A14E1F,67.46156753,34.797372,106.9423736,112,112,50,294,VAL +0X8054AB409CF3EB,72.34435838,20.66809551,74.73374075,112,112,50,253,TRAIN +0X808E84C059F2E12,55.31541269,50.47371061,112.9555259,112,112,50,148,TRAIN +0X809DF9732C992B1,69.16882875,22.19678874,71.99463349,112,112,50,186,TRAIN +0X80BB507E25E9051,61.56250931,38.73317923,100.7692712,112,112,50,149,TEST +0X810938B35377D16,65.64151332,45.8386933,133.4130159,112,112,50,252,TRAIN +0X812DBE8706E91E5,68.16823569,22.54087483,70.81252113,112,112,57,229,TRAIN +0X814D190DF9A8A2D,55.31923926,25.23482886,56.47806448,112,112,50,174,VAL +0X818765E8E170C5,51.46881959,39.30666117,80.99259248,112,112,50,180,TRAIN +0X81C37C9513EF69,53.40086976,31.44128494,67.47182785,112,112,50,251,TRAIN +0X81E84BB3D703367,35.71458806,84.78725373,131.8919039,112,112,50,180,TRAIN +0X8216721E18CBC00,31.20534886,104.4328544,151.8037416,112,112,50,169,TRAIN +0X821F08A571C0618,73.31255937,17.47219871,65.4697427,112,112,50,224,TRAIN +0X823D7223765294E,63.93235611,35.48496104,98.38447213,112,112,50,224,TRAIN +0X825E3913D0D68F2,61.84107346,16.14869897,42.31958401,112,112,50,165,TRAIN +0X827ECF66833BBA2,67.15506751,17.6503157,53.73832235,112,112,50,209,TEST +0X8288BB1A5DA12FF,53.17126797,33.69517709,71.95406673,112,112,76,227,TRAIN +0X8306A6BD55A19F5,59.46701563,46.92376285,115.766859,112,112,50,238,TRAIN +0X8325F4E34DD910D,80.4244382,15.15209901,77.40313747,112,112,61,267,TRAIN +0X834EF864ED0A453,47.77149629,43.03713714,82.40162762,112,112,50,165,TRAIN +0X837EE8D6BDBD824,58.8055986,35.3184166,85.73596265,112,112,52,186,TEST +0X838581B4AEFA558,61.38380974,21.09247534,54.62080852,112,112,50,167,TRAIN +0X8398A447D95E31,49.91541069,39.6817659,79.22949244,112,112,50,183,TRAIN +0X83C6343E938255C,64.55419996,21.73320039,61.31389436,112,112,50,180,VAL +0X83FBE3781C4F828,62.96697104,47.58726197,128.4995133,112,112,50,135,TRAIN +0X8429581F984C6A4,55.18870221,30.29995795,67.61678293,112,112,50,152,TEST +0X843AD4240FB0AD6,55.00550926,49.64216869,110.3294378,112,112,50,152,VAL +0X848378E4CE0BD88,59.82663968,13.53610419,33.69422942,112,112,37,96,TRAIN +0X84DF2CB5BBD3A91,65.96209128,21.21983387,62.34176738,112,112,50,150,TRAIN +0X8558D35ED09F890,40.37742288,81.97404973,137.4882699,112,112,50,191,TEST +0X85DEC5C015AA094,60.43570144,13.08751183,33.0790948,112,112,50,160,TRAIN +0X862D8340FB0AB5D,64.33699052,27.58915478,77.36070282,112,112,50,123,VAL +0X86643606EDB99E8,53.3266869,18.47129933,39.5757192,112,112,50,202,TEST +0X868028466F66DE2,56.23436634,61.73159662,141.0503892,112,112,50,187,TEST +0X86C408DFC3FF659,55.04048746,32.22081567,71.66629229,112,112,50,69,TRAIN +0X871CEFF60C7274C,52.8599245,49.17041002,104.3070243,112,112,50,153,TEST +0X875E7FCD5A76D74,22.85227538,34.16967134,44.29122376,112,112,50,121,TRAIN +0X876E335B4AF534E,55.1897854,32.05063994,71.52529892,112,112,50,124,TRAIN +0X87A60AE9795E5C3,64.45892084,36.3370892,102.2396901,112,112,50,176,TRAIN +0X87D7BC7C27ADD3C,67.75100519,13.50746935,41.8849314,112,112,50,165,TEST +0X87EDBD72DA6B2D3,37.52382613,91.51695678,146.4829728,112,112,50,163,TRAIN +0X881AA416D8AB418,23.61679003,143.0590707,187.2912525,112,112,47,142,TRAIN +0X8877F8DEB7D6CC0,72.94619496,25.19080729,93.11373116,112,112,50,181,TRAIN +0X88C42FCA83FB0A7,68.58924812,29.34211418,93.41423692,112,112,50,214,TRAIN +0X88CCC8BE9FDF7EA,57.78276177,49.84581477,118.0698143,112,112,50,176,VAL +0X88D256E56DDCF23,23.49234176,289.0907819,377.8586204,112,112,51,198,TRAIN +0X88D6A14569716D2,58.10520178,25.08957626,59.88709178,112,112,50,162,TRAIN +0X88E1A4DDF09741A,33.15706748,63.61650274,95.17311755,112,112,50,176,TRAIN +0X88E54370A17E06F,47.40819972,62.23342315,118.3329394,112,112,50,161,TEST +0X88F47DF3EAB4624,57.4013617,29.09248744,68.29440706,112,112,55,149,TRAIN +0X890D3BA23D088E7,62.12494141,19.30641535,50.97395507,112,112,50,178,TRAIN +0X8956CF90AA24E85,62.38330603,34.44532625,91.56925453,112,112,50,130,TEST +0X897DC95F2BA7FDD,65.06623696,26.71719683,76.47958452,112,112,50,225,TRAIN +0X89931CCA2CA8FEB,33.02884177,81.78771356,122.1237854,112,112,50,152,TRAIN +0X899CFAA2241B41A,54.96826694,51.70357912,114.8158767,112,112,50,147,TRAIN +0X89C66B02F23463,76.69393347,11.67157636,50.07956337,112,112,50,225,VAL +0X89F6E4E6E71311E,58.36755524,34.66370364,83.26127338,112,112,50,225,TRAIN +0X8A00B604D26DE91,69.07703897,12.28589633,39.73065941,112,112,57,158,VAL +0X8A02C375D49B3A0,58.96121552,45.79640415,111.5929839,112,112,50,115,TRAIN +0X8A609D00A0FAB1E,53.60154805,39.4077533,84.93333643,112,112,50,113,VAL +0X8AD33565052D9C0,58.53766327,28.58603466,68.9445818,112,112,50,147,TRAIN +0X8ADB8A9EE8822FD,61.51869428,35.40110697,91.99559709,112,112,50,237,TRAIN +0X8AE11CBC0A5D3E0,64.39235396,22.93968753,64.42348786,112,112,50,146,TRAIN +0X8AE76DB8D580220,61.1596668,41.86419072,107.7853542,112,112,50,197,VAL +0X8B81181EDD9DDFE,64.66858288,18.96767315,53.68500528,112,112,64,213,VAL +0X8C4EE7B7BDD0AE9,57.46261801,24.63243238,57.90773017,112,112,50,201,TRAIN +0X8C79A779F8014F8,62.83903264,32.65257771,87.86794325,112,112,50,193,TRAIN +0X8CC92C116365C7B,35.47523263,110.5524357,171.3333348,112,112,46,226,TRAIN +0X8D4753B7DADB6A6,57.95787351,27.35274371,65.06032399,112,112,50,97,TRAIN +0X8D6808AE8CCE022,64.49180199,43.43341473,122.3193999,112,112,50,191,TRAIN +0X8D771490D0E2E2E,58.87548382,13.89859227,33.79636664,112,112,50,197,TRAIN +0X8D9EBA5A4173367,45.53938194,40.45687628,74.28648025,112,112,50,142,TRAIN +0X8DB48002F8F408D,50.6861426,42.91158579,87.01729706,112,112,50,209,TRAIN +0X8DD547AAAF4577C,61.554413,26.30079496,68.41043931,112,112,54,182,TRAIN +0X8DDBA56BBEDA587,65.55612915,30.06675012,87.29201853,112,112,50,209,VAL +0X8E0549DB1C1180F,57.46141333,23.88640494,56.15232382,112,112,50,182,TRAIN +0X8E0D26B4A4C7F9C,75.39498879,8.405708185,34.16258628,112,112,62,165,TRAIN +0X8E2FCF5187C4872,61.11631645,63.67167699,163.7490875,112,112,50,189,VAL +0X8E4C0881B1F460D,58.37672741,24.80113523,59.58477958,112,112,50,237,TRAIN +0X8E7B765866B0CA7,37.69075686,53.67877215,86.14897155,112,112,50,154,VAL +0X8F03E72D159789D,56.95815703,29.84667132,69.343386,112,112,50,202,TRAIN +0X8F5D6CCBFC12DDD,55.25879955,64.64411114,144.4845254,112,112,50,171,TRAIN +0X8F75381F3CD39C3,38.95829469,37.48602114,61.4105077,112,112,50,135,TRAIN +0X9044899961C94FF,46.28299567,38.75565129,72.14782689,112,112,50,201,TRAIN +0X90500B5A7C0E6C0,60.49832393,46.80717146,118.4941403,112,112,50,202,TRAIN +0X9061772F56FB80F,45.42067237,42.11641796,77.16551264,112,112,50,167,TEST +0X90825C9FEC5E29B,38.40313064,40.60194417,65.91559699,112,112,50,118,VAL +0X90843A89F2D62D9,50.12628085,40.24649813,80.69680547,112,112,50,101,TRAIN +0X90BE54996D1FE56,66.83433026,24.17111178,72.8799146,112,112,50,234,TRAIN +0X914E962BA46BCAE,55.51593413,41.76265844,93.88228712,112,112,50,200,TRAIN +0X9190B2AF79FD1EF,58.07194428,26.30402318,62.73609098,112,112,50,178,TEST +0X91EEBF4F6984C3C,44.7345237,25.01381464,45.26119435,112,112,50,131,TRAIN +0X920784B3F888823,83.97052072,9.368651064,58.44638433,112,112,50,119,TRAIN +0X921B9F8EC62DE20,66.38253924,28.52773556,84.85987614,112,112,68,223,TRAIN +0X922773E4DBD8FDA,69.43312246,9.437814021,30.87595064,112,112,50,111,TEST +0X92A69D3CBDD8890,18.58248882,191.3270152,234.9949199,112,112,46,105,TRAIN +0X92E7F82947B0C28,68.2090777,8.040472286,25.29172388,112,112,50,168,TRAIN +0X932199C4C55B362,66.4865398,17.20608198,51.34081016,112,112,50,139,VAL +0X936B9FCB68B8F2A,54.50474554,32.5928937,71.64020531,112,112,50,135,TRAIN +0X93720259E693454,58.39207827,24.35370655,58.53141789,112,112,50,149,VAL +0X93769D5AAF18824,62.11963794,53.43421822,141.0604739,112,112,50,193,TRAIN +0X938895A99199D5E,35.97866451,87.97639372,137.4173048,112,112,68,247,TRAIN +0X93C06F6952E14DA,60.34969553,44.23470078,111.5620709,112,112,50,190,TRAIN +0X93ECC18675FEC51,62.05411232,26.71138224,70.39335188,112,112,53,177,TRAIN +0X93ED1CF2689DBEE,69.39572149,46.11109237,150.6687778,112,112,50,194,TRAIN +0X93F22EE30533FAD,21.79119791,120.9786319,154.6867216,112,112,47,135,TRAIN +0X9408F4FC14DA75D,64.21164219,27.24930576,76.14014006,112,112,64,161,TRAIN +0X9419D068656DB99,62.90642181,33.53431348,90.40463366,112,112,50,162,TEST +0X94423ABE1D87A82,65.22548332,37.0156176,106.4446645,112,112,50,129,TRAIN +0X9581FCED8A0EB28,45.5007768,72.65897787,133.3211257,112,112,50,124,VAL +0X966B4698CBD18F6,22.30219335,210.0020846,270.2805828,112,112,50,186,TEST +0X96ACFF7BE3F559D,64.79101325,29.18615262,82.89404302,112,112,50,184,TRAIN +0X96CE61C92FAEE43,45.13159237,77.20961972,140.7178066,112,112,43,157,TEST +0X97101B235AE00C6,64.20254289,28.91368666,80.77022501,112,112,50,186,TRAIN +0X972FF6E2B9B9B1B,56.79092172,35.5096474,82.18098791,112,112,50,200,VAL +0X973E4A9DAADDF9F,85.25287133,19.36816744,131.3351763,112,112,50,57,TRAIN +0X973FF05037F911F,65.18005622,29.11187742,83.6069053,112,112,61,224,TRAIN +0X9756BC052F770E5,24.76459125,101.1449685,134.4379863,112,112,50,178,VAL +0X9776C2BDF17D2F,60.24149076,92.90227765,233.666401,112,112,50,217,TEST +0X977FA9B62EA3FD1,56.05062255,23.7581249,54.05793275,112,112,50,201,TEST +0X9790A6812535DA6,32.18526998,94.19061177,138.8940305,112,112,50,149,VAL +0X98217365CE7C868,63.37850042,27.4681522,75.00553641,112,112,46,173,TRAIN +0X983B0EA3147F367,67.6457405,38.03955238,117.5720074,112,112,30,91,TRAIN +0X989B4D72DC92247,54.50865746,45.77144526,100.6157275,112,112,47,152,VAL +0X98A5CDCC73DC4E9,45.3600468,64.04202606,117.2073223,112,112,50,185,VAL +0X98AE6BD83F02077,36.9987966,77.13775696,122.4385453,112,112,50,89,TRAIN +0X98B0C025EC61940,58.80948722,23.98721292,58.23480044,112,112,50,171,TRAIN +0X98E1CCF5F6CADF5,57.07219126,25.35151426,59.05615732,112,112,64,164,TRAIN +0X9910641C4636621,63.99273771,31.39997921,87.20457267,112,112,50,170,TRAIN +0X992CE8E901B6D5D,60.00932989,34.78949363,86.99402521,112,112,50,197,TRAIN +0X9949F48CD62C825,60.96571777,26.0402819,66.71131226,112,112,50,136,VAL +0X996144BA5B06549,58.46106346,20.3893486,49.08490755,112,112,64,167,TRAIN +0X99779FE7AB6FCB0,59.73148659,41.60176395,103.3109008,112,112,50,106,VAL +0X9986074CBE59786,53.21852662,43.10663792,92.1446778,112,112,50,165,TRAIN +0X999693BACC06F2A,60.30279779,26.56948094,66.9303615,112,112,50,146,TRAIN +0X99E2DE4B1C00277,64.66217067,24.3170612,68.81311519,112,112,50,148,TRAIN +0X9A03DC1334986F3,10.19295648,258.5553612,287.9009831,112,112,50,130,TEST +0X9A5A7DB7451F0C8,60.16641613,76.98302826,193.2616169,112,112,50,317,TRAIN +0X9A5EF4B2212EA30,60.36700253,16.80227115,42.39465149,112,112,50,122,TRAIN +0X9A79C9B36D1055C,48.3310728,46.66257596,90.31071186,112,112,50,214,TRAIN +0X9A907E25D74AE97,60.74620139,20.90555793,53.25741372,112,112,51,141,TRAIN +0X9AA7B6854969266,59.56076597,21.16206836,52.33053707,112,112,50,181,TRAIN +0X9ABE9D61E4472A8,60.24130818,22.1335657,55.66975341,112,112,52,165,TRAIN +0X9B0C20331B5EB7F,58.61095452,35.46562173,85.6884263,112,112,55,162,TRAIN +0X9B148571A758952,64.71995506,38.35129677,108.7053512,112,112,50,205,TRAIN +0X9B2BE4C440C107D,60.11972557,23.02595948,57.73771573,112,112,50,156,TRAIN +0X9B4420F570F7BA,47.74382018,38.39948261,73.48314159,112,112,50,1002,TRAIN +0X9B80B7519CEBB0,64.79028637,26.42203034,75.04187797,112,112,50,211,TRAIN +0X9BC2066CD0D816F,28.11691011,76.41345676,106.3024098,112,112,50,203,TRAIN +0X9BC46CA635485B6,25.51313331,148.5925695,199.4882805,112,112,50,172,TEST +0X9BCA80E40CC5AFF,62.03450998,31.80623917,83.77671182,112,112,57,146,TRAIN +0X9BCAF5D4D05D27F,66.49073622,20.18470157,60.23618335,112,112,50,141,TRAIN +0X9C07F125C8FC4C1,57.09913514,31.09956742,72.49170271,112,112,50,164,TRAIN +0X9C5CFD92158CC11,29.86853324,72.75246532,103.7372647,112,112,50,151,TRAIN +0X9C73FFFD19447AB,45.82142721,84.42810271,155.8330136,112,112,47,164,VAL +0X9C7E9770B314AE5,56.40886843,26.78253751,61.44033555,112,112,50,146,TEST +0X9CCD9D64D3CA005,67.15292448,29.39905538,89.50280936,112,112,50,189,TEST +0X9D0FC1FDA17491D,51.53252283,49.79539373,102.7398095,112,112,50,213,TRAIN +0X9D40B3B9C178B26,54.48528982,42.32735116,92.99707937,112,112,50,131,VAL +0X9DB79DF0A269227,65.17331212,15.33924942,44.04452548,112,112,50,634,TRAIN +0X9DBF850852BB18F,70.04010516,18.38182728,61.35477905,112,112,50,211,TRAIN +0X9DE98A203BEC5F2,56.72507996,47.38278535,109.4924851,112,112,50,125,VAL +0X9E181B942CACADF,63.96968983,29.48704248,81.83954659,112,112,50,41,TRAIN +0X9E37320F33E7ED,51.90040034,53.69308825,111.6289712,112,112,64,248,TRAIN +0X9E3B3B6B928DA58,59.80102677,19.81851274,49.30104216,112,112,123,349,TRAIN +0X9E3D09429F6B852,50.28192931,46.66557642,93.86039275,112,112,50,198,TRAIN +0X9E6E997496C87CC,27.15046252,132.8822049,182.406381,112,112,47,162,TRAIN +0X9E72E2C8A9536F6,60.00208148,27.1439577,67.86342566,112,112,50,115,TRAIN +0X9F2D61012CC7FCA,60.25361814,9.928431939,24.97946096,112,112,62,153,TEST +0X9F2E7A05C3B994C,53.78340366,84.33327802,182.474013,112,112,50,219,TRAIN +0X9F47D732822A695,61.29538974,41.53366597,107.3093507,112,112,50,176,TEST +0X9FB2E15488737AA,59.43193807,33.51127803,82.60507512,112,112,50,213,VAL +0X9FBEB56D70FA0B7,63.26198357,48.81670063,132.8778889,112,112,50,237,TRAIN +0XA05202904A89EAD,42.13632091,45.35669858,78.3854385,112,112,50,197,TRAIN +0XA0FF3E0630F3902,30.12264277,53.42015597,76.44844924,112,112,50,99,TRAIN +0XA14DEADA0918C0C,57.12081987,41.5201138,96.83047499,112,112,50,222,TRAIN +0XA1EC54A2895788E,57.28216929,35.758489,83.70857884,112,112,50,119,TRAIN +0XA2092DD4255657B,69.01925365,21.16785097,68.3258264,112,112,50,144,TRAIN +0XA20E92517726A99,63.59098088,36.08794749,99.11815358,112,112,50,213,TRAIN +0XA20EE6C5B1F48CB,90.31272115,17.003245,175.5213746,112,112,50,144,TRAIN +0XA238B0B664FDCFE,57.29060832,30.33725014,71.03180107,112,112,50,182,TRAIN +0XA23DF6B3D64C5A1,55.93978762,46.94235454,106.5413715,112,112,50,199,TRAIN +0XA27FDD7A35C6779,65.10737539,27.17693097,77.88732226,112,112,50,154,TRAIN +0XA28369AAB872CF2,62.51828376,8.245564719,21.99889852,112,112,50,102,TRAIN +0XA29BAB8A42F22B5,57.83186651,38.48412704,91.26352973,112,112,46,151,VAL +0XA2CE53842FD45BE,61.15322856,26.80340027,68.99775522,112,112,50,142,TRAIN +0XA31E5D703BAE77A,43.17858759,64.50220672,113.5174294,112,112,50,136,TEST +0XA3372C20EFD8726,54.94209514,40.53725888,89.96703021,112,112,58,253,VAL +0XA3617C5EFEDD2E5,59.97248186,41.90209911,104.6832306,112,112,50,179,TRAIN +0XA3D91865EC953D9,70.41261395,14.27944641,48.26193967,112,112,50,172,VAL +0XA3DC9C69839F5FA,58.88804094,23.8195183,57.93817381,112,112,50,198,TRAIN +0XA40AEF2A1787260,55.17074726,32.14531434,71.70611236,112,112,50,123,TRAIN +0XA42F2AFCCCD336D,55.57559205,39.02490696,87.84564333,112,112,52,136,TRAIN +0XA43117B34833F33,62.35918242,30.55183942,81.16677953,112,112,50,195,VAL +0XA45E4E31AD288AB,62.51699922,16.30755348,43.50653134,112,112,50,137,TRAIN +0XA490B5C1BABF770,27.05394336,81.61425941,111.8830313,112,112,52,166,TRAIN +0XA5323DD59E0A869,59.48892016,16.38952483,40.45689449,112,112,50,225,TRAIN +0XA5BE050BEE27DE1,55.99300992,22.90136707,52.04029412,112,112,50,135,VAL +0XA5C31C5A0108C30,61.52072935,14.99517957,38.9695005,112,112,50,170,TRAIN +0XA6098BB06A8586A,63.39288958,21.27978171,58.13018692,112,112,50,131,VAL +0XA61A892741BB67A,57.49457168,15.63969534,36.79458356,112,112,53,109,TRAIN +0XA64090D4741F0BD,59.56044984,28.54036888,70.57538665,112,112,50,182,TRAIN +0XA684E725FD761B6,56.48527147,61.90570912,142.2638063,112,112,73,285,TEST +0XA69CDEAD15F2E1A,63.90631684,47.86615263,132.616426,112,112,50,141,TEST +0XA6A8F7E7AA0F98E,57.32610871,34.83072069,81.62068102,112,112,50,112,VAL +0XA6BD3BA9AAB064D,69.0636614,17.51779381,56.62529761,112,112,50,142,TRAIN +0XA6D71323002CF21,47.64899189,63.81516858,121.8986432,112,112,50,165,TRAIN +0XA6D84E19F2DA13D,62.64250731,31.92352203,85.45413447,112,112,50,139,TRAIN +0XA6E09CACE38DD02,50.2134149,37.23958951,74.79844105,112,112,50,170,VAL +0XA72DE0C1F32EA64,30.69005129,47.30140539,68.2461988,112,112,50,161,TRAIN +0XA72F656E23C7F53,60.6272036,33.83423774,85.93303203,112,112,50,177,TRAIN +0XA789C0D93B1DF7A,67.4687648,15.58719265,47.91454292,112,112,50,140,TRAIN +0XA7F4EE9647DF974,57.45799078,15.64201704,36.76840216,112,112,50,205,VAL +0XA8324479A861D01,54.81635298,28.56613103,63.22227823,112,112,50,150,TRAIN +0XA837A17982E7335,55.98236301,49.40589156,112.2411264,112,112,50,166,VAL +0XA84957F45657A67,61.21385382,39.67461533,102.2906868,112,112,50,164,TRAIN +0XA86485C87693449,27.13738503,50.43982571,69.22593395,112,112,50,145,TRAIN +0XA8C2902A686BF34,49.49465128,27.51001278,54.46950369,112,112,50,190,TRAIN +0XA8EB154B86EAEE7,24.85847696,115.2974675,153.4404186,112,112,43,138,TRAIN +0XA94EE36D10C4D70,64.75673043,25.58786087,72.60353873,112,112,50,158,TRAIN +0XA951AB7646161AE,49.66135111,16.73199866,33.23887119,112,112,50,153,TRAIN +0XA97434292889BC4,57.03846593,20.39643228,47.47603345,112,112,74,233,TRAIN +0XA989DD619F4AB85,61.78577958,44.81122054,117.2632074,112,112,57,150,TRAIN +0XAA023992D00F604,63.84576143,16.48355149,45.59230712,112,112,53,121,TRAIN +0XAA304E75C4EE3E9,62.71385558,31.98110862,85.77209879,112,112,50,173,TRAIN +0XAA3A306D4EC8B69,57.59435002,35.00623619,82.55087757,112,112,49,201,VAL +0XAA3E06425E1A23E,33.13735285,43.64316359,65.27286228,112,112,50,114,TEST +0XAA4741B7E7194A2,65.25713262,23.10704363,66.50874084,112,112,50,147,TEST +0XAA68800871BD1FD,64.19503156,28.51279646,79.63363103,112,112,50,143,TRAIN +0XAAB25926214E746,56.41088235,28.96659426,66.45372934,112,112,50,144,TRAIN +0XAABEF7BA895A967,52.35151591,56.11890118,117.7768868,112,112,50,159,TRAIN +0XAAFC07869635B00,61.4427362,48.63016585,126.1245251,112,112,50,156,TRAIN +0XAB497CBE6A93DA1,55.47527451,35.24260985,79.15289643,112,112,50,201,TRAIN +0XAB701373CBCF5FC,57.28030193,42.98414978,100.6190393,112,112,50,251,TRAIN +0XAB7D06D7A122D44,58.62466378,25.43921989,61.48401975,112,112,50,165,TRAIN +0XAB8C29BE4841CB0,59.76980646,59.6415177,148.2506358,112,112,50,170,TEST +0XABA4614974D17D9,60.39667181,31.3351305,79.12246755,112,112,53,222,TRAIN +0XABB712C1939FBC5,54.65400126,27.83370088,61.3807208,112,112,50,172,TRAIN +0XABB9008CDCF5A14,61.98577502,37.34865056,98.24914376,112,112,50,178,TEST +0XABBDDF3F072EB3F,27.4739888,128.7931658,177.5820339,112,112,50,202,TEST +0XAC0EAEC877E4011,49.60845681,56.36103778,111.846223,112,112,50,158,TRAIN +0XAC7C3A56AF70470,59.9377467,29.16718158,72.8046457,112,112,59,168,TRAIN +0XAC98E4AFBFA863C,58.96905343,54.63615641,133.1584109,112,112,47,207,VAL +0XACACEACDB6D7111,49.70211316,70.29217187,139.7517397,112,112,50,108,TRAIN +0XAD3A148177CC751,62.63681879,46.19971925,123.6503899,112,112,50,220,TRAIN +0XADA270671B3E2BD,53.31072556,34.28579445,73.43398427,112,112,59,167,TRAIN +0XADC4DD1BE4E66C6,27.57339885,104.1316678,143.7754446,112,112,50,197,TRAIN +0XAE20223CD4D01E4,44.05353794,72.98224034,130.450144,112,112,47,160,VAL +0XAE25D6E1B0C1D36,66.2148354,16.5396012,48.95521863,112,112,50,156,TEST +0XAE64A9D50B9C49E,67.26864634,27.70644369,84.64802273,112,112,58,227,TRAIN +0XAE7CEC16E9165DC,62.07102667,19.87972933,52.4130436,112,112,50,148,TRAIN +0XAE9B1B36D4582AD,70.43762542,39.76003113,134.4953905,112,112,52,243,TRAIN +0XAEA31035D9CAA52,56.10184731,23.83492192,54.29595657,112,112,53,133,TRAIN +0XAF14E70264D4B68,73.32318366,15.80246969,59.23671509,112,112,52,78,TRAIN +0XAF2DAA07BEAF65F,63.0336537,48.35378294,130.8048747,112,112,50,243,VAL +0XAF4A04FFB4BBBC8,64.55259463,32.19404063,90.8219947,112,112,50,80,TRAIN +0XAF4B0E083E9D6C2,62.37078636,16.26381719,43.22125183,112,112,50,155,TRAIN +0XAF8D4A78571AD29,59.99440642,66.51498774,166.264219,112,112,68,221,TRAIN +0XAFBE86F77CEE5A0,69.34594296,8.405549529,27.42067557,112,112,61,148,TRAIN +0XAFE17647DB9F842,63.80086712,30.31957948,83.75775072,112,112,50,167,TRAIN +0XB01A6602791740C,65.6837632,15.23701761,44.40177313,112,112,50,157,VAL +0XB047DCB63710E45,63.89614633,32.58916275,90.26505327,112,112,50,118,TRAIN +0XB0F37929C190A8C,59.46947344,31.85609194,78.59777468,112,112,50,211,TRAIN +0XB11B61E6027ABCE,42.98302807,17.89210235,31.38030967,112,112,30,61,TEST +0XB11E2FD02BEDD68,60.14628185,18.88728901,47.39153555,112,112,50,134,TEST +0XB120E010AF07AC0,54.62845326,45.73855789,100.8089016,112,112,50,131,TRAIN +0XB2586FF43C881C2,57.77017011,59.01492841,139.747019,112,112,50,177,TEST +0XB261623CE7B3E23,65.10716164,41.30103487,118.3653633,112,112,50,147,TRAIN +0XB27C7F68A21F79A,56.98187527,40.97486646,95.25023864,112,112,50,182,TRAIN +0XB2850929FE8153,63.13731098,20.52526585,55.68032718,112,112,50,219,TRAIN +0XB29658CF38E12F7,51.14240369,25.70437191,52.61079923,112,112,50,196,TEST +0XB2B0A80A3F2DEF4,66.79976964,19.39041982,58.40447374,112,112,50,122,VAL +0XB2B1E32A08876DF,62.70591933,32.1405971,86.18149724,112,112,50,184,TRAIN +0XB2D24AC185D2FAE,62.67441632,14.68557938,39.34454048,112,112,50,170,VAL +0XB2D73F7CA60D083,20.62945111,66.03382545,83.19688646,112,112,50,151,TRAIN +0XB37983600380DDC,59.64029698,28.85197719,71.48708992,112,112,50,120,VAL +0XB3824A90B372B6,60.46184638,42.08287516,106.4361163,112,112,50,193,TRAIN +0XB38FB7A0C821476,60.36530492,28.13491163,70.98556347,112,112,50,205,TRAIN +0XB3B6D8016D3A0EA,64.29639075,22.92916008,64.22084649,112,112,50,152,TRAIN +0XB3D681E981F28A9,28.1806112,51.27612363,71.39593428,112,112,50,113,VAL +0XB3E3E715D675954,54.98928502,34.8535147,77.43381707,112,112,50,201,TRAIN +0XB3F6662216A4BF1,57.95197781,42.80293672,101.7953627,112,112,50,159,TRAIN +0XB3FFC4AE334E9F4,30.05907237,26.76487385,38.26782794,112,112,50,126,TEST +0XB46944CEABE2516,55.77543052,39.75922567,89.90302479,112,112,50,186,VAL +0XB4AD1970D00CAB5,64.34422748,20.95510954,58.77059466,112,112,43,117,TRAIN +0XB4CA9F2B3253AA4,56.97137945,30.39905851,70.6484617,112,112,46,161,TRAIN +0XB52E6E911CEFDD3,65.8335477,20.77937935,60.81807724,112,112,50,110,VAL +0XB534B965C394598,59.42588474,11.25396759,27.73681575,112,112,50,248,TRAIN +0XB5470B070E7F16D,55.01922326,44.16193692,98.17957831,112,112,50,139,VAL +0XB5492BEC906F76C,33.26453425,75.62705697,113.323637,112,112,50,153,TEST +0XB55FE9464938526,29.58985515,170.0604603,241.5283488,112,112,50,113,TRAIN +0XB57FA9DF1716E76,59.31722587,19.42963549,47.75887561,112,112,65,151,TRAIN +0XB5CAEDA2CA09409,47.69847438,43.99064332,84.1096752,112,112,50,170,TRAIN +0XB5CECBD29920B7B,24.34089416,68.86950717,91.02606542,112,112,50,210,TRAIN +0XB60BF6DE9227C68,60.4225699,75.96538783,191.9411838,112,112,50,199,TRAIN +0XB618EF1BD4738C9,49.91075934,35.36350722,70.60100483,112,112,50,187,VAL +0XB61F11056573030,59.90612803,44.0723585,109.9229292,112,112,70,268,TRAIN +0XB674609B23949FD,58.3746759,29.72731884,71.41642613,112,112,62,171,TRAIN +0XB6A91D71A5741C2,68.01159005,25.50850275,79.74295314,112,112,50,138,TRAIN +0XB6BC570A4D3532,52.79626199,55.34682979,117.2509469,112,112,50,133,TRAIN +0XB6D8F3BAB7D9415,47.41366233,58.63249749,111.4975868,112,112,50,136,TRAIN +0XB72CF150368BAB2,27.93136054,16.24974654,22.5475972,112,112,50,119,TEST +0XB731B3B5A5E2BF7,62.06786914,22.72270901,59.90359227,112,112,50,180,TEST +0XB790D3227275B82,56.05327794,80.86672313,184.0108189,112,112,50,215,VAL +0XB7D37DE2E8CF999,54.62388458,50.26782353,110.7803589,112,112,53,160,TRAIN +0XB7E1867A17EDAD4,59.57293386,27.60352495,68.27981248,112,112,50,141,TEST +0XB816279A0E9E07B,39.97280025,22.78386177,37.95589644,112,112,50,119,VAL +0XB8513240ED5E94,50.16410127,128.9045093,258.6579404,112,112,48,193,TRAIN +0XB854FB1991CF64E,70.97721272,10.61781389,36.58440448,112,112,50,134,TRAIN +0XB8A42CE677180DB,46.23546385,39.78510235,73.99878284,112,112,50,150,TRAIN +0XB8DDFCA26AD93E2,47.65253508,31.21847345,59.63703018,112,112,50,151,TEST +0XB97524F54DE851,51.22200355,72.84212044,149.3339738,112,112,50,123,TRAIN +0XB97CDA07C6DD6F4,11.9770213,175.9234612,199.8608361,112,112,50,107,TRAIN +0XB9AB54BCD7F3781,76.55016725,28.85907891,123.0673123,112,112,50,160,TRAIN +0XB9C19B214A298A0,38.90953599,90.05291957,147.4091268,112,112,53,230,TRAIN +0XB9DA76703445AFD,59.46248489,15.7720076,38.90718895,112,112,50,117,TEST +0XB9DB01A28FD139B,59.7136868,40.94955952,101.6463316,112,112,50,242,TRAIN +0XB9DF67C20D1A4B7,60.79222223,34.30900528,87.50561044,112,112,50,180,TRAIN +0XB9F42D3E6D02705,65.30356685,24.94777163,71.90298646,112,112,50,163,TRAIN +0XBA0869D75B7E754,62.62359937,28.88582809,77.28360036,112,112,99,540,TRAIN +0XBA15B40D87218A9,54.78983419,25.04053445,55.38695557,112,112,50,120,TRAIN +0XBA57FE6C733F574,55.31518171,24.13864259,54.01978461,112,112,50,199,TEST +0XBA908EC80548AD8,28.87442878,56.93763327,80.05226853,112,112,50,107,TRAIN +0XBAC49AF78B67E41,60.26754229,29.36580668,73.90886035,112,112,30,101,VAL +0XBAE445E8B4352C5,63.88516181,19.37833327,53.65753869,112,112,50,116,TRAIN +0XBB76A78AC119BBB,57.14075605,33.29887103,77.69355677,112,112,50,202,TEST +0XBB81FA57B45B41E,69.48797716,13.30415006,43.60297623,112,112,50,201,VAL +0XBB9F70A309D39C1,77.00602812,16.57175009,72.0699763,112,112,50,281,TRAIN +0XBC07D6F8A319F72,57.00447984,44.60413337,103.7413507,112,112,50,163,TRAIN +0XBC18C83D7C41A12,38.20915697,69.9243769,113.1630084,112,112,50,201,TRAIN +0XBC881D0528B2788,56.8486792,28.08360808,65.08168825,112,112,50,143,TEST +0XBCA7B3FD3A0699B,65.44457355,23.82334505,68.94241368,112,112,50,155,TRAIN +0XBCACA2185BF51AB,46.4365778,64.16760262,119.7974289,112,112,50,143,TRAIN +0XBCDE79B59A394B8,28.24069304,63.12929856,87.97367371,112,112,50,143,TRAIN +0XBCEAB22A81A23C1,13.25996364,66.28153052,76.413999,112,112,76,198,TEST +0XBD39E52A48060D2,42.05128165,65.69796587,113.3725952,112,112,50,141,TEST +0XBD3C5F14D7E8D1D,66.07768932,35.03601833,103.2831126,112,112,50,243,TRAIN +0XBD557B0BD7E6F38,49.94096814,55.25961246,110.3888957,112,112,47,114,TRAIN +0XBD9E3CD3543C2F6,59.64419602,34.79352061,86.21689369,112,112,50,121,TRAIN +0XBDA070FFD92A748,57.10861364,43.38573525,101.1525598,112,112,50,119,VAL +0XBDBB1C23E1D4F0D,58.70126161,75.65017233,183.1779257,112,112,48,142,TEST +0XBDD429854C33D4E,60.66979072,20.81240466,52.91709615,112,112,68,191,TRAIN +0XBE0391F995D4296,62.09665937,51.79586115,136.6524963,112,112,50,201,VAL +0XBE06F978BB3226D,57.08297325,34.96447689,81.46994221,112,112,50,263,TRAIN +0XBE3FBF3D0E9DC64,38.9161608,102.863888,168.3978764,112,112,50,196,TRAIN +0XBE8A99913E8F6DA,55.00812728,25.67785736,57.07221285,112,112,50,201,TRAIN +0XBE8C637FF9D9124,75.96383389,17.19126802,71.52250462,112,112,47,122,TEST +0XBEB28C9A5DE835,55.22755261,62.24746912,139.0307494,112,112,50,232,TRAIN +0XBEFC0BDB0F7405,53.11833191,41.20725494,87.89630707,112,112,50,208,TRAIN +0XBEFC537F3BF5278,55.86960851,27.43324345,62.16406092,112,112,50,201,VAL +0XBF2A250BF36ED1E,50.07263195,74.1173868,148.4504185,112,112,50,227,TRAIN +0XBF90FC1324AEA2B,57.03643261,52.31200144,121.75898,112,112,50,242,VAL +0XBF9AB1A74DFA6CD,55.21928728,47.81429805,106.7743123,112,112,50,168,TRAIN +0XBFB1DC2891103C,63.29077074,10.38562822,28.29159978,112,112,50,106,TRAIN +0XBFB290E3C10D76A,21.77236828,200.5979825,256.428551,112,112,50,150,TRAIN +0XC006D08601D1BFB,64.71610923,12.74013713,36.10751776,112,112,50,99,TEST +0XC063D22870F910D,62.69480626,23.91147498,64.09690604,112,112,50,230,TRAIN +0XC0A98C54ADFEF94,62.89592537,26.89701187,72.49072276,112,112,52,155,TRAIN +0XC0E8792CFD78017,46.86710061,47.57019335,89.53058067,112,112,50,131,TRAIN +0XC11611943453836,66.78644402,18.96217509,57.09167394,112,112,50,160,TRAIN +0XC1B491BD7A3D11C,58.94607874,33.80114393,82.3335333,112,112,50,152,TRAIN +0XC1D7945DDDA478A,61.02257286,16.63477943,42.67798223,112,112,61,237,TRAIN +0XC1DB7C42C35E345,34.60739069,62.62560614,95.76863012,112,112,51,245,TRAIN +0XC1E11233E59181F,40.99377527,61.39733637,104.0523041,112,112,50,183,TRAIN +0XC2053253DC743F3,66.51701825,26.49067697,79.11683962,112,112,50,143,TRAIN +0XC206AC545831126,51.12912162,48.7985626,99.85202685,112,112,50,220,TRAIN +0XC21E699429625CD,72.57030659,7.81375629,28.48648788,112,112,50,201,TRAIN +0XC244CEC2F500E34,55.02119665,59.42229455,132.1117729,112,112,50,183,TRAIN +0XC31605A9D22702E,71.97855962,9.091730189,32.44562044,112,112,82,67,VAL +0XC31D77CD4D50FA9,63.16429175,22.94353184,62.28611565,112,112,50,199,VAL +0XC3CC9222A4E69E6,61.17783051,29.58264233,76.20038427,112,112,50,222,TEST +0XC3D95F0492F6512,55.94989463,42.26569513,95.94913512,112,112,55,178,TRAIN +0XC3E8BBE54048886,68.98086514,26.60380641,85.7657911,112,112,61,361,TRAIN +0XC42AF46236A2CFD,44.96924765,56.86263742,103.3288389,112,112,50,111,TRAIN +0XC44170E9F907DD2,51.22772169,53.59885934,109.8961566,112,112,58,272,TRAIN +0XC4565B55DFF191,55.04074761,60.59940247,134.7873891,112,112,50,141,TRAIN +0XC4BE2CADE35713C,54.77716482,31.84388274,70.41549389,112,112,50,121,VAL +0XC4D66DC3E1AA6EB,59.80701363,42.07464527,104.6815603,112,112,50,168,VAL +0XC4F21DA269D2EE9,58.53281231,24.90395179,60.05700694,112,112,53,136,TEST +0XC538353E221F3FB,60.68430015,44.61301648,113.4737946,112,112,50,217,TRAIN +0XC5BF82CA81C2DF,67.9384057,38.52774189,120.1678916,112,112,50,135,TRAIN +0XC5EED498D232DC9,48.71945093,57.58577056,112.2955421,112,112,50,151,TRAIN +0XC60C5CB61599F8F,34.20198334,118.754579,180.4835237,112,112,47,199,VAL +0XC622E828FE2A648,38.93414361,81.33460233,133.1916183,112,112,50,201,TRAIN +0XC62BC4D50804187,58.73636802,45.9000414,111.2360672,112,112,50,137,TRAIN +0XC649E4EF24DCAB7,54.71090021,36.98833959,81.67161584,112,112,47,92,TRAIN +0XC6CE1305C2B28D0,64.87772521,25.40679548,72.33812624,112,112,50,220,TRAIN +0XC74B1F99DF2243E,64.35826768,27.57339608,77.36267092,112,112,50,184,TRAIN +0XC76E35532F7EE47,62.27624402,14.58290334,38.65708216,112,112,50,175,TRAIN +0XC775724BE40EAFD,61.61316924,25.93006626,67.54938022,112,112,50,186,TRAIN +0XC77F1C717BE6B6D,64.62763844,23.36229984,66.0467631,112,112,50,141,TEST +0XC781E8B0D3035BD,45.82144491,95.43188581,176.1432834,112,112,47,142,VAL +0XC8144B9EF1990EF,60.84506811,19.93273657,50.90734579,112,112,50,121,TRAIN +0XC824784198003F2,56.3855779,22.9668102,52.6587516,112,112,50,99,TRAIN +0XC83A970AAC17CA8,38.18503942,61.94706656,100.213712,112,112,50,198,TRAIN +0XC8811E9F9047578,64.37014149,26.56421815,74.55605848,112,112,50,152,TRAIN +0XC89A68BA0AA0A11,68.86903828,21.60094437,69.38733395,112,112,30,50,VAL +0XC89BD7836585978,44.11447841,71.98001038,128.7990312,112,112,50,173,TRAIN +0XC8D1B3C80770006,16.0170242,160.5991204,191.2281851,112,112,50,131,TEST +0XC8DE2D8DB465511,68.37453392,12.84646673,40.62064001,112,112,50,241,TEST +0XC9784D72590639A,57.48556833,33.55791221,78.93299027,112,112,50,201,TRAIN +0XC9CD3F156FBCC49,79.92140899,4.739243214,23.60346505,112,112,57,146,VAL +0XCA133A9A2B901DB,59.60856659,23.66913377,58.59939044,112,112,50,145,TRAIN +0XCA1E6F96A8F0686,59.23034615,31.11637241,76.32238557,112,112,50,150,TRAIN +0XCA3F1E9BC33DB6E,64.80579919,22.7382468,64.6079362,112,112,50,174,TRAIN +0XCB722F90EEDD431,32.052979,78.97871521,116.235729,112,112,50,193,TRAIN +0XCBB63C835191B4B,59.34409897,23.95689072,58.92598644,112,112,50,169,TRAIN +0XCBBD0FFDB29A321,49.80186254,70.95642429,141.3527033,112,112,50,165,TRAIN +0XCBC6A16E66E2941,59.37456132,33.3230707,82.02513446,112,112,50,64,TRAIN +0XCC0DD4FDDA0EA5B,57.8932945,46.40160255,110.2000311,112,112,50,146,TRAIN +0XCC49D77D8379951,67.67563896,18.61271331,57.58107108,112,112,50,163,TRAIN +0XCC513AC74753096,67.21987542,34.40434641,104.9548983,112,112,50,233,TRAIN +0XCC8B5A22926B01A,57.86906577,24.85908053,59.00434202,112,112,50,213,TRAIN +0XCCB63496DB01277,73.20013235,13.33215831,49.74710502,112,112,50,184,TRAIN +0XCCBE81B251BEF37,65.33514699,19.56221669,56.43242361,112,112,50,170,TRAIN +0XCCC60B5DC80A516,60.36595844,30.77199616,77.64031865,112,112,50,218,TRAIN +0XCCF1BD71411C2EE,61.03288567,17.69832834,45.41862708,112,112,58,167,TRAIN +0XCD3FC9BB91227E0,66.40681168,24.90475369,74.13632028,112,112,50,189,VAL +0XCDA061FD0F030DC,50.52239373,50.3403448,101.743695,112,112,50,159,TEST +0XCDC194CB936209F,64.23602063,19.10447418,53.41820042,112,112,50,251,TEST +0XCDD2820A5F430A1,65.45689778,19.53163623,56.54279719,112,112,50,197,TRAIN +0XCDD502705AC6FCC,61.65741626,32.07522136,83.65430346,112,112,50,222,TRAIN +0XCEAEC183EA7E7E6,55.70681405,57.25810772,129.2706914,112,112,58,268,TRAIN +0XCEC174C2D88B511,50.38833895,44.44263692,89.58102989,112,112,50,251,TEST +0XCEEA1EA058DA6C0,60.48208374,43.00529561,108.8248058,112,112,50,110,TRAIN +0XCF0F0C58A0F4639,57.1533204,60.14830715,140.3803228,112,112,50,191,TEST +0XCF22B2C72A7CE6C,60.53411608,31.01634653,78.59027457,112,112,50,218,VAL +0XCF341C5F3A273CD,33.23075154,27.61868508,41.36437914,112,112,50,198,TRAIN +0XCF4E414163EBF98,59.67574008,40.29424072,99.92555546,112,112,68,136,TRAIN +0XCF92B5177AEC06F,59.21292338,25.50073113,62.52159567,112,112,58,251,TRAIN +0XCFA60F0B3CF1782,59.74766542,29.72293032,73.84150665,112,112,50,182,VAL +0XCFC029F53F6CD42,68.95459698,21.34553923,68.75587738,112,112,50,153,TRAIN +0XD0070C7CDF75456,64.0746472,57.12475497,159.0095866,112,112,50,172,VAL +0XD00B14807A0FA2B,30.11924455,79.59916076,113.9071269,112,112,40,139,TEST +0XD032E3D5A853578,50.74390112,48.12911721,97.7119957,112,112,50,201,TRAIN +0XD05D93184B12092,68.30235359,28.88897978,91.13919503,112,112,50,156,TEST +0XD06D90B22BC11CE,51.17147869,34.34295864,70.33380845,112,112,50,204,TRAIN +0XD07ABCAC62F4FF7,66.76340564,31.97334244,96.19921372,112,112,50,185,TRAIN +0XD0955B01F39FD0C,59.73943685,19.00842264,47.21350411,112,112,50,158,TEST +0XD0B87FA30CDF547,66.98942154,11.51257743,34.87541863,112,112,50,149,TRAIN +0XD0BD0330D1F1A00,47.27695796,32.50179345,61.64627872,112,112,50,201,TRAIN +0XD0BE4647858725A,68.38514404,22.85020759,72.27680437,112,112,50,96,TRAIN +0XD0DC210BA3C1C9E,57.22681591,22.83496299,53.38616582,112,112,50,149,TEST +0XD0DDB39727C76C,64.17591669,23.29836738,65.03548795,112,112,54,284,TRAIN +0XD0E1375CD861EDC,49.38896615,36.70394367,72.52162401,112,112,50,164,TRAIN +0XD11D1E980723BE1,61.42253541,48.74580268,126.3582332,112,112,50,152,TRAIN +0XD1A496DBFB3FC4F,45.52876627,45.29892757,83.16119255,112,112,50,106,TRAIN +0XD1D122C0AFC006C,52.7321036,65.88688167,139.3903403,112,112,50,197,TRAIN +0XD2023E03A8C566C,64.5876568,17.85244912,50.41306931,112,112,50,191,TEST +0XD25783B49EB1FE6,60.15560447,21.93865134,55.06082109,112,112,47,134,TRAIN +0XD299E490ECC3438,57.69548852,29.38941048,69.47110237,112,112,50,161,VAL +0XD2B1CAD149853FE,55.53878108,39.53312259,88.91596666,112,112,50,226,TRAIN +0XD2C12F10DD2C98F,60.00059698,29.27082361,73.17815116,112,112,50,191,TRAIN +0XD3015B502E070B2,53.12106481,25.6866878,54.79366734,112,112,58,172,TRAIN +0XD348D272B89F1A6,63.64015657,38.34280524,105.4537138,112,112,50,161,TRAIN +0XD37F085443DAC1A,66.86188806,35.24463664,106.3568036,112,112,50,182,TRAIN +0XD3B557874B91D0D,48.84583747,45.73441172,89.40506395,112,112,50,184,TEST +0XD3CF6D354ACF645,61.63815573,17.4457926,45.47693922,112,112,50,161,TRAIN +0XD4659C3A1FA9518,34.77469504,44.83832312,68.7437539,112,112,50,164,TRAIN +0XD486D3C28ECF7F2,42.11696062,64.6208538,111.640395,112,112,50,201,TRAIN +0XD51E16EDF0F45F2,63.25162926,42.94644478,116.8662553,112,112,50,97,TRAIN +0XD537CD5A04B8C43,46.67382951,59.51901918,111.613151,112,112,50,198,VAL +0XD578E2221A216DD,30.11729404,114.9351782,164.4687003,112,112,50,133,TEST +0XD5ED87EECABCE2F,59.5725477,69.88229263,172.8585124,112,112,50,188,TEST +0XD5F2509FE1D0C20,63.07339027,43.65329626,118.2163664,112,112,138,489,TRAIN +0XD604065881A87A3,68.95553705,22.03945599,70.99319459,112,112,54,175,TRAIN +0XD6240C89679865D,58.6317272,32.00779801,77.37281701,112,112,50,197,TRAIN +0XD65A5E3BEE1A26B,61.14926803,21.03020261,54.13077577,112,112,50,224,TRAIN +0XD69093EEA9EE1CD,19.84888057,179.991964,224.5657519,112,112,50,194,VAL +0XD6975BAB837093B,48.18770911,27.62417563,53.31587382,112,112,50,153,TRAIN +0XD70CB948FBEE927,54.48683059,77.40242262,170.0659911,112,112,50,180,TRAIN +0XD77D667D3BD5EAE,59.65259402,24.15017207,59.85557556,112,112,50,177,TRAIN +0XD782AF8BF68556F,48.17187815,43.64132511,84.20394865,112,112,50,247,TRAIN +0XD79C49C010950C7,67.62775617,22.3717434,69.10779344,112,112,50,201,TEST +0XD7ACD0FDE9C8A69,53.1572486,34.10849152,72.81487636,112,112,50,149,TRAIN +0XD7B885364948E9B,66.6452137,17.85726107,53.53732716,112,112,54,188,TRAIN +0XD807B969AAB4A1B,59.67893116,20.90400962,51.84388765,112,112,50,184,TRAIN +0XD82A46274BA199D,57.98281758,41.61846135,99.05105235,112,112,50,201,TRAIN +0XD84BF2C72859828,62.36502768,34.72624903,92.27122244,112,112,50,289,TRAIN +0XD88810A8041349B,55.37939617,61.97540659,138.8941459,112,112,50,165,TRAIN +0XD931DD5F6E68BB,61.70006486,34.16573295,89.20572013,112,112,50,181,TRAIN +0XDA3A603964AF0D3,56.97091126,34.52188386,80.22917722,112,112,50,200,TRAIN +0XDA3CBEA102E1D11,25.56494701,80.45361205,108.0856516,112,112,50,165,TRAIN +0XDA9164EAE828591,82.51562581,20.08248834,114.8596348,112,112,50,131,TRAIN +0XDAA38BE7DD4D8F6,69.37932135,13.68696015,44.69842196,112,112,50,253,TRAIN +0XDAC9597CA49DF0A,57.61346809,39.70617187,93.67638748,112,112,50,177,TEST +0XDB100B9990F3EB,64.16885041,34.2935191,95.70867665,112,112,52,180,VAL +0XDB4C8F64C55982E,64.66869509,19.03206429,53.86742533,112,112,50,200,TRAIN +0XDBB48C48A226A5,62.98090608,36.04763415,97.37578729,112,112,55,164,TRAIN +0XDC1CE3355BA3CD9,64.30818223,35.65596188,99.89954032,112,112,50,242,TRAIN +0XDC754C50E00D543,62.15514532,23.0582366,60.92832644,112,112,50,214,VAL +0XDC9457A479390F4,59.28722437,29.3706391,72.14108752,112,112,50,212,TRAIN +0XDCAB490130919DE,27.52131352,99.56607064,137.3728961,112,112,47,117,TRAIN +0XDD3291A30BBAB09,65.73715047,26.61951468,77.6920631,112,112,50,191,TRAIN +0XDD4F7361041731C,23.86333196,100.5727734,132.0950549,112,112,50,137,TRAIN +0XDD95EC509482D69,55.25680654,67.64880014,151.1934999,112,112,61,159,TRAIN +0XDDE8C09C893992,55.24925529,59.37163083,132.6718275,112,112,52,121,TRAIN +0XDDF6CD002C13FAB,27.62139167,81.84124711,113.0738059,112,112,50,176,TRAIN +0XDE2B520A16EB881,61.79678388,28.94455991,75.76472047,112,112,50,139,TRAIN +0XDE352D911F0C6DD,64.37165191,37.04156123,103.9665413,112,112,50,821,TRAIN +0XDE3F9D01F78FA74,57.54671175,31.71603524,74.70807692,112,112,50,171,TRAIN +0XDE61FD9522E5852,66.69238592,16.29519628,48.92333699,112,112,50,617,TRAIN +0XDE9310288F4FBFC,61.96634454,35.2090052,92.57328745,112,112,46,179,TRAIN +0XDEC72212622926F,69.49089125,23.69752225,77.67359721,112,112,50,132,TRAIN +0XDEE3C5434E5B289,58.33394965,29.98224007,71.95844055,112,112,50,171,TRAIN +0XDEEF6DE6F4A8F45,65.24319082,18.78101907,54.03550992,112,112,62,240,TRAIN +0XDF1FD388B6166A2,59.44806523,36.50933134,90.03104672,112,112,50,163,TRAIN +0XDFDC37EE52B138D,26.4446135,169.7350339,230.7581293,112,112,47,125,TRAIN +0XDFF3A318962AD77,55.58905748,43.00777807,96.84049839,112,112,50,199,TRAIN +0XE01EA3914250B74,63.95722149,28.69943634,79.62603754,112,112,50,121,TRAIN +0XE025360AE5D6B9,56.93997957,71.45863356,165.95123,112,112,52,194,TRAIN +0XE09693AED1032C0,67.93075019,20.82292318,64.93112034,112,112,62,219,TRAIN +0XE0A06BBB5417202,71.21429884,13.59570925,47.23077326,112,112,53,245,VAL +0XE0CD11D3F5C69DB,66.77475962,19.38264037,58.33709596,112,112,50,121,TRAIN +0XE0DFD3845CCF80F,17.39636604,183.8027438,222.5116923,112,112,50,119,TEST +0XE12521DF3EDF68A,65.26120701,10.86212969,31.26801122,112,112,39,118,TRAIN +0XE264FF9B06BFDB1,64.55756821,42.97900424,121.2642645,112,112,50,248,TRAIN +0XE27AFFCA94F6E3D,66.02576729,29.78279412,87.66288964,112,112,50,198,VAL +0XE2F1E54DEFDF46F,47.32942392,64.19197406,121.8744484,112,112,50,156,VAL +0XE315B0A3C5BAC9E,60.19591818,38.28447284,96.18227852,112,112,50,186,TEST +0XE31E2DCAFB19A01,47.43539257,44.42707468,84.51898883,112,112,50,217,TRAIN +0XE354EF700E4B992,57.38917484,41.54596635,97.50096647,112,112,50,207,TRAIN +0XE3634D73CD76145,64.75255463,52.02840903,147.609021,112,112,50,133,TRAIN +0XE39993045DB612C,37.07950174,101.9365078,162.0084242,112,112,50,196,VAL +0XE3ACAE78E81F9E0,47.22002057,41.32012723,78.28750158,112,112,50,242,TRAIN +0XE3B9242BC8DEE40,52.29601441,39.9886387,83.82661994,112,112,50,240,TRAIN +0XE3D4128C7719147,57.07315613,64.58291863,150.4487934,112,112,50,236,TEST +0XE3DED926B92A91B,55.24884306,60.05744118,134.2031029,112,112,50,196,TRAIN +0XE3F034EA28509F5,65.62476524,17.18561763,49.99418259,112,112,68,182,TRAIN +0XE416C6A721DD00C,67.05732991,35.20007451,106.8525242,112,112,50,178,TRAIN +0XE4299054391C4B,59.29416219,26.55643401,65.23986591,112,112,50,182,TRAIN +0XE473560DC3BF6D6,55.31407479,36.32386747,81.28704352,112,112,50,183,TRAIN +0XE476D1873283160,67.44341355,7.566591225,23.24135314,112,112,50,155,VAL +0XE4DFE0DCBEFEF10,53.02175682,51.78515621,110.2322111,112,112,47,152,TRAIN +0XE52CB1441F60EAF,37.0058999,75.40711106,119.7050374,112,112,50,120,TRAIN +0XE5A9B465EB444E,62.65487102,14.93650656,39.99586283,112,112,50,146,TRAIN +0XE5E5BCE6C2D200C,54.95920436,28.32642955,62.89060651,112,112,50,166,VAL +0XE5F70C3C553E989,64.38389036,22.21632032,62.37716736,112,112,50,197,TRAIN +0XE62926359A7E033,36.13831079,58.7395061,91.97925522,112,112,50,127,TRAIN +0XE6F5061C12D9083,59.14382793,43.95176914,107.5768162,112,112,50,259,TRAIN +0XE727DA95C7D9B46,59.04972955,29.67338154,72.46199163,112,112,50,130,TRAIN +0XE72812337BCB4A7,62.98027491,23.12734343,62.47302856,112,112,50,154,TRAIN +0XE763608A3EFEF2,49.09234585,50.82370858,99.83510225,112,112,50,201,VAL +0XE7677B39DB66752,58.06651767,28.87955874,68.86992716,112,112,50,164,TRAIN +0XE778DAE0B378968,62.15620176,40.16922904,106.1448134,112,112,50,211,TRAIN +0XE7A4FB78DA40B1C,63.9915028,48.43804199,134.5183658,112,112,50,244,TRAIN +0XE826F3A93E97AB4,62.21983947,40.73901338,107.8317636,112,112,50,138,TRAIN +0XE837871E0ED1EB7,49.83227305,73.97147996,147.4483387,112,112,50,252,TRAIN +0XE855B147551A51,42.04571026,51.5422022,88.935957,112,112,50,212,TRAIN +0XE871BC36704A97B,63.11733586,31.70046821,85.94950758,112,112,50,184,TRAIN +0XE88650E3BA9E287,59.96686137,22.02309912,55.01217211,112,112,50,108,TRAIN +0XE8894DCC98CCF57,65.77421197,17.70313561,51.72455224,112,112,50,214,TRAIN +0XE8B85E5538EF26A,57.63307864,52.74553899,124.4969832,112,112,50,194,TRAIN +0XE8BB14C66E3BAC9,62.3656119,32.23689107,85.65807153,112,112,70,172,VAL +0XE8CF3F4838C0ACF,49.33978619,53.30998834,105.2304843,112,112,50,121,TRAIN +0XE8DC347D390EE90,60.28579933,28.8350494,72.60639497,112,112,88,595,TRAIN +0XE8E30696E3AF198,50.98220712,33.98929128,69.34072157,112,112,75,196,TRAIN +0XE92064595CE5305,55.05184919,23.93534195,53.25100481,112,112,52,175,TRAIN +0XE9217FEF2BCB4B1,62.98143169,18.38168591,49.65531286,112,112,50,92,TEST +0XE92C294577144FC,80.06011674,8.189041902,41.06865519,112,112,50,146,TRAIN +0XE9315FA2FA71674,75.25764274,17.48169832,70.65494259,112,112,50,333,TEST +0XE96D228DFDC48DC,65.85846339,35.46346,103.8718919,112,112,50,201,TRAIN +0XE9F5A4FD690EDB3,58.51672416,57.67911139,139.0418433,112,112,50,247,TRAIN +0XEA049B76C9061E7,69.49610881,18.61170848,61.01421081,112,112,50,267,TEST +0XEA4EAF062F7A21D,70.83745844,9.833433769,33.71939907,112,112,50,190,TRAIN +0XEA6482986918798,63.58272819,19.75840407,54.25558558,112,112,68,245,TRAIN +0XEBBF9242B09E964,66.86515444,25.86628648,78.06370013,112,112,50,153,TRAIN +0XEBD5D5C0824B2A7,37.0110884,64.48169132,102.3699087,112,112,50,111,TRAIN +0XEC02C6EDC625DCE,62.77132851,25.7396552,69.13933314,112,112,77,355,TRAIN +0XEC0CCE39DC396D0,54.83629813,48.0579552,106.4083616,112,112,50,186,TRAIN +0XEC1374DBAE71116,57.36431981,50.96990057,119.5475253,112,112,57,273,TRAIN +0XEC16D98451B6B28,66.96602521,29.05246635,87.94723172,112,112,50,193,TRAIN +0XEC245307B5E2E0,55.97180632,47.74747664,108.4475029,112,112,54,234,TRAIN +0XEC2F65B0B9EFB90,60.79823036,18.41469118,46.97413242,112,112,56,170,TRAIN +0XEC340BEA3298AE3,57.87528861,28.9932338,68.82713933,112,112,59,134,TEST +0XEC49B9CFE28F619,19.88673851,108.0006575,134.8099621,112,112,47,131,TRAIN +0XEC5FB56F6EA00B8,63.509996,15.38298156,42.15670013,112,112,50,172,TRAIN +0XECC497B16591984,62.23563823,34.66294733,91.78745702,112,112,50,253,TRAIN +0XECF82DC9301EE77,63.86792134,25.81963844,71.45904524,112,112,50,176,TEST +0XECFAD2E2BAB2AC8,58.04231809,49.42620244,117.8001267,112,112,50,117,TRAIN +0XED290312C1390F6,63.36090031,45.02797657,122.8959689,112,112,50,227,TRAIN +0XED603B8278C5196,67.47522053,36.2119286,111.3364308,112,112,50,202,TRAIN +0XED72DAE2E8CAF4F,43.26936137,40.84529153,71.99864575,112,112,50,200,VAL +0XED8409F1DA4738A,63.06812614,29.64437042,80.26771273,112,112,50,187,VAL +0XEE3CCD3E808313C,56.16361109,22.43034466,51.16832206,112,112,50,211,TRAIN +0XEE433DBDBEAF37A,57.09061471,35.44799162,82.61127812,112,112,50,141,VAL +0XEE630F143F0414D,52.0954063,57.08382996,119.1614949,112,112,50,162,TRAIN +0XEE7E2A3E141E060,33.15833779,76.36715164,114.2508267,112,112,50,86,TRAIN +0XEF7D675329600E9,37.39852373,96.685642,154.4462651,112,112,50,251,TRAIN +0XEF9B5520CAA14AA,69.07367433,23.69743063,76.62543193,112,112,47,195,VAL +0XEFA2FC13E63C9C5,52.5428746,43.99721616,92.70939989,112,112,50,190,TRAIN +0XEFDBFDCA164AB94,30.24845244,89.7915146,128.7304981,112,112,50,199,TRAIN +0XF01B4470872E293,40.75301393,78.64433726,132.7398109,112,112,50,174,TRAIN +0XF046816394513C6,23.260212,214.7563711,279.8500969,112,112,50,167,TRAIN +0XF057D2ED95035D,26.76215647,154.8784588,211.4732648,112,112,50,169,TRAIN +0XF0645E6834100AC,54.21216067,74.08234449,161.7948031,112,112,33,198,TRAIN +0XF072F7A9791B060,23.16580432,102.7829445,133.772396,112,112,50,109,TRAIN +0XF09019B7B99872B,74.59747979,25.31317144,99.64826808,112,112,50,119,TRAIN +0XF0B7D7CD42C001E,56.68300756,33.85549881,78.1575472,112,112,50,170,TRAIN +0XF0EFF8B5A19D1A1,62.94118332,22.96481339,61.96855551,112,112,50,156,TRAIN +0XF145A7B0E6F417E,61.16896004,29.35958749,75.60855315,112,112,50,201,TRAIN +0XF1640FC4E35A73E,65.97242498,9.555177443,28.08068879,112,112,50,131,TRAIN +0XF1D850CC908573F,63.57908176,22.62590313,62.12337367,112,112,50,198,TRAIN +0XF2A168FEF29C6E1,54.91904441,31.62018601,70.14089564,112,112,50,193,VAL +0XF30FA224240FF8C,64.6655928,31.89750064,90.27320158,112,112,50,207,TRAIN +0XF342DDFE30C0980,55.60888485,55.61841936,125.2917823,112,112,50,227,TRAIN +0XF46CF63A2A1FA90,52.89145326,31.63097664,67.14487885,112,112,50,217,TRAIN +0XF4CA716E61ECD9F,66.21737248,20.8385069,61.68409158,112,112,50,155,TRAIN +0XF526937B72090A6,67.76841372,28.15260047,87.34475624,112,112,50,117,TRAIN +0XF53FF3E3EDF0470,58.0775456,33.64832982,80.26326298,112,112,54,198,VAL +0XF54528219E80770,54.68229759,40.18909772,88.68299932,112,112,50,288,TRAIN +0XF557EF658FD13D0,52.83665021,39.36113,83.45702792,112,112,50,179,TEST +0XF599A765E273E17,31.81024055,18.22200657,26.72249721,112,112,50,101,TRAIN +0XF5F0335B42366C5,57.8126783,24.66385169,58.46271035,112,112,50,224,TRAIN +0XF60BBEC9C303C98,55.81992758,55.91524184,126.5621326,112,112,50,193,VAL +0XF61C0F562AA75BB,61.42779432,46.61551123,120.8525943,112,112,50,218,TRAIN +0XF66173D1894718C,59.44178818,29.66776637,73.14860553,112,112,50,185,VAL +0XF6661AF354401A5,64.82958299,35.29844429,100.3640198,112,112,50,221,TEST +0XF6B57AC096CADD4,62.56353689,37.18532328,99.32915717,112,112,50,166,TRAIN +0XF6D483170E23D92,65.49327306,25.03738143,72.55797245,112,112,50,170,TRAIN +0XF70A3F712E03D87,63.9575856,19.10274679,53.00074124,112,112,50,134,TRAIN +0XF72EB7E520F126E,69.01710136,16.37701029,52.85822505,112,112,50,174,TRAIN +0XF7373FB1CFBE827,58.33239485,49.83710646,119.6063615,112,112,50,123,TRAIN +0XF760A47D31AE457,37.11140445,96.96842497,154.1907942,112,112,50,171,TRAIN +0XF7AF4EDD2224855,66.11380642,19.70331426,58.14555188,112,112,50,132,TRAIN +0XF829F634971A0F7,65.12550095,28.27073756,81.0642112,112,112,50,183,TEST +0XF92E2B74A04BBC4,61.84505725,32.33312113,84.74163188,112,112,54,146,TRAIN +0XF96230565BFF1D2,16.51423087,266.7512631,319.5170457,112,112,55,136,TRAIN +0XF99271B5D3D9AE3,59.31451869,25.25069167,62.06315094,112,112,50,196,TRAIN +0XF9A94878A64F70B,64.30741877,23.62249065,66.18319505,112,112,54,201,TRAIN +0XF9B19F076482852,58.76841434,15.00605119,36.39455275,112,112,58,268,TRAIN +0XF9CA1C6A7687A8D,50.36110092,25.14939509,50.66469151,112,112,50,208,TRAIN +0XF9E698E7CE7FEB1,48.27734551,67.39561634,130.3019286,112,112,50,118,TRAIN +0XF9E859F93775E1F,41.12739052,78.94695516,134.0979377,112,112,50,186,TRAIN +0XFA2F04D15D5D222,61.05451091,42.7062968,109.6565939,112,112,51,185,VAL +0XFA9EA2F22209920,65.16432474,23.1907826,66.57193359,112,112,50,145,VAL +0XFAE70080273B8AD,62.36877039,16.65996288,44.27164102,112,112,50,174,TRAIN +0XFB550573BDD938A,66.0896517,15.14997338,44.67654903,112,112,50,201,TRAIN +0XFBA686750D879E6,67.33406774,15.74434107,48.19804606,112,112,50,137,VAL +0XFBAA07C60AF61C2,49.17221043,32.93183667,64.79100694,112,112,50,161,TRAIN +0XFBC3E8226CE1D25,69.77523453,18.51787061,61.26721027,112,112,52,149,TRAIN +0XFBD22BB93EE05C1,59.84063325,47.4835966,118.2379117,112,112,50,193,VAL +0XFC193B557F698B6,32.86819445,81.94688281,122.0686411,112,112,50,184,TRAIN +0XFC2F8325071BDC2,63.84854832,28.64108904,79.22528061,112,112,50,157,TRAIN +0XFC6499D603B9E1E,45.86566982,38.38532326,70.90754264,112,112,50,157,TRAIN +0XFCB2810C93F7F5D,28.03709438,147.7974573,205.380058,112,112,46,107,TRAIN +0XFCC2AF8E23AFBA8,62.17009815,20.03694887,52.96590234,112,112,50,161,VAL +0XFCDC29AA6B8E83B,11.98587981,117.2145101,133.1769377,112,112,50,150,TRAIN 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+++ b/PSSL_app.py @@ -0,0 +1,566 @@ +import gradio as gr +import os +import matplotlib.pyplot as plt +from scipy.integrate import odeint +import torch +from torch.utils import data +from torch.utils.data import DataLoader, Dataset +from torch import nn, optim +import os +from skimage.transform import rescale, resize +from torch import nn, optim +import torch.nn.functional as F +from torch.utils.data import Subset +from scipy.interpolate import interp1d + +#for pvloop simulator: +import pandas as pd +from scipy.integrate import odeint +from scipy import interpolate +from scipy.interpolate import RegularGridInterpolator +from matplotlib import pyplot +import sys +import numpy as np +import collections +import pandas +import skimage.draw +import torchvision +import echonet + +#odesolver: +from torch.storage import T +import argparse +import time + +device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu") + +sequences_all = [] +info_data_all = [] +path = '/Users/FDean/Desktop/Physics_Informed_Transfer_Learning/EchoNet-Dynamic' +output_path = '/Users/FDean/Desktop/Physics_Informed_Transfer_Learning' + +class Echo(torchvision.datasets.VisionDataset): + """EchoNet-Dynamic Dataset. + Args: + root (string): Root directory of dataset (defaults to `echonet.config.DATA_DIR`) + split (string): One of {``train'', ``val'', ``test'', ``all'', or ``external_test''} + target_type (string or list, optional): Type of target to use, + ``Filename'', ``EF'', ``EDV'', ``ESV'', ``LargeIndex'', + ``SmallIndex'', ``LargeFrame'', ``SmallFrame'', ``LargeTrace'', + or ``SmallTrace'' + Can also be a list to output a tuple with all specified target types. + The targets represent: + ``Filename'' (string): filename of video + ``EF'' (float): ejection fraction + ``EDV'' (float): end-diastolic volume + ``ESV'' (float): end-systolic volume + ``LargeIndex'' (int): index of large (diastolic) frame in video + ``SmallIndex'' (int): index of small (systolic) frame in video + ``LargeFrame'' (np.array shape=(3, height, width)): normalized large (diastolic) frame + ``SmallFrame'' (np.array shape=(3, height, width)): normalized small (systolic) frame + ``LargeTrace'' (np.array shape=(height, width)): left ventricle large (diastolic) segmentation + value of 0 indicates pixel is outside left ventricle + 1 indicates pixel is inside left ventricle + ``SmallTrace'' (np.array shape=(height, width)): left ventricle small (systolic) segmentation + value of 0 indicates pixel is outside left ventricle + 1 indicates pixel is inside left ventricle + Defaults to ``EF''. + mean (int, float, or np.array shape=(3,), optional): means for all (if scalar) or each (if np.array) channel. + Used for normalizing the video. Defaults to 0 (video is not shifted). + std (int, float, or np.array shape=(3,), optional): standard deviation for all (if scalar) or each (if np.array) channel. + Used for normalizing the video. Defaults to 0 (video is not scaled). + length (int or None, optional): Number of frames to clip from video. If ``None'', longest possible clip is returned. + Defaults to 16. + period (int, optional): Sampling period for taking a clip from the video (i.e. every ``period''-th frame is taken) + Defaults to 2. + max_length (int or None, optional): Maximum number of frames to clip from video (main use is for shortening excessively + long videos when ``length'' is set to None). If ``None'', shortening is not applied to any video. + Defaults to 250. + clips (int, optional): Number of clips to sample. Main use is for test-time augmentation with random clips. + Defaults to 1. + pad (int or None, optional): Number of pixels to pad all frames on each side (used as augmentation). + and a window of the original size is taken. If ``None'', no padding occurs. + Defaults to ``None''. + noise (float or None, optional): Fraction of pixels to black out as simulated noise. If ``None'', no simulated noise is added. + Defaults to ``None''. + target_transform (callable, optional): A function/transform that takes in the target and transforms it. + external_test_location (string): Path to videos to use for external testing. + """ + + def __init__(self, root=None, + split="train", target_type="EF", + mean=0., std=1., + length=16, period=2, + max_length=250, + clips=1, + pad=None, + noise=None, + target_transform=None, + external_test_location=None): + if root is None: + root = path + + super().__init__(root, target_transform=target_transform) + + self.split = split.upper() + if not isinstance(target_type, list): + target_type = [target_type] + self.target_type = target_type + self.mean = mean + self.std = std + self.length = length + self.max_length = max_length + self.period = period + self.clips = clips + self.pad = pad + self.noise = noise + self.target_transform = target_transform + self.external_test_location = external_test_location + + self.fnames, self.outcome = [], [] + + if self.split == "EXTERNAL_TEST": + self.fnames = sorted(os.listdir(self.external_test_location)) + else: + # Load video-level labels + with open(os.path.join(self.root, "FileList.csv")) as f: + data = pandas.read_csv(f) + data["Split"].map(lambda x: x.upper()) + + if self.split != "ALL": + data = data[data["Split"] == self.split] + + self.header = data.columns.tolist() + self.fnames = data["FileName"].tolist() + self.fnames = [fn + ".avi" for fn in self.fnames if os.path.splitext(fn)[1] == ""] # Assume avi if no suffix + self.outcome = data.values.tolist() + + # Check that files are present + """ + missing = set(self.fnames) - set(os.listdir(os.path.join(self.root, "Videos"))) + if len(missing) != 0: + print("{} videos could not be found in {}:".format(len(missing), os.path.join(self.root, "Videos"))) + for f in sorted(missing): + print("\t", f) + raise FileNotFoundError(os.path.join(self.root, "Videos", sorted(missing)[0])) + """ + + # Load traces + self.frames = collections.defaultdict(list) + self.trace = collections.defaultdict(_defaultdict_of_lists) + + with open(os.path.join(self.root, "VolumeTracings.csv")) as f: + header = f.readline().strip().split(",") + assert header == ["FileName", "X1", "Y1", "X2", "Y2", "Frame"] + + for line in f: + filename, x1, y1, x2, y2, frame = line.strip().split(',') + x1 = float(x1) + y1 = float(y1) + x2 = float(x2) + y2 = float(y2) + frame = int(frame) + if frame not in self.trace[filename]: + self.frames[filename].append(frame) + self.trace[filename][frame].append((x1, y1, x2, y2)) + for filename in self.frames: + for frame in self.frames[filename]: + self.trace[filename][frame] = np.array(self.trace[filename][frame]) + + # A small number of videos are missing traces; remove these videos + keep = [len(self.frames[f]) >= 2 for f in self.fnames] + self.fnames = [f for (f, k) in zip(self.fnames, keep) if k] + self.outcome = [f for (f, k) in zip(self.outcome, keep) if k] + + def __getitem__(self, index): + # Find filename of video + if self.split == "EXTERNAL_TEST": + video = os.path.join(self.external_test_location, self.fnames[index]) + elif self.split == "CLINICAL_TEST": + video = os.path.join(self.root, "ProcessedStrainStudyA4c", self.fnames[index]) + else: + video = os.path.join(self.root, "Videos", self.fnames[index]) + + # Load video into np.array + video = echonet.utils.loadvideo(video).astype(np.float32) + + # Add simulated noise (black out random pixels) + # 0 represents black at this point (video has not been normalized yet) + if self.noise is not None: + n = video.shape[1] * video.shape[2] * video.shape[3] + ind = np.random.choice(n, round(self.noise * n), replace=False) + f = ind % video.shape[1] + ind //= video.shape[1] + i = ind % video.shape[2] + ind //= video.shape[2] + j = ind + video[:, f, i, j] = 0 + + # Apply normalization + if isinstance(self.mean, (float, int)): + video -= self.mean + else: + video -= self.mean.reshape(3, 1, 1, 1) + + if isinstance(self.std, (float, int)): + video /= self.std + else: + video /= self.std.reshape(3, 1, 1, 1) + + # Set number of frames + c, f, h, w = video.shape + if self.length is None: + # Take as many frames as possible + length = f // self.period + else: + # Take specified number of frames + length = self.length + + if self.max_length is not None: + # Shorten videos to max_length + length = min(length, self.max_length) + + if f < length * self.period: + # Pad video with frames filled with zeros if too short + # 0 represents the mean color (dark grey), since this is after normalization + video = np.concatenate((video, np.zeros((c, length * self.period - f, h, w), video.dtype)), axis=1) + c, f, h, w = video.shape # pylint: disable=E0633 + + if self.clips == "all": + # Take all possible clips of desired length + start = np.arange(f - (length - 1) * self.period) + else: + # Take random clips from video + start = np.random.choice(f - (length - 1) * self.period, self.clips) + + # Gather targets + target = [] + for t in self.target_type: + key = self.fnames[index] + if t == "Filename": + target.append(self.fnames[index]) + elif t == "LargeIndex": + # Traces are sorted by cross-sectional area + # Largest (diastolic) frame is last + target.append(int(self.frames[key][-1])) + elif t == "SmallIndex": + # Largest (diastolic) frame is first + target.append(int(self.frames[key][0])) + elif t == "LargeFrame": + target.append(video[:, self.frames[key][-1], :, :]) + elif t == "SmallFrame": + target.append(video[:, self.frames[key][0], :, :]) + elif t in ["LargeTrace", "SmallTrace"]: + if t == "LargeTrace": + t = self.trace[key][self.frames[key][-1]] + else: + t = self.trace[key][self.frames[key][0]] + x1, y1, x2, y2 = t[:, 0], t[:, 1], t[:, 2], t[:, 3] + x = np.concatenate((x1[1:], np.flip(x2[1:]))) + y = np.concatenate((y1[1:], np.flip(y2[1:]))) + + r, c = skimage.draw.polygon(np.rint(y).astype(np.int), np.rint(x).astype(np.int), (video.shape[2], video.shape[3])) + mask = np.zeros((video.shape[2], video.shape[3]), np.float32) + mask[r, c] = 1 + target.append(mask) + else: + if self.split == "CLINICAL_TEST" or self.split == "EXTERNAL_TEST": + target.append(np.float32(0)) + else: + target.append(np.float32(self.outcome[index][self.header.index(t)])) + + if target != []: + target = tuple(target) if len(target) > 1 else target[0] + if self.target_transform is not None: + target = self.target_transform(target) + + # Select clips from video + video = tuple(video[:, s + self.period * np.arange(length), :, :] for s in start) + if self.clips == 1: + video = video[0] + else: + video = np.stack(video) + + if self.pad is not None: + # Add padding of zeros (mean color of videos) + # Crop of original size is taken out + # (Used as augmentation) + c, l, h, w = video.shape + temp = np.zeros((c, l, h + 2 * self.pad, w + 2 * self.pad), dtype=video.dtype) + temp[:, :, self.pad:-self.pad, self.pad:-self.pad] = video # pylint: disable=E1130 + i, j = np.random.randint(0, 2 * self.pad, 2) + video = temp[:, :, i:(i + h), j:(j + w)] + + return video, target + + def __len__(self): + return len(self.fnames) + + def extra_repr(self) -> str: + """Additional information to add at end of __repr__.""" + lines = ["Target type: {target_type}", "Split: {split}"] + return '\n'.join(lines).format(**self.__dict__) + + +def _defaultdict_of_lists(): + """Returns a defaultdict of lists. + This is used to avoid issues with Windows (if this function is anonymous, + the Echo dataset cannot be used in a dataloader). + """ + + return collections.defaultdict(list) +## +print("Done loading training data!") +# define normalization layer to make sure output xi in an interval [ai, bi]: +# define normalization layer to make sure output xi in an interval [ai, bi]: + + +class IntervalNormalizationLayer(torch.nn.Module): + def __init__(self): + super().__init__() + # new_output = [Tc, start_p, Emax, Emin, Rm, Ra, Vd] + self.a = torch.tensor([0.4, 0., 0.5, 0.02, 0.005, 0.0001, 4.], dtype=torch.float32) #HR in 20-200->Tc in [0.3, 4] + self.b = torch.tensor([1.7, 280., 3.5, 0.1, 0.1, 0.25, 16.], dtype=torch.float32) + #taken out (initial conditions): a: 20, 5, 50; b: 400, 20, 100 + def forward(self, inputs): + sigmoid_output = torch.sigmoid(inputs) + scaled_output = sigmoid_output * (self.b - self.a) + self.a + return scaled_output + +class NEW3DCNN(nn.Module): + def __init__(self, num_parameters): + super(NEW3DCNN, self).__init__() + + self.conv1 = nn.Conv3d(3, 8, kernel_size=3, padding=1) + self.batchnorm1 = nn.BatchNorm3d(8) + self.conv2 = nn.Conv3d(8, 16, kernel_size=3, padding=1) + self.batchnorm2 = nn.BatchNorm3d(16) + self.conv3 = nn.Conv3d(16, 32, kernel_size=3, padding=1) + self.batchnorm3 = nn.BatchNorm3d(32) + self.conv4 = nn.Conv3d(32, 64, kernel_size=3, padding=1) + self.batchnorm4 = nn.BatchNorm3d(64) + self.conv5 = nn.Conv3d(64, 128, kernel_size=3, padding=1) + self.batchnorm5 = nn.BatchNorm3d(128) + self.pool = nn.AdaptiveAvgPool3d(1) + self.fc1 = nn.Linear(128, 512) + self.fc2 = nn.Linear(512, num_parameters) + self.norm1 = IntervalNormalizationLayer() + + def forward(self, x): + x = F.relu(self.batchnorm1(self.conv1(x))) + x = F.max_pool3d(x, kernel_size=2, stride=2) + x = F.relu(self.batchnorm2(self.conv2(x))) + x = F.max_pool3d(x, kernel_size=2, stride=2) + x = F.relu(self.batchnorm3(self.conv3(x))) + x = F.max_pool3d(x, kernel_size=2, stride=2) + x = F.relu(self.batchnorm4(self.conv4(x))) + x = F.max_pool3d(x, kernel_size=2, stride=2) + x = F.relu(self.batchnorm5(self.conv5(x))) + x = self.pool(x) + x = x.view(x.size(0), -1) + x = F.relu(self.fc1(x)) + x = self.fc2(x) + x = self.norm1(x) + + return x + + +# Define a neural network with one hidden layer +class Interpolator(nn.Module): + def __init__(self): + super().__init__() + self.fc1 = nn.Linear(6, 250).double() + self.fc2 = nn.Linear(250, 2).double() + + def forward(self, x): + x = torch.relu(self.fc1(x)) + x = self.fc2(x) + return x + +# Initialize the neural network +net = Interpolator() +net.load_state_dict(torch.load('/Users/FDean/Desktop/Physics_Informed_Transfer_Learning/final_model_weights/interp6_7param_weight.pt')) +print("Done loading interpolator!") + +weights_path = '/Users/FDean/Desktop/Physics_Informed_Transfer_Learning/final_model_weights/202_full_echonet_7param_Vloss_epoch_200_lr_0.001_weight_best_model.pt' +model = NEW3DCNN(num_parameters = 7) +model.load_state_dict(torch.load(weights_path)) +model.to(device) + +## PV loops + +#returns Plv at time t using Elastance(t) and Vlv(t)-Vd=x1 +def Plv(volume, Emax, Emin, t, Tc, Vd): + return Elastance(Emax,Emin,t, Tc)*(volume - Vd) + +#returns Elastance(t) +def Elastance(Emax,Emin, t, Tc): + t = t-int(t/Tc)*Tc #can remove this if only want 1st ED (and the 1st ES before) + tn = t/(0.2+0.15*Tc) + return (Emax-Emin)*1.55*(tn/0.7)**1.9/((tn/0.7)**1.9+1)*1/((tn/1.17)**21.9+1) + Emin + +def solve_ODE_for_volume(Rm, Ra, Emax, Emin, Vd, Tc, start_v, t): + + # the ODE from Simaan et al 2008 + def heart_ode(y, t, Rs, Rm, Ra, Rc, Ca, Cs, Cr, Ls, Emax, Emin, Tc): + x1, x2, x3, x4, x5 = y #here y is a vector of 5 values (not functions), at time t, used for getting (dy/dt)(t) + P_lv = Plv(x1+Vd,Emax,Emin,t,Tc,Vd) + dydt = [r(x2-P_lv)/Rm-r(P_lv-x4)/Ra, (x3-x2)/(Rs*Cr)-r(x2-P_lv)/(Cr*Rm), (x2-x3)/(Rs*Cs)+x5/Cs, -x5/Ca+r(P_lv-x4)/(Ca*Ra), (x4-x3-Rc*x5)/Ls] + return dydt + + # RELU for diodes + def r(u): + return max(u, 0.) + + # Define fixed parameters + Rs = 1.0 + Rc = 0.0398 + Ca = 0.08 + Cs = 1.33 + Cr = 4.400 + Ls = 0.0005 + startp = 75. + + # Initial conditions + start_pla = float(start_v*Elastance(Emax, Emin, 0, Tc)) + start_pao = startp + start_pa = start_pao + start_qt = 0 #aortic flow is Q_T and is 0 at ED, also see Fig5 in simaan2008dynamical + y0 = [start_v, start_pla, start_pa, start_pao, start_qt] + + # Solve + sol = odeint(heart_ode, y0, t, args = (Rs, Rm, Ra, Rc, Ca, Cs, Cr, Ls, Emax, Emin, Tc)) #t: list of values + + # volume is the first state variable plus theoretical zero pressure volume + volumes = np.array(sol[:, 0]) + Vd + + return volumes + +def pvloop_simulator(Rm, Ra, Emax, Emin, Vd, Tc, start_v): + + + # Define initial parameters + init_Emax = Emax # 3.0 # .5 to 3.5 + init_Emin = Emin # 0.04 # .02 to .1 + # init_Tc = Tc # .4 # .4 to 1.7 + init_Vd = Vd # 10.0 # 0 to 25 + + # DUMMY VOLUME + # def volume(t, Tc): + # return 50*np.sin(2 * np.pi * t*(1/Tc))+100 + + # SOLVE the ODE model for the VOLUME CURVE + N = 100 + t = np.linspace(0, Tc*N, int(60000*N)) #np.linspace(1, 100, 1000000) + volumes = solve_ODE_for_volume(Rm, Ra, Emax, Emin, Vd, Tc, start_v, t) + + # FUNCTIONS for PRESSURE CURVE + vectorized_Elastance = np.vectorize(Elastance) + vectorized_Plv = np.vectorize(Plv) + + def pressure(t, volume, Emax, Emin, Tc, Vd): + return vectorized_Plv(volume, Emax, Emin, t, Tc, Vd) + + # calculate PRESSURE + pressures = pressure(t, volumes, init_Emax, init_Emin, Tc, init_Vd) + + # Create the figure and the loop that we will manipulate + fig, ax = plt.subplots() + plt.ylim((0,280)) + plt.xlim((0,280)) + line = ax.plot(volumes[(N-2)*60000:(N)*60000], pressures[(N-2)*60000:(N)*60000], lw=1) + #print(line) + line = line[0] + #print(line) + + fig.suptitle('Predicted PI-SSL LV Pressure Volume Loop', fontsize=16) + #plt.rcParams['fig.suptitle'] = -2.0 + #ax.set_title(f'Mitral valve circuit resistance (Rm): {Rm} mmHg*s/ml \n Aortic valve circuit resistance (Ra): {Ra} mmHg*s/ml', fontsize=6) + ax.set_xlabel('LV Volume (ml)') + ax.set_ylabel('LV Pressure (mmHg)') + + # adjust the main plot to make room for the sliders + fig.subplots_adjust(left=0.25, bottom=0.25) + + return plt, Rm, Ra, Emax, Emin, Vd, Tc, start_v + +def pvloop_simulator_plot_only(Rm, Ra, Emax, Emin, Vd, Tc, start_v): + plot,_,_,_,_,_,_,_ =pvloop_simulator(Rm, Ra, Emax, Emin, Vd, Tc, start_v) + return plot + +## Demo + +def generate_example(): + # get random input + data_path = '/Users/FDean/Desktop/Physics_Informed_Transfer_Learning/EchoNet-Dynamic' + image_data = Echo(root = data_path, split = 'all', target_type=['Filename','LargeIndex','SmallIndex']) + image_loaded_data = DataLoader(image_data, batch_size=1, shuffle=True) + val_data = next(iter(image_loaded_data)) + #create_echo_clip(val_data,'test') + val_seq = val_data[0] + filename = val_data[1][0][0] + video = os.path.join(os.getcwd(), f"EchoNet-Dynamic/Videos/{filename}") + val_tensor = torch.tensor(val_seq, dtype=torch.float32) + results = model(val_tensor) + + plot, Rm, Ra, Emax, Emin, Vd,Tc, start_v = pvloop_simulator(Rm=round(results[0][4].item(),2), Ra=round(results[0][5].item(),2), Emax=results[0][2].item(), Emin=round(results[0][3].item(),2), Vd=round(results[0][6].item(),2), Tc=round(results[0][0].item(),2), start_v=round(results[0][1].item(),2)) + + return video, plot, Rm, Ra, Emax, Emin, Vd, Tc, start_v + +title = "Physics-informed self-supervised learning for predicting cardiac digital twins with echocardiography" + +description = """ +

Keying Kuang, Frances Dean, Jack B. Jedlicki, David Ouyang, Anthony Philippakis, David Sontag, Ahmed Alaa
+ Code

+We develop methodology for predicting digital twins from non-invasive cardiac ultrasound images in Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning. \n\n +We demonstrate the ability of our model to predict left ventricular pressure-volume loops using image data here. +""" + +gr.Markdown("

" + title + "

") +gr.Markdown(description) + +with gr.Blocks() as demo: + + # text + gr.Markdown("

" + title + "

") + gr.Markdown(description) + + with gr.Row(): + with gr.Column(scale=1.5, min_width=100): + + generate_button = gr.Button("Load sample echocardiogram and generate result") + with gr.Row(): + video = gr.PlayableVideo(format="avi") + plot = gr.Plot() + + with gr.Row(): + Rm = gr.Number(label="Mitral valve circuit resistance (Rm) mmHg*s/ml:") + Ra = gr.Number(label="Aortic valve circuit resistance (Ra) mmHg*s/ml:") + Emax = gr.Number(label="Maximum elastance (Emax) mmHg/ml:") + Emin = gr.Number(label="Minimum elastance (Emin) mmHg/ml:") + Vd = gr.Number(label="Theoretical zero pressure volume (Vd) ml:") + Tc = gr.Number(label="Cycle duration (Tc) s:") + start_v = gr.Number(label="Initial volume (start_v) ml:") + + simulation_button = gr.Button("Run simulation") + + + + with gr.Row(): + sl1 = gr.Slider(0.005, 0.1, value=Rm, label="Rm") + sl2 = gr.Slider(0.0001, 0.25, value=Ra, label="Ra") + sl3 = gr.Slider(0.5, 3.5, value=Emax, label="Emax") + sl4 = gr.Slider(0.02, 0.1, value= Emin, label="Emin") + sl5 = gr.Slider(4.0, 25.0, value=Vd, label="Vd") + sl6 = gr.Slider(0.4, 1.7, value=Tc, label="Tc") + sl7 = gr.Slider(0.0, 280.0, value=start_v, label="start_v") + + + generate_button.click(fn=generate_example, outputs = [video,plot,Rm,Ra,Emax,Emin,Vd,Tc,start_v]) + + + simulation_button.click(fn=pvloop_simulator_plot_only, inputs = [sl1,sl2,sl3,sl4,sl5,sl6,sl7], outputs = [gr.Plot()]) + + + +demo.launch(share=True) \ No newline at end of file diff --git a/dynamic/.DS_Store b/dynamic/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..37694d1e1dad9922efb4b26079c7b3bb1377100c Binary files /dev/null and b/dynamic/.DS_Store differ diff --git a/dynamic/.gitignore b/dynamic/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..01394e3697a2db52dd06b370d9908ffaafc80358 --- /dev/null +++ b/dynamic/.gitignore @@ -0,0 +1,7 @@ +.ipynb_checkpoints/ +__pycache__/ +*.swp +echonet.cfg +.echonet.cfg +*.pyc +echonet.egg-info/ diff --git a/dynamic/.travis.yml b/dynamic/.travis.yml new file mode 100644 index 0000000000000000000000000000000000000000..65ee5f1671946b75b4448faa8f06071befc182ac --- /dev/null +++ b/dynamic/.travis.yml @@ -0,0 +1,68 @@ +language: minimal + +os: + - linux + +env: + # - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.1 TORCHVISION_VERSION=0.2 (torchvision 0.2 does not have VisionDataset) + # - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.1 TORCHVISION_VERSION=0.3 (torchvision 0.3 has a cuda issue) + - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.1 TORCHVISION_VERSION=0.4 + - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.1 TORCHVISION_VERSION=0.5 + # - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.2 TORCHVISION_VERSION=0.2 + # - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.2 TORCHVISION_VERSION=0.3 + - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.2 TORCHVISION_VERSION=0.4 + - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.2 TORCHVISION_VERSION=0.5 + # - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.3 TORCHVISION_VERSION=0.2 + # - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.3 TORCHVISION_VERSION=0.3 + - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.3 TORCHVISION_VERSION=0.4 + - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.3 TORCHVISION_VERSION=0.5 + # - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.4 TORCHVISION_VERSION=0.2 + # - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.4 TORCHVISION_VERSION=0.3 + - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.4 TORCHVISION_VERSION=0.4 + - PYTHON_VERSION=3.6 PYTORCH_VERSION=1.4 TORCHVISION_VERSION=0.5 + # - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.1 TORCHVISION_VERSION=0.2 + # - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.1 TORCHVISION_VERSION=0.3 + - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.1 TORCHVISION_VERSION=0.4 + - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.1 TORCHVISION_VERSION=0.5 + # - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.2 TORCHVISION_VERSION=0.2 + # - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.2 TORCHVISION_VERSION=0.3 + - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.2 TORCHVISION_VERSION=0.4 + - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.2 TORCHVISION_VERSION=0.5 + # - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.3 TORCHVISION_VERSION=0.2 + # - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.3 TORCHVISION_VERSION=0.3 + - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.3 TORCHVISION_VERSION=0.4 + - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.3 TORCHVISION_VERSION=0.5 + # - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.4 TORCHVISION_VERSION=0.2 + # - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.4 TORCHVISION_VERSION=0.3 + - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.4 TORCHVISION_VERSION=0.4 + - PYTHON_VERSION=3.7 PYTORCH_VERSION=1.4 TORCHVISION_VERSION=0.5 + +install: + - if [[ "$TRAVIS_OS_NAME" == "linux" ]]; + then + MINICONDA_OS=Linux; + sudo apt-get update; + else + MINICONDA_OS=MacOSX; + brew update; + fi + - wget https://repo.anaconda.com/miniconda/Miniconda3-latest-${MINICONDA_OS}-x86_64.sh -O miniconda.sh + - bash miniconda.sh -b -p $HOME/miniconda + - source "$HOME/miniconda/etc/profile.d/conda.sh" + - hash -r + - conda config --set always_yes yes --set changeps1 no + - conda update -q conda + # Useful for debugging any issues with conda + - conda info -a + - conda search pytorch || true + + - conda create -q -n test-environment python=${PYTHON_VERSION} pytorch=${PYTORCH_VERSION} + - conda activate test-environment + - pip install -q torchvision==${TORCHVISION_VERSION} "pillow<7.0.0" + - pip install -q . + - pip install -q flake8 pylint + +script: + - flake8 --ignore=E501 + - pylint --disable=C0103,C0301,R0401,R0801,R0902,R0912,R0913,R0914,R0915 --extension-pkg-whitelist=cv2,torch --generated-members=torch.* echonet/ scripts/*.py setup.py + - python -c "import echonet" diff --git a/dynamic/LICENSE.txt b/dynamic/LICENSE.txt new file mode 100644 index 0000000000000000000000000000000000000000..8fb9a98c56aa55009216ab2eee1af44c9e9425f3 --- /dev/null +++ b/dynamic/LICENSE.txt @@ -0,0 +1,3 @@ +Copyright Notice +The authors are the proprietor of certain copyrights of and to EchoNet-Dynamic software, source code and associated material. Code also contains source code created by certain third parties. Redistribution and use of the Code with or without modification is not permitted without explicit written permission by the authors. +Copyright 2019 The authors. All rights reserved. diff --git a/dynamic/README.md b/dynamic/README.md new file mode 100644 index 0000000000000000000000000000000000000000..b00cf2e2003159358d205dd3f6dc0debff610fd8 --- /dev/null +++ b/dynamic/README.md @@ -0,0 +1,97 @@ +EchoNet-Dynamic:
Interpretable AI for beat-to-beat cardiac function assessment +------------------------------------------------------------------------------ + +EchoNet-Dynamic is a end-to-end beat-to-beat deep learning model for + 1) semantic segmentation of the left ventricle + 2) prediction of ejection fraction by entire video or subsampled clips, and + 3) assessment of cardiomyopathy with reduced ejection fraction. + +For more details, see the accompanying paper, + +> [**Video-based AI for beat-to-beat assessment of cardiac function**](https://www.nature.com/articles/s41586-020-2145-8)
+ David Ouyang, Bryan He, Amirata Ghorbani, Neal Yuan, Joseph Ebinger, Curt P. Langlotz, Paul A. Heidenreich, Robert A. Harrington, David H. Liang, Euan A. Ashley, and James Y. Zou. Nature, March 25, 2020. https://doi.org/10.1038/s41586-020-2145-8 + +Dataset +------- +We share a deidentified set of 10,030 echocardiogram images which were used for training EchoNet-Dynamic. +Preprocessing of these images, including deidentification and conversion from DICOM format to AVI format videos, were performed with OpenCV and pydicom. Additional information is at https://echonet.github.io/dynamic/. These deidentified images are shared with a non-commerical data use agreement. + +Examples +-------- + +We show examples of our semantic segmentation for nine distinct patients below. +Three patients have normal cardiac function, three have low ejection fractions, and three have arrhythmia. +No human tracings for these patients were used by EchoNet-Dynamic. + +| Normal | Low Ejection Fraction | Arrhythmia | +| ------ | --------------------- | ---------- | +| ![](docs/media/0X10A28877E97DF540.gif) | ![](docs/media/0X129133A90A61A59D.gif) | ![](docs/media/0X132C1E8DBB715D1D.gif) | +| ![](docs/media/0X1167650B8BEFF863.gif) | ![](docs/media/0X13CE2039E2D706A.gif ) | ![](docs/media/0X18BA5512BE5D6FFA.gif) | +| ![](docs/media/0X148FFCBF4D0C398F.gif) | ![](docs/media/0X16FC9AA0AD5D8136.gif) | ![](docs/media/0X1E12EEE43FD913E5.gif) | + +Installation +------------ + +First, clone this repository and enter the directory by running: + + git clone https://github.com/echonet/dynamic.git + cd dynamic + +EchoNet-Dynamic is implemented for Python 3, and depends on the following packages: + - NumPy + - PyTorch + - Torchvision + - OpenCV + - skimage + - sklearn + - tqdm + +Echonet-Dynamic and its dependencies can be installed by navigating to the cloned directory and running + + pip install --user . + +Usage +----- +### Preprocessing DICOM Videos + +The input of EchoNet-Dynamic is an apical-4-chamber view echocardiogram video of any length. The easiest way to run our code is to use videos from our dataset, but we also provide a Jupyter Notebook, `ConvertDICOMToAVI.ipynb`, to convert DICOM files to AVI files used for input to EchoNet-Dynamic. The Notebook deidentifies the video by cropping out information outside of the ultrasound sector, resizes the input video, and saves the video in AVI format. + +### Setting Path to Data + +By default, EchoNet-Dynamic assumes that a copy of the data is saved in a folder named `a4c-video-dir/` in this directory. +This path can be changed by creating a configuration file named `echonet.cfg` (an example configuration file is `example.cfg`). + +### Running Code + +EchoNet-Dynamic has three main components: segmenting the left ventricle, predicting ejection fraction from subsampled clips, and assessing cardiomyopathy with beat-by-beat predictions. +Each of these components can be run with reasonable choices of hyperparameters with the scripts below. +We describe our full hyperparameter sweep in the next section. + +#### Frame-by-frame Semantic Segmentation of the Left Ventricle + + echonet segmentation --save_video + +This creates a directory named `output/segmentation/deeplabv3_resnet50_random/`, which will contain + - log.csv: training and validation losses + - best.pt: checkpoint of weights for the model with the lowest validation loss + - size.csv: estimated size of left ventricle for each frame and indicator for beginning of beat + - videos: directory containing videos with segmentation overlay + +#### Prediction of Ejection Fraction from Subsampled Clips + + echonet video + +This creates a directory named `output/video/r2plus1d_18_32_2_pretrained/`, which will contain + - log.csv: training and validation losses + - best.pt: checkpoint of weights for the model with the lowest validation loss + - test_predictions.csv: ejection fraction prediction for subsampled clips + +#### Beat-by-beat Prediction of Ejection Fraction from Full Video and Assesment of Cardiomyopathy + +The final beat-by-beat prediction and analysis is performed with `scripts/beat_analysis.R`. +This script combines the results from segmentation output in `size.csv` and the clip-level ejection fraction prediction in `test_predictions.csv`. The beginning of each systolic phase is detected by using the peak detection algorithm from scipy (`scipy.signal.find_peaks`) and a video clip centered around the beat is used for beat-by-beat prediction. + +### Hyperparameter Sweeps + +The full set of hyperparameter sweeps from the paper can be run via `run_experiments.sh`. +In particular, we choose between pretrained and random initialization for the weights, the model (selected from `r2plus1d_18`, `r3d_18`, and `mc3_18`), the length of the video (1, 4, 8, 16, 32, 64, and 96 frames), and the sampling period (1, 2, 4, 6, and 8 frames). diff --git a/dynamic/echonet/.DS_Store b/dynamic/echonet/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..da6b21afc0674727ef6aad86a7a6e235474f77a8 Binary files /dev/null and b/dynamic/echonet/.DS_Store differ diff --git a/dynamic/echonet/__init__.py b/dynamic/echonet/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..103c706c471722e96525e2c3e0b4882172210d53 --- /dev/null +++ b/dynamic/echonet/__init__.py @@ -0,0 +1,26 @@ +""" +The echonet package contains code for loading echocardiogram videos, and +functions for training and testing segmentation and ejection fraction +prediction models. +""" + +import click + +from echonet.__version__ import __version__ +from echonet.config import CONFIG as config +import echonet.datasets as datasets +import echonet.utils as utils + + +@click.group() +def main(): + """Entry point for command line interface.""" + + +del click + + +main.add_command(utils.segmentation.run) +main.add_command(utils.video.run) + +__all__ = ["__version__", "config", "datasets", "main", "utils"] diff --git a/dynamic/echonet/__main__.py b/dynamic/echonet/__main__.py new file mode 100644 index 0000000000000000000000000000000000000000..a467a969dcc9d7df46afccdb05fcb5ef735f3c82 --- /dev/null +++ b/dynamic/echonet/__main__.py @@ -0,0 +1,7 @@ +"""Entry point for command line.""" + +import echonet + + +if __name__ == '__main__': + echonet.main() diff --git a/dynamic/echonet/__version__.py b/dynamic/echonet/__version__.py new file mode 100644 index 0000000000000000000000000000000000000000..9f04fb0bea6ed5f0f82266f6d5573f7e818b8222 --- /dev/null +++ b/dynamic/echonet/__version__.py @@ -0,0 +1,3 @@ +"""Version number for Echonet package.""" + +__version__ = "1.0.0" diff --git a/dynamic/echonet/config.py b/dynamic/echonet/config.py new file mode 100644 index 0000000000000000000000000000000000000000..b6f14db872365255b2b2365a269a55559907d19e --- /dev/null +++ b/dynamic/echonet/config.py @@ -0,0 +1,24 @@ +"""Sets paths based on configuration files.""" + +import configparser +import os +import types + +_FILENAME = None +_PARAM = {} +for filename in ["echonet.cfg", + ".echonet.cfg", + os.path.expanduser("~/echonet.cfg"), + os.path.expanduser("~/.echonet.cfg"), + ]: + if os.path.isfile(filename): + _FILENAME = filename + config = configparser.ConfigParser() + with open(filename, "r") as f: + config.read_string("[config]\n" + f.read()) + _PARAM = config["config"] + break + +CONFIG = types.SimpleNamespace( + FILENAME=_FILENAME, + DATA_DIR=_PARAM.get("data_dir", "a4c-video-dir/")) diff --git a/dynamic/echonet/datasets/__init__.py b/dynamic/echonet/datasets/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e829bd5bcadca2913d4a0456f0d666005ed9b1d0 --- /dev/null +++ b/dynamic/echonet/datasets/__init__.py @@ -0,0 +1,8 @@ +""" +The echonet.datasets submodule defines a Pytorch dataset for loading +echocardiogram videos. +""" + +from .echo import Echo + +__all__ = ["Echo"] diff --git a/dynamic/echonet/datasets/echo.py b/dynamic/echonet/datasets/echo.py new file mode 100644 index 0000000000000000000000000000000000000000..1ec0dd7160578a9cbef1c0945444b9fda73af419 --- /dev/null +++ b/dynamic/echonet/datasets/echo.py @@ -0,0 +1,282 @@ +"""EchoNet-Dynamic Dataset.""" + +import os +import collections +import pandas + +import numpy as np +import skimage.draw +import torchvision +import echonet + + +class Echo(torchvision.datasets.VisionDataset): + """EchoNet-Dynamic Dataset. + + Args: + root (string): Root directory of dataset (defaults to `echonet.config.DATA_DIR`) + split (string): One of {``train'', ``val'', ``test'', ``all'', or ``external_test''} + target_type (string or list, optional): Type of target to use, + ``Filename'', ``EF'', ``EDV'', ``ESV'', ``LargeIndex'', + ``SmallIndex'', ``LargeFrame'', ``SmallFrame'', ``LargeTrace'', + or ``SmallTrace'' + Can also be a list to output a tuple with all specified target types. + The targets represent: + ``Filename'' (string): filename of video + ``EF'' (float): ejection fraction + ``EDV'' (float): end-diastolic volume + ``ESV'' (float): end-systolic volume + ``LargeIndex'' (int): index of large (diastolic) frame in video + ``SmallIndex'' (int): index of small (systolic) frame in video + ``LargeFrame'' (np.array shape=(3, height, width)): normalized large (diastolic) frame + ``SmallFrame'' (np.array shape=(3, height, width)): normalized small (systolic) frame + ``LargeTrace'' (np.array shape=(height, width)): left ventricle large (diastolic) segmentation + value of 0 indicates pixel is outside left ventricle + 1 indicates pixel is inside left ventricle + ``SmallTrace'' (np.array shape=(height, width)): left ventricle small (systolic) segmentation + value of 0 indicates pixel is outside left ventricle + 1 indicates pixel is inside left ventricle + Defaults to ``EF''. + mean (int, float, or np.array shape=(3,), optional): means for all (if scalar) or each (if np.array) channel. + Used for normalizing the video. Defaults to 0 (video is not shifted). + std (int, float, or np.array shape=(3,), optional): standard deviation for all (if scalar) or each (if np.array) channel. + Used for normalizing the video. Defaults to 0 (video is not scaled). + length (int or None, optional): Number of frames to clip from video. If ``None'', longest possible clip is returned. + Defaults to 16. + period (int, optional): Sampling period for taking a clip from the video (i.e. every ``period''-th frame is taken) + Defaults to 2. + max_length (int or None, optional): Maximum number of frames to clip from video (main use is for shortening excessively + long videos when ``length'' is set to None). If ``None'', shortening is not applied to any video. + Defaults to 250. + clips (int, optional): Number of clips to sample. Main use is for test-time augmentation with random clips. + Defaults to 1. + pad (int or None, optional): Number of pixels to pad all frames on each side (used as augmentation). + and a window of the original size is taken. If ``None'', no padding occurs. + Defaults to ``None''. + noise (float or None, optional): Fraction of pixels to black out as simulated noise. If ``None'', no simulated noise is added. + Defaults to ``None''. + target_transform (callable, optional): A function/transform that takes in the target and transforms it. + external_test_location (string): Path to videos to use for external testing. + """ + + def __init__(self, root=None, + split="train", target_type="EF", + mean=0., std=1., + length=16, period=2, + max_length=250, + clips=1, + pad=None, + noise=None, + target_transform=None, + external_test_location=None): + if root is None: + root = echonet.config.DATA_DIR + + super().__init__(root, target_transform=target_transform) + + self.split = split.upper() + if not isinstance(target_type, list): + target_type = [target_type] + self.target_type = target_type + self.mean = mean + self.std = std + self.length = length + self.max_length = max_length + self.period = period + self.clips = clips + self.pad = pad + self.noise = noise + self.target_transform = target_transform + self.external_test_location = external_test_location + + self.fnames, self.outcome = [], [] + + if self.split == "EXTERNAL_TEST": + self.fnames = sorted(os.listdir(self.external_test_location)) + else: + # Load video-level labels + with open(os.path.join(self.root, "FileList.csv")) as f: + data = pandas.read_csv(f) + data["Split"].map(lambda x: x.upper()) + + if self.split != "ALL": + data = data[data["Split"] == self.split] + + self.header = data.columns.tolist() + self.fnames = data["FileName"].tolist() + self.fnames = [fn + ".avi" for fn in self.fnames if os.path.splitext(fn)[1] == ""] # Assume avi if no suffix + self.outcome = data.values.tolist() + + # Check that files are present + missing = set(self.fnames) - set(os.listdir(os.path.join(self.root, "Videos"))) + if len(missing) != 0: + print("{} videos could not be found in {}:".format(len(missing), os.path.join(self.root, "Videos"))) + for f in sorted(missing): + print("\t", f) + raise FileNotFoundError(os.path.join(self.root, "Videos", sorted(missing)[0])) + + # Load traces + self.frames = collections.defaultdict(list) + self.trace = collections.defaultdict(_defaultdict_of_lists) + + with open(os.path.join(self.root, "VolumeTracings.csv")) as f: + header = f.readline().strip().split(",") + assert header == ["FileName", "X1", "Y1", "X2", "Y2", "Frame"] + + for line in f: + filename, x1, y1, x2, y2, frame = line.strip().split(',') + x1 = float(x1) + y1 = float(y1) + x2 = float(x2) + y2 = float(y2) + frame = int(frame) + if frame not in self.trace[filename]: + self.frames[filename].append(frame) + self.trace[filename][frame].append((x1, y1, x2, y2)) + for filename in self.frames: + for frame in self.frames[filename]: + self.trace[filename][frame] = np.array(self.trace[filename][frame]) + + # A small number of videos are missing traces; remove these videos + keep = [len(self.frames[f]) >= 2 for f in self.fnames] + self.fnames = [f for (f, k) in zip(self.fnames, keep) if k] + self.outcome = [f for (f, k) in zip(self.outcome, keep) if k] + + def __getitem__(self, index): + # Find filename of video + if self.split == "EXTERNAL_TEST": + video = os.path.join(self.external_test_location, self.fnames[index]) + elif self.split == "CLINICAL_TEST": + video = os.path.join(self.root, "ProcessedStrainStudyA4c", self.fnames[index]) + else: + video = os.path.join(self.root, "Videos", self.fnames[index]) + + # Load video into np.array + video = echonet.utils.loadvideo(video).astype(np.float32) + + # Add simulated noise (black out random pixels) + # 0 represents black at this point (video has not been normalized yet) + if self.noise is not None: + n = video.shape[1] * video.shape[2] * video.shape[3] + ind = np.random.choice(n, round(self.noise * n), replace=False) + f = ind % video.shape[1] + ind //= video.shape[1] + i = ind % video.shape[2] + ind //= video.shape[2] + j = ind + video[:, f, i, j] = 0 + + # Apply normalization + if isinstance(self.mean, (float, int)): + video -= self.mean + else: + video -= self.mean.reshape(3, 1, 1, 1) + + if isinstance(self.std, (float, int)): + video /= self.std + else: + video /= self.std.reshape(3, 1, 1, 1) + + # Set number of frames + c, f, h, w = video.shape + if self.length is None: + # Take as many frames as possible + length = f // self.period + else: + # Take specified number of frames + length = self.length + + if self.max_length is not None: + # Shorten videos to max_length + length = min(length, self.max_length) + + if f < length * self.period: + # Pad video with frames filled with zeros if too short + # 0 represents the mean color (dark grey), since this is after normalization + video = np.concatenate((video, np.zeros((c, length * self.period - f, h, w), video.dtype)), axis=1) + c, f, h, w = video.shape # pylint: disable=E0633 + + if self.clips == "all": + # Take all possible clips of desired length + start = np.arange(f - (length - 1) * self.period) + else: + # Take random clips from video + start = np.random.choice(f - (length - 1) * self.period, self.clips) + + # Gather targets + target = [] + for t in self.target_type: + key = self.fnames[index] + if t == "Filename": + target.append(self.fnames[index]) + elif t == "LargeIndex": + # Traces are sorted by cross-sectional area + # Largest (diastolic) frame is last + target.append(np.int(self.frames[key][-1])) + elif t == "SmallIndex": + # Largest (diastolic) frame is first + target.append(np.int(self.frames[key][0])) + elif t == "LargeFrame": + target.append(video[:, self.frames[key][-1], :, :]) + elif t == "SmallFrame": + target.append(video[:, self.frames[key][0], :, :]) + elif t in ["LargeTrace", "SmallTrace"]: + if t == "LargeTrace": + t = self.trace[key][self.frames[key][-1]] + else: + t = self.trace[key][self.frames[key][0]] + x1, y1, x2, y2 = t[:, 0], t[:, 1], t[:, 2], t[:, 3] + x = np.concatenate((x1[1:], np.flip(x2[1:]))) + y = np.concatenate((y1[1:], np.flip(y2[1:]))) + + r, c = skimage.draw.polygon(np.rint(y).astype(np.int), np.rint(x).astype(np.int), (video.shape[2], video.shape[3])) + mask = np.zeros((video.shape[2], video.shape[3]), np.float32) + mask[r, c] = 1 + target.append(mask) + else: + if self.split == "CLINICAL_TEST" or self.split == "EXTERNAL_TEST": + target.append(np.float32(0)) + else: + target.append(np.float32(self.outcome[index][self.header.index(t)])) + + if target != []: + target = tuple(target) if len(target) > 1 else target[0] + if self.target_transform is not None: + target = self.target_transform(target) + + # Select clips from video + video = tuple(video[:, s + self.period * np.arange(length), :, :] for s in start) + if self.clips == 1: + video = video[0] + else: + video = np.stack(video) + + if self.pad is not None: + # Add padding of zeros (mean color of videos) + # Crop of original size is taken out + # (Used as augmentation) + c, l, h, w = video.shape + temp = np.zeros((c, l, h + 2 * self.pad, w + 2 * self.pad), dtype=video.dtype) + temp[:, :, self.pad:-self.pad, self.pad:-self.pad] = video # pylint: disable=E1130 + i, j = np.random.randint(0, 2 * self.pad, 2) + video = temp[:, :, i:(i + h), j:(j + w)] + + return video, target + + def __len__(self): + return len(self.fnames) + + def extra_repr(self) -> str: + """Additional information to add at end of __repr__.""" + lines = ["Target type: {target_type}", "Split: {split}"] + return '\n'.join(lines).format(**self.__dict__) + + +def _defaultdict_of_lists(): + """Returns a defaultdict of lists. + + This is used to avoid issues with Windows (if this function is anonymous, + the Echo dataset cannot be used in a dataloader). + """ + + return collections.defaultdict(list) diff --git a/dynamic/echonet/utils/__init__.py b/dynamic/echonet/utils/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..475afcc5c425c5c36e42997e4c73aaa18a7b66b7 --- /dev/null +++ b/dynamic/echonet/utils/__init__.py @@ -0,0 +1,179 @@ +"""Utility functions for videos, plotting and computing performance metrics.""" + +import os +import typing + +import cv2 # pytype: disable=attribute-error +import matplotlib +import numpy as np +import torch +import tqdm + +from . import video +from . import segmentation + + +def loadvideo(filename: str) -> np.ndarray: + """Loads a video from a file. + + Args: + filename (str): filename of video + + Returns: + A np.ndarray with dimensions (channels=3, frames, height, width). The + values will be uint8's ranging from 0 to 255. + + Raises: + FileNotFoundError: Could not find `filename` + ValueError: An error occurred while reading the video + """ + + if not os.path.exists(filename): + raise FileNotFoundError(filename) + capture = cv2.VideoCapture(filename) + + frame_count = int(capture.get(cv2.CAP_PROP_FRAME_COUNT)) + frame_width = int(capture.get(cv2.CAP_PROP_FRAME_WIDTH)) + frame_height = int(capture.get(cv2.CAP_PROP_FRAME_HEIGHT)) + + v = np.zeros((frame_count, frame_height, frame_width, 3), np.uint8) + + for count in range(frame_count): + ret, frame = capture.read() + if not ret: + raise ValueError("Failed to load frame #{} of {}.".format(count, filename)) + + frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) + v[count, :, :] = frame + + v = v.transpose((3, 0, 1, 2)) + + return v + + +def savevideo(filename: str, array: np.ndarray, fps: typing.Union[float, int] = 1): + """Saves a video to a file. + + Args: + filename (str): filename of video + array (np.ndarray): video of uint8's with shape (channels=3, frames, height, width) + fps (float or int): frames per second + + Returns: + None + """ + + c, _, height, width = array.shape + + if c != 3: + raise ValueError("savevideo expects array of shape (channels=3, frames, height, width), got shape ({})".format(", ".join(map(str, array.shape)))) + fourcc = cv2.VideoWriter_fourcc('M', 'J', 'P', 'G') + out = cv2.VideoWriter(filename, fourcc, fps, (width, height)) + + for frame in array.transpose((1, 2, 3, 0)): + frame = cv2.cvtColor(frame, cv2.COLOR_RGB2BGR) + out.write(frame) + + +def get_mean_and_std(dataset: torch.utils.data.Dataset, + samples: int = 128, + batch_size: int = 8, + num_workers: int = 4): + """Computes mean and std from samples from a Pytorch dataset. + + Args: + dataset (torch.utils.data.Dataset): A Pytorch dataset. + ``dataset[i][0]'' is expected to be the i-th video in the dataset, which + should be a ``torch.Tensor'' of dimensions (channels=3, frames, height, width) + samples (int or None, optional): Number of samples to take from dataset. If ``None'', mean and + standard deviation are computed over all elements. + Defaults to 128. + batch_size (int, optional): how many samples per batch to load + Defaults to 8. + num_workers (int, optional): how many subprocesses to use for data + loading. If 0, the data will be loaded in the main process. + Defaults to 4. + + Returns: + A tuple of the mean and standard deviation. Both are represented as np.array's of dimension (channels,). + """ + + if samples is not None and len(dataset) > samples: + indices = np.random.choice(len(dataset), samples, replace=False) + dataset = torch.utils.data.Subset(dataset, indices) + dataloader = torch.utils.data.DataLoader( + dataset, batch_size=batch_size, num_workers=num_workers, shuffle=True) + + n = 0 # number of elements taken (should be equal to samples by end of for loop) + s1 = 0. # sum of elements along channels (ends up as np.array of dimension (channels,)) + s2 = 0. # sum of squares of elements along channels (ends up as np.array of dimension (channels,)) + for (x, *_) in tqdm.tqdm(dataloader): + x = x.transpose(0, 1).contiguous().view(3, -1) + n += x.shape[1] + s1 += torch.sum(x, dim=1).numpy() + s2 += torch.sum(x ** 2, dim=1).numpy() + mean = s1 / n # type: np.ndarray + std = np.sqrt(s2 / n - mean ** 2) # type: np.ndarray + + mean = mean.astype(np.float32) + std = std.astype(np.float32) + + return mean, std + + +def bootstrap(a, b, func, samples=10000): + """Computes a bootstrapped confidence intervals for ``func(a, b)''. + + Args: + a (array_like): first argument to `func`. + b (array_like): second argument to `func`. + func (callable): Function to compute confidence intervals for. + ``dataset[i][0]'' is expected to be the i-th video in the dataset, which + should be a ``torch.Tensor'' of dimensions (channels=3, frames, height, width) + samples (int, optional): Number of samples to compute. + Defaults to 10000. + + Returns: + A tuple of (`func(a, b)`, estimated 5-th percentile, estimated 95-th percentile). + """ + a = np.array(a) + b = np.array(b) + + bootstraps = [] + for _ in range(samples): + ind = np.random.choice(len(a), len(a)) + bootstraps.append(func(a[ind], b[ind])) + bootstraps = sorted(bootstraps) + + return func(a, b), bootstraps[round(0.05 * len(bootstraps))], bootstraps[round(0.95 * len(bootstraps))] + + +def latexify(): + """Sets matplotlib params to appear more like LaTeX. + + Based on https://nipunbatra.github.io/blog/2014/latexify.html + """ + params = {'backend': 'pdf', + 'axes.titlesize': 8, + 'axes.labelsize': 8, + 'font.size': 8, + 'legend.fontsize': 8, + 'xtick.labelsize': 8, + 'ytick.labelsize': 8, + 'font.family': 'DejaVu Serif', + 'font.serif': 'Computer Modern', + } + matplotlib.rcParams.update(params) + + +def dice_similarity_coefficient(inter, union): + """Computes the dice similarity coefficient. + + Args: + inter (iterable): iterable of the intersections + union (iterable): iterable of the unions + """ + return 2 * sum(inter) / (sum(union) + sum(inter)) + + +__all__ = ["video", "segmentation", "loadvideo", "savevideo", "get_mean_and_std", "bootstrap", "latexify", "dice_similarity_coefficient"] diff --git a/dynamic/echonet/utils/segmentation.py b/dynamic/echonet/utils/segmentation.py new file mode 100644 index 0000000000000000000000000000000000000000..6583cb9481d736ae0d957e1a5970070b17171e73 --- /dev/null +++ b/dynamic/echonet/utils/segmentation.py @@ -0,0 +1,498 @@ +"""Functions for training and running segmentation.""" + +import math +import os +import time + +import click +import matplotlib.pyplot as plt +import numpy as np +import scipy.signal +import skimage.draw +import torch +import torchvision +import tqdm + +import echonet + + +@click.command("segmentation") +@click.option("--data_dir", type=click.Path(exists=True, file_okay=False), default=None) +@click.option("--output", type=click.Path(file_okay=False), default=None) +@click.option("--model_name", type=click.Choice( + sorted(name for name in torchvision.models.segmentation.__dict__ + if name.islower() and not name.startswith("__") and callable(torchvision.models.segmentation.__dict__[name]))), + default="deeplabv3_resnet50") +@click.option("--pretrained/--random", default=False) +@click.option("--weights", type=click.Path(exists=True, dir_okay=False), default=None) +@click.option("--run_test/--skip_test", default=False) +@click.option("--save_video/--skip_video", default=False) +@click.option("--num_epochs", type=int, default=50) +@click.option("--lr", type=float, default=1e-5) +@click.option("--weight_decay", type=float, default=0) +@click.option("--lr_step_period", type=int, default=None) +@click.option("--num_train_patients", type=int, default=None) +@click.option("--num_workers", type=int, default=4) +@click.option("--batch_size", type=int, default=20) +@click.option("--device", type=str, default=None) +@click.option("--seed", type=int, default=0) +def run( + data_dir=None, + output=None, + + model_name="deeplabv3_resnet50", + pretrained=False, + weights=None, + + run_test=False, + save_video=False, + num_epochs=50, + lr=1e-5, + weight_decay=1e-5, + lr_step_period=None, + num_train_patients=None, + num_workers=4, + batch_size=20, + device=None, + seed=0, +): + """Trains/tests segmentation model. + + Args: + data_dir (str, optional): Directory containing dataset. Defaults to + `echonet.config.DATA_DIR`. + output (str, optional): Directory to place outputs. Defaults to + output/segmentation/_/. + model_name (str, optional): Name of segmentation model. One of ``deeplabv3_resnet50'', + ``deeplabv3_resnet101'', ``fcn_resnet50'', or ``fcn_resnet101'' + (options are torchvision.models.segmentation.) + Defaults to ``deeplabv3_resnet50''. + pretrained (bool, optional): Whether to use pretrained weights for model + Defaults to False. + weights (str, optional): Path to checkpoint containing weights to + initialize model. Defaults to None. + run_test (bool, optional): Whether or not to run on test. + Defaults to False. + save_video (bool, optional): Whether to save videos with segmentations. + Defaults to False. + num_epochs (int, optional): Number of epochs during training + Defaults to 50. + lr (float, optional): Learning rate for SGD + Defaults to 1e-5. + weight_decay (float, optional): Weight decay for SGD + Defaults to 0. + lr_step_period (int or None, optional): Period of learning rate decay + (learning rate is decayed by a multiplicative factor of 0.1) + Defaults to math.inf (never decay learning rate). + num_train_patients (int or None, optional): Number of training patients + for ablations. Defaults to all patients. + num_workers (int, optional): Number of subprocesses to use for data + loading. If 0, the data will be loaded in the main process. + Defaults to 4. + device (str or None, optional): Name of device to run on. Options from + https://pytorch.org/docs/stable/tensor_attributes.html#torch.torch.device + Defaults to ``cuda'' if available, and ``cpu'' otherwise. + batch_size (int, optional): Number of samples to load per batch + Defaults to 20. + seed (int, optional): Seed for random number generator. Defaults to 0. + """ + + # Seed RNGs + np.random.seed(seed) + torch.manual_seed(seed) + + # Set default output directory + if output is None: + output = os.path.join("output", "segmentation", "{}_{}".format(model_name, "pretrained" if pretrained else "random")) + os.makedirs(output, exist_ok=True) + + # Set device for computations + if device is None: + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + + # Set up model + model = torchvision.models.segmentation.__dict__[model_name](pretrained=pretrained, aux_loss=False) + + model.classifier[-1] = torch.nn.Conv2d(model.classifier[-1].in_channels, 1, kernel_size=model.classifier[-1].kernel_size) # change number of outputs to 1 + if device.type == "cuda": + model = torch.nn.DataParallel(model) + model.to(device) + + if weights is not None: + checkpoint = torch.load(weights) + model.load_state_dict(checkpoint['state_dict']) + + # Set up optimizer + optim = torch.optim.SGD(model.parameters(), lr=lr, momentum=0.9, weight_decay=weight_decay) + if lr_step_period is None: + lr_step_period = math.inf + scheduler = torch.optim.lr_scheduler.StepLR(optim, lr_step_period) + + # Compute mean and std + mean, std = echonet.utils.get_mean_and_std(echonet.datasets.Echo(root=data_dir, split="train")) + tasks = ["LargeFrame", "SmallFrame", "LargeTrace", "SmallTrace"] + kwargs = {"target_type": tasks, + "mean": mean, + "std": std + } + + # Set up datasets and dataloaders + dataset = {} + dataset["train"] = echonet.datasets.Echo(root=data_dir, split="train", **kwargs) + if num_train_patients is not None and len(dataset["train"]) > num_train_patients: + # Subsample patients (used for ablation experiment) + indices = np.random.choice(len(dataset["train"]), num_train_patients, replace=False) + dataset["train"] = torch.utils.data.Subset(dataset["train"], indices) + dataset["val"] = echonet.datasets.Echo(root=data_dir, split="val", **kwargs) + + # Run training and testing loops + with open(os.path.join(output, "log.csv"), "a") as f: + epoch_resume = 0 + bestLoss = float("inf") + try: + # Attempt to load checkpoint + checkpoint = torch.load(os.path.join(output, "checkpoint.pt")) + model.load_state_dict(checkpoint['state_dict']) + optim.load_state_dict(checkpoint['opt_dict']) + scheduler.load_state_dict(checkpoint['scheduler_dict']) + epoch_resume = checkpoint["epoch"] + 1 + bestLoss = checkpoint["best_loss"] + f.write("Resuming from epoch {}\n".format(epoch_resume)) + except FileNotFoundError: + f.write("Starting run from scratch\n") + + for epoch in range(epoch_resume, num_epochs): + print("Epoch #{}".format(epoch), flush=True) + for phase in ['train', 'val']: + start_time = time.time() + for i in range(torch.cuda.device_count()): + torch.cuda.reset_peak_memory_stats(i) + + ds = dataset[phase] + dataloader = torch.utils.data.DataLoader( + ds, batch_size=batch_size, num_workers=num_workers, shuffle=True, pin_memory=(device.type == "cuda"), drop_last=(phase == "train")) + + loss, large_inter, large_union, small_inter, small_union = echonet.utils.segmentation.run_epoch(model, dataloader, phase == "train", optim, device) + overall_dice = 2 * (large_inter.sum() + small_inter.sum()) / (large_union.sum() + large_inter.sum() + small_union.sum() + small_inter.sum()) + large_dice = 2 * large_inter.sum() / (large_union.sum() + large_inter.sum()) + small_dice = 2 * small_inter.sum() / (small_union.sum() + small_inter.sum()) + f.write("{},{},{},{},{},{},{},{},{},{},{}\n".format(epoch, + phase, + loss, + overall_dice, + large_dice, + small_dice, + time.time() - start_time, + large_inter.size, + sum(torch.cuda.max_memory_allocated() for i in range(torch.cuda.device_count())), + sum(torch.cuda.max_memory_reserved() for i in range(torch.cuda.device_count())), + batch_size)) + f.flush() + scheduler.step() + + # Save checkpoint + save = { + 'epoch': epoch, + 'state_dict': model.state_dict(), + 'best_loss': bestLoss, + 'loss': loss, + 'opt_dict': optim.state_dict(), + 'scheduler_dict': scheduler.state_dict(), + } + torch.save(save, os.path.join(output, "checkpoint.pt")) + if loss < bestLoss: + torch.save(save, os.path.join(output, "best.pt")) + bestLoss = loss + + # Load best weights + if num_epochs != 0: + checkpoint = torch.load(os.path.join(output, "best.pt")) + model.load_state_dict(checkpoint['state_dict']) + f.write("Best validation loss {} from epoch {}\n".format(checkpoint["loss"], checkpoint["epoch"])) + + if run_test: + # Run on validation and test + for split in ["val", "test"]: + dataset = echonet.datasets.Echo(root=data_dir, split=split, **kwargs) + dataloader = torch.utils.data.DataLoader(dataset, + batch_size=batch_size, num_workers=num_workers, shuffle=False, pin_memory=(device.type == "cuda")) + loss, large_inter, large_union, small_inter, small_union = echonet.utils.segmentation.run_epoch(model, dataloader, False, None, device) + + overall_dice = 2 * (large_inter + small_inter) / (large_union + large_inter + small_union + small_inter) + large_dice = 2 * large_inter / (large_union + large_inter) + small_dice = 2 * small_inter / (small_union + small_inter) + with open(os.path.join(output, "{}_dice.csv".format(split)), "w") as g: + g.write("Filename, Overall, Large, Small\n") + for (filename, overall, large, small) in zip(dataset.fnames, overall_dice, large_dice, small_dice): + g.write("{},{},{},{}\n".format(filename, overall, large, small)) + + f.write("{} dice (overall): {:.4f} ({:.4f} - {:.4f})\n".format(split, *echonet.utils.bootstrap(np.concatenate((large_inter, small_inter)), np.concatenate((large_union, small_union)), echonet.utils.dice_similarity_coefficient))) + f.write("{} dice (large): {:.4f} ({:.4f} - {:.4f})\n".format(split, *echonet.utils.bootstrap(large_inter, large_union, echonet.utils.dice_similarity_coefficient))) + f.write("{} dice (small): {:.4f} ({:.4f} - {:.4f})\n".format(split, *echonet.utils.bootstrap(small_inter, small_union, echonet.utils.dice_similarity_coefficient))) + f.flush() + + # Saving videos with segmentations + dataset = echonet.datasets.Echo(root=data_dir, split="test", + target_type=["Filename", "LargeIndex", "SmallIndex"], # Need filename for saving, and human-selected frames to annotate + mean=mean, std=std, # Normalization + length=None, max_length=None, period=1 # Take all frames + ) + dataloader = torch.utils.data.DataLoader(dataset, batch_size=10, num_workers=num_workers, shuffle=False, pin_memory=False, collate_fn=_video_collate_fn) + + # Save videos with segmentation + if save_video and not all(os.path.isfile(os.path.join(output, "videos", f)) for f in dataloader.dataset.fnames): + # Only run if missing videos + + model.eval() + + os.makedirs(os.path.join(output, "videos"), exist_ok=True) + os.makedirs(os.path.join(output, "size"), exist_ok=True) + echonet.utils.latexify() + + with torch.no_grad(): + with open(os.path.join(output, "size.csv"), "w") as g: + g.write("Filename,Frame,Size,HumanLarge,HumanSmall,ComputerSmall\n") + for (x, (filenames, large_index, small_index), length) in tqdm.tqdm(dataloader): + # Run segmentation model on blocks of frames one-by-one + # The whole concatenated video may be too long to run together + y = np.concatenate([model(x[i:(i + batch_size), :, :, :].to(device))["out"].detach().cpu().numpy() for i in range(0, x.shape[0], batch_size)]) + + start = 0 + x = x.numpy() + for (i, (filename, offset)) in enumerate(zip(filenames, length)): + # Extract one video and segmentation predictions + video = x[start:(start + offset), ...] + logit = y[start:(start + offset), 0, :, :] + + # Un-normalize video + video *= std.reshape(1, 3, 1, 1) + video += mean.reshape(1, 3, 1, 1) + + # Get frames, channels, height, and width + f, c, h, w = video.shape # pylint: disable=W0612 + assert c == 3 + + # Put two copies of the video side by side + video = np.concatenate((video, video), 3) + + # If a pixel is in the segmentation, saturate blue channel + # Leave alone otherwise + video[:, 0, :, w:] = np.maximum(255. * (logit > 0), video[:, 0, :, w:]) # pylint: disable=E1111 + + # Add blank canvas under pair of videos + video = np.concatenate((video, np.zeros_like(video)), 2) + + # Compute size of segmentation per frame + size = (logit > 0).sum((1, 2)) + + # Identify systole frames with peak detection + trim_min = sorted(size)[round(len(size) ** 0.05)] + trim_max = sorted(size)[round(len(size) ** 0.95)] + trim_range = trim_max - trim_min + systole = set(scipy.signal.find_peaks(-size, distance=20, prominence=(0.50 * trim_range))[0]) + + # Write sizes and frames to file + for (frame, s) in enumerate(size): + g.write("{},{},{},{},{},{}\n".format(filename, frame, s, 1 if frame == large_index[i] else 0, 1 if frame == small_index[i] else 0, 1 if frame in systole else 0)) + + # Plot sizes + fig = plt.figure(figsize=(size.shape[0] / 50 * 1.5, 3)) + plt.scatter(np.arange(size.shape[0]) / 50, size, s=1) + ylim = plt.ylim() + for s in systole: + plt.plot(np.array([s, s]) / 50, ylim, linewidth=1) + plt.ylim(ylim) + plt.title(os.path.splitext(filename)[0]) + plt.xlabel("Seconds") + plt.ylabel("Size (pixels)") + plt.tight_layout() + plt.savefig(os.path.join(output, "size", os.path.splitext(filename)[0] + ".pdf")) + plt.close(fig) + + # Normalize size to [0, 1] + size -= size.min() + size = size / size.max() + size = 1 - size + + # Iterate the frames in this video + for (f, s) in enumerate(size): + + # On all frames, mark a pixel for the size of the frame + video[:, :, int(round(115 + 100 * s)), int(round(f / len(size) * 200 + 10))] = 255. + + if f in systole: + # If frame is computer-selected systole, mark with a line + video[:, :, 115:224, int(round(f / len(size) * 200 + 10))] = 255. + + def dash(start, stop, on=10, off=10): + buf = [] + x = start + while x < stop: + buf.extend(range(x, x + on)) + x += on + x += off + buf = np.array(buf) + buf = buf[buf < stop] + return buf + d = dash(115, 224) + + if f == large_index[i]: + # If frame is human-selected diastole, mark with green dashed line on all frames + video[:, :, d, int(round(f / len(size) * 200 + 10))] = np.array([0, 225, 0]).reshape((1, 3, 1)) + if f == small_index[i]: + # If frame is human-selected systole, mark with red dashed line on all frames + video[:, :, d, int(round(f / len(size) * 200 + 10))] = np.array([0, 0, 225]).reshape((1, 3, 1)) + + # Get pixels for a circle centered on the pixel + r, c = skimage.draw.disk((int(round(115 + 100 * s)), int(round(f / len(size) * 200 + 10))), 4.1) + + # On the frame that's being shown, put a circle over the pixel + video[f, :, r, c] = 255. + + # Rearrange dimensions and save + video = video.transpose(1, 0, 2, 3) + video = video.astype(np.uint8) + echonet.utils.savevideo(os.path.join(output, "videos", filename), video, 50) + + # Move to next video + start += offset + + +def run_epoch(model, dataloader, train, optim, device): + """Run one epoch of training/evaluation for segmentation. + + Args: + model (torch.nn.Module): Model to train/evaulate. + dataloder (torch.utils.data.DataLoader): Dataloader for dataset. + train (bool): Whether or not to train model. + optim (torch.optim.Optimizer): Optimizer + device (torch.device): Device to run on + """ + + total = 0. + n = 0 + + pos = 0 + neg = 0 + pos_pix = 0 + neg_pix = 0 + + model.train(train) + + large_inter = 0 + large_union = 0 + small_inter = 0 + small_union = 0 + large_inter_list = [] + large_union_list = [] + small_inter_list = [] + small_union_list = [] + + with torch.set_grad_enabled(train): + with tqdm.tqdm(total=len(dataloader)) as pbar: + for (_, (large_frame, small_frame, large_trace, small_trace)) in dataloader: + # Count number of pixels in/out of human segmentation + pos += (large_trace == 1).sum().item() + pos += (small_trace == 1).sum().item() + neg += (large_trace == 0).sum().item() + neg += (small_trace == 0).sum().item() + + # Count number of pixels in/out of computer segmentation + pos_pix += (large_trace == 1).sum(0).to("cpu").detach().numpy() + pos_pix += (small_trace == 1).sum(0).to("cpu").detach().numpy() + neg_pix += (large_trace == 0).sum(0).to("cpu").detach().numpy() + neg_pix += (small_trace == 0).sum(0).to("cpu").detach().numpy() + + # Run prediction for diastolic frames and compute loss + large_frame = large_frame.to(device) + large_trace = large_trace.to(device) + y_large = model(large_frame)["out"] + loss_large = torch.nn.functional.binary_cross_entropy_with_logits(y_large[:, 0, :, :], large_trace, reduction="sum") + # Compute pixel intersection and union between human and computer segmentations + large_inter += np.logical_and(y_large[:, 0, :, :].detach().cpu().numpy() > 0., large_trace[:, :, :].detach().cpu().numpy() > 0.).sum() + large_union += np.logical_or(y_large[:, 0, :, :].detach().cpu().numpy() > 0., large_trace[:, :, :].detach().cpu().numpy() > 0.).sum() + large_inter_list.extend(np.logical_and(y_large[:, 0, :, :].detach().cpu().numpy() > 0., large_trace[:, :, :].detach().cpu().numpy() > 0.).sum((1, 2))) + large_union_list.extend(np.logical_or(y_large[:, 0, :, :].detach().cpu().numpy() > 0., large_trace[:, :, :].detach().cpu().numpy() > 0.).sum((1, 2))) + + # Run prediction for systolic frames and compute loss + small_frame = small_frame.to(device) + small_trace = small_trace.to(device) + y_small = model(small_frame)["out"] + loss_small = torch.nn.functional.binary_cross_entropy_with_logits(y_small[:, 0, :, :], small_trace, reduction="sum") + # Compute pixel intersection and union between human and computer segmentations + small_inter += np.logical_and(y_small[:, 0, :, :].detach().cpu().numpy() > 0., small_trace[:, :, :].detach().cpu().numpy() > 0.).sum() + small_union += np.logical_or(y_small[:, 0, :, :].detach().cpu().numpy() > 0., small_trace[:, :, :].detach().cpu().numpy() > 0.).sum() + small_inter_list.extend(np.logical_and(y_small[:, 0, :, :].detach().cpu().numpy() > 0., small_trace[:, :, :].detach().cpu().numpy() > 0.).sum((1, 2))) + small_union_list.extend(np.logical_or(y_small[:, 0, :, :].detach().cpu().numpy() > 0., small_trace[:, :, :].detach().cpu().numpy() > 0.).sum((1, 2))) + + # Take gradient step if training + loss = (loss_large + loss_small) / 2 + if train: + optim.zero_grad() + loss.backward() + optim.step() + + # Accumulate losses and compute baselines + total += loss.item() + n += large_trace.size(0) + p = pos / (pos + neg) + p_pix = (pos_pix + 1) / (pos_pix + neg_pix + 2) + + # Show info on process bar + pbar.set_postfix_str("{:.4f} ({:.4f}) / {:.4f} {:.4f}, {:.4f}, {:.4f}".format(total / n / 112 / 112, loss.item() / large_trace.size(0) / 112 / 112, -p * math.log(p) - (1 - p) * math.log(1 - p), (-p_pix * np.log(p_pix) - (1 - p_pix) * np.log(1 - p_pix)).mean(), 2 * large_inter / (large_union + large_inter), 2 * small_inter / (small_union + small_inter))) + pbar.update() + + large_inter_list = np.array(large_inter_list) + large_union_list = np.array(large_union_list) + small_inter_list = np.array(small_inter_list) + small_union_list = np.array(small_union_list) + + return (total / n / 112 / 112, + large_inter_list, + large_union_list, + small_inter_list, + small_union_list, + ) + + +def _video_collate_fn(x): + """Collate function for Pytorch dataloader to merge multiple videos. + + This function should be used in a dataloader for a dataset that returns + a video as the first element, along with some (non-zero) tuple of + targets. Then, the input x is a list of tuples: + - x[i][0] is the i-th video in the batch + - x[i][1] are the targets for the i-th video + + This function returns a 3-tuple: + - The first element is the videos concatenated along the frames + dimension. This is done so that videos of different lengths can be + processed together (tensors cannot be "jagged", so we cannot have + a dimension for video, and another for frames). + - The second element is contains the targets with no modification. + - The third element is a list of the lengths of the videos in frames. + """ + video, target = zip(*x) # Extract the videos and targets + + # ``video'' is a tuple of length ``batch_size'' + # Each element has shape (channels=3, frames, height, width) + # height and width are expected to be the same across videos, but + # frames can be different. + + # ``target'' is also a tuple of length ``batch_size'' + # Each element is a tuple of the targets for the item. + + i = list(map(lambda t: t.shape[1], video)) # Extract lengths of videos in frames + + # This contatenates the videos along the the frames dimension (basically + # playing the videos one after another). The frames dimension is then + # moved to be first. + # Resulting shape is (total frames, channels=3, height, width) + video = torch.as_tensor(np.swapaxes(np.concatenate(video, 1), 0, 1)) + + # Swap dimensions (approximately a transpose) + # Before: target[i][j] is the j-th target of element i + # After: target[i][j] is the i-th target of element j + target = zip(*target) + + return video, target, i diff --git a/dynamic/echonet/utils/video.py b/dynamic/echonet/utils/video.py new file mode 100644 index 0000000000000000000000000000000000000000..2b1630beb28acbe4d1cf57c006e8ee255576b09d --- /dev/null +++ b/dynamic/echonet/utils/video.py @@ -0,0 +1,361 @@ +"""Functions for training and running EF prediction.""" + +import math +import os +import time + +import click +import matplotlib.pyplot as plt +import numpy as np +import sklearn.metrics +import torch +import torchvision +import tqdm + +import echonet + + +@click.command("video") +@click.option("--data_dir", type=click.Path(exists=True, file_okay=False), default=None) +@click.option("--output", type=click.Path(file_okay=False), default=None) +@click.option("--task", type=str, default="EF") +@click.option("--model_name", type=click.Choice( + sorted(name for name in torchvision.models.video.__dict__ + if name.islower() and not name.startswith("__") and callable(torchvision.models.video.__dict__[name]))), + default="r2plus1d_18") +@click.option("--pretrained/--random", default=True) +@click.option("--weights", type=click.Path(exists=True, dir_okay=False), default=None) +@click.option("--run_test/--skip_test", default=False) +@click.option("--num_epochs", type=int, default=45) +@click.option("--lr", type=float, default=1e-4) +@click.option("--weight_decay", type=float, default=1e-4) +@click.option("--lr_step_period", type=int, default=15) +@click.option("--frames", type=int, default=32) +@click.option("--period", type=int, default=2) +@click.option("--num_train_patients", type=int, default=None) +@click.option("--num_workers", type=int, default=4) +@click.option("--batch_size", type=int, default=20) +@click.option("--device", type=str, default=None) +@click.option("--seed", type=int, default=0) +def run( + data_dir=None, + output=None, + task="EF", + + model_name="r2plus1d_18", + pretrained=True, + weights=None, + + run_test=False, + num_epochs=45, + lr=1e-4, + weight_decay=1e-4, + lr_step_period=15, + frames=32, + period=2, + num_train_patients=None, + num_workers=4, + batch_size=20, + device=None, + seed=0, +): + """Trains/tests EF prediction model. + + \b + Args: + data_dir (str, optional): Directory containing dataset. Defaults to + `echonet.config.DATA_DIR`. + output (str, optional): Directory to place outputs. Defaults to + output/video/_/. + task (str, optional): Name of task to predict. Options are the headers + of FileList.csv. Defaults to ``EF''. + model_name (str, optional): Name of model. One of ``mc3_18'', + ``r2plus1d_18'', or ``r3d_18'' + (options are torchvision.models.video.) + Defaults to ``r2plus1d_18''. + pretrained (bool, optional): Whether to use pretrained weights for model + Defaults to True. + weights (str, optional): Path to checkpoint containing weights to + initialize model. Defaults to None. + run_test (bool, optional): Whether or not to run on test. + Defaults to False. + num_epochs (int, optional): Number of epochs during training. + Defaults to 45. + lr (float, optional): Learning rate for SGD + Defaults to 1e-4. + weight_decay (float, optional): Weight decay for SGD + Defaults to 1e-4. + lr_step_period (int or None, optional): Period of learning rate decay + (learning rate is decayed by a multiplicative factor of 0.1) + Defaults to 15. + frames (int, optional): Number of frames to use in clip + Defaults to 32. + period (int, optional): Sampling period for frames + Defaults to 2. + n_train_patients (int or None, optional): Number of training patients + for ablations. Defaults to all patients. + num_workers (int, optional): Number of subprocesses to use for data + loading. If 0, the data will be loaded in the main process. + Defaults to 4. + device (str or None, optional): Name of device to run on. Options from + https://pytorch.org/docs/stable/tensor_attributes.html#torch.torch.device + Defaults to ``cuda'' if available, and ``cpu'' otherwise. + batch_size (int, optional): Number of samples to load per batch + Defaults to 20. + seed (int, optional): Seed for random number generator. Defaults to 0. + """ + + # Seed RNGs + np.random.seed(seed) + torch.manual_seed(seed) + + # Set default output directory + if output is None: + output = os.path.join("output", "video", "{}_{}_{}_{}".format(model_name, frames, period, "pretrained" if pretrained else "random")) + os.makedirs(output, exist_ok=True) + + # Set device for computations + if device is None: + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + + # Set up model + model = torchvision.models.video.__dict__[model_name](pretrained=pretrained) + + model.fc = torch.nn.Linear(model.fc.in_features, 1) + model.fc.bias.data[0] = 55.6 + if device.type == "cuda": + model = torch.nn.DataParallel(model) + model.to(device) + + if weights is not None: + checkpoint = torch.load(weights) + model.load_state_dict(checkpoint['state_dict']) + + # Set up optimizer + optim = torch.optim.SGD(model.parameters(), lr=lr, momentum=0.9, weight_decay=weight_decay) + if lr_step_period is None: + lr_step_period = math.inf + scheduler = torch.optim.lr_scheduler.StepLR(optim, lr_step_period) + + # Compute mean and std + mean, std = echonet.utils.get_mean_and_std(echonet.datasets.Echo(root=data_dir, split="train")) + kwargs = {"target_type": task, + "mean": mean, + "std": std, + "length": frames, + "period": period, + } + + # Set up datasets and dataloaders + dataset = {} + dataset["train"] = echonet.datasets.Echo(root=data_dir, split="train", **kwargs, pad=12) + if num_train_patients is not None and len(dataset["train"]) > num_train_patients: + # Subsample patients (used for ablation experiment) + indices = np.random.choice(len(dataset["train"]), num_train_patients, replace=False) + dataset["train"] = torch.utils.data.Subset(dataset["train"], indices) + dataset["val"] = echonet.datasets.Echo(root=data_dir, split="val", **kwargs) + + # Run training and testing loops + with open(os.path.join(output, "log.csv"), "a") as f: + epoch_resume = 0 + bestLoss = float("inf") + try: + # Attempt to load checkpoint + checkpoint = torch.load(os.path.join(output, "checkpoint.pt")) + model.load_state_dict(checkpoint['state_dict']) + optim.load_state_dict(checkpoint['opt_dict']) + scheduler.load_state_dict(checkpoint['scheduler_dict']) + epoch_resume = checkpoint["epoch"] + 1 + bestLoss = checkpoint["best_loss"] + f.write("Resuming from epoch {}\n".format(epoch_resume)) + except FileNotFoundError: + f.write("Starting run from scratch\n") + + for epoch in range(epoch_resume, num_epochs): + print("Epoch #{}".format(epoch), flush=True) + for phase in ['train', 'val']: + start_time = time.time() + for i in range(torch.cuda.device_count()): + torch.cuda.reset_peak_memory_stats(i) + + ds = dataset[phase] + dataloader = torch.utils.data.DataLoader( + ds, batch_size=batch_size, num_workers=num_workers, shuffle=True, pin_memory=(device.type == "cuda"), drop_last=(phase == "train")) + + loss, yhat, y = echonet.utils.video.run_epoch(model, dataloader, phase == "train", optim, device) + f.write("{},{},{},{},{},{},{},{},{}\n".format(epoch, + phase, + loss, + sklearn.metrics.r2_score(y, yhat), + time.time() - start_time, + y.size, + sum(torch.cuda.max_memory_allocated() for i in range(torch.cuda.device_count())), + sum(torch.cuda.max_memory_reserved() for i in range(torch.cuda.device_count())), + batch_size)) + f.flush() + scheduler.step() + + # Save checkpoint + save = { + 'epoch': epoch, + 'state_dict': model.state_dict(), + 'period': period, + 'frames': frames, + 'best_loss': bestLoss, + 'loss': loss, + 'r2': sklearn.metrics.r2_score(y, yhat), + 'opt_dict': optim.state_dict(), + 'scheduler_dict': scheduler.state_dict(), + } + torch.save(save, os.path.join(output, "checkpoint.pt")) + if loss < bestLoss: + torch.save(save, os.path.join(output, "best.pt")) + bestLoss = loss + + # Load best weights + if num_epochs != 0: + checkpoint = torch.load(os.path.join(output, "best.pt")) + model.load_state_dict(checkpoint['state_dict']) + f.write("Best validation loss {} from epoch {}\n".format(checkpoint["loss"], checkpoint["epoch"])) + f.flush() + + if run_test: + for split in ["val", "test"]: + # Performance without test-time augmentation + dataloader = torch.utils.data.DataLoader( + echonet.datasets.Echo(root=data_dir, split=split, **kwargs), + batch_size=batch_size, num_workers=num_workers, shuffle=True, pin_memory=(device.type == "cuda")) + loss, yhat, y = echonet.utils.video.run_epoch(model, dataloader, False, None, device) + f.write("{} (one clip) R2: {:.3f} ({:.3f} - {:.3f})\n".format(split, *echonet.utils.bootstrap(y, yhat, sklearn.metrics.r2_score))) + f.write("{} (one clip) MAE: {:.2f} ({:.2f} - {:.2f})\n".format(split, *echonet.utils.bootstrap(y, yhat, sklearn.metrics.mean_absolute_error))) + f.write("{} (one clip) RMSE: {:.2f} ({:.2f} - {:.2f})\n".format(split, *tuple(map(math.sqrt, echonet.utils.bootstrap(y, yhat, sklearn.metrics.mean_squared_error))))) + f.flush() + + # Performance with test-time augmentation + ds = echonet.datasets.Echo(root=data_dir, split=split, **kwargs, clips="all") + dataloader = torch.utils.data.DataLoader( + ds, batch_size=1, num_workers=num_workers, shuffle=False, pin_memory=(device.type == "cuda")) + loss, yhat, y = echonet.utils.video.run_epoch(model, dataloader, False, None, device, save_all=True, block_size=batch_size) + f.write("{} (all clips) R2: {:.3f} ({:.3f} - {:.3f})\n".format(split, *echonet.utils.bootstrap(y, np.array(list(map(lambda x: x.mean(), yhat))), sklearn.metrics.r2_score))) + f.write("{} (all clips) MAE: {:.2f} ({:.2f} - {:.2f})\n".format(split, *echonet.utils.bootstrap(y, np.array(list(map(lambda x: x.mean(), yhat))), sklearn.metrics.mean_absolute_error))) + f.write("{} (all clips) RMSE: {:.2f} ({:.2f} - {:.2f})\n".format(split, *tuple(map(math.sqrt, echonet.utils.bootstrap(y, np.array(list(map(lambda x: x.mean(), yhat))), sklearn.metrics.mean_squared_error))))) + f.flush() + + # Write full performance to file + with open(os.path.join(output, "{}_predictions.csv".format(split)), "w") as g: + for (filename, pred) in zip(ds.fnames, yhat): + for (i, p) in enumerate(pred): + g.write("{},{},{:.4f}\n".format(filename, i, p)) + echonet.utils.latexify() + yhat = np.array(list(map(lambda x: x.mean(), yhat))) + + # Plot actual and predicted EF + fig = plt.figure(figsize=(3, 3)) + lower = min(y.min(), yhat.min()) + upper = max(y.max(), yhat.max()) + plt.scatter(y, yhat, color="k", s=1, edgecolor=None, zorder=2) + plt.plot([0, 100], [0, 100], linewidth=1, zorder=3) + plt.axis([lower - 3, upper + 3, lower - 3, upper + 3]) + plt.gca().set_aspect("equal", "box") + plt.xlabel("Actual EF (%)") + plt.ylabel("Predicted EF (%)") + plt.xticks([10, 20, 30, 40, 50, 60, 70, 80]) + plt.yticks([10, 20, 30, 40, 50, 60, 70, 80]) + plt.grid(color="gainsboro", linestyle="--", linewidth=1, zorder=1) + plt.tight_layout() + plt.savefig(os.path.join(output, "{}_scatter.pdf".format(split))) + plt.close(fig) + + # Plot AUROC + fig = plt.figure(figsize=(3, 3)) + plt.plot([0, 1], [0, 1], linewidth=1, color="k", linestyle="--") + for thresh in [35, 40, 45, 50]: + fpr, tpr, _ = sklearn.metrics.roc_curve(y > thresh, yhat) + print(thresh, sklearn.metrics.roc_auc_score(y > thresh, yhat)) + plt.plot(fpr, tpr) + + plt.axis([-0.01, 1.01, -0.01, 1.01]) + plt.xlabel("False Positive Rate") + plt.ylabel("True Positive Rate") + plt.tight_layout() + plt.savefig(os.path.join(output, "{}_roc.pdf".format(split))) + plt.close(fig) + + +def run_epoch(model, dataloader, train, optim, device, save_all=False, block_size=None): + """Run one epoch of training/evaluation for segmentation. + + Args: + model (torch.nn.Module): Model to train/evaulate. + dataloder (torch.utils.data.DataLoader): Dataloader for dataset. + train (bool): Whether or not to train model. + optim (torch.optim.Optimizer): Optimizer + device (torch.device): Device to run on + save_all (bool, optional): If True, return predictions for all + test-time augmentations separately. If False, return only + the mean prediction. + Defaults to False. + block_size (int or None, optional): Maximum number of augmentations + to run on at the same time. Use to limit the amount of memory + used. If None, always run on all augmentations simultaneously. + Default is None. + """ + + model.train(train) + + total = 0 # total training loss + n = 0 # number of videos processed + s1 = 0 # sum of ground truth EF + s2 = 0 # Sum of ground truth EF squared + + yhat = [] + y = [] + + with torch.set_grad_enabled(train): + with tqdm.tqdm(total=len(dataloader)) as pbar: + for (X, outcome) in dataloader: + + y.append(outcome.numpy()) + X = X.to(device) + outcome = outcome.to(device) + + average = (len(X.shape) == 6) + if average: + batch, n_clips, c, f, h, w = X.shape + X = X.view(-1, c, f, h, w) + + s1 += outcome.sum() + s2 += (outcome ** 2).sum() + + if block_size is None: + outputs = model(X) + else: + outputs = torch.cat([model(X[j:(j + block_size), ...]) for j in range(0, X.shape[0], block_size)]) + + if save_all: + yhat.append(outputs.view(-1).to("cpu").detach().numpy()) + + if average: + outputs = outputs.view(batch, n_clips, -1).mean(1) + + if not save_all: + yhat.append(outputs.view(-1).to("cpu").detach().numpy()) + + loss = torch.nn.functional.mse_loss(outputs.view(-1), outcome) + + if train: + optim.zero_grad() + loss.backward() + optim.step() + + total += loss.item() * X.size(0) + n += X.size(0) + + pbar.set_postfix_str("{:.2f} ({:.2f}) / {:.2f}".format(total / n, loss.item(), s2 / n - (s1 / n) ** 2)) + pbar.update() + + if not save_all: + yhat = np.concatenate(yhat) + y = np.concatenate(y) + + return total / n, yhat, y diff --git a/dynamic/example.cfg b/dynamic/example.cfg new file mode 100644 index 0000000000000000000000000000000000000000..1edf845fe9dae0a449ce1cddc4f2217b556a58eb --- /dev/null +++ b/dynamic/example.cfg @@ -0,0 +1 @@ +DATA_DIR = a4c-video-dir/ diff --git a/dynamic/requirements.txt b/dynamic/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..0379da281aeb29db6234f6dc6332dcf53bf231b1 --- /dev/null +++ b/dynamic/requirements.txt @@ -0,0 +1,28 @@ +certifi==2020.12.5 +cycler==0.10.0 +decorator==4.4.2 +echonet==1.0.0 +imageio==2.9.0 +joblib==1.0.1 +kiwisolver==1.3.1 +matplotlib==3.3.4 +networkx==2.5 +numpy==1.20.1 +opencv-python==4.5.1.48 +pandas==1.2.3 +Pillow==8.1.2 +pyparsing==2.4.7 +python-dateutil==2.8.1 +pytz==2021.1 +PyWavelets==1.1.1 +scikit-image==0.18.1 +scikit-learn==0.24.1 +scipy==1.6.1 +six==1.15.0 +sklearn==0.0 +threadpoolctl==2.1.0 +tifffile==2021.3.17 +torch==1.8.0 +torchvision==0.9.0 +tqdm==4.59.0 +typing-extensions==3.7.4.3 diff --git a/dynamic/scripts/ConvertDICOMToAVI.ipynb b/dynamic/scripts/ConvertDICOMToAVI.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..48bba59442701d3609501f3a84a500ca81ac66a8 --- /dev/null +++ b/dynamic/scripts/ConvertDICOMToAVI.ipynb @@ -0,0 +1,215 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# David Ouyang 10/2/2019\n", + "\n", + "# Notebook which iterates through a folder, including subfolders, \n", + "# and convert DICOM files to AVI files of a defined size (natively 112 x 112)\n", + "\n", + "import re\n", + "import os, os.path\n", + "from os.path import splitext\n", + "import pydicom as dicom\n", + "import numpy as np\n", + "from pydicom.uid import UID, generate_uid\n", + "import shutil\n", + "from multiprocessing import dummy as multiprocessing\n", + "import time\n", + "import subprocess\n", + "import datetime\n", + "from datetime import date\n", + "import sys\n", + "import cv2\n", + "#from scipy.misc import imread\n", + "import matplotlib.pyplot as plt\n", + "import sys\n", + "from shutil import copy\n", + "import math\n", + "\n", + "destinationFolder = \"Output Folder Name\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: pillow in c:\\programdata\\anaconda3\\lib\\site-packages (6.2.0)\n", + "Requirement already satisfied: scipy in c:\\programdata\\anaconda3\\lib\\site-packages (1.3.1)\n" + ] + } + ], + "source": [ + "# Dependencies you might need to run code\n", + "# Commonly missing\n", + "\n", + "#!pip install pydicom\n", + "#!pip install opencv-python\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def mask(output):\n", + " dimension = output.shape[0]\n", + " \n", + " # Mask pixels outside of scanning sector\n", + " m1, m2 = np.meshgrid(np.arange(dimension), np.arange(dimension))\n", + " \n", + "\n", + " mask = ((m1+m2)>int(dimension/2) + int(dimension/10)) \n", + " mask *= ((m1-m2)0:\n", + " if testarray.shape[1] < testarray.shape[2]:\n", + " testarray = testarray[:, :, bias:-bias, :]\n", + " else:\n", + " testarray = testarray[:, bias:-bias, :, :]\n", + "\n", + "\n", + " print(testarray.shape)\n", + " frames,height,width,channels = testarray.shape\n", + "\n", + " fps = 30\n", + "\n", + " try:\n", + " fps = dataset[(0x18, 0x40)].value\n", + " except:\n", + " print(\"couldn't find frame rate, default to 30\")\n", + "\n", + " fourcc = cv2.VideoWriter_fourcc('M','J','P','G')\n", + " video_filename = os.path.join(destinationFolder, fileName + '.avi')\n", + " out = cv2.VideoWriter(video_filename, fourcc, fps, cropSize)\n", + "\n", + "\n", + " for i in range(frames):\n", + "\n", + " outputA = testarray[i,:,:,0]\n", + " smallOutput = outputA[int(height/10):(height - int(height/10)), int(height/10):(height - int(height/10))]\n", + "\n", + " # Resize image\n", + " output = cv2.resize(smallOutput, cropSize, interpolation = cv2.INTER_CUBIC)\n", + "\n", + " finaloutput = mask(output)\n", + "\n", + "\n", + " finaloutput = cv2.merge([finaloutput,finaloutput,finaloutput])\n", + " out.write(finaloutput)\n", + "\n", + " out.release()\n", + "\n", + " else:\n", + " print(fileName,\"hasAlreadyBeenProcessed\")\n", + " except:\n", + " print(\"something filed, not sure what, have to debug\", fileName)\n", + " return 0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "AllA4cNames = \"Input Folder Name\"\n", + "\n", + "count = 0\n", + " \n", + "cropSize = (112,112)\n", + "subfolders = os.listdir(AllA4cNames)\n", + "\n", + "\n", + "for folder in subfolders:\n", + " print(folder)\n", + "\n", + " for content in os.listdir(os.path.join(AllA4cNames, folder)):\n", + " for subcontent in os.listdir(os.path.join(AllA4cNames, folder, content)):\n", + " count += 1\n", + " \n", + "\n", + " VideoPath = os.path.join(AllA4cNames, folder, content, subcontent)\n", + "\n", + " print(count, folder, content, subcontent)\n", + "\n", + " if not os.path.exists(os.path.join(destinationFolder,subcontent + \".avi\")):\n", + " makeVideo(VideoPath, destinationFolder)\n", + " else:\n", + " print(\"Already did this file\", VideoPath)\n", + "\n", + "\n", + "print(len(AllA4cFilenames))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/dynamic/scripts/InitializationNotebook.ipynb b/dynamic/scripts/InitializationNotebook.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..a3572bd9737c6355cc91490f1ef1716a47f80680 --- /dev/null +++ b/dynamic/scripts/InitializationNotebook.ipynb @@ -0,0 +1,288 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# David Ouyang 12/5/2019\n", + "\n", + "# Notebook which:\n", + "# 1. Downloads weights\n", + "# 2. Initializes model and imports weights\n", + "# 3. Performs test time evaluation of videos (already preprocessed with ConvertDICOMToAVI.ipynb)\n", + "\n", + "import re\n", + "import os, os.path\n", + "from os.path import splitext\n", + "import pydicom as dicom\n", + "import numpy as np\n", + "from pydicom.uid import UID, generate_uid\n", + "import shutil\n", + "from multiprocessing import dummy as multiprocessing\n", + "import time\n", + "import subprocess\n", + "import datetime\n", + "from datetime import date\n", + "import sys\n", + "import cv2\n", + "import matplotlib.pyplot as plt\n", + "import sys\n", + "from shutil import copy\n", + "import math\n", + "import torch\n", + "import torchvision\n", + "\n", + "sys.path.append(\"..\")\n", + "import echonet\n", + "\n", + "import wget \n", + "\n", + "#destinationFolder = \"/Users/davidouyang/Dropbox/Echo Research/CodeBase/Output\"\n", + "destinationFolder = \"C:\\\\Users\\\\Windows\\\\Dropbox\\\\Echo Research\\\\CodeBase\\\\Output\"\n", + "#videosFolder = \"/Users/davidouyang/Dropbox/Echo Research/CodeBase/a4c-video-dir\"\n", + "videosFolder = \"C:\\\\Users\\\\Windows\\\\Dropbox\\\\Echo Research\\\\CodeBase\\\\a4c-video-dir\"\n", + "#DestinationForWeights = \"/Users/davidouyang/Dropbox/Echo Research/CodeBase/EchoNetDynamic-Weights\"\n", + "DestinationForWeights = \"C:\\\\Users\\\\Windows\\\\Dropbox\\\\Echo Research\\\\CodeBase\\\\EchoNetDynamic-Weights\"" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The weights are at C:\\Users\\Windows\\Dropbox\\Echo Research\\CodeBase\\EchoNetDynamic-Weights\n", + "Segmentation Weights already present\n", + "EF Weights already present\n" + ] + } + ], + "source": [ + "# Download model weights\n", + "\n", + "if os.path.exists(DestinationForWeights):\n", + " print(\"The weights are at\", DestinationForWeights)\n", + "else:\n", + " print(\"Creating folder at \", DestinationForWeights, \" to store weights\")\n", + " os.mkdir(DestinationForWeights)\n", + " \n", + "segmentationWeightsURL = 'https://github.com/douyang/EchoNetDynamic/releases/download/v1.0.0/deeplabv3_resnet50_random.pt'\n", + "ejectionFractionWeightsURL = 'https://github.com/douyang/EchoNetDynamic/releases/download/v1.0.0/r2plus1d_18_32_2_pretrained.pt'\n", + "\n", + "\n", + "if not os.path.exists(os.path.join(DestinationForWeights, os.path.basename(segmentationWeightsURL))):\n", + " print(\"Downloading Segmentation Weights, \", segmentationWeightsURL,\" to \",os.path.join(DestinationForWeights,os.path.basename(segmentationWeightsURL)))\n", + " filename = wget.download(segmentationWeightsURL, out = DestinationForWeights)\n", + "else:\n", + " print(\"Segmentation Weights already present\")\n", + " \n", + "if not os.path.exists(os.path.join(DestinationForWeights, os.path.basename(ejectionFractionWeightsURL))):\n", + " print(\"Downloading EF Weights, \", ejectionFractionWeightsURL,\" to \",os.path.join(DestinationForWeights,os.path.basename(ejectionFractionWeightsURL)))\n", + " filename = wget.download(ejectionFractionWeightsURL, out = DestinationForWeights)\n", + "else:\n", + " print(\"EF Weights already present\")\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "loading weights from C:\\Users\\Windows\\Dropbox\\Echo Research\\CodeBase\\EchoNetDynamic-Weights\\r2plus1d_18_32_2_pretrained\n", + "cuda is available, original weights\n", + "external_test ['0X1A05DFFFCAFB253B.avi', '0X1A0A263B22CCD966.avi', '0X1A2A76BDB5B98BED.avi', '0X1A2C60147AF9FDAE.avi', '0X1A2E9496910EFF5B.avi', '0X1A3D565B371DC573.avi', '0X1A3E7BF1DFB132FB.avi', '0X1A5FAE3F9D37794E.avi', '0X1A6ACFE7B286DAFC.avi', '0X1A8D85542DBE8204.avi', '23_Apical_4_chamber_view.dcm.avi', '62_Apical_4_chamber_view.dcm.avi', '64_Apical_4_chamber_view.dcm.avi']\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████████████████████████████████████████████████████████████████████████████| 10/10 [00:10<00:00, 1.00s/it]\n", + "100%|████████████████████████████████████████████████████████| 13/13 [00:29<00:00, 2.26s/it, 3122.29 (3440.26) / 0.00]\n" + ] + } + ], + "source": [ + "# Initialize and Run EF model\n", + "\n", + "frames = 32\n", + "period = 1 #2\n", + "batch_size = 20\n", + "model = torchvision.models.video.r2plus1d_18(pretrained=False)\n", + "model.fc = torch.nn.Linear(model.fc.in_features, 1)\n", + "\n", + "\n", + "\n", + "print(\"loading weights from \", os.path.join(DestinationForWeights, \"r2plus1d_18_32_2_pretrained\"))\n", + "\n", + "if torch.cuda.is_available():\n", + " print(\"cuda is available, original weights\")\n", + " device = torch.device(\"cuda\")\n", + " model = torch.nn.DataParallel(model)\n", + " model.to(device)\n", + " checkpoint = torch.load(os.path.join(DestinationForWeights, os.path.basename(ejectionFractionWeightsURL)))\n", + " model.load_state_dict(checkpoint['state_dict'])\n", + "else:\n", + " print(\"cuda is not available, cpu weights\")\n", + " device = torch.device(\"cpu\")\n", + " checkpoint = torch.load(os.path.join(DestinationForWeights, os.path.basename(ejectionFractionWeightsURL)), map_location = \"cpu\")\n", + " state_dict_cpu = {k[7:]: v for (k, v) in checkpoint['state_dict'].items()}\n", + " model.load_state_dict(state_dict_cpu)\n", + "\n", + "\n", + "# try some random weights: final_r2+1d_model_regression_EF_sgd_skip1_32frames.pth.tar\n", + "# scp ouyangd@arthur2:~/Echo-Tracing-Analysis/final_r2+1d_model_regression_EF_sgd_skip1_32frames.pth.tar \"C:\\Users\\Windows\\Dropbox\\Echo Research\\CodeBase\\EchoNetDynamic-Weights\"\n", + "#Weights = \"final_r2+1d_model_regression_EF_sgd_skip1_32frames.pth.tar\"\n", + "\n", + "\n", + "output = os.path.join(destinationFolder, \"cedars_ef_output.csv\")\n", + "\n", + "ds = echonet.datasets.Echo(split = \"external_test\", external_test_location = videosFolder, crops=\"all\")\n", + "print(ds.split, ds.fnames)\n", + "\n", + "mean, std = echonet.utils.get_mean_and_std(ds)\n", + "\n", + "kwargs = {\"target_type\": \"EF\",\n", + " \"mean\": mean,\n", + " \"std\": std,\n", + " \"length\": frames,\n", + " \"period\": period,\n", + " }\n", + "\n", + "ds = echonet.datasets.Echo(split = \"external_test\", external_test_location = videosFolder, **kwargs, crops=\"all\")\n", + "\n", + "test_dataloader = torch.utils.data.DataLoader(ds, batch_size = 1, num_workers = 5, shuffle = True, pin_memory=(device.type == \"cuda\"))\n", + "loss, yhat, y = echonet.utils.video.run_epoch(model, test_dataloader, \"test\", None, device, save_all=True, blocks=25)\n", + "\n", + "with open(output, \"w\") as g:\n", + " for (filename, pred) in zip(ds.fnames, yhat):\n", + " for (i,p) in enumerate(pred):\n", + " g.write(\"{},{},{:.4f}\\n\".format(filename, i, p))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialize and Run Segmentation model\n", + "\n", + "torch.cuda.empty_cache()\n", + "\n", + "\n", + "videosFolder = \"C:\\\\Users\\\\Windows\\\\Dropbox\\\\Echo Research\\\\CodeBase\\\\View Classification\\\\AppearsA4c\\\\Resized2\"\n", + "\n", + "def collate_fn(x):\n", + " x, f = zip(*x)\n", + " i = list(map(lambda t: t.shape[1], x))\n", + " x = torch.as_tensor(np.swapaxes(np.concatenate(x, 1), 0, 1))\n", + " return x, f, i\n", + "\n", + "dataloader = torch.utils.data.DataLoader(echonet.datasets.Echo(split=\"external_test\", external_test_location = videosFolder, target_type=[\"Filename\"], length=None, period=1, mean=mean, std=std),\n", + " batch_size=10, num_workers=0, shuffle=False, pin_memory=(device.type == \"cuda\"), collate_fn=collate_fn)\n", + "if not all([os.path.isfile(os.path.join(destinationFolder, \"labels\", os.path.splitext(f)[0] + \".npy\")) for f in dataloader.dataset.fnames]):\n", + " # Save segmentations for all frames\n", + " # Only run if missing files\n", + "\n", + " pathlib.Path(os.path.join(destinationFolder, \"labels\")).mkdir(parents=True, exist_ok=True)\n", + " block = 1024\n", + " model.eval()\n", + "\n", + " with torch.no_grad():\n", + " for (x, f, i) in tqdm.tqdm(dataloader):\n", + " x = x.to(device)\n", + " y = np.concatenate([model(x[i:(i + block), :, :, :])[\"out\"].detach().cpu().numpy() for i in range(0, x.shape[0], block)]).astype(np.float16)\n", + " start = 0\n", + " for (filename, offset) in zip(f, i):\n", + " np.save(os.path.join(destinationFolder, \"labels\", os.path.splitext(filename)[0]), y[start:(start + offset), 0, :, :])\n", + " start += offset\n", + " \n", + "dataloader = torch.utils.data.DataLoader(echonet.datasets.Echo(split=\"external_test\", external_test_location = videosFolder, target_type=[\"Filename\"], length=None, period=1, segmentation=os.path.join(destinationFolder, \"labels\")),\n", + " batch_size=1, num_workers=8, shuffle=False, pin_memory=False)\n", + "if not all(os.path.isfile(os.path.join(destinationFolder, \"videos\", f)) for f in dataloader.dataset.fnames):\n", + " pathlib.Path(os.path.join(destinationFolder, \"videos\")).mkdir(parents=True, exist_ok=True)\n", + " pathlib.Path(os.path.join(destinationFolder, \"size\")).mkdir(parents=True, exist_ok=True)\n", + " echonet.utils.latexify()\n", + " with open(os.path.join(destinationFolder, \"size.csv\"), \"w\") as g:\n", + " g.write(\"Filename,Frame,Size,ComputerSmall\\n\")\n", + " for (x, filename) in tqdm.tqdm(dataloader):\n", + " x = x.numpy()\n", + " for i in range(len(filename)):\n", + " img = x[i, :, :, :, :].copy()\n", + " logit = img[2, :, :, :].copy()\n", + " img[1, :, :, :] = img[0, :, :, :]\n", + " img[2, :, :, :] = img[0, :, :, :]\n", + " img = np.concatenate((img, img), 3)\n", + " img[0, :, :, 112:] = np.maximum(255. * (logit > 0), img[0, :, :, 112:])\n", + "\n", + " img = np.concatenate((img, np.zeros_like(img)), 2)\n", + " size = (logit > 0).sum(2).sum(1)\n", + " try:\n", + " trim_min = sorted(size)[round(len(size) ** 0.05)]\n", + " except:\n", + " import code; code.interact(local=dict(globals(), **locals()))\n", + " trim_max = sorted(size)[round(len(size) ** 0.95)]\n", + " trim_range = trim_max - trim_min\n", + " peaks = set(scipy.signal.find_peaks(-size, distance=20, prominence=(0.50 * trim_range))[0])\n", + " for (x, y) in enumerate(size):\n", + " g.write(\"{},{},{},{}\\n\".format(filename[0], x, y, 1 if x in peaks else 0))\n", + " fig = plt.figure(figsize=(size.shape[0] / 50 * 1.5, 3))\n", + " plt.scatter(np.arange(size.shape[0]) / 50, size, s=1)\n", + " ylim = plt.ylim()\n", + " for p in peaks:\n", + " plt.plot(np.array([p, p]) / 50, ylim, linewidth=1)\n", + " plt.ylim(ylim)\n", + " plt.title(os.path.splitext(filename[i])[0])\n", + " plt.xlabel(\"Seconds\")\n", + " plt.ylabel(\"Size (pixels)\")\n", + " plt.tight_layout()\n", + " plt.savefig(os.path.join(destinationFolder, \"size\", os.path.splitext(filename[i])[0] + \".pdf\"))\n", + " plt.close(fig)\n", + " size -= size.min()\n", + " size = size / size.max()\n", + " size = 1 - size\n", + " for (x, y) in enumerate(size):\n", + " img[:, :, int(round(115 + 100 * y)), int(round(x / len(size) * 200 + 10))] = 255.\n", + " interval = np.array([-3, -2, -1, 0, 1, 2, 3])\n", + " for a in interval:\n", + " for b in interval:\n", + " img[:, x, a + int(round(115 + 100 * y)), b + int(round(x / len(size) * 200 + 10))] = 255.\n", + " if x in peaks:\n", + " img[:, :, 200:225, b + int(round(x / len(size) * 200 + 10))] = 255.\n", + " echonet.utils.savevideo(os.path.join(destinationFolder, \"videos\", filename[i]), img.astype(np.uint8), 50) " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/dynamic/scripts/beat_by_beat_analysis.R b/dynamic/scripts/beat_by_beat_analysis.R new file mode 100644 index 0000000000000000000000000000000000000000..b61e81793d1cbc2b81a72192bcc75b7e50e819a7 --- /dev/null +++ b/dynamic/scripts/beat_by_beat_analysis.R @@ -0,0 +1,100 @@ +library(ggplot2) +library(stringr) +library(plyr) +library(dplyr) +library(lubridate) +library(reshape2) +library(scales) +library(ggthemes) +library(Metrics) + +data <- read.csv("r2plus1d_18_32_2_pretrained_test_predictions.csv", header = FALSE) +str(data) + + +dataNoAugmentation <- data[data$V2 == 0,] +str(dataNoAugmentation) + + +dataGlobalAugmentation <- data %>% group_by(V1) %>% summarize(meanPrediction = mean(V3), sdPred = sd(V3)) +str(dataGlobalAugmentation) + + +sizeData <- read.csv("size.csv") +sizeData <- sizeData[sizeData$ComputerSmall == 1,] +str(sizeData) + +sizeRelevantFrames <- sizeData[c(1,2)] +sizeRelevantFrames$Frame <- sizeRelevantFrames$Frame - 32 +sizeRelevantFrames[sizeRelevantFrames$Frame < 0,]$Frame <- 0 + + +beatByBeat <- merge(sizeRelevantFrames, data, by.x = c("Filename", "Frame"), by.y = c("V1", "V2")) +beatByBeat <- beatByBeat %>% group_by(Filename) %>% summarize(meanPrediction = mean(V3), sdPred = sd(V3)) +str(beatByBeat) + +### For use, need to specify file directory +fileLocation <- "/Users/davidouyang/Local Medical Data/" +ActualNumbers <- read.csv(paste0(fileLocation, "FileList.csv", sep = "")) +ActualNumbers <- ActualNumbers[c(1,2)] +str(ActualNumbers) + + + +dataNoAugmentation <- merge(dataNoAugmentation, ActualNumbers, by.x = "V1", by.y = "Filename", all.x = TRUE) +dataNoAugmentation$AbsErr <- abs(dataNoAugmentation$V3 - dataNoAugmentation$EF) +str(dataNoAugmentation) + +summary(abs(dataNoAugmentation$V3 - dataNoAugmentation$EF)) +# Mean of 4.216 + +rmse(dataNoAugmentation$V3,dataNoAugmentation$EF) +## 5.56 + +modelNoAugmentation <- lm(dataNoAugmentation$EF ~ dataNoAugmentation$V3) +summary(modelNoAugmentation)$r.squared +# 0.79475 + + +beatByBeat <- merge(beatByBeat, ActualNumbers, by.x = "Filename", by.y = "Filename", all.x = TRUE) +summary(abs(beatByBeat$meanPrediction - beatByBeat$EF)) +# Mean of 4.051697 + +rmse(beatByBeat$meanPrediction, beatByBeat$EF) +# 5.325237 + +modelBeatByBeat <- lm(beatByBeat$EF ~ beatByBeat$meanPrediction) +summary(modelBeatByBeat)$r.squared +# 0.8093174 + + +beatByBeatAnalysis <- merge(sizeRelevantFrames, data, by.x = c("Filename", "Frame"), by.y = c("V1", "V2")) +str(beatByBeatAnalysis) + + +MAEdata <- data.frame(counter = 1:500) +MAEdata$sample <- -9999 +MAEdata$error <- -9999 + +str(MAEdata) + +for (i in 1:500){ + + +samplingBeat <- sample_n(beatByBeatAnalysis %>% group_by(Filename), 1 + floor((i-1)/100), replace = TRUE) %>% group_by(Filename) %>% dplyr::summarize(meanPred = mean(V3)) +samplingBeat <- merge(samplingBeat, ActualNumbers, by.x = "Filename", by.y = "Filename", all.x = TRUE) +samplingBeat$error <- abs(samplingBeat$meanPred - samplingBeat$EF) + +MAEdata$sample[i] <- 1 + floor((i-1)/100) +MAEdata$error[i] <- mean(samplingBeat$error ) + + +} + +str(MAEdata) + +beatBoxPlot <- ggplot(data = MAEdata) + geom_boxplot(aes(x = sample, y = error, group = sample), outlier.shape = NA +) + theme_classic() + theme(legend.position = "none", axis.text.y = element_text( size=7)) + xlab("Number of Sampled Beats") + ylab("Mean Absolute Error") + scale_fill_brewer(palette = "Set1", direction = -1) + +beatBoxPlot + diff --git a/dynamic/scripts/plot_complexity.py b/dynamic/scripts/plot_complexity.py new file mode 100755 index 0000000000000000000000000000000000000000..bf64fd91a7dc6507be2080f1067f6d07ce69131c --- /dev/null +++ b/dynamic/scripts/plot_complexity.py @@ -0,0 +1,92 @@ +#!/usr/bin/env python3 + +"""Code to generate plots for Extended Data Fig. 4.""" + +import os + +import matplotlib +import matplotlib.pyplot as plt +import numpy as np + +import echonet + + +def main(root=os.path.join("timing", "video"), + fig_root=os.path.join("figure", "complexity"), + FRAMES=(1, 8, 16, 32, 64, 96), + pretrained=True): + """Generate plots for Extended Data Fig. 4.""" + + echonet.utils.latexify() + + os.makedirs(fig_root, exist_ok=True) + fig = plt.figure(figsize=(6.50, 2.50)) + gs = matplotlib.gridspec.GridSpec(1, 3, width_ratios=[2.5, 2.5, 1.50]) + ax = (plt.subplot(gs[0]), plt.subplot(gs[1]), plt.subplot(gs[2])) + + # Create legend + for (model, color) in zip(["EchoNet-Dynamic (EF)", "R3D", "MC3"], matplotlib.colors.TABLEAU_COLORS): + ax[2].plot([float("nan")], [float("nan")], "-", color=color, label=model) + ax[2].set_title("") + ax[2].axis("off") + ax[2].legend(loc="center") + + for (model, color) in zip(["r2plus1d_18", "r3d_18", "mc3_18"], matplotlib.colors.TABLEAU_COLORS): + for split in ["val"]: # ["val", "train"]: + print(model, split) + data = [load(root, model, frames, 1, pretrained, split) for frames in FRAMES] + time = np.array(list(map(lambda x: x[0], data))) + n = np.array(list(map(lambda x: x[1], data))) + mem_allocated = np.array(list(map(lambda x: x[2], data))) + # mem_cached = np.array(list(map(lambda x: x[3], data))) + batch_size = np.array(list(map(lambda x: x[4], data))) + + # Plot Time (panel a) + ax[0].plot(FRAMES, time / n, "-" if pretrained else "--", marker=".", color=color, linewidth=(1 if split == "train" else None)) + print("Time:\n" + "\n".join(map(lambda x: "{:8d}: {:f}".format(*x), zip(FRAMES, time / n)))) + + # Plot Memory (panel b) + ax[1].plot(FRAMES, mem_allocated / batch_size / 1e9, "-" if pretrained else "--", marker=".", color=color, linewidth=(1 if split == "train" else None)) + print("Memory:\n" + "\n".join(map(lambda x: "{:8d}: {:f}".format(*x), zip(FRAMES, mem_allocated / batch_size / 1e9)))) + print() + + # Labels for panel a + ax[0].set_xticks(FRAMES) + ax[0].text(-0.05, 1.10, "(a)", transform=ax[0].transAxes) + ax[0].set_xlabel("Clip length (frames)") + ax[0].set_ylabel("Time Per Clip (seconds)") + + # Labels for panel b + ax[1].set_xticks(FRAMES) + ax[1].text(-0.05, 1.10, "(b)", transform=ax[1].transAxes) + ax[1].set_xlabel("Clip length (frames)") + ax[1].set_ylabel("Memory Per Clip (GB)") + + # Save figure + plt.tight_layout() + plt.savefig(os.path.join(fig_root, "complexity.pdf")) + plt.savefig(os.path.join(fig_root, "complexity.eps")) + plt.close(fig) + + +def load(root, model, frames, period, pretrained, split): + """Loads runtime and memory usage for specified hyperparameter choice.""" + with open(os.path.join(root, "{}_{}_{}_{}".format(model, frames, period, "pretrained" if pretrained else "random"), "log.csv"), "r") as f: + for line in f: + line = line.split(",") + if len(line) < 4: + # Skip lines that are not csv (these lines log information) + continue + if line[1] == split: + *_, time, n, mem_allocated, mem_cached, batch_size = line + time = float(time) + n = int(n) + mem_allocated = int(mem_allocated) + mem_cached = int(mem_cached) + batch_size = int(batch_size) + return time, n, mem_allocated, mem_cached, batch_size + raise ValueError("File missing information.") + + +if __name__ == "__main__": + main() diff --git a/dynamic/scripts/plot_hyperparameter_sweep.py b/dynamic/scripts/plot_hyperparameter_sweep.py new file mode 100755 index 0000000000000000000000000000000000000000..7a997311f992f0fb2f60c1563daa5ca2bfc26475 --- /dev/null +++ b/dynamic/scripts/plot_hyperparameter_sweep.py @@ -0,0 +1,149 @@ +#!/usr/bin/env python3 + +"""Code to generate plots for Extended Data Fig. 1.""" + +import os + +import matplotlib +import matplotlib.pyplot as plt + +import echonet + + +def main(root=os.path.join("output", "video"), + fig_root=os.path.join("figure", "hyperparameter"), + FRAMES=(1, 8, 16, 32, 64, 96, None), + PERIOD=(1, 2, 4, 6, 8) + ): + """Generate plots for Extended Data Fig. 1.""" + + echonet.utils.latexify() + os.makedirs(fig_root, exist_ok=True) + + # Parameters for plotting length sweep + MAX = FRAMES[-2] + START = 1 # Starting point for normal range + TERM0 = 104 # Ending point for normal range + BREAK = 112 # Location for break + TERM1 = 120 # Starting point for "all" section + ALL = 128 # Location of "all" point + END = 135 # Ending point for "all" section + RATIO = (BREAK - START) / (END - BREAK) + + # Set up figure + fig = plt.figure(figsize=(3 + 2.5 + 1.5, 2.75)) + outer = matplotlib.gridspec.GridSpec(1, 3, width_ratios=[3, 2.5, 1.50]) + ax = plt.subplot(outer[2]) # Legend + ax2 = plt.subplot(outer[1]) # Period plot + gs = matplotlib.gridspec.GridSpecFromSubplotSpec( + 1, 2, subplot_spec=outer[0], width_ratios=[RATIO, 1], wspace=0.020) # Length plot + + # Plot legend + for (model, color) in zip(["EchoNet-Dynamic (EF)", "R3D", "MC3"], + matplotlib.colors.TABLEAU_COLORS): + ax.plot([float("nan")], [float("nan")], "-", color=color, label=model) + ax.plot([float("nan")], [float("nan")], "-", color="k", label="Pretrained") + ax.plot([float("nan")], [float("nan")], "--", color="k", label="Random") + ax.set_title("") + ax.axis("off") + ax.legend(loc="center") + + # Plot length sweep (panel a) + ax0 = plt.subplot(gs[0]) + ax1 = plt.subplot(gs[1], sharey=ax0) + print("FRAMES") + for (model, color) in zip(["r2plus1d_18", "r3d_18", "mc3_18"], + matplotlib.colors.TABLEAU_COLORS): + for pretrained in [True, False]: + loss = [load(root, model, frames, 1, pretrained) for frames in FRAMES] + print(model, pretrained) + print(" ".join(list(map(lambda x: "{:.1f}".format(x) if x is not None else None, loss)))) + + l0 = loss[-2] + l1 = loss[-1] + ax0.plot(FRAMES[:-1] + (TERM0,), + loss[:-1] + [l0 + (l1 - l0) * (TERM0 - MAX) / (ALL - MAX)], + "-" if pretrained else "--", color=color) + ax1.plot([TERM1, ALL], + [l0 + (l1 - l0) * (TERM1 - MAX) / (ALL - MAX)] + [loss[-1]], + "-" if pretrained else "--", color=color) + ax0.scatter(list(map(lambda x: x if x is not None else ALL, FRAMES)), loss, color=color, s=4) + ax1.scatter(list(map(lambda x: x if x is not None else ALL, FRAMES)), loss, color=color, s=4) + + ax0.set_xticks(list(map(lambda x: x if x is not None else ALL, FRAMES))) + ax1.set_xticks(list(map(lambda x: x if x is not None else ALL, FRAMES))) + ax0.set_xticklabels(list(map(lambda x: x if x is not None else "All", FRAMES))) + ax1.set_xticklabels(list(map(lambda x: x if x is not None else "All", FRAMES))) + + # https://stackoverflow.com/questions/5656798/python-matplotlib-is-there-a-way-to-make-a-discontinuous-axis/43684155 + # zoom-in / limit the view to different portions of the data + ax0.set_xlim(START, BREAK) # most of the data + ax1.set_xlim(BREAK, END) + + # hide the spines between ax and ax2 + ax0.spines['right'].set_visible(False) + ax1.spines['left'].set_visible(False) + + ax1.get_yaxis().set_visible(False) + + d = 0.015 # how big to make the diagonal lines in axes coordinates + # arguments to pass plot, just so we don't keep repeating them + kwargs = dict(transform=ax0.transAxes, color='k', clip_on=False, linewidth=1) + x0, x1, y0, y1 = ax0.axis() + scale = (y1 - y0) / (x1 - x0) / 2 + ax0.plot((1 - scale * d, 1 + scale * d), (-d, +d), **kwargs) # top-left diagonal + ax0.plot((1 - scale * d, 1 + scale * d), (1 - d, 1 + d), **kwargs) # bottom-left diagonal + + kwargs.update(transform=ax1.transAxes) # switch to the bottom 1xes + x0, x1, y0, y1 = ax1.axis() + scale = (y1 - y0) / (x1 - x0) / 2 + ax1.plot((-scale * d, scale * d), (-d, +d), **kwargs) # top-right diagonal + ax1.plot((-scale * d, scale * d), (1 - d, 1 + d), **kwargs) # bottom-right diagonal + + # ax0.xaxis.label.set_transform(matplotlib.transforms.blended_transform_factory( + # matplotlib.transforms.IdentityTransform(), fig.transFigure # specify x, y transform + # )) # changed from default blend (IdentityTransform(), a[0].transAxes) + ax0.xaxis.label.set_position((0.6, 0.0)) + ax0.text(-0.05, 1.10, "(a)", transform=ax0.transAxes) + ax0.set_xlabel("Clip length (frames)") + ax0.set_ylabel("Validation Loss") + + # Plot period sweep (panel b) + print("PERIOD") + for (model, color) in zip(["r2plus1d_18", "r3d_18", "mc3_18"], matplotlib.colors.TABLEAU_COLORS): + for pretrained in [True, False]: + loss = [load(root, model, 64 // period, period, pretrained) for period in PERIOD] + print(model, pretrained) + print(" ".join(list(map(lambda x: "{:.1f}".format(x) if x is not None else None, loss)))) + + ax2.plot(PERIOD, loss, "-" if pretrained else "--", marker=".", color=color) + ax2.set_xticks(PERIOD) + ax2.text(-0.05, 1.10, "(b)", transform=ax2.transAxes) + ax2.set_xlabel("Sampling Period (frames)") + ax2.set_ylabel("Validation Loss") + + # Save figure + plt.tight_layout() + plt.savefig(os.path.join(fig_root, "hyperparameter.pdf")) + plt.savefig(os.path.join(fig_root, "hyperparameter.eps")) + plt.savefig(os.path.join(fig_root, "hyperparameter.png")) + plt.close(fig) + + +def load(root, model, frames, period, pretrained): + """Loads best validation loss for specified hyperparameter choice.""" + pretrained = ("pretrained" if pretrained else "random") + f = os.path.join( + root, + "{}_{}_{}_{}".format(model, frames, period, pretrained), + "log.csv") + with open(f, "r") as f: + for line in f: + if "Best validation loss " in line: + return float(line.split()[3]) + + raise ValueError("File missing information.") + + +if __name__ == "__main__": + main() diff --git a/dynamic/scripts/plot_loss.py b/dynamic/scripts/plot_loss.py new file mode 100755 index 0000000000000000000000000000000000000000..c14f4e44e2fae5cf1c99c9121b9daa6b1be3c7af --- /dev/null +++ b/dynamic/scripts/plot_loss.py @@ -0,0 +1,106 @@ +#!/usr/bin/env python3 + +"""Code to generate plots for Extended Data Fig. 3.""" + +import argparse +import os +import matplotlib +import matplotlib.pyplot as plt + +import echonet + + +def main(): + """Generate plots for Extended Data Fig. 3.""" + + # Select paths and hyperparameter to plot + parser = argparse.ArgumentParser() + parser.add_argument("dir", nargs="?", default="output") + parser.add_argument("fig", nargs="?", default=os.path.join("figure", "loss")) + parser.add_argument("--frames", type=int, default=32) + parser.add_argument("--period", type=int, default=2) + args = parser.parse_args() + + # Set up figure + echonet.utils.latexify() + os.makedirs(args.fig, exist_ok=True) + fig = plt.figure(figsize=(7, 5)) + gs = matplotlib.gridspec.GridSpec(ncols=3, nrows=2, figure=fig, width_ratios=[2.75, 2.75, 1.50]) + + # Plot EF loss curve + ax0 = fig.add_subplot(gs[0, 0]) + ax1 = fig.add_subplot(gs[0, 1], sharey=ax0) + for pretrained in [True]: + for (model, color) in zip(["r2plus1d_18", "r3d_18", "mc3_18"], matplotlib.colors.TABLEAU_COLORS): + loss = load(os.path.join(args.dir, "video", "{}_{}_{}_{}".format(model, args.frames, args.period, "pretrained" if pretrained else "random"), "log.csv")) + ax0.plot(range(1, 1 + len(loss["train"])), loss["train"], "-" if pretrained else "--", color=color) + ax1.plot(range(1, 1 + len(loss["val"])), loss["val"], "-" if pretrained else "--", color=color) + + plt.axis([0, max(len(loss["train"]), len(loss["val"])), 0, max(max(loss["train"]), max(loss["val"]))]) + ax0.text(-0.25, 1.00, "(a)", transform=ax0.transAxes) + ax1.text(-0.25, 1.00, "(b)", transform=ax1.transAxes) + ax0.set_xlabel("Epochs") + ax1.set_xlabel("Epochs") + ax0.set_xticks([0, 15, 30, 45]) + ax1.set_xticks([0, 15, 30, 45]) + ax0.set_ylabel("Training MSE Loss") + ax1.set_ylabel("Validation MSE Loss") + + # Plot segmentation loss curve + ax0 = fig.add_subplot(gs[1, 0]) + ax1 = fig.add_subplot(gs[1, 1], sharey=ax0) + pretrained = False + for (model, color) in zip(["deeplabv3_resnet50"], list(matplotlib.colors.TABLEAU_COLORS)[3:]): + loss = load(os.path.join(args.dir, "segmentation", "{}_{}".format(model, "pretrained" if pretrained else "random"), "log.csv")) + ax0.plot(range(1, 1 + len(loss["train"])), loss["train"], "--", color=color) + ax1.plot(range(1, 1 + len(loss["val"])), loss["val"], "--", color=color) + + ax0.text(-0.25, 1.00, "(c)", transform=ax0.transAxes) + ax1.text(-0.25, 1.00, "(d)", transform=ax1.transAxes) + ax0.set_ylim([0, 0.13]) + ax0.set_xlabel("Epochs") + ax1.set_xlabel("Epochs") + ax0.set_xticks([0, 25, 50]) + ax1.set_xticks([0, 25, 50]) + ax0.set_ylabel("Training Cross Entropy Loss") + ax1.set_ylabel("Validation Cross Entropy Loss") + + # Legend + ax = fig.add_subplot(gs[:, 2]) + for (model, color) in zip(["EchoNet-Dynamic (EF)", "R3D", "MC3", "EchoNet-Dynamic (Seg)"], matplotlib.colors.TABLEAU_COLORS): + ax.plot([float("nan")], [float("nan")], "-", color=color, label=model) + ax.set_title("") + ax.axis("off") + ax.legend(loc="center") + + plt.tight_layout() + plt.savefig(os.path.join(args.fig, "loss.pdf")) + plt.savefig(os.path.join(args.fig, "loss.eps")) + plt.savefig(os.path.join(args.fig, "loss.png")) + plt.close(fig) + + +def load(filename): + """Loads losses from specified file.""" + + losses = {"train": [], "val": []} + with open(filename, "r") as f: + for line in f: + line = line.split(",") + if len(line) < 4: + continue + epoch, split, loss, *_ = line + epoch = int(epoch) + loss = float(loss) + assert(split in ["train", "val"]) + if epoch == len(losses[split]): + losses[split].append(loss) + elif epoch == len(losses[split]) - 1: + losses[split][-1] = loss + else: + raise ValueError("File has uninterpretable formatting.") + return losses + + +if __name__ == "__main__": + main() diff --git a/dynamic/scripts/plot_simulated_noise.py b/dynamic/scripts/plot_simulated_noise.py new file mode 100755 index 0000000000000000000000000000000000000000..c36d6ec05ad4d190c78c62305d69c521ad1f4e80 --- /dev/null +++ b/dynamic/scripts/plot_simulated_noise.py @@ -0,0 +1,160 @@ +#!/usr/bin/env python3 + +"""Code to generate plots for Extended Data Fig. 6.""" + +import os +import pickle + +import matplotlib +import matplotlib.pyplot as plt +import numpy as np +import PIL +import sklearn +import torch +import torchvision + +import echonet + + +def main(fig_root=os.path.join("figure", "noise"), + video_output=os.path.join("output", "video", "r2plus1d_18_32_2_pretrained"), + seg_output=os.path.join("output", "segmentation", "deeplabv3_resnet50_random"), + NOISE=(0, 0.1, 0.2, 0.3, 0.4, 0.5)): + """Generate plots for Extended Data Fig. 6.""" + + device = torch.device("cuda") + + filename = os.path.join(fig_root, "data.pkl") # Cache of results + try: + # Attempt to load cache + with open(filename, "rb") as f: + Y, YHAT, INTER, UNION = pickle.load(f) + except FileNotFoundError: + # Generate results if no cache available + os.makedirs(fig_root, exist_ok=True) + + # Load trained video model + model_v = torchvision.models.video.r2plus1d_18() + model_v.fc = torch.nn.Linear(model_v.fc.in_features, 1) + if device.type == "cuda": + model_v = torch.nn.DataParallel(model_v) + model_v.to(device) + + checkpoint = torch.load(os.path.join(video_output, "checkpoint.pt")) + model_v.load_state_dict(checkpoint['state_dict']) + + # Load trained segmentation model + model_s = torchvision.models.segmentation.deeplabv3_resnet50(aux_loss=False) + model_s.classifier[-1] = torch.nn.Conv2d(model_s.classifier[-1].in_channels, 1, kernel_size=model_s.classifier[-1].kernel_size) + if device.type == "cuda": + model_s = torch.nn.DataParallel(model_s) + model_s.to(device) + + checkpoint = torch.load(os.path.join(seg_output, "checkpoint.pt")) + model_s.load_state_dict(checkpoint['state_dict']) + + # Run simulation + dice = [] + mse = [] + r2 = [] + Y = [] + YHAT = [] + INTER = [] + UNION = [] + for noise in NOISE: + Y.append([]) + YHAT.append([]) + INTER.append([]) + UNION.append([]) + + dataset = echonet.datasets.Echo(split="test", noise=noise) + PIL.Image.fromarray(dataset[0][0][:, 0, :, :].astype(np.uint8).transpose(1, 2, 0)).save(os.path.join(fig_root, "noise_{}.tif".format(round(100 * noise)))) + + mean, std = echonet.utils.get_mean_and_std(echonet.datasets.Echo(split="train")) + + tasks = ["LargeFrame", "SmallFrame", "LargeTrace", "SmallTrace"] + kwargs = { + "target_type": tasks, + "mean": mean, + "std": std, + "noise": noise + } + dataset = echonet.datasets.Echo(split="test", **kwargs) + + dataloader = torch.utils.data.DataLoader(dataset, + batch_size=16, num_workers=5, shuffle=True, pin_memory=(device.type == "cuda")) + + loss, large_inter, large_union, small_inter, small_union = echonet.utils.segmentation.run_epoch(model_s, dataloader, "test", None, device) + inter = np.concatenate((large_inter, small_inter)).sum() + union = np.concatenate((large_union, small_union)).sum() + dice.append(2 * inter / (union + inter)) + + INTER[-1].extend(large_inter.tolist() + small_inter.tolist()) + UNION[-1].extend(large_union.tolist() + small_union.tolist()) + + kwargs = {"target_type": "EF", + "mean": mean, + "std": std, + "length": 32, + "period": 2, + "noise": noise + } + + dataset = echonet.datasets.Echo(split="test", **kwargs) + + dataloader = torch.utils.data.DataLoader(dataset, + batch_size=16, num_workers=5, shuffle=True, pin_memory=(device.type == "cuda")) + loss, yhat, y = echonet.utils.video.run_epoch(model_v, dataloader, "test", None, device) + mse.append(loss) + r2.append(sklearn.metrics.r2_score(y, yhat)) + Y[-1].extend(y.tolist()) + YHAT[-1].extend(yhat.tolist()) + + # Save results in cache + with open(filename, "wb") as f: + pickle.dump((Y, YHAT, INTER, UNION), f) + + # Set up plot + echonet.utils.latexify() + + NOISE = list(map(lambda x: round(100 * x), NOISE)) + fig = plt.figure(figsize=(6.50, 4.75)) + gs = matplotlib.gridspec.GridSpec(3, 1, height_ratios=[2.0, 2.0, 0.75]) + ax = (plt.subplot(gs[0]), plt.subplot(gs[1]), plt.subplot(gs[2])) + + # Plot EF prediction results (R^2) + r2 = [sklearn.metrics.r2_score(y, yhat) for (y, yhat) in zip(Y, YHAT)] + ax[0].plot(NOISE, r2, color="k", linewidth=1, marker=".") + ax[0].set_xticks([]) + ax[0].set_ylabel("R$^2$") + l, h = min(r2), max(r2) + l, h = l - 0.1 * (h - l), h + 0.1 * (h - l) + ax[0].axis([min(NOISE) - 5, max(NOISE) + 5, 0, 1]) + + # Plot segmentation results (DSC) + dice = [echonet.utils.dice_similarity_coefficient(inter, union) for (inter, union) in zip(INTER, UNION)] + ax[1].plot(NOISE, dice, color="k", linewidth=1, marker=".") + ax[1].set_xlabel("Pixels Removed (%)") + ax[1].set_ylabel("DSC") + l, h = min(dice), max(dice) + l, h = l - 0.1 * (h - l), h + 0.1 * (h - l) + ax[1].axis([min(NOISE) - 5, max(NOISE) + 5, 0, 1]) + + # Add example images below + for noise in NOISE: + image = matplotlib.image.imread(os.path.join(fig_root, "noise_{}.tif".format(noise))) + imagebox = matplotlib.offsetbox.OffsetImage(image, zoom=0.4) + ab = matplotlib.offsetbox.AnnotationBbox(imagebox, (noise, 0.0), frameon=False) + ax[2].add_artist(ab) + ax[2].axis("off") + ax[2].axis([min(NOISE) - 5, max(NOISE) + 5, -1, 1]) + + fig.tight_layout() + plt.savefig(os.path.join(fig_root, "noise.pdf"), dpi=1200) + plt.savefig(os.path.join(fig_root, "noise.eps"), dpi=300) + plt.savefig(os.path.join(fig_root, "noise.png"), dpi=600) + plt.close(fig) + + +if __name__ == "__main__": + main() diff --git a/dynamic/scripts/run_experiments.sh b/dynamic/scripts/run_experiments.sh new file mode 100755 index 0000000000000000000000000000000000000000..13efea4ca7647b156435f2278c7d67aad9bc3405 --- /dev/null +++ b/dynamic/scripts/run_experiments.sh @@ -0,0 +1,49 @@ +#!/bin/bash + +for pretrained in True False +do + for model in r2plus1d_18 r3d_18 mc3_18 + do + for frames in 96 64 32 16 8 4 1 + do + batch=$((256 / frames)) + batch=$(( batch > 16 ? 16 : batch )) + + cmd="import echonet; echonet.utils.video.run(modelname=\"${model}\", frames=${frames}, period=1, pretrained=${pretrained}, batch_size=${batch})" + python3 -c "${cmd}" + done + for period in 2 4 6 8 + do + batch=$((256 / 64 * period)) + batch=$(( batch > 16 ? 16 : batch )) + + cmd="import echonet; echonet.utils.video.run(modelname=\"${model}\", frames=(64 // ${period}), period=${period}, pretrained=${pretrained}, batch_size=${batch})" + python3 -c "${cmd}" + done + done +done + +period=2 +pretrained=True +for model in r2plus1d_18 r3d_18 mc3_18 +do + cmd="import echonet; echonet.utils.video.run(modelname=\"${model}\", frames=(64 // ${period}), period=${period}, pretrained=${pretrained}, run_test=True)" + python3 -c "${cmd}" +done + +python3 -c "import echonet; echonet.utils.segmentation.run(modelname=\"deeplabv3_resnet50\", save_segmentation=True, pretrained=False)" + +pretrained=True +model=r2plus1d_18 +period=2 +batch=$((256 / 64 * period)) +batch=$(( batch > 16 ? 16 : batch )) +for patients in 16 32 64 128 256 512 1024 2048 4096 7460 +do + cmd="import echonet; echonet.utils.video.run(modelname=\"${model}\", frames=(64 // ${period}), period=${period}, pretrained=${pretrained}, batch_size=${batch}, num_epochs=min(50 * (8192 // ${patients}), 200), output=\"output/training_size/video/${patients}\", n_train_patients=${patients})" + python3 -c "${cmd}" + cmd="import echonet; echonet.utils.segmentation.run(modelname=\"deeplabv3_resnet50\", pretrained=False, num_epochs=min(50 * (8192 // ${patients}), 200), output=\"output/training_size/segmentation/${patients}\", n_train_patients=${patients})" + python3 -c "${cmd}" + +done + diff --git a/dynamic/setup.py b/dynamic/setup.py new file mode 100755 index 0000000000000000000000000000000000000000..0d9c6e2a3afa9bd9ade85027a3294787f43b3486 --- /dev/null +++ b/dynamic/setup.py @@ -0,0 +1,44 @@ +#!/usr/bin/env python3 +"""Metadata for package to allow installation with pip.""" + +import os + +import setuptools + +with open("README.md", "r") as fh: + long_description = fh.read() + +# Use same version from code +# See 3 from +# https://packaging.python.org/guides/single-sourcing-package-version/ +version = {} +with open(os.path.join("echonet", "__version__.py")) as f: + exec(f.read(), version) # pylint: disable=W0122 + +setuptools.setup( + name="echonet", + description="Video-based AI for beat-to-beat cardiac function assessment.", + version=version["__version__"], + url="https://echonet.github.io/dynamic", + packages=setuptools.find_packages(), + install_requires=[ + "click", + "numpy", + "pandas", + "torch", + "torchvision", + "opencv-python", + "scikit-image", + "tqdm", + "sklearn" + ], + classifiers=[ + "Programming Language :: Python :: 3", + ], + entry_points={ + "console_scripts": [ + "echonet=echonet:main", + ], + } + +) diff --git a/echonet/__init__.py b/echonet/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..103c706c471722e96525e2c3e0b4882172210d53 --- /dev/null +++ b/echonet/__init__.py @@ -0,0 +1,26 @@ +""" +The echonet package contains code for loading echocardiogram videos, and +functions for training and testing segmentation and ejection fraction +prediction models. +""" + +import click + +from echonet.__version__ import __version__ +from echonet.config import CONFIG as config +import echonet.datasets as datasets +import echonet.utils as utils + + +@click.group() +def main(): + """Entry point for command line interface.""" + + +del click + + +main.add_command(utils.segmentation.run) +main.add_command(utils.video.run) + +__all__ = ["__version__", "config", "datasets", "main", "utils"] diff --git a/echonet/__main__.py b/echonet/__main__.py new file mode 100644 index 0000000000000000000000000000000000000000..a467a969dcc9d7df46afccdb05fcb5ef735f3c82 --- /dev/null +++ b/echonet/__main__.py @@ -0,0 +1,7 @@ +"""Entry point for command line.""" + +import echonet + + +if __name__ == '__main__': + echonet.main() diff --git a/echonet/__pycache__/__init__.cpython-311.pyc b/echonet/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..7d32635dcc24adbe4d62bede0f33d41bf440a1cd Binary files /dev/null and b/echonet/__pycache__/__init__.cpython-311.pyc differ diff --git a/echonet/__pycache__/__version__.cpython-311.pyc b/echonet/__pycache__/__version__.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..cf8f9afafa62b56883ee72513e1ada78b6f38fb6 Binary files /dev/null and b/echonet/__pycache__/__version__.cpython-311.pyc differ diff --git a/echonet/__pycache__/config.cpython-311.pyc b/echonet/__pycache__/config.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..8ffb1ca63fab49de91c2ca8f747d7c10f916e58f Binary files /dev/null and b/echonet/__pycache__/config.cpython-311.pyc differ diff --git a/echonet/__version__.py b/echonet/__version__.py new file mode 100644 index 0000000000000000000000000000000000000000..9f04fb0bea6ed5f0f82266f6d5573f7e818b8222 --- /dev/null +++ b/echonet/__version__.py @@ -0,0 +1,3 @@ +"""Version number for Echonet package.""" + +__version__ = "1.0.0" diff --git a/echonet/config.py b/echonet/config.py new file mode 100644 index 0000000000000000000000000000000000000000..b6f14db872365255b2b2365a269a55559907d19e --- /dev/null +++ b/echonet/config.py @@ -0,0 +1,24 @@ +"""Sets paths based on configuration files.""" + +import configparser +import os +import types + +_FILENAME = None +_PARAM = {} +for filename in ["echonet.cfg", + ".echonet.cfg", + os.path.expanduser("~/echonet.cfg"), + os.path.expanduser("~/.echonet.cfg"), + ]: + if os.path.isfile(filename): + _FILENAME = filename + config = configparser.ConfigParser() + with open(filename, "r") as f: + config.read_string("[config]\n" + f.read()) + _PARAM = config["config"] + break + +CONFIG = types.SimpleNamespace( + FILENAME=_FILENAME, + DATA_DIR=_PARAM.get("data_dir", "a4c-video-dir/")) diff --git a/echonet/datasets/__init__.py b/echonet/datasets/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..e829bd5bcadca2913d4a0456f0d666005ed9b1d0 --- /dev/null +++ b/echonet/datasets/__init__.py @@ -0,0 +1,8 @@ +""" +The echonet.datasets submodule defines a Pytorch dataset for loading +echocardiogram videos. +""" + +from .echo import Echo + +__all__ = ["Echo"] diff --git a/echonet/datasets/__pycache__/__init__.cpython-311.pyc b/echonet/datasets/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..b5a7c3172a052d5e48d1f6161bafc8b04619e2e6 Binary files /dev/null and b/echonet/datasets/__pycache__/__init__.cpython-311.pyc differ diff --git a/echonet/datasets/__pycache__/echo.cpython-311.pyc b/echonet/datasets/__pycache__/echo.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..434fce36d10d77b129c14b937539e872a64d9790 Binary files /dev/null and b/echonet/datasets/__pycache__/echo.cpython-311.pyc differ diff --git a/echonet/datasets/echo.py b/echonet/datasets/echo.py new file mode 100644 index 0000000000000000000000000000000000000000..1ec0dd7160578a9cbef1c0945444b9fda73af419 --- /dev/null +++ b/echonet/datasets/echo.py @@ -0,0 +1,282 @@ +"""EchoNet-Dynamic Dataset.""" + +import os +import collections +import pandas + +import numpy as np +import skimage.draw +import torchvision +import echonet + + +class Echo(torchvision.datasets.VisionDataset): + """EchoNet-Dynamic Dataset. + + Args: + root (string): Root directory of dataset (defaults to `echonet.config.DATA_DIR`) + split (string): One of {``train'', ``val'', ``test'', ``all'', or ``external_test''} + target_type (string or list, optional): Type of target to use, + ``Filename'', ``EF'', ``EDV'', ``ESV'', ``LargeIndex'', + ``SmallIndex'', ``LargeFrame'', ``SmallFrame'', ``LargeTrace'', + or ``SmallTrace'' + Can also be a list to output a tuple with all specified target types. + The targets represent: + ``Filename'' (string): filename of video + ``EF'' (float): ejection fraction + ``EDV'' (float): end-diastolic volume + ``ESV'' (float): end-systolic volume + ``LargeIndex'' (int): index of large (diastolic) frame in video + ``SmallIndex'' (int): index of small (systolic) frame in video + ``LargeFrame'' (np.array shape=(3, height, width)): normalized large (diastolic) frame + ``SmallFrame'' (np.array shape=(3, height, width)): normalized small (systolic) frame + ``LargeTrace'' (np.array shape=(height, width)): left ventricle large (diastolic) segmentation + value of 0 indicates pixel is outside left ventricle + 1 indicates pixel is inside left ventricle + ``SmallTrace'' (np.array shape=(height, width)): left ventricle small (systolic) segmentation + value of 0 indicates pixel is outside left ventricle + 1 indicates pixel is inside left ventricle + Defaults to ``EF''. + mean (int, float, or np.array shape=(3,), optional): means for all (if scalar) or each (if np.array) channel. + Used for normalizing the video. Defaults to 0 (video is not shifted). + std (int, float, or np.array shape=(3,), optional): standard deviation for all (if scalar) or each (if np.array) channel. + Used for normalizing the video. Defaults to 0 (video is not scaled). + length (int or None, optional): Number of frames to clip from video. If ``None'', longest possible clip is returned. + Defaults to 16. + period (int, optional): Sampling period for taking a clip from the video (i.e. every ``period''-th frame is taken) + Defaults to 2. + max_length (int or None, optional): Maximum number of frames to clip from video (main use is for shortening excessively + long videos when ``length'' is set to None). If ``None'', shortening is not applied to any video. + Defaults to 250. + clips (int, optional): Number of clips to sample. Main use is for test-time augmentation with random clips. + Defaults to 1. + pad (int or None, optional): Number of pixels to pad all frames on each side (used as augmentation). + and a window of the original size is taken. If ``None'', no padding occurs. + Defaults to ``None''. + noise (float or None, optional): Fraction of pixels to black out as simulated noise. If ``None'', no simulated noise is added. + Defaults to ``None''. + target_transform (callable, optional): A function/transform that takes in the target and transforms it. + external_test_location (string): Path to videos to use for external testing. + """ + + def __init__(self, root=None, + split="train", target_type="EF", + mean=0., std=1., + length=16, period=2, + max_length=250, + clips=1, + pad=None, + noise=None, + target_transform=None, + external_test_location=None): + if root is None: + root = echonet.config.DATA_DIR + + super().__init__(root, target_transform=target_transform) + + self.split = split.upper() + if not isinstance(target_type, list): + target_type = [target_type] + self.target_type = target_type + self.mean = mean + self.std = std + self.length = length + self.max_length = max_length + self.period = period + self.clips = clips + self.pad = pad + self.noise = noise + self.target_transform = target_transform + self.external_test_location = external_test_location + + self.fnames, self.outcome = [], [] + + if self.split == "EXTERNAL_TEST": + self.fnames = sorted(os.listdir(self.external_test_location)) + else: + # Load video-level labels + with open(os.path.join(self.root, "FileList.csv")) as f: + data = pandas.read_csv(f) + data["Split"].map(lambda x: x.upper()) + + if self.split != "ALL": + data = data[data["Split"] == self.split] + + self.header = data.columns.tolist() + self.fnames = data["FileName"].tolist() + self.fnames = [fn + ".avi" for fn in self.fnames if os.path.splitext(fn)[1] == ""] # Assume avi if no suffix + self.outcome = data.values.tolist() + + # Check that files are present + missing = set(self.fnames) - set(os.listdir(os.path.join(self.root, "Videos"))) + if len(missing) != 0: + print("{} videos could not be found in {}:".format(len(missing), os.path.join(self.root, "Videos"))) + for f in sorted(missing): + print("\t", f) + raise FileNotFoundError(os.path.join(self.root, "Videos", sorted(missing)[0])) + + # Load traces + self.frames = collections.defaultdict(list) + self.trace = collections.defaultdict(_defaultdict_of_lists) + + with open(os.path.join(self.root, "VolumeTracings.csv")) as f: + header = f.readline().strip().split(",") + assert header == ["FileName", "X1", "Y1", "X2", "Y2", "Frame"] + + for line in f: + filename, x1, y1, x2, y2, frame = line.strip().split(',') + x1 = float(x1) + y1 = float(y1) + x2 = float(x2) + y2 = float(y2) + frame = int(frame) + if frame not in self.trace[filename]: + self.frames[filename].append(frame) + self.trace[filename][frame].append((x1, y1, x2, y2)) + for filename in self.frames: + for frame in self.frames[filename]: + self.trace[filename][frame] = np.array(self.trace[filename][frame]) + + # A small number of videos are missing traces; remove these videos + keep = [len(self.frames[f]) >= 2 for f in self.fnames] + self.fnames = [f for (f, k) in zip(self.fnames, keep) if k] + self.outcome = [f for (f, k) in zip(self.outcome, keep) if k] + + def __getitem__(self, index): + # Find filename of video + if self.split == "EXTERNAL_TEST": + video = os.path.join(self.external_test_location, self.fnames[index]) + elif self.split == "CLINICAL_TEST": + video = os.path.join(self.root, "ProcessedStrainStudyA4c", self.fnames[index]) + else: + video = os.path.join(self.root, "Videos", self.fnames[index]) + + # Load video into np.array + video = echonet.utils.loadvideo(video).astype(np.float32) + + # Add simulated noise (black out random pixels) + # 0 represents black at this point (video has not been normalized yet) + if self.noise is not None: + n = video.shape[1] * video.shape[2] * video.shape[3] + ind = np.random.choice(n, round(self.noise * n), replace=False) + f = ind % video.shape[1] + ind //= video.shape[1] + i = ind % video.shape[2] + ind //= video.shape[2] + j = ind + video[:, f, i, j] = 0 + + # Apply normalization + if isinstance(self.mean, (float, int)): + video -= self.mean + else: + video -= self.mean.reshape(3, 1, 1, 1) + + if isinstance(self.std, (float, int)): + video /= self.std + else: + video /= self.std.reshape(3, 1, 1, 1) + + # Set number of frames + c, f, h, w = video.shape + if self.length is None: + # Take as many frames as possible + length = f // self.period + else: + # Take specified number of frames + length = self.length + + if self.max_length is not None: + # Shorten videos to max_length + length = min(length, self.max_length) + + if f < length * self.period: + # Pad video with frames filled with zeros if too short + # 0 represents the mean color (dark grey), since this is after normalization + video = np.concatenate((video, np.zeros((c, length * self.period - f, h, w), video.dtype)), axis=1) + c, f, h, w = video.shape # pylint: disable=E0633 + + if self.clips == "all": + # Take all possible clips of desired length + start = np.arange(f - (length - 1) * self.period) + else: + # Take random clips from video + start = np.random.choice(f - (length - 1) * self.period, self.clips) + + # Gather targets + target = [] + for t in self.target_type: + key = self.fnames[index] + if t == "Filename": + target.append(self.fnames[index]) + elif t == "LargeIndex": + # Traces are sorted by cross-sectional area + # Largest (diastolic) frame is last + target.append(np.int(self.frames[key][-1])) + elif t == "SmallIndex": + # Largest (diastolic) frame is first + target.append(np.int(self.frames[key][0])) + elif t == "LargeFrame": + target.append(video[:, self.frames[key][-1], :, :]) + elif t == "SmallFrame": + target.append(video[:, self.frames[key][0], :, :]) + elif t in ["LargeTrace", "SmallTrace"]: + if t == "LargeTrace": + t = self.trace[key][self.frames[key][-1]] + else: + t = self.trace[key][self.frames[key][0]] + x1, y1, x2, y2 = t[:, 0], t[:, 1], t[:, 2], t[:, 3] + x = np.concatenate((x1[1:], np.flip(x2[1:]))) + y = np.concatenate((y1[1:], np.flip(y2[1:]))) + + r, c = skimage.draw.polygon(np.rint(y).astype(np.int), np.rint(x).astype(np.int), (video.shape[2], video.shape[3])) + mask = np.zeros((video.shape[2], video.shape[3]), np.float32) + mask[r, c] = 1 + target.append(mask) + else: + if self.split == "CLINICAL_TEST" or self.split == "EXTERNAL_TEST": + target.append(np.float32(0)) + else: + target.append(np.float32(self.outcome[index][self.header.index(t)])) + + if target != []: + target = tuple(target) if len(target) > 1 else target[0] + if self.target_transform is not None: + target = self.target_transform(target) + + # Select clips from video + video = tuple(video[:, s + self.period * np.arange(length), :, :] for s in start) + if self.clips == 1: + video = video[0] + else: + video = np.stack(video) + + if self.pad is not None: + # Add padding of zeros (mean color of videos) + # Crop of original size is taken out + # (Used as augmentation) + c, l, h, w = video.shape + temp = np.zeros((c, l, h + 2 * self.pad, w + 2 * self.pad), dtype=video.dtype) + temp[:, :, self.pad:-self.pad, self.pad:-self.pad] = video # pylint: disable=E1130 + i, j = np.random.randint(0, 2 * self.pad, 2) + video = temp[:, :, i:(i + h), j:(j + w)] + + return video, target + + def __len__(self): + return len(self.fnames) + + def extra_repr(self) -> str: + """Additional information to add at end of __repr__.""" + lines = ["Target type: {target_type}", "Split: {split}"] + return '\n'.join(lines).format(**self.__dict__) + + +def _defaultdict_of_lists(): + """Returns a defaultdict of lists. + + This is used to avoid issues with Windows (if this function is anonymous, + the Echo dataset cannot be used in a dataloader). + """ + + return collections.defaultdict(list) diff --git a/echonet/utils/__init__.py b/echonet/utils/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..475afcc5c425c5c36e42997e4c73aaa18a7b66b7 --- /dev/null +++ b/echonet/utils/__init__.py @@ -0,0 +1,179 @@ +"""Utility functions for videos, plotting and computing performance metrics.""" + +import os +import typing + +import cv2 # pytype: disable=attribute-error +import matplotlib +import numpy as np +import torch +import tqdm + +from . import video +from . import segmentation + + +def loadvideo(filename: str) -> np.ndarray: + """Loads a video from a file. + + Args: + filename (str): filename of video + + Returns: + A np.ndarray with dimensions (channels=3, frames, height, width). The + values will be uint8's ranging from 0 to 255. + + Raises: + FileNotFoundError: Could not find `filename` + ValueError: An error occurred while reading the video + """ + + if not os.path.exists(filename): + raise FileNotFoundError(filename) + capture = cv2.VideoCapture(filename) + + frame_count = int(capture.get(cv2.CAP_PROP_FRAME_COUNT)) + frame_width = int(capture.get(cv2.CAP_PROP_FRAME_WIDTH)) + frame_height = int(capture.get(cv2.CAP_PROP_FRAME_HEIGHT)) + + v = np.zeros((frame_count, frame_height, frame_width, 3), np.uint8) + + for count in range(frame_count): + ret, frame = capture.read() + if not ret: + raise ValueError("Failed to load frame #{} of {}.".format(count, filename)) + + frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) + v[count, :, :] = frame + + v = v.transpose((3, 0, 1, 2)) + + return v + + +def savevideo(filename: str, array: np.ndarray, fps: typing.Union[float, int] = 1): + """Saves a video to a file. + + Args: + filename (str): filename of video + array (np.ndarray): video of uint8's with shape (channels=3, frames, height, width) + fps (float or int): frames per second + + Returns: + None + """ + + c, _, height, width = array.shape + + if c != 3: + raise ValueError("savevideo expects array of shape (channels=3, frames, height, width), got shape ({})".format(", ".join(map(str, array.shape)))) + fourcc = cv2.VideoWriter_fourcc('M', 'J', 'P', 'G') + out = cv2.VideoWriter(filename, fourcc, fps, (width, height)) + + for frame in array.transpose((1, 2, 3, 0)): + frame = cv2.cvtColor(frame, cv2.COLOR_RGB2BGR) + out.write(frame) + + +def get_mean_and_std(dataset: torch.utils.data.Dataset, + samples: int = 128, + batch_size: int = 8, + num_workers: int = 4): + """Computes mean and std from samples from a Pytorch dataset. + + Args: + dataset (torch.utils.data.Dataset): A Pytorch dataset. + ``dataset[i][0]'' is expected to be the i-th video in the dataset, which + should be a ``torch.Tensor'' of dimensions (channels=3, frames, height, width) + samples (int or None, optional): Number of samples to take from dataset. If ``None'', mean and + standard deviation are computed over all elements. + Defaults to 128. + batch_size (int, optional): how many samples per batch to load + Defaults to 8. + num_workers (int, optional): how many subprocesses to use for data + loading. If 0, the data will be loaded in the main process. + Defaults to 4. + + Returns: + A tuple of the mean and standard deviation. Both are represented as np.array's of dimension (channels,). + """ + + if samples is not None and len(dataset) > samples: + indices = np.random.choice(len(dataset), samples, replace=False) + dataset = torch.utils.data.Subset(dataset, indices) + dataloader = torch.utils.data.DataLoader( + dataset, batch_size=batch_size, num_workers=num_workers, shuffle=True) + + n = 0 # number of elements taken (should be equal to samples by end of for loop) + s1 = 0. # sum of elements along channels (ends up as np.array of dimension (channels,)) + s2 = 0. # sum of squares of elements along channels (ends up as np.array of dimension (channels,)) + for (x, *_) in tqdm.tqdm(dataloader): + x = x.transpose(0, 1).contiguous().view(3, -1) + n += x.shape[1] + s1 += torch.sum(x, dim=1).numpy() + s2 += torch.sum(x ** 2, dim=1).numpy() + mean = s1 / n # type: np.ndarray + std = np.sqrt(s2 / n - mean ** 2) # type: np.ndarray + + mean = mean.astype(np.float32) + std = std.astype(np.float32) + + return mean, std + + +def bootstrap(a, b, func, samples=10000): + """Computes a bootstrapped confidence intervals for ``func(a, b)''. + + Args: + a (array_like): first argument to `func`. + b (array_like): second argument to `func`. + func (callable): Function to compute confidence intervals for. + ``dataset[i][0]'' is expected to be the i-th video in the dataset, which + should be a ``torch.Tensor'' of dimensions (channels=3, frames, height, width) + samples (int, optional): Number of samples to compute. + Defaults to 10000. + + Returns: + A tuple of (`func(a, b)`, estimated 5-th percentile, estimated 95-th percentile). + """ + a = np.array(a) + b = np.array(b) + + bootstraps = [] + for _ in range(samples): + ind = np.random.choice(len(a), len(a)) + bootstraps.append(func(a[ind], b[ind])) + bootstraps = sorted(bootstraps) + + return func(a, b), bootstraps[round(0.05 * len(bootstraps))], bootstraps[round(0.95 * len(bootstraps))] + + +def latexify(): + """Sets matplotlib params to appear more like LaTeX. + + Based on https://nipunbatra.github.io/blog/2014/latexify.html + """ + params = {'backend': 'pdf', + 'axes.titlesize': 8, + 'axes.labelsize': 8, + 'font.size': 8, + 'legend.fontsize': 8, + 'xtick.labelsize': 8, + 'ytick.labelsize': 8, + 'font.family': 'DejaVu Serif', + 'font.serif': 'Computer Modern', + } + matplotlib.rcParams.update(params) + + +def dice_similarity_coefficient(inter, union): + """Computes the dice similarity coefficient. + + Args: + inter (iterable): iterable of the intersections + union (iterable): iterable of the unions + """ + return 2 * sum(inter) / (sum(union) + sum(inter)) + + +__all__ = ["video", "segmentation", "loadvideo", "savevideo", "get_mean_and_std", "bootstrap", "latexify", "dice_similarity_coefficient"] diff --git a/echonet/utils/__pycache__/__init__.cpython-311.pyc b/echonet/utils/__pycache__/__init__.cpython-311.pyc new file mode 100644 index 0000000000000000000000000000000000000000..8af915f5e98f3d2855a89662e0f38f4559fcda6c Binary files /dev/null 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segmentation.""" + +import math +import os +import time + +import click +import matplotlib.pyplot as plt +import numpy as np +import scipy.signal +import skimage.draw +import torch +import torchvision +import tqdm + +import echonet + + +@click.command("segmentation") +@click.option("--data_dir", type=click.Path(exists=True, file_okay=False), default=None) +@click.option("--output", type=click.Path(file_okay=False), default=None) +@click.option("--model_name", type=click.Choice( + sorted(name for name in torchvision.models.segmentation.__dict__ + if name.islower() and not name.startswith("__") and callable(torchvision.models.segmentation.__dict__[name]))), + default="deeplabv3_resnet50") +@click.option("--pretrained/--random", default=False) +@click.option("--weights", type=click.Path(exists=True, dir_okay=False), default=None) +@click.option("--run_test/--skip_test", default=False) +@click.option("--save_video/--skip_video", default=False) +@click.option("--num_epochs", type=int, default=50) +@click.option("--lr", type=float, default=1e-5) +@click.option("--weight_decay", type=float, default=0) +@click.option("--lr_step_period", type=int, default=None) +@click.option("--num_train_patients", type=int, default=None) +@click.option("--num_workers", type=int, default=4) +@click.option("--batch_size", type=int, default=20) +@click.option("--device", type=str, default=None) +@click.option("--seed", type=int, default=0) +def run( + data_dir=None, + output=None, + + model_name="deeplabv3_resnet50", + pretrained=False, + weights=None, + + run_test=False, + save_video=False, + num_epochs=50, + lr=1e-5, + weight_decay=1e-5, + lr_step_period=None, + num_train_patients=None, + num_workers=4, + batch_size=20, + device=None, + seed=0, +): + """Trains/tests segmentation model. + + Args: + data_dir (str, optional): Directory containing dataset. Defaults to + `echonet.config.DATA_DIR`. + output (str, optional): Directory to place outputs. Defaults to + output/segmentation/_/. + model_name (str, optional): Name of segmentation model. One of ``deeplabv3_resnet50'', + ``deeplabv3_resnet101'', ``fcn_resnet50'', or ``fcn_resnet101'' + (options are torchvision.models.segmentation.) + Defaults to ``deeplabv3_resnet50''. + pretrained (bool, optional): Whether to use pretrained weights for model + Defaults to False. + weights (str, optional): Path to checkpoint containing weights to + initialize model. Defaults to None. + run_test (bool, optional): Whether or not to run on test. + Defaults to False. + save_video (bool, optional): Whether to save videos with segmentations. + Defaults to False. + num_epochs (int, optional): Number of epochs during training + Defaults to 50. + lr (float, optional): Learning rate for SGD + Defaults to 1e-5. + weight_decay (float, optional): Weight decay for SGD + Defaults to 0. + lr_step_period (int or None, optional): Period of learning rate decay + (learning rate is decayed by a multiplicative factor of 0.1) + Defaults to math.inf (never decay learning rate). + num_train_patients (int or None, optional): Number of training patients + for ablations. Defaults to all patients. + num_workers (int, optional): Number of subprocesses to use for data + loading. If 0, the data will be loaded in the main process. + Defaults to 4. + device (str or None, optional): Name of device to run on. Options from + https://pytorch.org/docs/stable/tensor_attributes.html#torch.torch.device + Defaults to ``cuda'' if available, and ``cpu'' otherwise. + batch_size (int, optional): Number of samples to load per batch + Defaults to 20. + seed (int, optional): Seed for random number generator. Defaults to 0. + """ + + # Seed RNGs + np.random.seed(seed) + torch.manual_seed(seed) + + # Set default output directory + if output is None: + output = os.path.join("output", "segmentation", "{}_{}".format(model_name, "pretrained" if pretrained else "random")) + os.makedirs(output, exist_ok=True) + + # Set device for computations + if device is None: + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + + # Set up model + model = torchvision.models.segmentation.__dict__[model_name](pretrained=pretrained, aux_loss=False) + + model.classifier[-1] = torch.nn.Conv2d(model.classifier[-1].in_channels, 1, kernel_size=model.classifier[-1].kernel_size) # change number of outputs to 1 + if device.type == "cuda": + model = torch.nn.DataParallel(model) + model.to(device) + + if weights is not None: + checkpoint = torch.load(weights) + model.load_state_dict(checkpoint['state_dict']) + + # Set up optimizer + optim = torch.optim.SGD(model.parameters(), lr=lr, momentum=0.9, weight_decay=weight_decay) + if lr_step_period is None: + lr_step_period = math.inf + scheduler = torch.optim.lr_scheduler.StepLR(optim, lr_step_period) + + # Compute mean and std + mean, std = echonet.utils.get_mean_and_std(echonet.datasets.Echo(root=data_dir, split="train")) + tasks = ["LargeFrame", "SmallFrame", "LargeTrace", "SmallTrace"] + kwargs = {"target_type": tasks, + "mean": mean, + "std": std + } + + # Set up datasets and dataloaders + dataset = {} + dataset["train"] = echonet.datasets.Echo(root=data_dir, split="train", **kwargs) + if num_train_patients is not None and len(dataset["train"]) > num_train_patients: + # Subsample patients (used for ablation experiment) + indices = np.random.choice(len(dataset["train"]), num_train_patients, replace=False) + dataset["train"] = torch.utils.data.Subset(dataset["train"], indices) + dataset["val"] = echonet.datasets.Echo(root=data_dir, split="val", **kwargs) + + # Run training and testing loops + with open(os.path.join(output, "log.csv"), "a") as f: + epoch_resume = 0 + bestLoss = float("inf") + try: + # Attempt to load checkpoint + checkpoint = torch.load(os.path.join(output, "checkpoint.pt")) + model.load_state_dict(checkpoint['state_dict']) + optim.load_state_dict(checkpoint['opt_dict']) + scheduler.load_state_dict(checkpoint['scheduler_dict']) + epoch_resume = checkpoint["epoch"] + 1 + bestLoss = checkpoint["best_loss"] + f.write("Resuming from epoch {}\n".format(epoch_resume)) + except FileNotFoundError: + f.write("Starting run from scratch\n") + + for epoch in range(epoch_resume, num_epochs): + print("Epoch #{}".format(epoch), flush=True) + for phase in ['train', 'val']: + start_time = time.time() + for i in range(torch.cuda.device_count()): + torch.cuda.reset_peak_memory_stats(i) + + ds = dataset[phase] + dataloader = torch.utils.data.DataLoader( + ds, batch_size=batch_size, num_workers=num_workers, shuffle=True, pin_memory=(device.type == "cuda"), drop_last=(phase == "train")) + + loss, large_inter, large_union, small_inter, small_union = echonet.utils.segmentation.run_epoch(model, dataloader, phase == "train", optim, device) + overall_dice = 2 * (large_inter.sum() + small_inter.sum()) / (large_union.sum() + large_inter.sum() + small_union.sum() + small_inter.sum()) + large_dice = 2 * large_inter.sum() / (large_union.sum() + large_inter.sum()) + small_dice = 2 * small_inter.sum() / (small_union.sum() + small_inter.sum()) + f.write("{},{},{},{},{},{},{},{},{},{},{}\n".format(epoch, + phase, + loss, + overall_dice, + large_dice, + small_dice, + time.time() - start_time, + large_inter.size, + sum(torch.cuda.max_memory_allocated() for i in range(torch.cuda.device_count())), + sum(torch.cuda.max_memory_reserved() for i in range(torch.cuda.device_count())), + batch_size)) + f.flush() + scheduler.step() + + # Save checkpoint + save = { + 'epoch': epoch, + 'state_dict': model.state_dict(), + 'best_loss': bestLoss, + 'loss': loss, + 'opt_dict': optim.state_dict(), + 'scheduler_dict': scheduler.state_dict(), + } + torch.save(save, os.path.join(output, "checkpoint.pt")) + if loss < bestLoss: + torch.save(save, os.path.join(output, "best.pt")) + bestLoss = loss + + # Load best weights + if num_epochs != 0: + checkpoint = torch.load(os.path.join(output, "best.pt")) + model.load_state_dict(checkpoint['state_dict']) + f.write("Best validation loss {} from epoch {}\n".format(checkpoint["loss"], checkpoint["epoch"])) + + if run_test: + # Run on validation and test + for split in ["val", "test"]: + dataset = echonet.datasets.Echo(root=data_dir, split=split, **kwargs) + dataloader = torch.utils.data.DataLoader(dataset, + batch_size=batch_size, num_workers=num_workers, shuffle=False, pin_memory=(device.type == "cuda")) + loss, large_inter, large_union, small_inter, small_union = echonet.utils.segmentation.run_epoch(model, dataloader, False, None, device) + + overall_dice = 2 * (large_inter + small_inter) / (large_union + large_inter + small_union + small_inter) + large_dice = 2 * large_inter / (large_union + large_inter) + small_dice = 2 * small_inter / (small_union + small_inter) + with open(os.path.join(output, "{}_dice.csv".format(split)), "w") as g: + g.write("Filename, Overall, Large, Small\n") + for (filename, overall, large, small) in zip(dataset.fnames, overall_dice, large_dice, small_dice): + g.write("{},{},{},{}\n".format(filename, overall, large, small)) + + f.write("{} dice (overall): {:.4f} ({:.4f} - {:.4f})\n".format(split, *echonet.utils.bootstrap(np.concatenate((large_inter, small_inter)), np.concatenate((large_union, small_union)), echonet.utils.dice_similarity_coefficient))) + f.write("{} dice (large): {:.4f} ({:.4f} - {:.4f})\n".format(split, *echonet.utils.bootstrap(large_inter, large_union, echonet.utils.dice_similarity_coefficient))) + f.write("{} dice (small): {:.4f} ({:.4f} - {:.4f})\n".format(split, *echonet.utils.bootstrap(small_inter, small_union, echonet.utils.dice_similarity_coefficient))) + f.flush() + + # Saving videos with segmentations + dataset = echonet.datasets.Echo(root=data_dir, split="test", + target_type=["Filename", "LargeIndex", "SmallIndex"], # Need filename for saving, and human-selected frames to annotate + mean=mean, std=std, # Normalization + length=None, max_length=None, period=1 # Take all frames + ) + dataloader = torch.utils.data.DataLoader(dataset, batch_size=10, num_workers=num_workers, shuffle=False, pin_memory=False, collate_fn=_video_collate_fn) + + # Save videos with segmentation + if save_video and not all(os.path.isfile(os.path.join(output, "videos", f)) for f in dataloader.dataset.fnames): + # Only run if missing videos + + model.eval() + + os.makedirs(os.path.join(output, "videos"), exist_ok=True) + os.makedirs(os.path.join(output, "size"), exist_ok=True) + echonet.utils.latexify() + + with torch.no_grad(): + with open(os.path.join(output, "size.csv"), "w") as g: + g.write("Filename,Frame,Size,HumanLarge,HumanSmall,ComputerSmall\n") + for (x, (filenames, large_index, small_index), length) in tqdm.tqdm(dataloader): + # Run segmentation model on blocks of frames one-by-one + # The whole concatenated video may be too long to run together + y = np.concatenate([model(x[i:(i + batch_size), :, :, :].to(device))["out"].detach().cpu().numpy() for i in range(0, x.shape[0], batch_size)]) + + start = 0 + x = x.numpy() + for (i, (filename, offset)) in enumerate(zip(filenames, length)): + # Extract one video and segmentation predictions + video = x[start:(start + offset), ...] + logit = y[start:(start + offset), 0, :, :] + + # Un-normalize video + video *= std.reshape(1, 3, 1, 1) + video += mean.reshape(1, 3, 1, 1) + + # Get frames, channels, height, and width + f, c, h, w = video.shape # pylint: disable=W0612 + assert c == 3 + + # Put two copies of the video side by side + video = np.concatenate((video, video), 3) + + # If a pixel is in the segmentation, saturate blue channel + # Leave alone otherwise + video[:, 0, :, w:] = np.maximum(255. * (logit > 0), video[:, 0, :, w:]) # pylint: disable=E1111 + + # Add blank canvas under pair of videos + video = np.concatenate((video, np.zeros_like(video)), 2) + + # Compute size of segmentation per frame + size = (logit > 0).sum((1, 2)) + + # Identify systole frames with peak detection + trim_min = sorted(size)[round(len(size) ** 0.05)] + trim_max = sorted(size)[round(len(size) ** 0.95)] + trim_range = trim_max - trim_min + systole = set(scipy.signal.find_peaks(-size, distance=20, prominence=(0.50 * trim_range))[0]) + + # Write sizes and frames to file + for (frame, s) in enumerate(size): + g.write("{},{},{},{},{},{}\n".format(filename, frame, s, 1 if frame == large_index[i] else 0, 1 if frame == small_index[i] else 0, 1 if frame in systole else 0)) + + # Plot sizes + fig = plt.figure(figsize=(size.shape[0] / 50 * 1.5, 3)) + plt.scatter(np.arange(size.shape[0]) / 50, size, s=1) + ylim = plt.ylim() + for s in systole: + plt.plot(np.array([s, s]) / 50, ylim, linewidth=1) + plt.ylim(ylim) + plt.title(os.path.splitext(filename)[0]) + plt.xlabel("Seconds") + plt.ylabel("Size (pixels)") + plt.tight_layout() + plt.savefig(os.path.join(output, "size", os.path.splitext(filename)[0] + ".pdf")) + plt.close(fig) + + # Normalize size to [0, 1] + size -= size.min() + size = size / size.max() + size = 1 - size + + # Iterate the frames in this video + for (f, s) in enumerate(size): + + # On all frames, mark a pixel for the size of the frame + video[:, :, int(round(115 + 100 * s)), int(round(f / len(size) * 200 + 10))] = 255. + + if f in systole: + # If frame is computer-selected systole, mark with a line + video[:, :, 115:224, int(round(f / len(size) * 200 + 10))] = 255. + + def dash(start, stop, on=10, off=10): + buf = [] + x = start + while x < stop: + buf.extend(range(x, x + on)) + x += on + x += off + buf = np.array(buf) + buf = buf[buf < stop] + return buf + d = dash(115, 224) + + if f == large_index[i]: + # If frame is human-selected diastole, mark with green dashed line on all frames + video[:, :, d, int(round(f / len(size) * 200 + 10))] = np.array([0, 225, 0]).reshape((1, 3, 1)) + if f == small_index[i]: + # If frame is human-selected systole, mark with red dashed line on all frames + video[:, :, d, int(round(f / len(size) * 200 + 10))] = np.array([0, 0, 225]).reshape((1, 3, 1)) + + # Get pixels for a circle centered on the pixel + r, c = skimage.draw.disk((int(round(115 + 100 * s)), int(round(f / len(size) * 200 + 10))), 4.1) + + # On the frame that's being shown, put a circle over the pixel + video[f, :, r, c] = 255. + + # Rearrange dimensions and save + video = video.transpose(1, 0, 2, 3) + video = video.astype(np.uint8) + echonet.utils.savevideo(os.path.join(output, "videos", filename), video, 50) + + # Move to next video + start += offset + + +def run_epoch(model, dataloader, train, optim, device): + """Run one epoch of training/evaluation for segmentation. + + Args: + model (torch.nn.Module): Model to train/evaulate. + dataloder (torch.utils.data.DataLoader): Dataloader for dataset. + train (bool): Whether or not to train model. + optim (torch.optim.Optimizer): Optimizer + device (torch.device): Device to run on + """ + + total = 0. + n = 0 + + pos = 0 + neg = 0 + pos_pix = 0 + neg_pix = 0 + + model.train(train) + + large_inter = 0 + large_union = 0 + small_inter = 0 + small_union = 0 + large_inter_list = [] + large_union_list = [] + small_inter_list = [] + small_union_list = [] + + with torch.set_grad_enabled(train): + with tqdm.tqdm(total=len(dataloader)) as pbar: + for (_, (large_frame, small_frame, large_trace, small_trace)) in dataloader: + # Count number of pixels in/out of human segmentation + pos += (large_trace == 1).sum().item() + pos += (small_trace == 1).sum().item() + neg += (large_trace == 0).sum().item() + neg += (small_trace == 0).sum().item() + + # Count number of pixels in/out of computer segmentation + pos_pix += (large_trace == 1).sum(0).to("cpu").detach().numpy() + pos_pix += (small_trace == 1).sum(0).to("cpu").detach().numpy() + neg_pix += (large_trace == 0).sum(0).to("cpu").detach().numpy() + neg_pix += (small_trace == 0).sum(0).to("cpu").detach().numpy() + + # Run prediction for diastolic frames and compute loss + large_frame = large_frame.to(device) + large_trace = large_trace.to(device) + y_large = model(large_frame)["out"] + loss_large = torch.nn.functional.binary_cross_entropy_with_logits(y_large[:, 0, :, :], large_trace, reduction="sum") + # Compute pixel intersection and union between human and computer segmentations + large_inter += np.logical_and(y_large[:, 0, :, :].detach().cpu().numpy() > 0., large_trace[:, :, :].detach().cpu().numpy() > 0.).sum() + large_union += np.logical_or(y_large[:, 0, :, :].detach().cpu().numpy() > 0., large_trace[:, :, :].detach().cpu().numpy() > 0.).sum() + large_inter_list.extend(np.logical_and(y_large[:, 0, :, :].detach().cpu().numpy() > 0., large_trace[:, :, :].detach().cpu().numpy() > 0.).sum((1, 2))) + large_union_list.extend(np.logical_or(y_large[:, 0, :, :].detach().cpu().numpy() > 0., large_trace[:, :, :].detach().cpu().numpy() > 0.).sum((1, 2))) + + # Run prediction for systolic frames and compute loss + small_frame = small_frame.to(device) + small_trace = small_trace.to(device) + y_small = model(small_frame)["out"] + loss_small = torch.nn.functional.binary_cross_entropy_with_logits(y_small[:, 0, :, :], small_trace, reduction="sum") + # Compute pixel intersection and union between human and computer segmentations + small_inter += np.logical_and(y_small[:, 0, :, :].detach().cpu().numpy() > 0., small_trace[:, :, :].detach().cpu().numpy() > 0.).sum() + small_union += np.logical_or(y_small[:, 0, :, :].detach().cpu().numpy() > 0., small_trace[:, :, :].detach().cpu().numpy() > 0.).sum() + small_inter_list.extend(np.logical_and(y_small[:, 0, :, :].detach().cpu().numpy() > 0., small_trace[:, :, :].detach().cpu().numpy() > 0.).sum((1, 2))) + small_union_list.extend(np.logical_or(y_small[:, 0, :, :].detach().cpu().numpy() > 0., small_trace[:, :, :].detach().cpu().numpy() > 0.).sum((1, 2))) + + # Take gradient step if training + loss = (loss_large + loss_small) / 2 + if train: + optim.zero_grad() + loss.backward() + optim.step() + + # Accumulate losses and compute baselines + total += loss.item() + n += large_trace.size(0) + p = pos / (pos + neg) + p_pix = (pos_pix + 1) / (pos_pix + neg_pix + 2) + + # Show info on process bar + pbar.set_postfix_str("{:.4f} ({:.4f}) / {:.4f} {:.4f}, {:.4f}, {:.4f}".format(total / n / 112 / 112, loss.item() / large_trace.size(0) / 112 / 112, -p * math.log(p) - (1 - p) * math.log(1 - p), (-p_pix * np.log(p_pix) - (1 - p_pix) * np.log(1 - p_pix)).mean(), 2 * large_inter / (large_union + large_inter), 2 * small_inter / (small_union + small_inter))) + pbar.update() + + large_inter_list = np.array(large_inter_list) + large_union_list = np.array(large_union_list) + small_inter_list = np.array(small_inter_list) + small_union_list = np.array(small_union_list) + + return (total / n / 112 / 112, + large_inter_list, + large_union_list, + small_inter_list, + small_union_list, + ) + + +def _video_collate_fn(x): + """Collate function for Pytorch dataloader to merge multiple videos. + + This function should be used in a dataloader for a dataset that returns + a video as the first element, along with some (non-zero) tuple of + targets. Then, the input x is a list of tuples: + - x[i][0] is the i-th video in the batch + - x[i][1] are the targets for the i-th video + + This function returns a 3-tuple: + - The first element is the videos concatenated along the frames + dimension. This is done so that videos of different lengths can be + processed together (tensors cannot be "jagged", so we cannot have + a dimension for video, and another for frames). + - The second element is contains the targets with no modification. + - The third element is a list of the lengths of the videos in frames. + """ + video, target = zip(*x) # Extract the videos and targets + + # ``video'' is a tuple of length ``batch_size'' + # Each element has shape (channels=3, frames, height, width) + # height and width are expected to be the same across videos, but + # frames can be different. + + # ``target'' is also a tuple of length ``batch_size'' + # Each element is a tuple of the targets for the item. + + i = list(map(lambda t: t.shape[1], video)) # Extract lengths of videos in frames + + # This contatenates the videos along the the frames dimension (basically + # playing the videos one after another). The frames dimension is then + # moved to be first. + # Resulting shape is (total frames, channels=3, height, width) + video = torch.as_tensor(np.swapaxes(np.concatenate(video, 1), 0, 1)) + + # Swap dimensions (approximately a transpose) + # Before: target[i][j] is the j-th target of element i + # After: target[i][j] is the i-th target of element j + target = zip(*target) + + return video, target, i diff --git a/echonet/utils/video.py b/echonet/utils/video.py new file mode 100644 index 0000000000000000000000000000000000000000..2b1630beb28acbe4d1cf57c006e8ee255576b09d --- /dev/null +++ b/echonet/utils/video.py @@ -0,0 +1,361 @@ +"""Functions for training and running EF prediction.""" + +import math +import os +import time + +import click +import matplotlib.pyplot as plt +import numpy as np +import sklearn.metrics +import torch +import torchvision +import tqdm + +import echonet + + +@click.command("video") +@click.option("--data_dir", type=click.Path(exists=True, file_okay=False), default=None) +@click.option("--output", type=click.Path(file_okay=False), default=None) +@click.option("--task", type=str, default="EF") +@click.option("--model_name", type=click.Choice( + sorted(name for name in torchvision.models.video.__dict__ + if name.islower() and not name.startswith("__") and callable(torchvision.models.video.__dict__[name]))), + default="r2plus1d_18") +@click.option("--pretrained/--random", default=True) +@click.option("--weights", type=click.Path(exists=True, dir_okay=False), default=None) +@click.option("--run_test/--skip_test", default=False) +@click.option("--num_epochs", type=int, default=45) +@click.option("--lr", type=float, default=1e-4) +@click.option("--weight_decay", type=float, default=1e-4) +@click.option("--lr_step_period", type=int, default=15) +@click.option("--frames", type=int, default=32) +@click.option("--period", type=int, default=2) +@click.option("--num_train_patients", type=int, default=None) +@click.option("--num_workers", type=int, default=4) +@click.option("--batch_size", type=int, default=20) +@click.option("--device", type=str, default=None) +@click.option("--seed", type=int, default=0) +def run( + data_dir=None, + output=None, + task="EF", + + model_name="r2plus1d_18", + pretrained=True, + weights=None, + + run_test=False, + num_epochs=45, + lr=1e-4, + weight_decay=1e-4, + lr_step_period=15, + frames=32, + period=2, + num_train_patients=None, + num_workers=4, + batch_size=20, + device=None, + seed=0, +): + """Trains/tests EF prediction model. + + \b + Args: + data_dir (str, optional): Directory containing dataset. Defaults to + `echonet.config.DATA_DIR`. + output (str, optional): Directory to place outputs. Defaults to + output/video/_/. + task (str, optional): Name of task to predict. Options are the headers + of FileList.csv. Defaults to ``EF''. + model_name (str, optional): Name of model. One of ``mc3_18'', + ``r2plus1d_18'', or ``r3d_18'' + (options are torchvision.models.video.) + Defaults to ``r2plus1d_18''. + pretrained (bool, optional): Whether to use pretrained weights for model + Defaults to True. + weights (str, optional): Path to checkpoint containing weights to + initialize model. Defaults to None. + run_test (bool, optional): Whether or not to run on test. + Defaults to False. + num_epochs (int, optional): Number of epochs during training. + Defaults to 45. + lr (float, optional): Learning rate for SGD + Defaults to 1e-4. + weight_decay (float, optional): Weight decay for SGD + Defaults to 1e-4. + lr_step_period (int or None, optional): Period of learning rate decay + (learning rate is decayed by a multiplicative factor of 0.1) + Defaults to 15. + frames (int, optional): Number of frames to use in clip + Defaults to 32. + period (int, optional): Sampling period for frames + Defaults to 2. + n_train_patients (int or None, optional): Number of training patients + for ablations. Defaults to all patients. + num_workers (int, optional): Number of subprocesses to use for data + loading. If 0, the data will be loaded in the main process. + Defaults to 4. + device (str or None, optional): Name of device to run on. Options from + https://pytorch.org/docs/stable/tensor_attributes.html#torch.torch.device + Defaults to ``cuda'' if available, and ``cpu'' otherwise. + batch_size (int, optional): Number of samples to load per batch + Defaults to 20. + seed (int, optional): Seed for random number generator. Defaults to 0. + """ + + # Seed RNGs + np.random.seed(seed) + torch.manual_seed(seed) + + # Set default output directory + if output is None: + output = os.path.join("output", "video", "{}_{}_{}_{}".format(model_name, frames, period, "pretrained" if pretrained else "random")) + os.makedirs(output, exist_ok=True) + + # Set device for computations + if device is None: + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + + # Set up model + model = torchvision.models.video.__dict__[model_name](pretrained=pretrained) + + model.fc = torch.nn.Linear(model.fc.in_features, 1) + model.fc.bias.data[0] = 55.6 + if device.type == "cuda": + model = torch.nn.DataParallel(model) + model.to(device) + + if weights is not None: + checkpoint = torch.load(weights) + model.load_state_dict(checkpoint['state_dict']) + + # Set up optimizer + optim = torch.optim.SGD(model.parameters(), lr=lr, momentum=0.9, weight_decay=weight_decay) + if lr_step_period is None: + lr_step_period = math.inf + scheduler = torch.optim.lr_scheduler.StepLR(optim, lr_step_period) + + # Compute mean and std + mean, std = echonet.utils.get_mean_and_std(echonet.datasets.Echo(root=data_dir, split="train")) + kwargs = {"target_type": task, + "mean": mean, + "std": std, + "length": frames, + "period": period, + } + + # Set up datasets and dataloaders + dataset = {} + dataset["train"] = echonet.datasets.Echo(root=data_dir, split="train", **kwargs, pad=12) + if num_train_patients is not None and len(dataset["train"]) > num_train_patients: + # Subsample patients (used for ablation experiment) + indices = np.random.choice(len(dataset["train"]), num_train_patients, replace=False) + dataset["train"] = torch.utils.data.Subset(dataset["train"], indices) + dataset["val"] = echonet.datasets.Echo(root=data_dir, split="val", **kwargs) + + # Run training and testing loops + with open(os.path.join(output, "log.csv"), "a") as f: + epoch_resume = 0 + bestLoss = float("inf") + try: + # Attempt to load checkpoint + checkpoint = torch.load(os.path.join(output, "checkpoint.pt")) + model.load_state_dict(checkpoint['state_dict']) + optim.load_state_dict(checkpoint['opt_dict']) + scheduler.load_state_dict(checkpoint['scheduler_dict']) + epoch_resume = checkpoint["epoch"] + 1 + bestLoss = checkpoint["best_loss"] + f.write("Resuming from epoch {}\n".format(epoch_resume)) + except FileNotFoundError: + f.write("Starting run from scratch\n") + + for epoch in range(epoch_resume, num_epochs): + print("Epoch #{}".format(epoch), flush=True) + for phase in ['train', 'val']: + start_time = time.time() + for i in range(torch.cuda.device_count()): + torch.cuda.reset_peak_memory_stats(i) + + ds = dataset[phase] + dataloader = torch.utils.data.DataLoader( + ds, batch_size=batch_size, num_workers=num_workers, shuffle=True, pin_memory=(device.type == "cuda"), drop_last=(phase == "train")) + + loss, yhat, y = echonet.utils.video.run_epoch(model, dataloader, phase == "train", optim, device) + f.write("{},{},{},{},{},{},{},{},{}\n".format(epoch, + phase, + loss, + sklearn.metrics.r2_score(y, yhat), + time.time() - start_time, + y.size, + sum(torch.cuda.max_memory_allocated() for i in range(torch.cuda.device_count())), + sum(torch.cuda.max_memory_reserved() for i in range(torch.cuda.device_count())), + batch_size)) + f.flush() + scheduler.step() + + # Save checkpoint + save = { + 'epoch': epoch, + 'state_dict': model.state_dict(), + 'period': period, + 'frames': frames, + 'best_loss': bestLoss, + 'loss': loss, + 'r2': sklearn.metrics.r2_score(y, yhat), + 'opt_dict': optim.state_dict(), + 'scheduler_dict': scheduler.state_dict(), + } + torch.save(save, os.path.join(output, "checkpoint.pt")) + if loss < bestLoss: + torch.save(save, os.path.join(output, "best.pt")) + bestLoss = loss + + # Load best weights + if num_epochs != 0: + checkpoint = torch.load(os.path.join(output, "best.pt")) + model.load_state_dict(checkpoint['state_dict']) + f.write("Best validation loss {} from epoch {}\n".format(checkpoint["loss"], checkpoint["epoch"])) + f.flush() + + if run_test: + for split in ["val", "test"]: + # Performance without test-time augmentation + dataloader = torch.utils.data.DataLoader( + echonet.datasets.Echo(root=data_dir, split=split, **kwargs), + batch_size=batch_size, num_workers=num_workers, shuffle=True, pin_memory=(device.type == "cuda")) + loss, yhat, y = echonet.utils.video.run_epoch(model, dataloader, False, None, device) + f.write("{} (one clip) R2: {:.3f} ({:.3f} - {:.3f})\n".format(split, *echonet.utils.bootstrap(y, yhat, sklearn.metrics.r2_score))) + f.write("{} (one clip) MAE: {:.2f} ({:.2f} - {:.2f})\n".format(split, *echonet.utils.bootstrap(y, yhat, sklearn.metrics.mean_absolute_error))) + f.write("{} (one clip) RMSE: {:.2f} ({:.2f} - {:.2f})\n".format(split, *tuple(map(math.sqrt, echonet.utils.bootstrap(y, yhat, sklearn.metrics.mean_squared_error))))) + f.flush() + + # Performance with test-time augmentation + ds = echonet.datasets.Echo(root=data_dir, split=split, **kwargs, clips="all") + dataloader = torch.utils.data.DataLoader( + ds, batch_size=1, num_workers=num_workers, shuffle=False, pin_memory=(device.type == "cuda")) + loss, yhat, y = echonet.utils.video.run_epoch(model, dataloader, False, None, device, save_all=True, block_size=batch_size) + f.write("{} (all clips) R2: {:.3f} ({:.3f} - {:.3f})\n".format(split, *echonet.utils.bootstrap(y, np.array(list(map(lambda x: x.mean(), yhat))), sklearn.metrics.r2_score))) + f.write("{} (all clips) MAE: {:.2f} ({:.2f} - {:.2f})\n".format(split, *echonet.utils.bootstrap(y, np.array(list(map(lambda x: x.mean(), yhat))), sklearn.metrics.mean_absolute_error))) + f.write("{} (all clips) RMSE: {:.2f} ({:.2f} - {:.2f})\n".format(split, *tuple(map(math.sqrt, echonet.utils.bootstrap(y, np.array(list(map(lambda x: x.mean(), yhat))), sklearn.metrics.mean_squared_error))))) + f.flush() + + # Write full performance to file + with open(os.path.join(output, "{}_predictions.csv".format(split)), "w") as g: + for (filename, pred) in zip(ds.fnames, yhat): + for (i, p) in enumerate(pred): + g.write("{},{},{:.4f}\n".format(filename, i, p)) + echonet.utils.latexify() + yhat = np.array(list(map(lambda x: x.mean(), yhat))) + + # Plot actual and predicted EF + fig = plt.figure(figsize=(3, 3)) + lower = min(y.min(), yhat.min()) + upper = max(y.max(), yhat.max()) + plt.scatter(y, yhat, color="k", s=1, edgecolor=None, zorder=2) + plt.plot([0, 100], [0, 100], linewidth=1, zorder=3) + plt.axis([lower - 3, upper + 3, lower - 3, upper + 3]) + plt.gca().set_aspect("equal", "box") + plt.xlabel("Actual EF (%)") + plt.ylabel("Predicted EF (%)") + plt.xticks([10, 20, 30, 40, 50, 60, 70, 80]) + plt.yticks([10, 20, 30, 40, 50, 60, 70, 80]) + plt.grid(color="gainsboro", linestyle="--", linewidth=1, zorder=1) + plt.tight_layout() + plt.savefig(os.path.join(output, "{}_scatter.pdf".format(split))) + plt.close(fig) + + # Plot AUROC + fig = plt.figure(figsize=(3, 3)) + plt.plot([0, 1], [0, 1], linewidth=1, color="k", linestyle="--") + for thresh in [35, 40, 45, 50]: + fpr, tpr, _ = sklearn.metrics.roc_curve(y > thresh, yhat) + print(thresh, sklearn.metrics.roc_auc_score(y > thresh, yhat)) + plt.plot(fpr, tpr) + + plt.axis([-0.01, 1.01, -0.01, 1.01]) + plt.xlabel("False Positive Rate") + plt.ylabel("True Positive Rate") + plt.tight_layout() + plt.savefig(os.path.join(output, "{}_roc.pdf".format(split))) + plt.close(fig) + + +def run_epoch(model, dataloader, train, optim, device, save_all=False, block_size=None): + """Run one epoch of training/evaluation for segmentation. + + Args: + model (torch.nn.Module): Model to train/evaulate. + dataloder (torch.utils.data.DataLoader): Dataloader for dataset. + train (bool): Whether or not to train model. + optim (torch.optim.Optimizer): Optimizer + device (torch.device): Device to run on + save_all (bool, optional): If True, return predictions for all + test-time augmentations separately. If False, return only + the mean prediction. + Defaults to False. + block_size (int or None, optional): Maximum number of augmentations + to run on at the same time. Use to limit the amount of memory + used. If None, always run on all augmentations simultaneously. + Default is None. + """ + + model.train(train) + + total = 0 # total training loss + n = 0 # number of videos processed + s1 = 0 # sum of ground truth EF + s2 = 0 # Sum of ground truth EF squared + + yhat = [] + y = [] + + with torch.set_grad_enabled(train): + with tqdm.tqdm(total=len(dataloader)) as pbar: + for (X, outcome) in dataloader: + + y.append(outcome.numpy()) + X = X.to(device) + outcome = outcome.to(device) + + average = (len(X.shape) == 6) + if average: + batch, n_clips, c, f, h, w = X.shape + X = X.view(-1, c, f, h, w) + + s1 += outcome.sum() + s2 += (outcome ** 2).sum() + + if block_size is None: + outputs = model(X) + else: + outputs = torch.cat([model(X[j:(j + block_size), ...]) for j in range(0, X.shape[0], block_size)]) + + if save_all: + yhat.append(outputs.view(-1).to("cpu").detach().numpy()) + + if average: + outputs = outputs.view(batch, n_clips, -1).mean(1) + + if not save_all: + yhat.append(outputs.view(-1).to("cpu").detach().numpy()) + + loss = torch.nn.functional.mse_loss(outputs.view(-1), outcome) + + if train: + optim.zero_grad() + loss.backward() + optim.step() + + total += loss.item() * X.size(0) + n += X.size(0) + + pbar.set_postfix_str("{:.2f} ({:.2f}) / {:.2f}".format(total / n, loss.item(), s2 / n - (s1 / n) ** 2)) + pbar.update() + + if not save_all: + yhat = np.concatenate(yhat) + y = np.concatenate(y) + + return total / n, yhat, y diff --git a/final_model_weights/.DS_Store b/final_model_weights/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..104114257c7feb40f44db572a06c48f30104fa2e Binary files /dev/null and b/final_model_weights/.DS_Store differ diff --git a/final_model_weights/202_CAMUS_7param_Vloss_epoch_500_lr_0.001_weight_best_model.pt b/final_model_weights/202_CAMUS_7param_Vloss_epoch_500_lr_0.001_weight_best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..e1d5a885fe43e1dfb7d0a037e55bb974e08d10e1 --- /dev/null +++ b/final_model_weights/202_CAMUS_7param_Vloss_epoch_500_lr_0.001_weight_best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:160def71fef9aa6a9801fb660b45627adb2f43ecf963ec7a89ed572b41ae3b1f +size 1473412 diff --git a/final_model_weights/202_full_echonet_7param_Vloss_epoch_200_lr_0.001_weight_best_model.pt b/final_model_weights/202_full_echonet_7param_Vloss_epoch_200_lr_0.001_weight_best_model.pt new file mode 100644 index 0000000000000000000000000000000000000000..c2c0e9b45f5a1eade4f0ecb5ec6d368524fa15e7 --- /dev/null +++ b/final_model_weights/202_full_echonet_7param_Vloss_epoch_200_lr_0.001_weight_best_model.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2cb1d8bed191d1b8852d6a0b4e0e65fe8f0cd1709c1afd3cceba6f6f9a7d0ce2 +size 1475747 diff --git a/final_model_weights/interp6_7param_weight.pt b/final_model_weights/interp6_7param_weight.pt new file mode 100644 index 0000000000000000000000000000000000000000..3c79cade22d94ace3e8f306b3505dbd2ff6140c0 --- /dev/null +++ b/final_model_weights/interp6_7param_weight.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e167af76f5d88a5435867ed542762d428f49c42bccb658cfcb782c9968d75358 +size 19711