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2026-02-10 20:02:00 +08:00
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commit 26b9b8a447
6 changed files with 5594 additions and 1101 deletions
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79
example/.ipynb_checkpoints/config-checkpoint.json Normal file
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{
"data_path": "../../dataset/hai/hai-21.03/train1.csv.gz",
"data_glob": "../../dataset/hai/hai-21.03/train*.csv.gz",
"split_path": "./feature_split.json",
"stats_path": "./results/cont_stats.json",
"vocab_path": "./results/disc_vocab.json",
"out_dir": "./results",
"device": "auto",
"timesteps": 600,
"batch_size": 12,
"seq_len": 96,
"epochs": 10,
"max_batches": 4000,
"lambda": 0.7,
"lr": 0.0005,
"seed": 1337,
"log_every": 10,
"ckpt_every": 50,
"ema_decay": 0.999,
"use_ema": true,
"clip_k": 5.0,
"grad_clip": 1.0,
"use_condition": true,
"condition_type": "file_id",
"cond_dim": 32,
"use_tanh_eps": false,
"eps_scale": 1.0,
"model_time_dim": 128,
"model_hidden_dim": 512,
"model_num_layers": 2,
"model_dropout": 0.1,
"model_ff_mult": 2,
"model_pos_dim": 64,
"model_use_pos_embed": true,
"backbone_type": "transformer",
"transformer_num_layers": 3,
"transformer_nhead": 4,
"transformer_ff_dim": 512,
"transformer_dropout": 0.1,
"disc_mask_scale": 0.9,
"cont_loss_weighting": "inv_std",
"cont_loss_eps": 1e-6,
"cont_target": "x0",
"cont_clamp_x0": 5.0,
"use_quantile_transform": true,
"quantile_bins": 1001,
"cont_bound_mode": "none",
"cont_bound_strength": 2.0,
"cont_post_calibrate": true,
"cont_post_scale": {},
"full_stats": true,
"type1_features": ["P1_B4002","P2_MSD","P4_HT_LD","P1_B2004","P1_B3004","P1_B4022","P1_B3005"],
"type2_features": ["P1_B4005"],
"type3_features": ["P1_PCV02Z","P1_PCV01Z","P1_PCV01D","P1_FCV02Z","P1_FCV03D","P1_FCV03Z","P1_LCV01D","P1_LCV01Z"],
"type4_features": ["P1_PIT02","P2_SIT02","P1_FT03"],
"type5_features": ["P1_FT03Z","P1_FT02Z"],
"type6_features": ["P4_HT_PO","P2_24Vdc","P2_HILout"],
"shuffle_buffer": 256,
"use_temporal_stage1": true,
"temporal_backbone": "transformer",
"temporal_hidden_dim": 256,
"temporal_num_layers": 1,
"temporal_dropout": 0.0,
"temporal_pos_dim": 64,
"temporal_use_pos_embed": true,
"temporal_transformer_num_layers": 2,
"temporal_transformer_nhead": 4,
"temporal_transformer_ff_dim": 256,
"temporal_transformer_dropout": 0.1,
"temporal_epochs": 3,
"temporal_lr": 0.001,
"quantile_loss_weight": 0.2,
"quantile_points": [0.05, 0.25, 0.5, 0.75, 0.95],
"snr_weighted_loss": true,
"snr_gamma": 1.0,
"residual_stat_weight": 0.05,
"sample_batch_size": 4,
"sample_seq_len": 96
}

14
example/results/config_used.json
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{ {
"data_path": "F:\\Development\\modbus_diffusion\\mask-ddpm\\dataset\\hai\\hai-21.03\\train1.csv.gz", "data_path": "/root/autodl-tmp/mask-ddpm/dataset/hai/hai-21.03/train1.csv.gz",
"data_glob": "F:\\Development\\modbus_diffusion\\mask-ddpm\\mask-ddpm\\example\\..\\..\\dataset\\hai\\hai-21.03\\train*.csv.gz", "data_glob": "/root/autodl-tmp/mask-ddpm/mask-ddpm/example/../../dataset/hai/hai-21.03/train*.csv.gz",
"split_path": "F:\\Development\\modbus_diffusion\\mask-ddpm\\mask-ddpm\\example\\feature_split.json", "split_path": "/root/autodl-tmp/mask-ddpm/mask-ddpm/example/feature_split.json",
"stats_path": "F:\\Development\\modbus_diffusion\\mask-ddpm\\mask-ddpm\\example\\results\\cont_stats.json", "stats_path": "/root/autodl-tmp/mask-ddpm/mask-ddpm/example/results/cont_stats.json",
"vocab_path": "F:\\Development\\modbus_diffusion\\mask-ddpm\\mask-ddpm\\example\\results\\disc_vocab.json", "vocab_path": "/root/autodl-tmp/mask-ddpm/mask-ddpm/example/results/disc_vocab.json",
"out_dir": "F:\\Development\\modbus_diffusion\\mask-ddpm\\mask-ddpm\\example\\results", "out_dir": "/root/autodl-tmp/mask-ddpm/mask-ddpm/example/results",
"device": "cuda", "device": "cuda",
"timesteps": 600, "timesteps": 600,
"batch_size": 12, "batch_size": 12,
"seq_len": 96, "seq_len": 96,
"epochs": 0, "epochs": 10,
"max_batches": 4000, "max_batches": 4000,
"lambda": 0.7, "lambda": 0.7,
"lr": 0.0005, "lr": 0.0005,

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example/results/eval.json
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example/results/generated.csv
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36,0.10121,1.25447,397.63785,1001.99799,33.65550,100.00000,1714.40393,36.95594,100,99.91608,0,-1.79901,61.33330,62.12768,207.93912,916.58026,1961.96802,2818.24731,302.92508,302.92508,13.86664,13.58185,428.92181,41.57349,42.05235,12,11.76605,1.24145,0.27481,540833,540833,0,0,1,1,1,34.94872,36.16943,28.02909,0,1,54097.00000,0,716.69885,763.19324,0,1,2880,787.00,785.79407,1,11.89483,10,10,10,10,-4.04462,-1.64317,3.82060,6.40648,-24.00000,13698.24316,-224.00000,70,17719.60742,20,224.00000,0.00000,-0.00723,0.10849,0,314.35913,-0.00101,16195.77930,302.90344,300.87357,0,10000.00000,27597.00000,,,, 0.11384,1.27627,396.00211,1015.43976,33.54375,0.00000,2824.42407,36.78669,100,100,0,-1.86768,47.57737,51.98822,135.33871,797.46423,1968.80322,1968.80322,245.70461,245.70461,7.38765,6.53229,404.44748,35.22540,34.14621,12,11.76605,1.38413,0.27557,540833,540833,0,0,1,1,1,35.74219,36.53564,28.02993,0,1,54146.00000,0,724.00092,758.44250,0,1,2880,784.00,786.27692,1,12.01379,10,10,10,10,-2.88774,-1.49864,3.33861,5.27723,-20.00000,9403.14355,13584.00000,70,18477.32227,20,-18.00000,-0.00029,-124.79343,38.44763,0,322.28653,-0.00275,16485.36328,321.72089,304.63269,0,10053.00000,27627.00000,,,,
37,0.10121,1.26599,397.63785,1001.99799,33.65550,97.92539,39.95832,36.96052,100,99.9237,0,-1.79901,61.42504,62.00561,208.41437,914.40594,885.62006,1456.48242,303.09894,303.09894,13.84034,13.58185,417.67932,37.18476,40.26902,12,11.76605,1.19720,0.27481,540833,540833,0,0,1,1,1,34.94872,36.15417,28.03341,0,1,54099.00000,0,715.20856,763.19324,0,1,2880,791.00,790.43829,1,11.84363,10,10,10,10,-3.85379,-1.40715,4.32245,6.60990,-22.00000,13754.60156,-224.00000,70,18233.01367,20,224.00000,0.00000,-0.00723,0.34363,0,321.35239,-0.00087,16340.43652,305.20407,302.61993,0,10000.00000,27618.00000,,,, 0.11384,1.28694,396.00211,1015.43976,33.54375,0.00000,1555.84778,36.78894,100,99.91608,0,-1.86768,50.97657,57.16857,190.58224,819.16809,1963.27209,1963.27209,247.00638,247.00638,8.03397,6.53229,403.57849,43.32499,34.91151,12,11.76605,1.38413,0.27557,540833,540833,0,0,1,1,1,35.72693,36.61194,28.02821,0,1,54103.00000,0,709.91620,758.44250,0,1,2880,784.00,784.59027,1,12.00808,10,10,10,10,-3.56323,-1.71522,2.99135,5.82265,189.00000,12058.74805,12081.98730,70,17188.04883,20,-18.00000,0.00000,-124.79343,72.82910,0,342.04422,-0.00015,16800.32617,324.12540,309.10486,0,10052.00000,27626.00000,,,,
38,0.10121,1.28108,397.63785,1001.99799,33.65550,39.11829,2813.47437,36.96548,100,99.91608,0,-1.79901,61.13824,61.99862,207.55763,915.72534,1975.66968,840.95605,303.30655,303.30655,13.81191,13.57422,412.46371,36.08621,36.59205,12,11.76605,1.17445,0.27481,540833,540833,0,0,1,1,1,34.94872,36.16943,28.02652,0,1,54080.00000,0,722.68323,763.19324,0,1,2880,784.00,781.39191,1,11.80935,10,10,10,10,-3.49883,-1.12662,4.62029,6.62830,-22.00000,13261.05859,-224.00000,70,18878.69727,20,-18.00000,-0.00022,-0.00723,0.34363,0,322.28549,-0.00188,16522.03711,305.79144,305.42398,0,10000.00000,27610.00000,,,, 0.11384,1.29980,396.00211,1015.43976,33.54375,0.00000,2834.64551,36.79140,100,99.91608,0,-1.86768,56.59361,52.21710,190.58224,827.86560,1977.95874,1977.95874,237.60008,237.60008,7.77847,7.41730,402.65289,41.06593,35.42050,12,11.76605,1.38413,0.27557,540833,540833,0,0,1,1,1,35.74219,36.53564,28.02298,0,1,54122.00000,0,720.76770,758.44250,0,1,2880,774.00,777.07715,1,11.96462,10,10,10,10,-3.90273,-1.86883,3.41290,6.33388,2.00000,10514.99609,14480.00000,70,18813.06836,20,-18.00000,-0.00015,-124.79343,13.50529,0,343.51660,-0.00101,16841.12305,329.63214,311.39279,0,10026.00000,27626.00000,,,,
39,0.10121,1.28830,397.63785,1001.99799,33.65550,57.83526,2830.17969,36.95785,100,99.91608,0,-1.79901,60.80739,61.40289,207.60501,913.97095,1965.17944,2526.35498,302.35287,302.35287,13.76584,13.57422,410.41272,33.91092,39.84360,12,11.76605,1.26045,0.27481,540833,540833,0,0,1,1,1,34.94872,35.98632,28.02642,0,1,54110.00000,0,712.11908,763.19324,0,1,2880,780.00,780.79126,1,11.85541,10,10,10,10,-2.93346,-0.65679,4.64021,6.39530,-22.00000,12003.32324,-224.00000,70,19318.72656,20,-18.00000,-0.00022,-0.00723,0.07236,0,328.01337,0.00007,16580.57617,306.36847,307.88684,0,10000.00000,27610.00000,,,, 0.11384,1.30778,396.00211,1015.43976,33.54375,0.00000,2840.00659,36.78762,100,100,0,-1.86768,51.56828,53.15551,161.07756,816.53809,1978.72156,1978.72156,247.61108,247.61108,7.52051,7.28468,403.27176,39.82219,40.05364,12,11.76605,1.38413,0.27557,540833,540833,0,0,1,1,1,35.71166,36.53564,28.02125,0,1,54131.00000,0,725.25024,758.44250,0,1,2880,773.00,775.19501,1,11.84542,10,10,10,10,-4.03777,-1.63979,4.13187,6.57813,-20.00000,9496.49805,7888.39600,70,18310.31445,20,-18.00000,-0.00051,-124.79343,0.07236,0,336.94122,-0.00116,16854.72461,332.58530,312.65973,0,10026.00000,27623.00000,,,,
40,0.10121,1.29858,397.63785,1001.99799,33.65550,100.00000,2522.64868,36.94641,100,99.91608,0,-1.79901,60.86184,61.64703,206.41327,913.10120,1960.98328,2822.31836,300.44556,300.44556,13.70615,13.46741,408.02469,29.92869,34.45465,12,11.76605,1.26968,0.27481,540833,540833,0,0,1,1,1,34.82666,35.97107,28.02824,0,1,54099.00000,0,715.25739,763.19324,0,1,2880,784.00,785.28943,1,11.91384,10,10,10,10,-2.61311,-0.54782,4.38049,6.15820,-22.00000,12560.04199,-208.00000,70,18309.47070,20,224.00000,0.00000,-0.00723,1.41061,0,336.35602,-0.00065,16681.25000,309.88232,309.01404,0,10000.00000,27567.00000,,,, 0.11384,1.31730,396.00211,1015.43976,33.54375,0.00000,2834.18042,36.78227,100,99.91608,0,-1.79901,60.45688,52.09885,209.27425,840.04205,1961.36462,1961.36462,296.60434,296.60434,12.50995,7.76825,404.54968,42.13148,37.18396,12,11.76605,1.38107,0.27557,540833,540833,0,0,1,1,1,35.74219,36.52039,28.01953,0,1,54092.00000,0,709.30280,758.44250,0,1,2880,774.00,774.04291,1,11.81275,10,10,10,10,-3.69219,-1.23449,4.53781,6.67076,2.00000,11834.34473,-129.28076,70,17569.29297,20,-18.00000,-0.00015,-124.79343,27.19730,0,351.53683,0.00145,17160.26562,342.56488,313.14606,0,10000.00000,27622.00000,,,,
41,0.10121,1.30233,397.63785,1001.99799,33.65550,21.93481,2440.02368,36.94717,100,99.91608,0,-1.79901,60.76082,61.57991,206.98546,911.80145,1970.13855,154.12798,300.44556,300.44556,13.71649,13.45978,408.58792,34.71179,38.04196,12,11.76605,1.31012,0.27481,540833,540833,0,0,1,1,1,34.82666,35.98632,28.02824,0,1,54095.00000,0,718.18164,763.19324,0,1,2880,784.00,781.32990,1,11.98837,10,10,10,10,-2.51761,-1.03875,3.90886,5.75992,-22.00000,10513.14453,-80.00000,70,18544.36719,20,-18.00000,-0.00029,-0.00723,0.07236,0,345.12225,-0.00101,16814.27148,312.57904,311.10715,0,10000.00000,27596.00000,,,, 0.11384,1.31931,396.00211,1015.43976,33.54375,0.00000,2827.93359,36.78262,100,100,0,-1.79901,61.77156,53.15551,190.58224,822.21222,1343.03687,1343.03687,246.27686,246.27686,7.94278,7.41730,404.85641,41.15195,40.85693,12,11.76605,1.38107,0.27557,540833,540833,0,0,1,1,1,35.69641,36.42883,28.02652,0,1,54112.00000,0,715.26355,758.44250,0,1,2880,782.00,784.03363,1,11.84599,10,10,10,10,-2.93368,-0.92756,4.58430,6.45773,-20.00000,13374.91113,800.27753,70,16980.48633,20,-18.00000,-0.00051,-124.79343,0.30743,0,344.40240,0.00029,17139.55664,343.82996,319.53098,0,10050.00000,27626.00000,,,,
42,0.10121,1.31227,397.63785,1001.99799,33.65550,98.43066,2550.59155,36.94603,100,99.91608,0,-1.86005,60.65584,61.40289,205.53653,911.79657,1981.58276,115.93214,302.35287,302.35287,13.65444,13.45978,408.12790,34.52006,40.49835,12,11.76605,1.31012,0.27481,540833,540833,0,0,1,1,1,34.78089,35.42175,28.02733,0,1,54069.00000,0,726.62830,763.19324,0,1,2880,784.00,780.58484,1,12.02091,10,10,10,10,-2.85289,-1.29418,3.50048,5.56782,-24.00000,11586.44434,-64.00000,70,18995.94922,20,-18.00000,-0.00015,-0.00723,0.79571,0,341.97031,-0.00282,16894.31250,312.37637,312.15640,0,10000.00000,27558.00000,,,, 0.11384,1.33441,396.00211,1015.43976,33.54375,0.00000,2830.03906,36.78209,100,100,0,-1.86768,62.03349,51.98059,173.60686,825.25629,1959.64807,1959.64807,291.66794,291.66794,7.83777,7.40967,404.39636,40.33020,40.26872,12,11.76605,1.37955,0.27557,540833,540833,0,0,1,1,1,35.66589,36.39831,28.02645,0,1,54117.00000,0,717.40985,758.44250,0,1,2880,780.00,781.48364,1,11.95552,10,10,10,10,-2.64987,-0.81468,4.33009,5.90836,-1.86440,12575.62207,1616.00000,70,16829.86133,20,-18.00000,-0.00029,-124.79343,1.10315,0,349.15399,-0.00015,17267.07617,349.87012,320.67520,0,10046.00000,27625.00000,,,,
43,0.10121,1.31532,397.63785,1001.99799,33.65550,100.00000,2824.14307,36.93840,100,99.91608,0,-1.86005,60.61386,61.18164,203.93370,910.49207,1971.66443,1268.77722,300.06409,300.06409,13.59355,13.43689,408.99689,35.57748,38.45860,12,11.76605,1.33453,0.27481,540833,540833,0,0,1,1,1,34.82666,35.14710,28.02733,0,1,54087.00000,0,720.32764,763.19324,0,1,2880,784.00,783.01062,1,12.01021,10,10,10,10,-3.25807,-1.56448,3.12513,5.82654,-22.00000,10975.70312,-128.00000,70,18905.91211,20,-18.00000,-0.00007,-0.00723,1.75421,0,350.39868,-0.00166,16908.77930,315.78366,313.88568,0,10000.00000,27567.00000,,,, 0.11384,1.34190,396.00211,1015.43976,33.54375,0.00000,2820.91455,36.77858,100,100,0,-1.86768,62.99818,61.29608,211.37234,894.83649,1973.38098,1973.38098,249.68724,249.68724,12.22422,9.89685,403.88370,57.49643,40.53107,12,11.76605,1.38107,0.27557,540833,540833,0,0,1,1,1,35.63538,36.24573,28.02736,0,1,54126.00000,0,719.65839,758.44250,0,1,2880,782.00,784.23590,1,12.01020,10,10,10,10,-2.71549,-1.16006,3.48575,4.51490,2.00000,10827.33105,1466.72900,70,15702.28027,20,-18.00000,0.00000,-124.79343,46.28115,0,367.26389,-0.00130,17638.74805,347.95346,322.69931,0,10052.00000,27626.00000,,,,
44,0.10121,1.32216,397.63785,1001.99799,33.65550,100.00000,2830.17969,36.94183,100,99.91608,0,-1.86005,60.69462,61.18164,203.74300,910.49207,1975.12915,2828.07373,300.44556,300.44556,13.48896,13.33771,407.86417,31.84383,39.08044,12,11.76605,1.33530,0.27481,540833,540833,0,0,1,1,1,34.78089,35.37598,28.02473,0,1,54088.00000,0,719.94733,763.19324,0,1,2880,780.00,778.44977,1,11.97875,10,10,10,10,-3.68123,-1.79979,3.40459,6.20372,-24.00000,9216.85742,-160.00000,70,18448.61914,20,-18.00000,0.00022,-0.00723,5.85267,0,354.01834,-0.00152,17022.54102,317.05649,315.95206,0,10000.00000,27560.00000,,,, 0.11384,1.34868,396.00211,1015.43976,33.54375,0.00000,1621.03320,36.78016,100,99.91608,0,-1.79901,59.22404,57.64160,213.85191,850.11035,683.25037,683.25037,258.10236,258.10236,13.78414,9.89685,405.62314,46.47548,42.52343,12,11.76605,1.37650,0.27557,540833,540833,0,0,1,1,1,35.62011,36.24573,28.02733,0,1,54089.00000,0,705.16943,758.44250,0,1,2880,785.00,784.09869,1,12.02089,10,10,10,10,-3.09849,-1.64579,2.41620,5.43044,189.00000,11719.83691,-224.00000,70,16565.42383,20,-18.00000,0.00000,-124.79343,9.54861,0,366.70407,0.00159,17695.30664,332.84058,325.83411,0,10052.00000,27626.00000,,,,
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118,0.10121,1.24708,397.63785,1001.99799,33.65550,19.86843,32.97053,37.02194,100,99.9237,0,39.61334,63.68225,64.37073,216.14072,931.80084,1956.97778,32.97053,309.98230,309.98230,14.40259,14.52789,414.62045,93.23316,94.49193,12,11.76605,1.35971,0.27481,540833,540833,0,0,1,1,1,35.74219,37.46643,28.03247,0,1,54079.00000,0,719.17462,763.19324,0,1,2880,790.00,786.94757,1,12.02558,10,10,10,10,-3.02998,-1.42000,2.70030,5.27645,112.00000,12604.83008,-288.00000,70,9622.64648,20,224.00000,0.00051,-0.00723,0.05423,0,267.86749,-0.00269,15703.90625,258.22098,289.54810,0,10052.00000,27627.00000,,,, 0.11384,1.23203,396.00211,1015.43976,33.54375,0.00000,159.09335,36.82220,100,99.91608,0,-1.80017,63.73301,59.99204,216.52220,905.70837,1974.14404,1974.14404,206.93733,206.93733,7.50048,9.89685,407.51450,93.34913,58.90390,12,11.76605,1.39709,0.27557,540833,540833,0,0,1,1,1,36.12366,37.46643,28.02905,0,1,54111.00000,0,715.33423,758.44250,0,1,2880,780.00,782.18799,1,11.87065,10,10,10,10,-3.63828,-1.45286,3.91949,6.33839,3930.00000,30.73174,32.00000,70,15382.75000,20,-18.00000,0.00123,-124.79343,77.62917,0,271.17371,-0.00304,15640.28125,274.07965,285.42734,0,10053.00000,27627.00000,,,,
119,0.10121,1.22682,397.63785,1001.99799,33.65550,0.00000,454.04202,37.01049,100,99.9237,0,39.61334,63.48793,64.36310,215.75925,930.06128,1959.45740,31.97760,309.02856,309.02856,14.37363,14.40582,418.39395,92.57732,94.23234,12,11.76605,1.35895,0.27481,540833,540833,0,0,1,1,1,35.63538,37.42065,28.02993,0,1,54084.00000,0,715.13287,763.19324,0,1,2880,784.00,783.89478,1,11.99787,10,10,10,10,-3.48723,-1.60441,3.05964,5.69479,2645.00000,12116.55078,-288.00000,70,9749.40039,20,224.00000,0.00000,-0.00723,0.05423,0,260.72406,-0.00188,14712.88965,260.75690,287.37070,0,10053.00000,27627.00000,,,, 0.11384,1.21313,396.00211,1015.43976,33.54375,0.00000,2827.23145,36.81556,100,100,0,93.70575,60.11562,47.14355,206.22250,826.56104,830.87927,830.87927,247.85100,247.85100,7.11144,9.07288,407.82117,92.59885,47.14355,12,11.76605,1.39709,0.27557,540833,540833,0,0,1,1,1,36.09313,37.43591,28.02301,0,1,54091.00000,0,709.41010,758.44250,0,1,2880,770.00,771.28601,1,11.85771,10,10,10,10,-3.53924,-1.37957,4.10227,6.36113,189.00000,48.00000,128.00000,70,17296.86914,20,-24.00000,0.00000,-124.79343,2.83031,0,257.00009,0.00029,14663.16895,282.51276,283.50137,0,10026.00000,27627.00000,,,,
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121,0.10121,1.16723,397.63785,1001.99799,33.65550,71.19231,2827.93359,37.00286,100,99.91608,0,13.20801,63.16352,63.77343,212.51678,928.75671,1968.04041,1456.48242,307.88422,307.88422,14.24391,14.16168,434.77866,90.78280,92.50030,12,11.76605,1.35513,0.27481,540833,540833,0,0,1,1,1,35.60485,37.43591,28.02554,0,1,54078.00000,0,716.51648,763.19324,0,1,2880,778.00,776.67181,1,11.92320,10,10,10,10,-3.99481,-1.67185,3.60340,6.30785,-22.00000,11706.86523,-288.00000,70,12627.55664,20,224.00000,0.00123,-0.00723,0.07236,0,266.00885,-0.00246,14649.74609,268.65152,264.02637,0,10052.00000,27627.00000,,,, 0.11384,1.14552,396.00211,1015.43976,33.54375,0.00000,61.77031,36.81111,100,99.9237,0,-1.79901,60.36753,50.31738,207.36693,820.90759,309.21936,309.21936,247.77487,247.77487,7.29333,7.88269,406.13434,91.08908,41.58051,12,11.76605,1.39328,0.27557,540833,540833,0,0,1,1,1,36.04736,37.29858,28.02993,0,1,54094.00000,0,707.97223,758.44250,0,1,2880,782.00,783.25244,1,11.88081,10,10,10,10,-2.97894,-1.11823,4.07282,6.11531,2889.00000,93.87161,389.70685,70,18725.96680,20,-24.00000,0.00072,-124.79343,69.93268,0,275.26450,-0.00036,14974.79980,244.10065,264.11044,0,10053.00000,27627.00000,,,,
122,0.10121,1.11033,397.63785,1001.99799,33.65550,7.65048,2829.47778,36.98379,100,99.91608,0,-1.79901,62.97813,63.65356,212.32600,927.88696,1981.58276,152.93813,308.45639,308.45639,14.25414,14.16168,444.08261,90.53668,92.23336,12,11.76605,1.35361,0.27481,540833,540833,0,0,1,1,1,35.55908,37.32910,28.02304,0,1,54056.96484,0,722.95972,763.19324,0,1,2880,773.00,770.87549,1,11.87007,10,10,10,10,-4.11778,-1.57580,3.98837,6.44903,-22.00000,12223.78418,-288.00000,70,13499.68652,20,224.00000,0.00051,-0.00723,0.07236,0,258.42044,-0.00421,14383.46875,273.36084,261.44373,0,10052.00000,27618.00000,,,, 0.11384,1.10290,396.00211,1015.43976,33.54375,0.00000,2822.03760,36.80087,100,100,0,-1.79901,51.07405,50.31738,158.75012,706.08923,1955.64270,1955.64270,245.47922,245.47922,6.56477,7.28760,406.08322,70.88007,42.19677,12,11.76605,1.39633,0.27557,540833,540833,0,0,1,1,1,36.00158,37.25280,28.02652,0,1,54113.00000,0,718.40784,758.44250,0,1,2880,776.00,777.83844,1,11.95040,10,10,10,10,-2.95508,-1.16598,3.74043,5.92582,2.00000,96.00000,11496.71094,70,18856.72070,20,-24.00000,-0.00022,-124.79343,22.05519,0,261.84073,-0.00195,13820.45703,286.57208,269.95288,0,10052.00000,27627.00000,,,,
123,0.10121,1.13167,397.63785,1001.99799,33.65550,8.62672,1143.09473,36.99104,100,99.91608,0,39.61334,62.68090,63.42468,215.75925,926.58234,6.14166,2823.02173,306.73978,306.73978,14.21683,14.05487,419.43875,89.39592,89.82738,12,11.76605,1.35105,0.27481,540833,540833,0,0,1,1,1,35.49804,37.14599,28.02909,0,1,54127.00000,0,696.07220,763.19324,0,1,2880,782.00,785.49304,1,11.83311,10,10,10,10,-3.87549,-1.40161,4.31804,6.56412,112.00000,11894.19824,-288.00000,70,14792.90625,20,208.72247,0.00051,-0.00723,0.05423,0,284.16757,0.00152,14936.03223,283.24637,273.52585,0,10050.00000,27627.00000,,,, 0.11384,1.09769,396.00211,1015.43976,33.54375,0.00000,2826.52954,36.80467,100,100,0,-1.79901,60.40204,50.31738,187.87912,798.72906,1971.66443,1971.66443,201.07155,201.07155,6.93399,7.28760,406.03207,74.54922,39.21456,12,11.76605,1.39328,0.27557,540833,540833,0,0,1,1,1,35.97107,37.19176,28.02470,0,1,54105.00000,0,716.02173,758.44250,0,1,2880,773.00,772.43744,1,11.97944,10,10,10,10,-2.99781,-1.35317,3.53270,5.86783,189.00000,120.00000,3827.06616,70,19021.04297,20,-24.00000,0.00000,-124.79343,52.90965,0,275.95688,-0.00166,15017.14746,272.49481,282.85715,0,10046.00000,27627.00000,,,,
124,0.10121,1.08247,397.63785,1001.99799,33.65550,23.84257,2827.93359,36.98303,100,99.91608,0,13.20801,62.46692,63.42468,211.94453,925.71259,1964.03479,1948.67603,307.30960,307.30960,14.12676,14.05487,438.69589,88.81470,85.64276,12,11.76605,1.34827,2.24620,540833,540833,0,0,1,1,1,35.39123,37.06970,28.02554,0,1,54095.00000,0,713.63397,763.19324,0,1,2880,777.00,776.57404,1,11.81774,10,10,10,10,-3.59111,-1.22986,4.50397,6.57352,-22.00000,12976.65625,-288.00000,70,15626.50684,20,224.00000,0.00051,-0.00723,0.05423,0,274.42862,-0.00109,13710.75000,285.26575,251.65613,0,10050.00000,27625.00000,,,, 0.11384,1.15196,396.00211,1015.43976,33.54375,0.00000,2375.29126,36.80044,100,100,0,-1.79901,59.89992,50.31738,171.31805,643.85638,1967.08667,1967.08667,241.69919,241.69919,6.84373,6.53229,406.74771,47.74389,38.50832,12,11.76605,1.39328,0.27557,540833,540833,0,0,1,1,1,35.95581,37.13073,28.02905,0,1,54126.00000,0,722.19086,758.44250,0,1,2880,780.00,782.39032,1,11.98833,10,10,10,10,-3.30187,-1.49087,3.44369,5.88494,2.00000,128.00000,11855.95996,70,19080.21484,20,-24.00000,0.00000,-124.79343,62.27868,0,289.03943,-0.00333,14845.00000,285.94855,268.66580,0,10053.00000,27627.00000,,,,
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143,0.10121,1.33617,397.63785,1001.99799,33.65550,100.00000,2825.54712,36.92390,100,99.91608,0,-1.86005,60.55446,61.05957,203.93370,907.58148,1971.47351,2817.66992,299.30112,299.30112,13.37971,13.33008,407.66782,36.58781,34.64714,12,11.76605,1.34369,0.27481,540833,540833,0,0,1,1,1,34.82666,35.14710,28.02736,0,1,54092.00000,0,718.60437,763.19324,0,1,2880,784.00,782.56042,1,11.81649,10,10,10,10,-3.59912,-1.21786,4.60017,6.72910,-22.00000,7369.23047,368.00000,70,18921.36523,20,-18.00000,-0.00007,-0.00723,5.05467,0,364.20660,-0.00123,17244.73633,323.86029,319.52701,0,10000.00000,27558.00000,,,, 0.11384,1.36778,396.00211,1015.43976,33.54375,0.00000,2815.01855,36.77211,100,99.91608,0,-1.86768,56.18986,61.29608,212.51678,909.60156,1971.09229,1971.09229,244.94173,244.94173,12.99570,9.89685,403.32291,88.81551,42.38084,12,11.76605,1.36505,0.27557,540833,540833,0,0,1,1,1,35.63538,36.18469,28.02645,0,1,54107.00000,0,713.37354,758.44250,0,1,2880,784.00,781.83099,1,11.80911,10,10,10,10,-3.81451,-1.40936,4.51319,6.73301,189.00000,13711.70996,8566.12109,70,14156.09668,20,-18.00000,0.00000,-124.79343,33.51295,0,387.64346,0.00007,18450.88867,364.96832,331.65009,0,10044.00000,27625.00000,,,,
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177,0.10121,1.52053,397.63785,1001.99799,33.65550,100.00000,2825.54712,37.27523,100,99.91608,0,-1.86005,50.72882,49.37133,162.14529,755.91437,10.46502,2835.37378,238.01009,238.01009,7.29402,7.40204,398.77350,61.07475,63.55395,12,11.76605,1.41694,0.17029,540833,540833,0,0,1,1,1,35.74219,35.87951,28.03078,0,1,54119.00000,0,702.17584,763.19324,0,1,2880,784.00,787.07855,1,11.90737,10,10,10,10,-2.66125,-0.48635,4.55122,6.35266,-22.00000,-8.00000,15287.84082,70,12551.04883,20,-23.00000,-0.00029,-0.00723,71.37961,0,433.04538,0.00195,19786.62891,368.67325,366.65851,0,10053.00000,27625.00000,,,, 0.11384,1.48339,396.00211,1015.43976,33.54375,0.00000,2837.33911,37.04741,100,99.91608,0,-1.89819,51.74697,67.07153,216.33150,935.32330,1975.96155,1975.96155,306.35831,306.35831,13.49795,14.10065,392.24719,73.59358,58.18948,12,11.76605,1.34216,0.17410,540833,540833,0,0,1,1,1,34.97925,35.23864,28.02213,0,1,54077.00000,0,706.15729,758.44250,0,1,2880,776.00,773.79010,1,12.01548,10,10,10,10,-2.64434,-1.17448,3.50432,5.60384,2.00000,518.36951,11623.35938,70,10097.44141,20,-24.00000,0.00000,-124.79343,45.84599,0,364.20340,0.00181,18943.03125,324.39960,349.91736,0,10026.00000,27569.00000,,,,
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180,0.10121,1.54623,397.63785,1001.99799,33.65550,100.00000,2826.24902,37.32292,100,99.91608,0,-1.86005,50.47857,49.37133,164.83307,607.11957,43.99631,2833.68921,236.13564,236.13564,7.37130,6.57806,398.21121,64.01721,71.21929,12,11.76605,1.45135,0.17029,540833,540833,0,0,1,1,1,36.24573,35.98632,28.03078,0,1,54118.00000,0,703.27679,763.19324,0,1,2880,784.00,785.58527,1,12.03441,10,10,10,10,-2.83592,-1.25288,3.61459,5.87622,112.00000,-8.00000,15714.99316,70,12235.85156,20,-24.00000,-0.00080,-0.00723,71.49603,0,451.28366,0.00159,20091.93164,375.14594,374.45969,0,10053.00000,27623.00000,,,, 0.11384,1.43810,396.00211,1015.43976,33.54375,0.00000,2833.40845,37.10022,100,99.91608,0,-1.89819,59.55994,67.29316,205.07814,914.84070,1978.72156,1978.72156,244.17877,244.17877,12.25570,13.58185,380.36325,81.57855,56.26680,12,11.76605,1.36581,0.17410,540833,540833,0,0,1,1,1,34.97925,35.16236,28.02817,0,1,54118.00000,0,717.61853,758.44250,0,1,2880,784.00,783.09143,1,11.88336,10,10,10,10,-4.03100,-1.70752,3.95810,6.59528,-20.00000,2552.15967,14528.00000,70,5269.64355,20,-24.00000,-0.00015,-124.79343,1.83572,0,360.69742,-0.00130,18151.47461,321.26773,345.78226,0,10053.00000,27574.00000,,,,
181,0.10121,1.55532,397.63785,1001.99799,33.65550,100.00000,2837.96069,37.33398,100,99.91608,0,-1.88294,50.50244,48.66943,128.84001,739.05762,1966.89600,2832.00439,209.11856,209.11856,6.45392,0.28381,396.26877,49.46004,75.92649,12,11.76605,1.45719,0.17029,540833,540833,0,0,1,1,1,36.24573,36.10840,28.02554,0,1,54099.00000,0,712.20782,763.19324,0,1,2880,775.00,777.49902,1,12.06294,10,10,10,10,-2.91296,-1.38418,3.49279,5.93627,-22.00000,-8.00000,15424.00000,70,11478.72461,20,-23.00000,-0.00080,-0.00723,72.59341,0,450.53757,0.00029,20271.25781,375.82230,372.90771,0,10053.00000,27626.00000,,,, 0.11384,1.42951,396.00211,1015.43976,33.54375,0.00000,2834.95264,37.11243,100,100,0,-1.89819,54.87983,62.46172,176.84938,899.62018,1972.23657,1972.23657,245.89539,245.89539,9.93013,9.89685,382.51495,56.92198,65.51439,12,11.76605,1.34216,0.17410,540833,540833,0,0,1,1,1,34.93347,35.16236,28.02831,0,1,54121.00000,0,719.44977,758.44250,0,1,2880,784.00,784.36713,1,11.83166,10,10,10,10,-3.86233,-1.45043,4.49143,6.88238,-23.00000,2341.26294,14016.00000,70,8442.09473,20,-24.00000,-0.00029,-124.79343,0.07236,0,348.68994,-0.00101,17621.33398,320.71503,332.86407,0,10053.00000,27569.00000,,,,
182,0.10121,1.56151,397.63785,1001.99799,33.65550,100.00000,2845.02002,37.36679,100,99.91608,0,-1.89819,49.69566,47.72358,110.40304,654.61450,1988.11218,2824.84521,241.50848,241.50848,7.01249,6.70252,398.21121,62.42556,83.68596,12,11.76605,1.48102,0.17029,540833,540833,0,0,1,1,1,36.47460,36.16943,28.02131,0,1,54069.00000,0,722.75378,763.19324,0,1,2880,771.00,768.22046,1,12.01757,10,10,10,10,-3.16807,-1.59063,3.39196,6.11819,-24.00000,-8.00000,15117.55469,70,12375.01758,20,-23.00000,-0.00116,-0.00723,74.20454,0,442.47864,-0.00130,20124.14258,382.52725,375.65250,0,10053.00000,27618.00000,,,, 0.11384,1.41311,396.00211,1015.43976,33.54375,0.00000,2836.91797,37.14892,100,100,0,-1.89819,51.19492,61.29608,190.58224,908.75250,1976.24182,1976.24182,244.17877,244.17877,8.24047,9.89685,383.89844,43.07070,84.23007,12,11.76605,1.34216,0.17410,540833,540833,0,0,1,1,1,34.87244,35.16236,28.02817,0,1,54129.00000,0,722.60480,758.44250,0,1,2880,782.00,783.56946,1,11.82342,10,10,10,10,-3.45319,-1.01222,4.74390,6.75495,-23.00000,1718.87939,12893.45508,70,8383.81152,20,-24.00000,-0.00029,-124.79343,0.10849,0,332.13760,-0.00152,17473.86719,316.61996,329.19608,0,10053.00000,27562.00000,,,,
183,0.10121,1.57329,397.63785,1001.99799,33.65550,51.23921,155.12090,37.37098,100,0.29907,0,-1.86005,50.13997,47.97957,166.54390,733.39978,29.79275,2045.13904,235.43044,235.43044,7.94848,0.28381,397.18887,71.27760,79.50218,12,11.76605,1.57849,0.17029,540833,540833,0,0,1,1,1,36.64245,36.16943,28.03514,0,1,54105.00000,0,707.29816,763.19324,0,1,2880,788.00,789.10571,1,12.00264,10,10,10,10,-3.34090,-1.67844,3.55391,6.25286,112.00000,-8.00000,16143.67188,70,10813.70898,20,-23.00000,-0.00116,-0.00723,72.71690,0,457.30145,0.00094,20339.17578,379.56696,379.22470,0,10053.00000,27627.00000,,,, 0.11384,1.39034,396.00211,1015.43976,33.54375,0.00000,2834.81226,37.15355,100,100,0,-1.89819,56.51811,61.63177,174.75128,905.70837,1967.65881,1967.65881,246.08609,246.08609,9.53299,9.89685,381.84250,42.98698,79.86996,12,11.76605,1.31317,0.17410,540833,540833,0,0,1,1,1,34.87244,35.16236,28.02821,0,1,54116.00000,0,717.12592,758.44250,0,1,2880,782.00,784.71771,1,11.85956,10,10,10,10,-2.80666,-0.48142,4.64415,6.47856,-24.00000,1550.16296,13445.99902,70,9140.87793,20,-24.00000,-0.00029,-124.79343,0.07236,0,325.46237,-0.00051,17407.89844,317.85431,326.52435,0,10052.00000,27562.00000,,,,
184,0.10121,1.58078,397.63785,1001.99799,33.65550,95.87901,761.90063,37.39044,100,99.9237,0,-1.86005,48.70050,47.14355,159.17343,766.88947,1967.84973,260.37949,236.87930,236.87930,7.84052,7.11477,397.54669,78.43158,83.27591,12,11.76605,1.59560,0.17029,540833,540833,0,0,1,1,1,36.64245,36.38305,28.03166,0,1,54074.00000,0,717.97418,763.19324,0,1,2880,787.00,784.45825,1,11.98070,10,10,10,10,-3.64981,-1.80864,3.61065,6.36998,-22.00000,-8.00000,15968.00000,70,10445.07812,20,-23.00000,-0.00137,-0.00723,72.79433,0,452.68433,-0.00101,20467.68750,394.27704,380.52393,0,10053.00000,27627.00000,,,, 0.11384,1.36986,396.00211,1015.43976,33.54375,0.00000,2832.56616,37.17440,100,100,0,-1.89819,51.90099,61.63177,169.41066,910.49207,1970.52002,1970.52002,244.17877,244.17877,8.49986,9.89685,381.60458,45.68199,67.29278,12,11.76605,1.31317,0.17410,540833,540833,0,0,1,1,1,34.87244,35.14710,28.02993,0,1,54125.00000,0,720.24347,758.44250,0,1,2880,785.00,787.04437,1,11.97497,10,10,10,10,-2.35044,-0.76233,4.33568,6.00155,-24.00000,536.00000,14384.18457,70,10195.66699,20,-24.00000,-0.00029,-124.79343,0.07236,0,324.42389,-0.00130,17338.26758,318.32507,323.19711,0,10053.00000,27569.00000,,,,
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186,0.10121,1.60375,397.63785,1001.99799,33.65550,100.00000,301.10565,37.42858,100,99.9237,0,-1.86005,47.28855,48.08197,164.07011,805.33478,573.88306,2490.72583,229.27808,229.27808,8.70781,7.19028,396.26877,82.02076,83.98589,12,11.76605,1.49678,0.17029,540833,540833,0,0,1,1,1,36.68823,36.45935,28.03342,0,1,54094.00000,0,712.53314,763.19324,0,1,2880,788.00,787.47296,1,11.93611,10,10,10,10,-3.95011,-1.72398,4.02254,6.61713,-22.00000,-8.00000,16320.03418,70,11601.76758,20,-23.00000,-0.00137,-0.00723,74.95714,0,458.80060,0.00007,20783.27539,427.65387,388.91962,0,10053.00000,27627.00000,,,, 0.11384,1.35667,396.00211,1015.43976,33.54375,0.00000,2834.18042,37.21308,100,99.91608,0,-1.89819,47.51074,64.35547,215.61049,932.67059,1977.95874,1977.95874,245.60255,245.60255,10.78778,9.89685,377.46896,59.52233,48.31100,12,11.76605,1.26663,0.17410,540833,540833,0,0,1,1,1,34.87244,35.10132,28.02473,0,1,54083.00000,0,706.47101,758.44250,0,1,2880,779.00,777.76349,1,12.02494,10,10,10,10,-3.05190,-1.63429,3.23321,5.85038,-20.00000,544.86261,13936.00000,70,10055.61328,20,-24.00000,0.00072,-124.79343,16.87352,0,334.76639,0.00080,17463.70117,311.54837,325.71362,0,10037.00000,27556.00000,,,,
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191,0.10121,1.63074,397.63785,1001.99799,33.65550,80.56010,33.96383,37.50068,100,99.9237,0,-1.79901,50.71494,49.37133,175.51418,838.30273,648.15088,1143.41370,242.84363,242.84363,11.89452,8.29468,396.21765,87.79781,91.43262,12,11.76605,1.41464,0.17029,540833,540833,0,0,1,1,1,36.85607,37.14599,28.03429,0,1,54089.00000,0,713.47144,763.19324,0,1,2880,788.00,787.57544,1,11.84311,10,10,10,10,-3.11515,-0.94121,5.15600,6.78289,109.92955,-8.00000,16797.09961,70,14459.94043,20,-23.00000,-0.00557,-0.00723,79.99622,0,447.19162,0.00015,21057.03711,387.56564,394.07434,0,10053.00000,27627.00000,,,, 0.11384,1.32589,396.00211,1015.43976,33.54375,0.00000,2857.54565,37.28790,100,100,0,-1.89819,57.36876,63.76801,176.84938,899.62018,2006.56897,2006.56897,242.08067,242.08067,7.22783,14.05487,355.98859,34.89722,46.78008,12,11.76605,1.19720,0.17410,540833,540833,0,0,1,1,1,34.68933,35.00976,28.02385,0,1,54144.00000,0,730.10126,758.44250,0,1,2880,774.00,778.57172,1,11.86714,10,10,10,10,-2.76816,-0.39126,4.60450,6.45200,-23.00000,615.06250,4237.38477,70,8423.57227,20,-24.00000,-0.00015,-124.79343,0.09042,0,318.72470,-0.00394,16772.00000,304.94000,315.06479,0,10000.00000,27549.00000,,,,
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375,0.10121,1.57124,397.63785,1001.99799,33.65550,100.00000,2835.93530,37.37098,100,99.91608,0,-1.88294,47.91068,46.17462,-15.60213,690.09882,1970.71069,2834.25049,228.90700,228.90700,6.69849,0.28381,396.26877,62.05963,80.79818,12,11.76605,1.50898,0.17029,540833,540833,0,0,1,1,1,36.62720,36.29150,28.02473,0,1,54087.00000,0,715.93030,763.19324,0,1,2880,775.00,776.30829,1,12.00297,10,10,10,10,-3.43156,-1.71095,3.46029,6.24462,-22.00000,-8.00000,15536.00000,70,10242.72559,20,-23.00000,-0.00080,-0.00723,75.10342,0,449.38556,-0.00029,20304.93555,385.28210,376.74130,0,10053.00000,27627.00000,,,, 0.11384,1.39238,396.00211,1015.43976,33.54375,0.00000,212.64803,37.15355,100,99.91608,0,-1.89819,51.02521,67.30804,204.31517,929.62646,11.82951,11.82951,309.79153,309.79153,14.49081,9.65418,395.60422,41.47131,50.55061,12,11.76605,1.26663,0.17410,540833,540833,0,0,1,1,1,34.93347,35.14710,28.03429,0,1,54066.00000,0,695.43988,758.44250,0,1,2880,792.00,791.18622,1,11.86309,10,10,10,10,-2.78520,-0.46053,4.70330,6.50831,-20.00000,1060.74304,-224.00000,70,8462.31152,20,-24.00000,0.00000,-124.79343,35.05464,0,355.28540,0.00253,17327.52930,307.43698,322.00784,0,10053.00000,27560.00000,,,,
376,0.10121,1.58624,397.63785,1001.99799,33.65550,100.00000,2827.65283,37.39044,100,99.91608,0,-1.86005,47.76004,47.36481,159.78810,647.46649,1158.08301,2829.05664,228.55534,228.55534,7.15852,0.28381,393.91736,75.18005,82.41860,12,11.76605,1.67484,0.17029,540833,540833,0,0,1,1,1,36.68823,36.38305,28.02821,0,1,54104.00000,0,709.44244,763.19324,0,1,2880,780.00,782.69989,1,11.98000,10,10,10,10,-3.67682,-1.85251,3.56803,6.36404,-22.00000,-8.00000,15776.00000,70,12305.95508,20,-23.00000,-0.00116,-0.00723,73.34880,0,443.17065,0.00072,20583.61133,388.52936,382.36972,0,10053.00000,27627.00000,,,, 0.11384,1.37046,396.00211,1015.43976,33.54375,0.00000,2832.42578,37.17440,100,99.91608,0,-1.86768,50.47885,62.55600,201.64490,923.97308,1776.16113,1776.16113,295.29572,295.29572,13.50761,13.37284,394.01962,40.84660,60.80323,12,11.76605,1.26663,0.17410,540833,540833,0,0,1,1,1,34.87244,35.16236,28.02649,0,1,54073.00000,0,702.77942,758.44250,0,1,2880,782.00,781.59021,1,11.98206,10,10,10,10,-2.29017,-0.78557,4.36933,6.08370,-20.00000,2087.61328,4592.00000,70,8698.78613,20,-24.00000,0.00000,-124.79343,0.46228,0,329.53824,0.00202,17370.26172,311.30463,324.08987,0,10027.45215,27562.00000,,,,
377,0.10121,1.59743,397.63785,1001.99799,33.65550,76.77056,2829.05664,37.41600,100,99.91608,0,-1.88294,49.96441,48.08960,144.86319,728.11023,1981.17896,515.13098,241.88997,241.88997,8.03323,6.80694,395.49774,73.66138,86.93158,12,11.76605,1.55200,0.17029,540833,540833,0,0,1,1,1,36.74926,36.58141,28.02645,0,1,54060.00000,0,722.82721,763.19324,0,1,2880,778.00,775.08948,1,11.95421,10,10,10,10,-3.85864,-1.84205,3.77879,6.51152,-22.00000,-8.00000,15968.00000,70,10191.08887,20,-23.00000,-0.00166,-0.00723,73.41550,0,459.50803,-0.00152,20687.11523,391.57217,383.28085,0,10111.00000,27627.00000,,,, 0.11384,1.35820,396.00211,1015.43976,33.54375,0.00000,1621.03320,37.20053,100,99.91608,0,-1.86768,55.68981,61.63177,202.59856,930.06128,243.98799,243.98799,299.46387,299.46387,14.12567,9.89685,383.89844,42.53217,52.30611,12,11.76605,1.26663,0.17410,540833,540833,0,0,1,1,1,34.87244,35.10132,28.03169,0,1,54077.00000,0,701.83105,758.44250,0,1,2880,789.00,789.26208,1,12.01972,10,10,10,10,-2.66609,-1.12722,3.63229,5.78027,-20.00000,5414.43359,2364.49805,70,8885.33887,20,-24.00000,0.00000,-124.79343,11.54331,0,332.66519,0.00159,17347.79492,310.21161,318.70541,0,10053.00000,27560.00000,,,,
378,0.10121,1.61045,397.63785,1001.99799,33.65550,100.00000,2822.87988,37.42858,100,99.91608,0,-1.86005,49.15800,48.32611,153.92749,796.25983,1925.69727,2831.72388,206.57051,206.57051,7.77566,6.80977,394.88858,78.70952,84.80542,12,11.76605,1.47782,0.17029,540833,540833,0,0,1,1,1,36.68823,36.58141,28.02909,0,1,54093.00000,0,713.37305,763.19324,0,1,2880,783.00,783.57104,1,11.92530,10,10,10,10,-3.97143,-1.70337,4.09255,6.63546,-24.00000,-8.00000,16102.29199,70,10274.91992,20,-23.00000,-0.00116,-0.00723,77.18539,0,448.57932,0.00000,20909.34961,402.99988,385.60318,0,10053.00000,27627.00000,,,, 0.11384,1.35385,396.00211,1015.43976,33.54375,0.00000,2775.42139,37.21308,100,99.91608,0,-1.89819,62.42184,67.30782,210.60939,936.14972,1977.38647,1977.38647,224.23434,224.23434,14.04876,13.45978,376.80920,84.03749,53.75270,12,11.76605,1.26663,0.17410,540833,540833,0,0,1,1,1,34.87244,35.10132,28.03081,0,1,54103.00000,0,710.22583,758.44250,0,1,2880,787.00,787.30615,1,12.02773,10,10,10,10,-3.03779,-1.59875,3.33420,5.90452,-20.00000,1753.91833,13232.00000,70,5213.77686,20,-24.00000,0.00123,-124.79343,70.34869,0,340.08820,-0.00058,17556.97656,309.42249,321.04596,0,10053.00000,27562.00000,,,,
379,0.10121,1.71157,397.63785,1001.99799,33.65550,98.81133,76.19006,37.44156,100,99.91608,0,-1.79901,46.51721,49.37133,197.25606,820.47284,5.56941,2839.78809,198.20221,198.20221,8.29664,6.59321,392.39261,58.84642,87.29242,12,11.76605,1.45975,0.17029,540833,540833,0,0,1,1,1,36.68823,36.45935,28.03429,0,1,54139.00000,0,688.16235,763.19324,0,1,2880,786.00,793.49481,1,11.88009,10,10,10,10,-3.95568,-1.55257,4.26583,6.78741,112.00000,-8.00000,17143.47070,70,10313.42871,20,-23.00000,-0.00116,-0.00723,76.36752,0,467.75430,0.00514,26927.00000,408.52695,453.17642,0,10053.00000,27627.00000,,,, 0.11384,1.34802,396.00211,1015.43976,33.54375,0.00000,1480.16406,37.22676,100,0.3067,0,-1.89819,57.19315,63.66119,203.74300,910.49207,1024.74768,1024.74768,243.60651,243.60651,12.85056,9.89685,382.06085,39.06382,48.01859,12,11.76605,1.26663,0.17410,540833,540833,0,0,1,1,1,34.78089,35.08606,28.03602,0,1,54101.00000,0,708.92065,758.44250,0,1,2880,792.00,794.00922,1,11.99635,10,10,10,10,-3.72365,-1.75133,3.47903,6.41228,-23.00000,11264.49121,3026.92310,70,5202.56689,20,-24.00000,0.00000,-124.79343,4.81046,0,326.49591,0.00007,17069.88281,302.27731,316.61877,0,10053.00000,27567.00000,,,,
380,0.10121,1.65607,397.63785,1001.99799,33.65550,97.18176,2550.59155,37.45681,100,0.29907,0,-1.88294,49.26078,49.37133,167.50334,823.27454,1983.48987,34.95676,243.03433,243.03433,8.66985,7.64618,397.80225,82.93342,90.02380,12,11.76605,1.44574,0.17029,540833,540833,0,0,1,1,1,36.77978,36.76452,28.02824,0,1,54037.63672,0,726.73987,763.19324,0,1,2880,782.00,776.41956,1,11.86189,10,10,10,10,-3.75502,-1.47141,4.40962,6.90156,-24.00000,-8.00000,16528.04688,70,11980.24219,20,-23.00000,-0.00188,-0.00723,76.20809,0,490.28577,-0.00231,22339.74414,393.32620,388.08679,0,10053.00000,27627.00000,,,, 0.11384,1.34023,396.00211,1015.43976,33.54375,0.00000,2835.51392,37.24213,100,100,0,-1.89819,60.42176,61.06720,123.45284,908.31750,1973.76245,1973.76245,228.89908,228.89908,7.46260,13.34534,372.73376,38.47343,54.02552,12,11.76605,1.26663,0.17410,540833,540833,0,0,1,1,1,34.78089,35.00976,28.02990,0,1,54125.00000,0,719.23492,758.44250,0,1,2880,785.00,786.55170,1,11.88905,10,10,10,10,-3.95069,-1.65576,4.22039,6.65312,-24.00000,9034.55566,8784.00000,70,5665.76465,20,-24.00000,-0.00022,-124.79343,0.08676,0,305.46240,-0.00152,16995.53516,309.10892,317.44769,0,10052.00000,27553.00000,,,,
381,0.10121,1.66378,397.63785,1001.99799,33.65550,100.00000,1084.41553,37.47284,100,99.91608,0,-1.79901,49.36276,49.37133,170.63094,829.16272,584.41443,2829.33740,199.92828,199.92828,9.37840,7.64618,394.63303,85.06454,89.20432,12,11.76605,1.44387,0.17029,540833,540833,0,0,1,1,1,36.81030,36.76452,28.03169,0,1,54101.00000,0,710.47968,763.19324,0,1,2880,784.00,786.07416,1,11.83800,10,10,10,10,-3.67279,-1.28122,4.55395,7.02825,-22.00000,-8.00000,16686.56836,70,13825.93750,20,-23.00000,-0.00166,-0.00723,79.65356,0,465.80267,0.00058,24447.10156,460.70471,423.79974,0,10053.00000,27627.00000,,,, 0.11384,1.33112,396.00211,1015.43976,33.54375,0.00000,2172.66284,37.25936,100,99.91608,0,-1.89819,50.12698,63.77515,204.69666,910.49207,271.64456,271.64456,297.01233,297.01233,11.96660,9.89685,379.30435,31.49051,44.96811,12,11.76605,1.19720,0.17410,540833,540833,0,0,1,1,1,34.78089,35.00976,28.03257,0,1,54073.00000,0,698.62640,758.44250,0,1,2880,791.00,789.52551,1,11.83216,10,10,10,10,-3.81644,-1.36328,4.56318,6.99204,-20.00000,12369.01758,-224.00000,70,5047.00000,20,-24.00000,0.00072,-124.79343,61.47760,0,327.53235,0.00195,16894.60156,295.28122,313.37546,0,10053.00000,27558.00000,,,,
382,0.10121,1.86303,397.63785,1001.99799,33.65550,100.00000,1685.30347,37.49801,100,99.91608,0,-1.79901,46.68202,49.37133,168.69327,830.47498,995.29260,2821.24609,229.64291,229.64291,10.13039,7.99713,393.91736,86.66064,89.65173,12,11.76605,1.42990,0.17029,540833,540833,0,0,1,1,1,36.84082,36.76452,28.02997,0,1,54099.00000,0,711.26904,763.19324,0,1,2880,783.00,783.67285,1,11.82509,10,10,10,10,-3.51443,-1.14150,4.79760,6.92642,112.00000,-8.00000,17062.27930,70,14235.71484,20,-23.00000,-0.00400,-0.00723,78.06425,0,482.63245,0.00080,21453.29102,396.16785,393.17685,0,10053.00000,27627.00000,,,, 0.11384,1.32937,396.00211,1015.43976,33.54375,0.00000,2675.64062,37.28530,100,99.91608,0,-1.89819,51.86656,64.35547,171.31805,917.01508,600.66229,600.66229,306.35831,306.35831,13.16579,9.89685,375.87308,34.54494,45.84617,12,11.76605,0.86914,0.17410,540833,540833,0,0,1,1,1,34.78089,35.00976,28.03166,0,1,54072.00000,0,699.46710,758.44250,0,1,2880,789.00,787.97595,1,11.83265,10,10,10,10,-3.16786,-0.91153,5.00402,6.80240,-20.00000,11457.14258,-208.00000,70,5150.19922,20,-24.00000,0.00051,-124.79343,55.00423,0,333.14963,0.00210,16881.74805,301.65460,315.72296,0,10050.00000,27553.00000,,,,
383,0.10121,1.68473,397.63785,1001.99799,33.65550,100.00000,2070.12012,37.50068,100,99.91608,0,-1.79901,50.61703,49.37133,171.50876,836.57660,301.40906,2826.95093,242.27472,242.27472,10.77659,8.23364,393.91736,87.99185,91.01600,12,11.76605,1.41356,0.17029,540833,540833,0,0,1,1,1,36.84082,37.06970,28.02993,0,1,54101.00000,0,709.60034,763.19324,0,1,2880,783.00,784.83807,1,11.83710,10,10,10,10,-3.18523,-0.98630,5.01140,6.80261,112.00000,-8.00000,16864.00000,70,14303.40039,20,-23.00000,-0.00339,-0.00723,80.52507,0,444.00705,0.00130,21173.45703,386.02176,413.71240,0,10053.00000,27627.00000,,,, 0.11384,1.32220,396.00211,1015.43976,33.54375,0.00000,2817.65771,37.28790,100,99.91608,0,-1.89819,60.30716,63.42468,205.84102,920.92896,1963.27209,1963.27209,290.92126,290.92126,13.01558,9.87668,375.05524,37.02291,43.94684,12,11.76605,0.86914,0.17410,540833,540833,0,0,1,1,1,34.68933,35.00976,28.03169,0,1,54092.00000,0,704.76129,758.44250,0,1,2880,789.00,788.95374,1,11.87417,10,10,10,10,-2.74169,-0.25209,4.70969,6.49823,-20.00000,13453.51074,304.07724,70,5131.02100,20,-24.00000,0.00101,-124.79343,64.72437,0,323.89529,0.00058,17055.90039,299.71216,313.89154,0,10053.00000,27556.00000,,,,
1 time P1_B2004 P1_B2016 P1_B3004 P1_B3005 P1_B4002 P1_B4005 P1_B400B P1_B4022 P1_FCV01D P1_FCV01Z P1_FCV02D P1_FCV02Z P1_FCV03D P1_FCV03Z P1_FT01 P1_FT01Z P1_FT02 P1_FT02Z P1_FT03 P1_FT03Z P1_LCV01D P1_LCV01Z P1_LIT01 P1_PCV01D P1_PCV01Z P1_PCV02D P1_PCV02Z P1_PIT01 P1_PIT02 P1_PP01AD P1_PP01AR P1_PP01BD P1_PP01BR P1_PP02D P1_PP02R P1_STSP P1_TIT01 P1_TIT02 P2_24Vdc P2_ASD P2_AutoGO P2_CO_rpm P2_Emerg P2_HILout P2_MSD P2_ManualGO P2_OnOff P2_RTR P2_SIT01 P2_SIT02 P2_TripEx P2_VT01 P2_VTR01 P2_VTR02 P2_VTR03 P2_VTR04 P2_VXT02 P2_VXT03 P2_VYT02 P2_VYT03 P3_FIT01 P3_LCP01D P3_LCV01D P3_LH P3_LIT01 P3_LL P3_PIT01 P4_HT_FD P4_HT_LD P4_HT_PO P4_HT_PS P4_LD P4_ST_FD P4_ST_GOV P4_ST_LD P4_ST_PO P4_ST_PS P4_ST_PT01 P4_ST_TT01 attack attack_P1 attack_P2 attack_P3
2 0 0.10121 0.11384 1.40790 1.78654 397.63785 396.00211 1001.99799 1015.43976 33.65550 33.54375 0.00000 32.97053 37.14706 36.91786 100 99.91608 0.29144 0 97.20001 97.21527 72.70487 71.46098 67.42248 73.43445 214.98901 237.69377 933.10541 980.94177 62.84694 6.52314 36.94299 6.52314 312.84320 317.42096 312.84320 317.42096 17.01468 16.23516 14.16931 16.42603 369.17679 447.64127 100.00000 99.92821 99.88754 12 11.76605 1.38794 1.43753 0.27481 0.17410 540833 540833 0 0 1 1 1 35.63538 36.56616 37.96997 40.22827 28.02821 28.02909 0 1 54101.00000 54084.00000 0 709.91223 703.55200 763.19324 758.44250 0 1 2880 782.00 778.97 786.88379 787.10822 1 11.92666 11.93634 10 10 10 10 -3.18965 -3.20180 -1.27242 -1.21549 3.93460 4.09260 6.12103 6.29173 5100.54541 5237.52930 6567.60400 0.00000 8590.77148 17145.23242 70 5583.88916 19355.12891 20 1142.00000 -18.00000 -0.00029 -0.00260 0.06511 21.83501 52.42919 79.98950 0 359.17532 490.09866 -0.00036 0.00058 18179.38672 23990.56445 331.53500 499.62018 336.47897 423.77521 0 10053.00000 27627.00000
3 1 0.10121 0.11384 1.42297 2.05230 397.63785 396.00211 1001.99799 1015.43976 33.65550 33.54375 54.13849 0.00000 2306.65698 36.94299 37.14477 36.91580 100 99.91608 100 0 97.20001 97.20763 67.14732 73.00402 67.42248 71.90093 226.04547 227.98848 935.27991 957.08228 5.94437 118.29372 2827.37207 118.29372 308.26569 317.00806 308.26569 317.00806 15.24291 15.62851 14.17694 15.70282 355.98859 436.56476 100.00000 99.80451 99.80650 12 11.76605 1.38794 1.51077 0.27481 0.17410 540833 540833 0 0 1 1 1 35.55908 36.65771 37.81683 38.73291 28.02642 28.02905 0 1 54154.96484 54118.00000 0 691.14545 715.93134 763.19324 758.44250 0 1 2880 782.00 780.00 787.86334 785.40875 1 11.92379 11.91159 10 10 10 10 -3.10225 -3.32330 -1.25050 -1.32697 3.87596 3.75306 6.07647 6.15277 5237.41943 3930.00000 1249.17346 0.00000 11245.44043 17392.92188 70 6157.19922 19403.83398 20 1142.00000 -18.00000 -0.00029 -0.00825 0.04340 21.65581 61.83275 75.10899 0 352.74457 499.76489 0.00374 -0.00058 18093.54297 22311.66992 333.57690 439.56177 337.40326 432.59344 0 10053.00000 27627.00000
4 2 0.10121 0.11384 1.41840 1.69407 397.63785 396.00211 1001.99799 1015.43976 33.65550 33.54375 37.47396 0.00000 48.80093 152.14174 37.14325 36.91443 100 99.91608 100 0 97.21527 69.94051 71.06435 67.42248 71.55962 217.28516 227.20815 935.27991 955.15100 6.71385 33.09489 151.22255 33.09489 312.84329 316.79968 312.84329 316.79968 15.11223 15.46275 14.40582 15.58838 374.08398 441.93216 100.00000 99.77570 99.79309 12 11.76605 1.38641 1.43753 0.27481 0.17410 540833 540833 0 0 1 1 1 35.63538 36.65771 38.12255 39.45265 28.02909 28.02649 0 1 54112.00000 54101.00000 0 708.75861 710.14459 763.19324 758.44250 0 1 2880 784.00 780.00 787.82751 781.17511 1 11.93419 11.90513 10 10 10 10 -3.21839 -3.24055 -1.30491 -1.31363 3.77437 3.85788 6.06241 6.14751 5173.88965 3930.00000 3135.22998 0.00000 8396.61230 16629.96875 70 6556.00098 19344.82617 20 1142.00000 -18.00000 -0.00029 -0.00825 0.04340 21.65581 44.88202 75.35793 0 354.90384 476.87000 0.00036 0.00051 17966.49023 21866.96875 332.63980 408.56799 336.67026 409.07782 0 10053.00000 27627.00000
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800
example/results/train_log.csv
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@@ -1 +1,801 @@
epoch,step,loss,loss_cont,loss_disc epoch,step,loss,loss_cont,loss_disc
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1,140,1526.752808,2180.803467,0.560434
1,150,1386.268066,1980.088501,0.619327
1,160,1540.421021,2200.242188,0.775897
1,170,1409.860352,2013.824341,0.540318
1,180,1460.774780,2086.633301,0.362696
1,190,1535.725830,2193.744873,0.287933
1,200,1367.839844,1954.002441,0.067804
1,210,1249.740356,1785.295166,0.044298
1,220,1423.027954,2032.808838,0.149605
1,230,1438.717773,2055.209961,0.161978
1,240,1301.446533,1859.163330,0.046955
1,250,1415.149780,2021.599854,0.048198
1,260,1091.049194,1558.596558,0.026613
1,270,1487.738159,2125.233887,0.187669
1,280,1302.555054,1860.621704,0.326697
1,290,1496.198608,2137.169434,0.545119
1,300,1057.416260,1510.347900,0.502044
1,310,1469.397583,2098.935303,0.423166
1,320,1454.547729,2077.690674,0.493577
1,330,1192.599609,1703.592896,0.230028
1,340,1501.605469,2144.876709,0.595818
1,350,1484.143677,2119.891602,0.688078
1,360,1166.756592,1666.518066,0.598765
1,370,1513.400269,2161.607422,0.862010
1,380,1463.514648,2090.333740,0.890219
1,390,1529.610596,2184.806641,0.769140
1,400,1432.616577,2046.187500,0.899511
1,410,1089.975830,1556.783813,0.699505
1,420,1449.430786,2070.245605,0.807314
1,430,1244.854370,1777.985718,0.823884
1,440,1393.566040,1990.509399,0.642193
1,450,1425.231079,2035.765747,0.590492
1,460,1440.309448,2057.241455,0.757415
1,470,1514.269165,2162.876221,0.804275
1,480,1430.497070,2043.207397,0.779804
1,490,1453.652100,2076.338623,0.655604
1,500,1611.601074,2301.979004,0.655432
1,510,1405.868774,2008.075195,0.665782
1,520,1573.279053,2247.230713,0.673487
1,530,1442.349731,2060.117432,0.846498
1,540,1550.161865,2214.222412,0.638375
1,550,1447.720459,2067.825684,0.752088
1,560,1421.745239,2030.679077,0.847382
1,570,1428.851074,2040.898560,0.695187
1,580,1489.792236,2127.917480,0.788419
1,590,1360.093872,1942.604736,0.843702
1,600,1525.482666,2178.962158,0.651564
1,610,1561.029541,2229.759277,0.592618
1,620,1486.920898,2123.803711,0.799008
1,630,951.602966,1359.128418,0.640919
1,640,1367.093384,1952.646362,0.753016
1,650,1426.385986,2037.363037,0.733450
1,660,1439.989624,2056.810791,0.697459
1,670,1317.426392,1881.754150,0.618196
1,680,1392.680176,1989.298096,0.521434
1,690,1367.524414,1953.318604,0.623743
1,700,1560.784546,2229.329102,0.798654
1,710,1423.675903,2033.525757,0.639488
1,720,1399.255615,1998.573730,0.793049
1,730,1345.630737,1922.015625,0.678199
1,740,1466.017090,2093.993408,0.687628
1,750,1501.600952,2144.724121,0.935586
1,760,1526.754150,2180.708252,0.814867
1,770,1333.164429,1904.198486,0.696794
1,780,1495.793091,2136.597412,0.521692
1,790,1388.689941,1983.463257,0.834729
2,0,1415.399414,2021.768677,0.437196
2,10,1412.512329,2017.512573,0.758851
2,20,1529.837402,2185.199951,0.587297
2,30,1167.757446,1667.861206,0.782935
2,40,1082.453979,1546.102295,0.536646
2,50,1525.666504,2179.265869,0.556270
2,60,1464.031372,2091.143311,0.718486
2,70,1487.923584,2125.357178,0.525511
2,80,1308.684326,1869.223999,0.704472
2,90,1431.814819,2045.205688,0.515151
2,100,969.478027,1384.616943,0.737476
2,110,1577.754883,2253.587158,0.763604
2,120,1471.146240,2101.393799,0.514723
2,130,1686.778320,2409.439941,0.517965
2,140,1514.703369,2163.516602,0.745666
2,150,1512.194092,2159.955566,0.693349
2,160,1415.567261,2021.970337,0.569427
2,170,1308.961792,1869.657837,0.607297
2,180,1363.244263,1947.286255,0.415247
2,190,1547.337891,2210.351318,0.246936
2,200,1452.366211,2074.624756,0.370528
2,210,1500.030273,2142.852295,0.057631
2,220,1463.699951,2090.931396,0.100940
2,230,1186.892944,1695.512939,0.067852
2,240,1410.367920,2014.765869,0.059115
2,250,1392.073608,1988.546021,0.252084
2,260,1397.145142,1995.884033,0.037804
2,270,1342.041016,1917.080078,0.234890
2,280,1509.520996,2156.257568,0.406387
2,290,1255.926514,1793.849243,0.721057
2,300,1477.872070,2110.954346,0.633656
2,310,1401.089966,2001.326782,0.488559
2,320,1384.661255,1977.918823,0.337187
2,330,1492.882080,2132.376953,0.683608
2,340,1413.702393,2019.228149,0.760905
2,350,1433.949585,2048.134521,0.804639
2,360,1274.885254,1821.068237,0.400639
2,370,1385.892090,1979.542969,0.655933
2,380,1501.544922,2144.750977,0.675736
2,390,1449.760376,2070.787109,0.651395
2,400,1325.017456,1892.634644,0.533380
2,410,1415.471802,2021.716064,0.854835
2,420,1257.959473,1796.742920,0.739762
2,430,1345.070557,1921.214600,0.690436
2,440,1373.979614,1962.520142,0.665403
2,450,1393.090210,1989.775635,0.779934
2,460,1177.428467,1681.607666,0.952419
2,470,1521.278442,2172.947510,0.666199
2,480,1234.984985,1763.880249,0.833910
2,490,1442.533691,2060.485352,0.594373
2,500,1311.041992,1872.476440,0.984941
2,510,1410.535400,2014.712158,0.745234
2,520,1452.370728,2074.557129,0.556915
2,530,1399.519531,1999.077881,0.504873
2,540,1436.973755,2052.465576,0.783263
2,550,1353.011597,1932.491943,0.845493
2,560,1456.934814,2081.014893,0.706043
2,570,1419.242920,2027.189941,0.643371
2,580,1479.505005,2113.228516,0.774425
2,590,1405.901001,2008.104126,0.714783
2,600,1451.986328,2073.914551,0.775304
2,610,1088.840454,1555.147949,0.730102
2,620,1457.199463,2081.351074,0.800628
2,630,1418.964844,2026.758057,0.728449
2,640,1337.983398,1911.025635,0.832807
2,650,1475.449707,2107.509766,0.598628
2,660,1396.572266,1994.811890,0.630769
2,670,1382.894287,1975.211426,0.764593
2,680,1374.343506,1962.972290,0.835290
2,690,1429.381592,2041.673828,0.661857
2,700,1373.011963,1961.114990,0.722311
2,710,1125.180664,1606.990723,0.906888
2,720,1001.257446,1430.026123,0.734550
2,730,1524.646851,2177.760742,0.668317
2,740,1513.474731,2161.804688,0.660157
2,750,1152.450562,1646.076172,0.614178
2,760,1445.516479,2064.645996,0.835940
2,770,1458.717773,2083.451904,0.954762
2,780,1425.306396,2035.819336,0.729465
2,790,1376.595825,1966.149780,0.915235
3,0,1500.052856,2142.748291,0.309912
3,10,1246.066406,1779.893677,0.389274
3,20,1281.304688,1830.137573,0.634931
3,30,1457.143921,2081.293945,0.739475
3,40,1453.131104,2075.509766,0.852318
3,50,1220.769897,1743.610107,0.750200
3,60,1437.128296,2052.687744,0.769568
3,70,1046.413940,1494.603394,0.575448
3,80,1422.831787,2032.327271,0.626893
3,90,1475.254639,2107.259033,0.534190
3,100,1524.553711,2177.687012,0.533109
3,110,1469.812378,2099.498779,0.493742
3,120,1372.796753,1960.913330,0.478283
3,130,1342.610962,1917.736694,0.600813
3,140,1465.210083,2092.852783,0.652388
3,150,1611.275024,2301.422363,0.865149
3,160,1270.411621,1814.513428,0.781783
3,170,1370.258911,1957.255249,0.542629
3,180,1422.836060,2032.465088,0.313024
3,190,1310.234619,1871.663208,0.173398
3,200,1387.843994,1982.569824,0.091016
3,210,1451.339478,2073.268799,0.114767
3,220,1406.377075,2009.023560,0.139582
3,230,1477.381470,2110.488037,0.085414
3,240,1499.191284,2141.659180,0.052063
3,250,1304.499146,1863.526611,0.060107
3,260,1485.584961,2122.221191,0.053670
3,270,1330.519531,1900.556152,0.385912
3,280,1389.395630,1984.686157,0.339170
3,290,1346.460327,1923.218628,0.634246
3,300,1262.645630,1803.470093,0.671061
3,310,1201.553223,1716.270752,0.485823
3,320,1448.608276,2069.301514,0.278277
3,330,1456.587891,2080.542236,0.647125
3,340,1475.546143,2107.651367,0.585910
3,350,1381.966187,1973.918213,0.693598
3,360,1362.801514,1946.578125,0.602996
3,370,1408.342773,2011.654663,0.564578
3,380,1396.586426,1994.779053,0.758134
3,390,1343.752686,1919.287598,0.786670
3,400,1441.023071,2058.277344,0.718916
3,410,1341.109253,1915.563965,0.670249
3,420,1546.618652,2209.160889,0.645042
3,430,1331.724609,1902.123291,0.749872
3,440,1514.164917,2162.796143,0.649150
3,450,1377.299438,1967.203979,0.803488
3,460,1461.316406,2087.253418,0.752878
3,470,1168.442627,1668.957520,0.515881
3,480,1425.226318,2035.724854,0.683818
3,490,1324.390503,1891.688965,0.646373
3,500,1405.306641,2007.365601,0.448800
3,510,1466.366211,2094.531006,0.602545
3,520,1353.466797,1933.189087,0.741145
3,530,1341.999268,1916.939575,0.426505
3,540,1406.605591,2009.122559,0.692971
3,550,1349.639038,1927.682495,0.823246
3,560,1578.995605,2255.323486,0.855033
3,570,1389.576172,1984.826294,0.609384
3,580,1207.146729,1724.148804,0.753797
3,590,1345.491211,1921.773926,0.791643
3,600,1381.210205,1972.823242,0.737156
3,610,1430.481812,2043.245361,0.651688
3,620,1332.214233,1902.864868,0.655534
3,630,1315.015869,1878.321411,0.595629
3,640,1436.677124,2052.044189,0.772347
3,650,1294.459106,1848.904053,0.706131
3,660,1359.729492,1942.166870,0.661936
3,670,1417.479736,2024.662231,0.674449
3,680,1265.380615,1807.291870,0.871608
3,690,1216.526123,1737.520264,0.829052
3,700,1285.964233,1836.725220,0.804937
3,710,1474.450928,2106.069092,0.631775
3,720,1505.194458,2149.945312,0.733625
3,730,1455.154907,2078.440186,0.775874
3,740,1451.249756,2072.826904,0.860849
3,750,1482.343262,2117.328857,0.668217
3,760,1430.923096,2043.799927,0.828879
3,770,1383.549927,1976.123291,0.830668
3,780,1305.717041,1864.936157,0.831698
3,790,1358.510498,1940.362671,0.812538
4,0,1438.240234,2054.401123,0.433976
4,10,1374.169556,1962.777588,0.671086
4,20,1357.256592,1938.683960,0.534260
4,30,1333.362061,1904.536621,0.561112
4,40,1529.384399,2184.563232,0.582575
4,50,1546.842896,2209.460205,0.679383
4,60,1462.343628,2088.764893,0.638773
4,70,1457.949585,2082.485596,0.651845
4,80,1441.253540,2058.606934,0.717046
4,90,1615.213257,2307.127197,0.704564
4,100,1421.906006,2031.004272,0.634167
4,110,1333.679932,1904.909546,0.767246
4,120,1341.706177,1916.445801,0.598020
4,130,1320.460449,1886.060425,0.669630
4,140,1190.494263,1700.377075,0.719112
4,150,1553.832031,2219.433350,0.705443
4,160,1467.475220,2095.976807,0.918127
4,170,1359.272949,1941.507446,0.666744
4,180,1419.539673,2027.609009,0.659064
4,190,1453.491577,2076.286865,0.233417
4,200,1369.497681,1956.260498,0.323266
4,210,1408.431519,2011.950562,0.168821
4,220,1131.384766,1616.077759,0.383242
4,230,1473.938232,2105.577393,0.064077
4,240,1387.814331,1982.526001,0.100967
4,250,1549.760254,2213.896729,0.060214
4,260,1427.042358,2038.583496,0.064950
4,270,1468.402588,2097.394287,0.700523
4,280,1352.858765,1932.375000,0.601636
4,290,1409.888672,2013.805786,0.698228
4,300,1304.435425,1863.129639,0.754427
4,310,1513.732300,2162.312012,0.332578
4,320,1431.854980,2045.283203,0.471201
4,330,1461.706299,2087.843018,0.676291
4,340,1429.770020,2042.330688,0.413039
4,350,1235.824219,1765.231445,0.494409
4,360,1438.726440,2054.953857,0.810216
4,370,1473.376343,2104.471436,0.773968
4,380,1457.037109,2081.258301,0.470954
4,390,1324.666626,1892.022095,0.789440
4,400,1395.504395,1993.364014,0.451551
4,410,1464.205566,2091.478027,0.526993
4,420,1211.352295,1730.121948,0.850191
4,430,1385.909546,1979.561646,0.666077
4,440,1466.279175,2094.391113,0.643302
4,450,1302.622803,1860.474609,0.929950
4,460,1392.239380,1988.606934,0.672909
4,470,1359.608643,1941.945679,0.778425
4,480,1444.643677,2063.549072,0.474445
4,490,1460.494263,2086.162842,0.555614
4,500,1490.522461,2129.026367,0.639024
4,510,1470.490845,2100.469238,0.500110
4,520,1446.522217,2066.187256,0.594310
4,530,1373.891479,1962.302612,0.892278
4,540,1013.428223,1447.434326,0.685328
4,550,1491.903809,2130.883301,0.909535
4,560,1098.416016,1568.832764,0.719217
4,570,1528.942017,2183.869141,0.742657
4,580,1361.597656,1944.873901,0.572872
4,590,1548.603149,2211.880859,0.913574
4,600,1410.799438,2015.174683,0.547846
4,610,1400.128784,1999.904175,0.612285
4,620,1480.367310,2114.395264,0.921267
4,630,1483.564941,2119.067627,0.680215
4,640,1499.586182,2141.865234,0.890690
4,650,1481.087402,2115.481689,0.790868
4,660,1376.155640,1965.615112,0.712974
4,670,1359.300903,1941.546143,0.689060
4,680,1309.013916,1869.666382,0.786647
4,690,1297.109619,1852.620483,0.876013
4,700,1235.363525,1764.557495,0.536129
4,710,1329.905396,1899.551758,0.687686
4,720,1380.997314,1972.551392,0.657814
4,730,1391.819092,1988.084595,0.486126
4,740,1341.447754,1916.016479,0.739363
4,750,1397.971191,1996.774170,0.725023
4,760,1352.474854,1931.753174,0.784763
4,770,1418.287476,2025.872925,0.544995
4,780,1509.047241,2155.480469,0.661178
4,790,1234.484497,1763.260010,0.619108
5,0,1447.460449,2067.563721,0.456074
5,10,1311.252197,1872.992432,0.443137
5,20,1318.664673,1883.585938,0.459109
5,30,1398.174072,1997.120361,0.572721
5,40,1508.500732,2154.627197,0.820067
5,50,1448.311035,2068.730957,0.610203
5,60,1545.330688,2207.359863,0.550071
5,70,1380.722412,1972.220947,0.517019
5,80,1276.687744,1823.582520,0.548931
5,90,1460.419067,2086.036865,0.597587
5,100,1447.431030,2067.417236,0.745749
5,110,1350.830444,1929.492554,0.578147
5,120,1497.098755,2138.421387,0.626832
5,130,1527.188965,2181.394287,0.662104
5,140,1252.011719,1788.248047,0.721561
5,150,1348.510254,1926.050903,0.853684
5,160,1518.257324,2168.657227,0.600209
5,170,1511.659058,2159.154541,0.777851
5,180,1509.238037,2155.771484,0.600120
5,190,1451.317505,2073.082275,0.470127
5,200,1413.040527,2018.439697,0.389431
5,210,1501.802246,2145.363770,0.105258
5,220,1399.457031,1999.115234,0.200873
5,230,1463.107544,2090.053223,0.187260
5,240,1414.857910,2021.143799,0.142768
5,250,1472.966309,2104.192627,0.057835
5,260,1408.883545,2012.645752,0.061024
5,270,1372.397827,1960.330566,0.496826
5,280,1318.823242,1883.810669,0.466179
5,290,1372.670776,1960.703613,0.544649
5,300,1250.049072,1785.589478,0.395178
5,310,1490.520020,2129.090332,0.475051
5,320,1522.319458,2174.573730,0.349917
5,330,1450.960938,2072.561523,0.507376
5,340,1376.730835,1966.494995,0.569110
5,350,1336.564331,1909.221069,0.317064
5,360,1422.673340,2032.117310,0.598789
5,370,1383.353027,1975.895996,0.706435
5,380,1279.469482,1827.622314,0.390430
5,390,1441.347900,2058.727295,0.752932
5,400,1407.346191,2010.207153,0.626970
5,410,1407.785522,2010.807007,0.699193
5,420,1082.503296,1546.038574,0.881449
5,430,1521.658325,2173.532715,0.575968
5,440,1480.822632,2115.126465,0.739200
5,450,1357.610718,1939.134155,0.680934
5,460,962.469543,1374.596191,0.781923
5,470,1427.692139,2039.337646,0.473708
5,480,1360.136841,1942.821533,0.490712
5,490,1305.530151,1864.754761,0.619981
5,500,1449.546875,2070.454102,0.715916
5,510,1235.569946,1764.877930,0.473753
5,520,1317.972046,1882.610229,0.438533
5,530,1441.289185,2058.680420,0.662255
5,540,1214.128296,1734.120850,0.773490
5,550,1421.323486,2030.063354,0.882901
5,560,1375.724243,1965.014648,0.669703
5,570,1316.868408,1880.837158,0.897758
5,580,1367.366699,1953.024536,0.787493
5,590,1396.001709,1993.914185,0.833584
5,600,1521.123291,2172.648438,0.853381
5,610,1451.202637,2072.857178,0.629234
5,620,1450.676514,2071.977783,0.931779
5,630,1420.121216,2028.382812,0.796507
5,640,1337.569580,1910.501343,0.685233
5,650,1205.876953,1722.325562,0.785924
5,660,1403.756592,2005.014160,0.778861
5,670,1241.160645,1772.793945,0.631582
5,680,1400.045166,1999.762817,0.659689
5,690,1285.963013,1836.725952,0.805982
5,700,1440.295410,2057.212402,0.783768
5,710,1371.708252,1959.250610,0.729922
5,720,1435.849976,2050.885010,0.721066
5,730,1384.290405,1977.256226,0.664636
5,740,1473.647583,2104.871094,0.749747
5,750,1358.881226,1940.928345,0.726811
5,760,1217.797363,1739.354126,0.789399
5,770,1404.750610,2006.470703,0.689388
5,780,1389.727539,1985.016357,0.676512
5,790,1456.917969,2080.988525,0.713153
6,0,1440.192261,2057.077148,0.704053
6,10,1462.174683,2088.563477,0.526784
6,20,1400.749268,2000.832275,0.497634
6,30,1449.660400,2070.650146,0.632714
6,40,1379.906738,1970.936401,0.782521
6,50,1391.988892,1988.266724,0.627728
6,60,1346.674072,1923.569580,0.539584
6,70,1378.244629,1968.634399,0.618342
6,80,1451.790894,2073.685303,0.654474
6,90,1352.305786,1931.579102,0.622775
6,100,1337.684204,1910.678101,0.650811
6,110,1517.126709,2167.054443,0.579595
6,120,1325.204712,1892.871338,0.597489
6,130,1124.463379,1606.095703,0.600089
6,140,1302.155396,1859.874756,0.750810
6,150,1450.007812,2071.165527,0.583053
6,160,1362.584229,1946.190674,0.773589
6,170,1407.392700,2010.182129,0.828285
6,180,1299.211914,1855.792480,0.457899
6,190,1307.682861,1867.784058,0.708340
6,200,1235.176392,1764.454468,0.127775
6,210,1411.263306,2016.008179,0.130465
6,220,1286.031494,1837.111694,0.126395
6,230,1386.448364,1980.574463,0.108878
6,240,1440.317017,2057.443115,0.297112
6,250,1279.432129,1827.702881,0.076497
6,260,1499.891235,2142.651855,0.063409
6,270,1387.596313,1982.175537,0.197236
6,280,1255.164185,1792.929077,0.313485
6,290,1404.155029,2005.756470,0.365720
6,300,1243.489868,1776.172729,0.513635
6,310,1458.169922,2082.883545,0.453698
6,320,1319.587036,1884.917236,0.436878
6,330,1428.404541,2040.245361,0.729544
6,340,1479.371338,2113.045166,0.757853
6,350,1383.489868,1976.131348,0.608876
6,360,1456.415405,2080.356201,0.499377
6,370,1417.956665,2025.432739,0.471536
6,380,1473.644043,2104.880127,0.715830
6,390,1344.192139,1919.940308,0.729691
6,400,1426.081421,2037.048706,0.445015
6,410,1401.188477,2001.339111,0.791886
6,420,1427.388306,2038.814575,0.682429
6,430,1527.872437,2182.350342,0.715935
6,440,1314.218628,1877.223755,0.491732
6,450,1350.965820,1929.558228,0.873344
6,460,1484.712280,2120.651367,0.808158
6,470,1071.409668,1530.301025,0.606465
6,480,1329.991577,1899.737915,0.541901
6,490,1472.132324,2102.810791,0.505310
6,500,1430.560669,2043.442017,0.458912
6,510,1446.371338,2065.969238,0.596898
6,520,1384.235718,1977.140747,0.751548
6,530,1441.237549,2058.584961,0.715384
6,540,1320.003906,1885.323242,0.881789
6,550,1394.016724,1991.159912,0.638627
6,560,1437.459473,2053.151611,0.804526
6,570,1134.506958,1620.320923,0.890458
6,580,1373.656006,1962.040039,0.710613
6,590,1503.863770,2148.068115,0.675076
6,600,1452.546387,2074.775146,0.632620
6,610,1374.772095,1963.558350,0.895305
6,620,1474.704956,2106.406738,0.693842
6,630,1350.855103,1929.421509,0.822045
6,640,1279.024170,1826.864624,0.686143
6,650,1350.268555,1928.666992,0.630663
6,660,1448.995483,2069.645996,0.770477
6,670,1450.746704,2072.113525,0.847372
6,680,1411.439697,2015.987549,0.781077
6,690,1511.672974,2159.099854,0.964621
6,700,1324.668091,1892.075195,0.674218
6,710,1383.329224,1975.871338,0.695042
6,720,1401.612671,2001.990601,0.687561
6,730,1393.598022,1990.534180,0.704103
6,740,1438.902344,2055.227051,0.765099
6,750,1009.757874,1442.149414,0.779785
6,760,1376.190308,1965.690918,0.638224
6,770,1370.378540,1957.409424,0.589802
6,780,1322.320312,1888.645996,0.848652
6,790,1284.063965,1834.057495,0.696221
7,0,1496.594482,2137.795898,0.348306
7,10,1262.390015,1803.108032,0.627602
7,20,1467.322876,2095.891357,0.597809
7,30,1242.031494,1774.068237,0.535758
7,40,1436.358643,2051.650391,0.617222
7,50,1345.043823,1921.158569,0.721107
7,60,1242.191162,1774.206421,0.773638
7,70,1338.918945,1912.416382,0.702232
7,80,1300.536621,1857.647095,0.570952
7,90,1433.278442,2047.246338,0.642256
7,100,1436.827759,2052.280273,0.727277
7,110,1373.272949,1961.499268,0.700977
7,120,1141.701660,1630.723633,0.578669
7,130,1312.423950,1874.596558,0.638107
7,140,1379.091797,1969.801880,0.713618
7,150,1499.540283,2141.872314,0.714523
7,160,1468.091431,2096.887695,0.838718
7,170,1535.927612,2193.886230,0.625440
7,180,1377.096069,1967.000366,0.591538
7,190,1596.963501,2281.196533,0.366436
7,200,1335.749756,1908.080811,0.252623
7,210,1466.316162,2094.639160,0.179511
7,220,1397.908691,1996.951294,0.092947
7,230,1441.728394,2059.542725,0.113635
7,240,1300.381958,1857.621094,0.103577
7,250,1327.923584,1896.953003,0.132272
7,260,1491.220337,2130.256836,0.090971
7,270,1287.092651,1838.604248,0.188571
7,280,1384.736572,1977.989136,0.430680
7,290,1358.598145,1940.621582,0.497228
7,300,1399.375000,1998.817261,0.626912
7,310,1319.611206,1884.965454,0.405603
7,320,1443.433472,2061.847656,0.419492
7,330,1436.955566,2052.584473,0.446571
7,340,1638.629761,2340.625977,0.594915
7,350,1434.445435,2048.914307,0.635490
7,360,1354.846436,1935.285278,0.444220
7,370,1233.331909,1761.662720,0.516127
7,380,1285.781372,1836.544556,0.620788
7,390,1453.149658,2075.608398,0.698225
7,400,1288.745972,1840.657959,0.910209
7,410,1333.223511,1904.298584,0.658114
7,420,1512.821533,2160.783691,0.864110
7,430,1320.809814,1886.594238,0.598519
7,440,1442.227173,2059.999756,0.712309
7,450,1447.038452,2066.880127,0.698128
7,460,1297.669312,1853.450073,0.808971
7,470,1413.841675,2019.531128,0.524246
7,480,1031.721680,1473.584351,0.649582
7,490,1392.824707,1989.350586,0.887222
7,500,1385.746338,1979.332397,0.663326
7,510,1436.915405,2052.451416,0.621314
7,520,1421.091064,2029.783813,0.756231
7,530,1337.331909,1910.118286,0.782893
7,540,1447.626221,2067.734619,0.671007
7,550,1377.207642,1967.123779,0.698740
7,560,1191.045410,1701.077148,0.918699
7,570,1315.632446,1879.137695,0.733943
7,580,1278.728149,1826.416504,0.743406
7,590,1402.203857,2002.820923,0.718720
7,600,1406.864624,2009.446533,0.804708
7,610,1498.808350,2140.915283,0.521004
7,620,1370.715332,1957.742798,0.941851
7,630,1169.504028,1670.366211,0.778968
7,640,1329.983276,1899.666870,0.681205
7,650,1468.721680,2097.787842,0.858355
7,660,1406.871704,2009.564209,0.552780
7,670,1388.385132,1983.031616,0.831252
7,680,1358.497314,1940.353149,0.789291
7,690,1356.768433,1937.848877,0.873804
7,700,1311.337646,1872.929443,0.918562
7,710,1362.176147,1945.675781,0.628790
7,720,1274.425537,1820.263062,0.753849
7,730,1420.138672,2028.450195,0.703436
7,740,1402.282837,2002.999756,0.568513
7,750,1422.098633,2031.224731,0.753583
7,760,1429.205444,2041.409912,0.684238
7,770,1222.731079,1746.459473,0.646415
7,780,1425.874390,2036.638428,0.715643
7,790,1240.312256,1771.601807,0.584680
8,0,1495.484131,2136.186035,0.411930
8,10,1391.218628,1987.230103,0.441851
8,20,1447.059448,2066.806885,0.917002
8,30,1476.696045,2109.252930,0.662783
8,40,1316.436035,1880.236206,0.823997
8,50,1338.162964,1911.289062,0.805852
8,60,1447.336426,2067.383545,0.505147
8,70,1359.869995,1942.313843,0.788335
8,80,1374.785034,1963.725220,0.544252
8,90,1445.831299,2065.215088,0.559520
8,100,1359.228882,1941.466919,0.629610
8,110,1335.674316,1907.764648,0.751784
8,120,1264.482056,1806.076294,0.702879
8,130,1327.215820,1895.741333,0.598244
8,140,1342.533936,1917.549927,0.766399
8,150,1427.027588,2038.267944,0.744465
8,160,1260.778076,1800.799561,0.668365
8,170,1320.545288,1886.161865,0.711110
8,180,1375.456177,1964.726318,0.436039
8,190,1428.618896,2040.680908,0.422228
8,200,1426.171753,2037.307617,0.128657
8,210,1354.183594,1934.412476,0.263662
8,220,1077.677856,1539.404541,0.252681
8,230,1460.388184,2086.113525,0.312302
8,240,1364.337769,1948.936890,0.223992
8,250,1395.119507,1992.985962,0.047673
8,260,1403.923462,2005.553955,0.069464
8,270,1384.667236,1977.913452,0.378271
8,280,1419.025024,2026.924561,0.536358
8,290,1391.382080,1987.515991,0.362165
8,300,1460.436646,2085.998291,0.751165
8,310,1295.296509,1850.215942,0.439368
8,320,1422.257324,2031.552124,0.516419
8,330,1507.295776,2153.006348,0.587236
8,340,1288.401123,1840.353638,0.465802
8,350,1245.552612,1779.111084,0.538664
8,360,1363.401489,1947.376831,0.751151
8,370,1467.088257,2095.540283,0.654307
8,380,1230.184937,1757.074341,0.725529
8,390,1441.969604,2059.600586,0.785367
8,400,1383.395630,1975.983521,0.643915
8,410,1480.203735,2114.256104,0.708543
8,420,1469.475952,2098.974854,0.598815
8,430,1348.294189,1925.853638,0.614777
8,440,1426.978638,2038.244141,0.648779
8,450,1312.673096,1874.935181,0.675801
8,460,1475.822876,2107.958496,0.803108
8,470,1317.757935,1882.203857,0.673092
8,480,1383.337402,1975.933228,0.566320
8,490,1425.159790,2035.614014,0.723948
8,500,1499.304077,2141.544434,0.704335
8,510,1406.822632,2009.525757,0.461116
8,520,1362.073242,1945.593750,0.490157
8,530,1540.183350,2200.008545,0.553406
8,540,1305.171875,1864.289551,0.519488
8,550,1438.322876,2054.377197,0.813718
8,560,1490.187256,2128.507812,0.733652
8,570,1395.045166,1992.553467,0.817639
8,580,1493.424561,2133.100098,0.800646
8,590,1419.250244,2027.204956,0.640567
8,600,1422.687988,2032.006470,0.901047
8,610,1297.290527,1852.977661,0.642675
8,620,1252.951904,1789.593140,0.752138
8,630,1383.200195,1975.751343,0.536375
8,640,1304.565308,1863.290649,0.835949
8,650,1349.099121,1927.015625,0.587213
8,660,1365.651978,1950.639404,0.635811
8,670,1423.593994,2033.352905,0.778858
8,680,1205.177368,1721.345581,0.731911
8,690,1288.466187,1840.338257,0.713567
8,700,1364.954102,1949.631592,0.667007
8,710,1505.555054,2150.392090,0.890649
8,720,1460.799316,2086.522217,0.740698
8,730,1227.054321,1752.555054,0.846583
8,740,1406.916016,2009.543579,0.734530
8,750,1395.177002,1992.701172,0.911418
8,760,1410.536377,2014.689575,0.798414
8,770,1266.451172,1808.879272,0.738108
8,780,1354.918701,1935.238281,0.796581
8,790,1384.169189,1977.066528,0.695282
9,0,1221.901367,1745.338501,0.418446
9,10,1401.783447,2002.317139,0.467376
9,20,1311.510864,1873.272339,0.671853
9,30,1308.013672,1868.366089,0.457691
9,40,1309.001587,1869.677124,0.701640
9,50,1406.417847,2008.823608,0.754725
9,60,1324.637573,1892.041016,0.645288
9,70,1458.374634,2083.128174,0.567353
9,80,1502.809326,2146.593262,0.604170
9,90,1364.558960,1948.993164,0.832412
9,100,1368.037598,1954.031738,0.672487
9,110,1280.505859,1828.952637,0.743586
9,120,1408.602173,2012.060059,0.479632
9,130,1382.415527,1974.562012,0.689914
9,140,1458.461060,2083.154053,0.783297
9,150,1241.456421,1773.177979,0.710546
9,160,1262.011719,1802.555176,0.680147
9,170,1296.184448,1851.382568,0.654534
9,180,1544.063354,2205.600830,0.414613
9,190,1265.210327,1807.255371,0.372679
9,200,1474.624390,2106.489502,0.216651
9,210,1381.714233,1973.754883,0.232316
9,220,1322.096802,1888.639404,0.112104
9,230,1378.182739,1968.723633,0.206518
9,240,1348.099609,1925.739624,0.226410
9,250,1477.202881,2110.185791,0.202575
9,260,1405.730469,2008.059937,0.251299
9,270,1414.406128,2020.407593,0.353434
9,280,1377.568237,1967.798950,0.316197
9,290,1406.534668,2009.108032,0.478929
9,300,1409.653320,2013.581787,0.438509
9,310,1339.834229,1913.855103,0.404728
9,320,1430.921509,2043.908813,0.573034
9,330,1282.103638,1831.207397,0.814949
9,340,1295.191895,1849.954590,0.694327
9,350,1291.030762,1844.110107,0.451636
9,360,1225.832520,1750.826904,0.790775
9,370,1370.984985,1958.233887,0.687717
9,380,1395.398560,1993.085205,0.754508
9,390,1390.230225,1985.796021,0.533269
9,400,1508.790405,2155.098633,0.697363
9,410,1437.734009,2053.458740,1.001620
9,420,1310.588013,1871.936890,0.724546
9,430,1262.524658,1803.249512,0.790590
9,440,1375.751099,1965.043823,0.695310
9,450,1435.156250,2049.948242,0.597421
9,460,1414.385010,2020.239624,0.685260
9,470,1384.256958,1977.189575,0.710332
9,480,1365.109497,1949.864868,0.635769
9,490,1402.284668,2002.864258,0.879702
9,500,1352.635010,1932.030640,0.670761
9,510,1442.094849,2059.743164,0.872050
9,520,1418.011230,2025.404663,0.717805
9,530,1231.467163,1758.877197,0.795391
9,540,1449.312866,2070.208496,0.515497
9,550,1315.518799,1878.987549,0.712684
9,560,1363.636841,1947.716797,0.736196
9,570,1456.030640,2079.668701,0.828177
9,580,1487.966675,2125.317871,0.772617
9,590,1448.533203,2069.044189,0.634015
9,600,1368.023804,1954.035645,0.615023
9,610,1384.715698,1977.841675,0.705848
9,620,1353.001465,1932.512939,0.767068
9,630,1297.002441,1852.481934,0.836770
9,640,1471.848755,2102.252686,0.861125
9,650,1212.298462,1731.494141,0.797544
9,660,1345.140259,1921.317505,0.688761
9,670,1217.186157,1738.520264,0.693819
9,680,1476.746826,2109.303955,0.742260
9,690,1244.654785,1777.697266,0.844743
9,700,1344.864868,1920.924438,0.679922
9,710,1399.012085,1998.289429,0.656327
9,720,1201.834839,1716.555786,0.764074
9,730,1397.556519,1996.170776,0.746674
9,740,1255.799072,1793.672852,0.712884
9,750,1373.856567,1962.300049,0.784359
9,760,1358.637085,1940.588745,0.708994
9,770,1423.658447,2033.425903,0.824550
9,780,1326.638550,1894.811768,0.852790
9,790,1474.677856,2106.334473,0.770735
1 epoch step loss loss_cont loss_disc
2 0 0 3869.198242 5526.386719 2.089514
3 0 10 2676.015137 3822.225098 1.355459
4 0 20 2351.407959 3358.614014 1.142225
5 0 30 4124.364258 5891.434082 1.040149
6 0 40 2170.554932 3100.330322 0.942207
7 0 50 3030.906982 4329.409668 0.961201
8 0 60 3023.783936 4319.312500 0.774893
9 0 70 2028.925781 2898.103027 0.734707
10 0 80 2011.560913 2873.246094 0.859900
11 0 90 1637.303589 2338.622314 0.788646
12 0 100 1594.278198 2277.179688 0.758626
13 0 110 1639.327148 2341.547119 0.728148
14 0 120 1702.773438 2432.185791 0.716185
15 0 130 1710.052002 2442.549316 0.819207
16 0 140 1206.576294 1723.345215 0.691570
17 0 150 1825.804688 2607.958252 0.687905
18 0 160 1520.196045 2171.407471 0.615197
19 0 170 1657.031006 2366.872070 0.644100
20 0 180 1275.509766 1821.893555 0.509139
21 0 190 1737.897217 2482.588623 0.198185
22 0 200 1286.314941 1837.485107 0.155898
23 0 210 1516.860840 2166.885010 0.056793
24 0 220 1691.960205 2416.956787 0.215464
25 0 230 1627.587646 2325.067871 0.056354
26 0 240 1468.197876 2097.372559 0.045814
27 0 250 1494.221191 2134.550781 0.045303
28 0 260 1578.955444 2255.595459 0.036004
29 0 270 1230.047974 1757.069702 0.254133
30 0 280 1578.260498 2254.408203 0.515219
31 0 290 1495.701660 2136.535156 0.352956
32 0 300 1503.293945 2147.319336 0.494667
33 0 310 1486.164673 2122.894775 0.397100
34 0 320 1636.717407 2338.003418 0.321750
35 0 330 1475.009155 2106.866943 0.601093
36 0 340 1546.248535 2208.518066 0.897924
37 0 350 1650.684082 2357.739990 0.820835
38 0 360 1431.335205 2044.470459 0.619456
39 0 370 1188.930054 1698.179077 0.594411
40 0 380 1644.156006 2348.477295 0.659904
41 0 390 1127.067749 1609.725586 0.765750
42 0 400 1478.289062 2111.547363 0.614395
43 0 410 1840.303711 2628.701172 0.629117
44 0 420 1614.495728 2306.105225 0.653947
45 0 430 1499.083130 2141.290039 0.528396
46 0 440 1539.432251 2198.810791 0.792699
47 0 450 1559.540527 2227.585205 0.704415
48 0 460 1471.636963 2102.013672 0.705287
49 0 470 1461.995483 2088.352539 0.450619
50 0 480 1289.979980 1842.562256 0.564788
51 0 490 1510.167969 2157.025879 0.778431
52 0 500 1410.622925 2014.796997 0.826518
53 0 510 1492.487427 2131.798828 0.709307
54 0 520 1324.733887 1892.148560 0.707545
55 0 530 1573.284668 2247.223145 0.698357
56 0 540 1346.299072 1922.973633 0.677438
57 0 550 1516.542480 2166.159180 0.703444
58 0 560 1452.876465 2075.232178 0.641243
59 0 570 1617.027222 2309.718750 0.694877
60 0 580 1504.016479 2148.210693 0.846589
61 0 590 1510.321655 2157.344238 0.545838
62 0 600 1606.692139 2294.949463 0.705300
63 0 610 1500.035767 2142.535400 0.809894
64 0 620 1480.768066 2114.940430 0.973766
65 0 630 1451.838989 2073.637939 0.912077
66 0 640 1369.783081 1956.534302 0.643846
67 0 650 1476.012817 2108.290283 0.636766
68 0 660 1415.562012 2021.880127 0.765710
69 0 670 1517.255127 2167.194336 0.678044
70 0 680 1474.230591 2105.713135 0.719899
71 0 690 1572.172729 2245.568115 0.827821
72 0 700 1415.461060 2021.710815 0.814993
73 0 710 1549.532837 2213.266602 0.770565
74 0 720 1479.213867 2112.789795 0.798458
75 0 730 1468.856079 2098.014893 0.760996
76 0 740 1484.506226 2120.395264 0.713423
77 0 750 1503.507568 2147.531006 0.734540
78 0 760 1492.355225 2131.626221 0.667430
79 0 770 1222.025513 1745.417603 0.711521
80 0 780 1346.159302 1922.782593 0.647340
81 0 790 1362.390625 1945.938965 0.715572
82 1 0 1253.009888 1789.661865 0.697072
83 1 10 1372.328125 1960.110840 0.766180
84 1 20 1447.113037 2067.072998 0.467021
85 1 30 1481.161987 2115.567627 0.814370
86 1 40 1559.833008 2228.006592 0.697210
87 1 50 1435.428955 2050.357666 0.527330
88 1 60 1450.578491 2071.974854 0.602342
89 1 70 1609.200806 2298.581787 0.579234
90 1 80 1521.345093 2173.020752 0.711554
91 1 90 1366.668945 1952.034912 0.760673
92 1 100 1257.771729 1796.539795 0.576635
93 1 110 1313.619507 1876.276978 0.704498
94 1 120 1563.031494 2232.643311 0.558830
95 1 130 1503.260986 2147.115723 0.874368
96 1 140 1526.752808 2180.803467 0.560434
97 1 150 1386.268066 1980.088501 0.619327
98 1 160 1540.421021 2200.242188 0.775897
99 1 170 1409.860352 2013.824341 0.540318
100 1 180 1460.774780 2086.633301 0.362696
101 1 190 1535.725830 2193.744873 0.287933
102 1 200 1367.839844 1954.002441 0.067804
103 1 210 1249.740356 1785.295166 0.044298
104 1 220 1423.027954 2032.808838 0.149605
105 1 230 1438.717773 2055.209961 0.161978
106 1 240 1301.446533 1859.163330 0.046955
107 1 250 1415.149780 2021.599854 0.048198
108 1 260 1091.049194 1558.596558 0.026613
109 1 270 1487.738159 2125.233887 0.187669
110 1 280 1302.555054 1860.621704 0.326697
111 1 290 1496.198608 2137.169434 0.545119
112 1 300 1057.416260 1510.347900 0.502044
113 1 310 1469.397583 2098.935303 0.423166
114 1 320 1454.547729 2077.690674 0.493577
115 1 330 1192.599609 1703.592896 0.230028
116 1 340 1501.605469 2144.876709 0.595818
117 1 350 1484.143677 2119.891602 0.688078
118 1 360 1166.756592 1666.518066 0.598765
119 1 370 1513.400269 2161.607422 0.862010
120 1 380 1463.514648 2090.333740 0.890219
121 1 390 1529.610596 2184.806641 0.769140
122 1 400 1432.616577 2046.187500 0.899511
123 1 410 1089.975830 1556.783813 0.699505
124 1 420 1449.430786 2070.245605 0.807314
125 1 430 1244.854370 1777.985718 0.823884
126 1 440 1393.566040 1990.509399 0.642193
127 1 450 1425.231079 2035.765747 0.590492
128 1 460 1440.309448 2057.241455 0.757415
129 1 470 1514.269165 2162.876221 0.804275
130 1 480 1430.497070 2043.207397 0.779804
131 1 490 1453.652100 2076.338623 0.655604
132 1 500 1611.601074 2301.979004 0.655432
133 1 510 1405.868774 2008.075195 0.665782
134 1 520 1573.279053 2247.230713 0.673487
135 1 530 1442.349731 2060.117432 0.846498
136 1 540 1550.161865 2214.222412 0.638375
137 1 550 1447.720459 2067.825684 0.752088
138 1 560 1421.745239 2030.679077 0.847382
139 1 570 1428.851074 2040.898560 0.695187
140 1 580 1489.792236 2127.917480 0.788419
141 1 590 1360.093872 1942.604736 0.843702
142 1 600 1525.482666 2178.962158 0.651564
143 1 610 1561.029541 2229.759277 0.592618
144 1 620 1486.920898 2123.803711 0.799008
145 1 630 951.602966 1359.128418 0.640919
146 1 640 1367.093384 1952.646362 0.753016
147 1 650 1426.385986 2037.363037 0.733450
148 1 660 1439.989624 2056.810791 0.697459
149 1 670 1317.426392 1881.754150 0.618196
150 1 680 1392.680176 1989.298096 0.521434
151 1 690 1367.524414 1953.318604 0.623743
152 1 700 1560.784546 2229.329102 0.798654
153 1 710 1423.675903 2033.525757 0.639488
154 1 720 1399.255615 1998.573730 0.793049
155 1 730 1345.630737 1922.015625 0.678199
156 1 740 1466.017090 2093.993408 0.687628
157 1 750 1501.600952 2144.724121 0.935586
158 1 760 1526.754150 2180.708252 0.814867
159 1 770 1333.164429 1904.198486 0.696794
160 1 780 1495.793091 2136.597412 0.521692
161 1 790 1388.689941 1983.463257 0.834729
162 2 0 1415.399414 2021.768677 0.437196
163 2 10 1412.512329 2017.512573 0.758851
164 2 20 1529.837402 2185.199951 0.587297
165 2 30 1167.757446 1667.861206 0.782935
166 2 40 1082.453979 1546.102295 0.536646
167 2 50 1525.666504 2179.265869 0.556270
168 2 60 1464.031372 2091.143311 0.718486
169 2 70 1487.923584 2125.357178 0.525511
170 2 80 1308.684326 1869.223999 0.704472
171 2 90 1431.814819 2045.205688 0.515151
172 2 100 969.478027 1384.616943 0.737476
173 2 110 1577.754883 2253.587158 0.763604
174 2 120 1471.146240 2101.393799 0.514723
175 2 130 1686.778320 2409.439941 0.517965
176 2 140 1514.703369 2163.516602 0.745666
177 2 150 1512.194092 2159.955566 0.693349
178 2 160 1415.567261 2021.970337 0.569427
179 2 170 1308.961792 1869.657837 0.607297
180 2 180 1363.244263 1947.286255 0.415247
181 2 190 1547.337891 2210.351318 0.246936
182 2 200 1452.366211 2074.624756 0.370528
183 2 210 1500.030273 2142.852295 0.057631
184 2 220 1463.699951 2090.931396 0.100940
185 2 230 1186.892944 1695.512939 0.067852
186 2 240 1410.367920 2014.765869 0.059115
187 2 250 1392.073608 1988.546021 0.252084
188 2 260 1397.145142 1995.884033 0.037804
189 2 270 1342.041016 1917.080078 0.234890
190 2 280 1509.520996 2156.257568 0.406387
191 2 290 1255.926514 1793.849243 0.721057
192 2 300 1477.872070 2110.954346 0.633656
193 2 310 1401.089966 2001.326782 0.488559
194 2 320 1384.661255 1977.918823 0.337187
195 2 330 1492.882080 2132.376953 0.683608
196 2 340 1413.702393 2019.228149 0.760905
197 2 350 1433.949585 2048.134521 0.804639
198 2 360 1274.885254 1821.068237 0.400639
199 2 370 1385.892090 1979.542969 0.655933
200 2 380 1501.544922 2144.750977 0.675736
201 2 390 1449.760376 2070.787109 0.651395
202 2 400 1325.017456 1892.634644 0.533380
203 2 410 1415.471802 2021.716064 0.854835
204 2 420 1257.959473 1796.742920 0.739762
205 2 430 1345.070557 1921.214600 0.690436
206 2 440 1373.979614 1962.520142 0.665403
207 2 450 1393.090210 1989.775635 0.779934
208 2 460 1177.428467 1681.607666 0.952419
209 2 470 1521.278442 2172.947510 0.666199
210 2 480 1234.984985 1763.880249 0.833910
211 2 490 1442.533691 2060.485352 0.594373
212 2 500 1311.041992 1872.476440 0.984941
213 2 510 1410.535400 2014.712158 0.745234
214 2 520 1452.370728 2074.557129 0.556915
215 2 530 1399.519531 1999.077881 0.504873
216 2 540 1436.973755 2052.465576 0.783263
217 2 550 1353.011597 1932.491943 0.845493
218 2 560 1456.934814 2081.014893 0.706043
219 2 570 1419.242920 2027.189941 0.643371
220 2 580 1479.505005 2113.228516 0.774425
221 2 590 1405.901001 2008.104126 0.714783
222 2 600 1451.986328 2073.914551 0.775304
223 2 610 1088.840454 1555.147949 0.730102
224 2 620 1457.199463 2081.351074 0.800628
225 2 630 1418.964844 2026.758057 0.728449
226 2 640 1337.983398 1911.025635 0.832807
227 2 650 1475.449707 2107.509766 0.598628
228 2 660 1396.572266 1994.811890 0.630769
229 2 670 1382.894287 1975.211426 0.764593
230 2 680 1374.343506 1962.972290 0.835290
231 2 690 1429.381592 2041.673828 0.661857
232 2 700 1373.011963 1961.114990 0.722311
233 2 710 1125.180664 1606.990723 0.906888
234 2 720 1001.257446 1430.026123 0.734550
235 2 730 1524.646851 2177.760742 0.668317
236 2 740 1513.474731 2161.804688 0.660157
237 2 750 1152.450562 1646.076172 0.614178
238 2 760 1445.516479 2064.645996 0.835940
239 2 770 1458.717773 2083.451904 0.954762
240 2 780 1425.306396 2035.819336 0.729465
241 2 790 1376.595825 1966.149780 0.915235
242 3 0 1500.052856 2142.748291 0.309912
243 3 10 1246.066406 1779.893677 0.389274
244 3 20 1281.304688 1830.137573 0.634931
245 3 30 1457.143921 2081.293945 0.739475
246 3 40 1453.131104 2075.509766 0.852318
247 3 50 1220.769897 1743.610107 0.750200
248 3 60 1437.128296 2052.687744 0.769568
249 3 70 1046.413940 1494.603394 0.575448
250 3 80 1422.831787 2032.327271 0.626893
251 3 90 1475.254639 2107.259033 0.534190
252 3 100 1524.553711 2177.687012 0.533109
253 3 110 1469.812378 2099.498779 0.493742
254 3 120 1372.796753 1960.913330 0.478283
255 3 130 1342.610962 1917.736694 0.600813
256 3 140 1465.210083 2092.852783 0.652388
257 3 150 1611.275024 2301.422363 0.865149
258 3 160 1270.411621 1814.513428 0.781783
259 3 170 1370.258911 1957.255249 0.542629
260 3 180 1422.836060 2032.465088 0.313024
261 3 190 1310.234619 1871.663208 0.173398
262 3 200 1387.843994 1982.569824 0.091016
263 3 210 1451.339478 2073.268799 0.114767
264 3 220 1406.377075 2009.023560 0.139582
265 3 230 1477.381470 2110.488037 0.085414
266 3 240 1499.191284 2141.659180 0.052063
267 3 250 1304.499146 1863.526611 0.060107
268 3 260 1485.584961 2122.221191 0.053670
269 3 270 1330.519531 1900.556152 0.385912
270 3 280 1389.395630 1984.686157 0.339170
271 3 290 1346.460327 1923.218628 0.634246
272 3 300 1262.645630 1803.470093 0.671061
273 3 310 1201.553223 1716.270752 0.485823
274 3 320 1448.608276 2069.301514 0.278277
275 3 330 1456.587891 2080.542236 0.647125
276 3 340 1475.546143 2107.651367 0.585910
277 3 350 1381.966187 1973.918213 0.693598
278 3 360 1362.801514 1946.578125 0.602996
279 3 370 1408.342773 2011.654663 0.564578
280 3 380 1396.586426 1994.779053 0.758134
281 3 390 1343.752686 1919.287598 0.786670
282 3 400 1441.023071 2058.277344 0.718916
283 3 410 1341.109253 1915.563965 0.670249
284 3 420 1546.618652 2209.160889 0.645042
285 3 430 1331.724609 1902.123291 0.749872
286 3 440 1514.164917 2162.796143 0.649150
287 3 450 1377.299438 1967.203979 0.803488
288 3 460 1461.316406 2087.253418 0.752878
289 3 470 1168.442627 1668.957520 0.515881
290 3 480 1425.226318 2035.724854 0.683818
291 3 490 1324.390503 1891.688965 0.646373
292 3 500 1405.306641 2007.365601 0.448800
293 3 510 1466.366211 2094.531006 0.602545
294 3 520 1353.466797 1933.189087 0.741145
295 3 530 1341.999268 1916.939575 0.426505
296 3 540 1406.605591 2009.122559 0.692971
297 3 550 1349.639038 1927.682495 0.823246
298 3 560 1578.995605 2255.323486 0.855033
299 3 570 1389.576172 1984.826294 0.609384
300 3 580 1207.146729 1724.148804 0.753797
301 3 590 1345.491211 1921.773926 0.791643
302 3 600 1381.210205 1972.823242 0.737156
303 3 610 1430.481812 2043.245361 0.651688
304 3 620 1332.214233 1902.864868 0.655534
305 3 630 1315.015869 1878.321411 0.595629
306 3 640 1436.677124 2052.044189 0.772347
307 3 650 1294.459106 1848.904053 0.706131
308 3 660 1359.729492 1942.166870 0.661936
309 3 670 1417.479736 2024.662231 0.674449
310 3 680 1265.380615 1807.291870 0.871608
311 3 690 1216.526123 1737.520264 0.829052
312 3 700 1285.964233 1836.725220 0.804937
313 3 710 1474.450928 2106.069092 0.631775
314 3 720 1505.194458 2149.945312 0.733625
315 3 730 1455.154907 2078.440186 0.775874
316 3 740 1451.249756 2072.826904 0.860849
317 3 750 1482.343262 2117.328857 0.668217
318 3 760 1430.923096 2043.799927 0.828879
319 3 770 1383.549927 1976.123291 0.830668
320 3 780 1305.717041 1864.936157 0.831698
321 3 790 1358.510498 1940.362671 0.812538
322 4 0 1438.240234 2054.401123 0.433976
323 4 10 1374.169556 1962.777588 0.671086
324 4 20 1357.256592 1938.683960 0.534260
325 4 30 1333.362061 1904.536621 0.561112
326 4 40 1529.384399 2184.563232 0.582575
327 4 50 1546.842896 2209.460205 0.679383
328 4 60 1462.343628 2088.764893 0.638773
329 4 70 1457.949585 2082.485596 0.651845
330 4 80 1441.253540 2058.606934 0.717046
331 4 90 1615.213257 2307.127197 0.704564
332 4 100 1421.906006 2031.004272 0.634167
333 4 110 1333.679932 1904.909546 0.767246
334 4 120 1341.706177 1916.445801 0.598020
335 4 130 1320.460449 1886.060425 0.669630
336 4 140 1190.494263 1700.377075 0.719112
337 4 150 1553.832031 2219.433350 0.705443
338 4 160 1467.475220 2095.976807 0.918127
339 4 170 1359.272949 1941.507446 0.666744
340 4 180 1419.539673 2027.609009 0.659064
341 4 190 1453.491577 2076.286865 0.233417
342 4 200 1369.497681 1956.260498 0.323266
343 4 210 1408.431519 2011.950562 0.168821
344 4 220 1131.384766 1616.077759 0.383242
345 4 230 1473.938232 2105.577393 0.064077
346 4 240 1387.814331 1982.526001 0.100967
347 4 250 1549.760254 2213.896729 0.060214
348 4 260 1427.042358 2038.583496 0.064950
349 4 270 1468.402588 2097.394287 0.700523
350 4 280 1352.858765 1932.375000 0.601636
351 4 290 1409.888672 2013.805786 0.698228
352 4 300 1304.435425 1863.129639 0.754427
353 4 310 1513.732300 2162.312012 0.332578
354 4 320 1431.854980 2045.283203 0.471201
355 4 330 1461.706299 2087.843018 0.676291
356 4 340 1429.770020 2042.330688 0.413039
357 4 350 1235.824219 1765.231445 0.494409
358 4 360 1438.726440 2054.953857 0.810216
359 4 370 1473.376343 2104.471436 0.773968
360 4 380 1457.037109 2081.258301 0.470954
361 4 390 1324.666626 1892.022095 0.789440
362 4 400 1395.504395 1993.364014 0.451551
363 4 410 1464.205566 2091.478027 0.526993
364 4 420 1211.352295 1730.121948 0.850191
365 4 430 1385.909546 1979.561646 0.666077
366 4 440 1466.279175 2094.391113 0.643302
367 4 450 1302.622803 1860.474609 0.929950
368 4 460 1392.239380 1988.606934 0.672909
369 4 470 1359.608643 1941.945679 0.778425
370 4 480 1444.643677 2063.549072 0.474445
371 4 490 1460.494263 2086.162842 0.555614
372 4 500 1490.522461 2129.026367 0.639024
373 4 510 1470.490845 2100.469238 0.500110
374 4 520 1446.522217 2066.187256 0.594310
375 4 530 1373.891479 1962.302612 0.892278
376 4 540 1013.428223 1447.434326 0.685328
377 4 550 1491.903809 2130.883301 0.909535
378 4 560 1098.416016 1568.832764 0.719217
379 4 570 1528.942017 2183.869141 0.742657
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565 7 30 1242.031494 1774.068237 0.535758
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