Stimulus decoding using stimulus mask

It can be helpful to _constrain_ the decoding of a stimulus. For example, we might no be interested in decoding the location of the stimulus, but, rather, want to know which part of the stimulus show most drive.

Here we give a small example of that.

init_tau: 0.4402247369289398, 0.8536041975021362
USING A PSEUDO-WWT!
WWT max: 0.007492972072213888

  0%|          | 0/1000 [00:00<?, ?it/s]
fit stat: 27192.7031 (best: 27192.7031, rho: 0.100, sigma2: 0.001, mean tau: 0.6876:   0%|          | 0/1000 [00:00<?, ?it/s]
fit stat: 26986.7012 (best: 26986.7012, rho: 0.102, sigma2: 0.001, mean tau: 0.6780:   0%|          | 0/1000 [00:00<?, ?it/s]
fit stat: 26784.8711 (best: 26784.8711, rho: 0.104, sigma2: 0.001, mean tau: 0.6685:   0%|          | 0/1000 [00:00<?, ?it/s]
fit stat: 26587.2422 (best: 26587.2422, rho: 0.106, sigma2: 0.001, mean tau: 0.6593:   0%|          | 0/1000 [00:00<?, ?it/s]
fit stat: 26393.7852 (best: 26393.7852, rho: 0.107, sigma2: 0.001, mean tau: 0.6501:   0%|          | 0/1000 [00:00<?, ?it/s]
fit stat: 26204.4258 (best: 26204.4258, rho: 0.109, sigma2: 0.001, mean tau: 0.6412:   0%|          | 0/1000 [00:00<?, ?it/s]
fit stat: 26204.4258 (best: 26204.4258, rho: 0.109, sigma2: 0.001, mean tau: 0.6412:   1%|          | 6/1000 [00:00<00:18, 52.44it/s]
fit stat: 26019.0371 (best: 26019.0371, rho: 0.111, sigma2: 0.001, mean tau: 0.6325:   1%|          | 6/1000 [00:00<00:18, 52.44it/s]
fit stat: 25837.4590 (best: 25837.4590, rho: 0.113, sigma2: 0.001, mean tau: 0.6241:   1%|          | 6/1000 [00:00<00:18, 52.44it/s]
fit stat: 25659.5273 (best: 25659.5273, rho: 0.115, sigma2: 0.001, mean tau: 0.6158:   1%|          | 6/1000 [00:00<00:18, 52.44it/s]
fit stat: 25485.0840 (best: 25485.0840, rho: 0.117, sigma2: 0.001, mean tau: 0.6079:   1%|          | 6/1000 [00:00<00:18, 52.44it/s]
fit stat: 25313.9375 (best: 25313.9375, rho: 0.119, sigma2: 0.001, mean tau: 0.6001:   1%|          | 6/1000 [00:00<00:18, 52.44it/s]
fit stat: 25145.8516 (best: 25145.8516, rho: 0.122, sigma2: 0.001, mean tau: 0.5926:   1%|          | 6/1000 [00:00<00:18, 52.44it/s]
fit stat: 25145.8516 (best: 25145.8516, rho: 0.122, sigma2: 0.001, mean tau: 0.5926:   1%|          | 12/1000 [00:00<00:17, 56.34it/s]
fit stat: 24980.5781 (best: 24980.5781, rho: 0.124, sigma2: 0.001, mean tau: 0.5853:   1%|          | 12/1000 [00:00<00:17, 56.34it/s]
fit stat: 24817.8496 (best: 24817.8496, rho: 0.126, sigma2: 0.001, mean tau: 0.5783:   1%|          | 12/1000 [00:00<00:17, 56.34it/s]
fit stat: 24657.4043 (best: 24657.4043, rho: 0.128, sigma2: 0.001, mean tau: 0.5715:   1%|          | 12/1000 [00:00<00:17, 56.34it/s]
fit stat: 24499.0039 (best: 24499.0039, rho: 0.130, sigma2: 0.001, mean tau: 0.5649:   1%|          | 12/1000 [00:00<00:17, 56.34it/s]
fit stat: 24342.4180 (best: 24342.4180, rho: 0.132, sigma2: 0.001, mean tau: 0.5586:   1%|          | 12/1000 [00:00<00:17, 56.34it/s]
fit stat: 24187.4180 (best: 24187.4180, rho: 0.135, sigma2: 0.001, mean tau: 0.5525:   1%|          | 12/1000 [00:00<00:17, 56.34it/s]
fit stat: 24033.7734 (best: 24033.7734, rho: 0.137, sigma2: 0.001, mean tau: 0.5465:   1%|          | 12/1000 [00:00<00:17, 56.34it/s]
fit stat: 24033.7734 (best: 24033.7734, rho: 0.137, sigma2: 0.001, mean tau: 0.5465:   2%|▏         | 19/1000 [00:00<00:16, 58.24it/s]
fit stat: 23881.2461 (best: 23881.2461, rho: 0.139, sigma2: 0.001, mean tau: 0.5408:   2%|▏         | 19/1000 [00:00<00:16, 58.24it/s]
fit stat: 23729.5918 (best: 23729.5918, rho: 0.142, sigma2: 0.002, mean tau: 0.5353:   2%|▏         | 19/1000 [00:00<00:16, 58.24it/s]
fit stat: 23578.5762 (best: 23578.5762, rho: 0.144, sigma2: 0.002, mean tau: 0.5300:   2%|▏         | 19/1000 [00:00<00:16, 58.24it/s]
fit stat: 23427.9707 (best: 23427.9707, rho: 0.146, sigma2: 0.002, mean tau: 0.5249:   2%|▏         | 19/1000 [00:00<00:16, 58.24it/s]
fit stat: 23277.5566 (best: 23277.5566, rho: 0.149, sigma2: 0.002, mean tau: 0.5200:   2%|▏         | 19/1000 [00:00<00:16, 58.24it/s]
fit stat: 23127.1445 (best: 23127.1445, rho: 0.151, sigma2: 0.002, mean tau: 0.5152:   2%|▏         | 19/1000 [00:00<00:16, 58.24it/s]
fit stat: 23127.1445 (best: 23127.1445, rho: 0.151, sigma2: 0.002, mean tau: 0.5152:   2%|▎         | 25/1000 [00:00<00:16, 58.45it/s]
fit stat: 22976.5703 (best: 22976.5703, rho: 0.154, sigma2: 0.002, mean tau: 0.5106:   2%|▎         | 25/1000 [00:00<00:16, 58.45it/s]
fit stat: 22825.6680 (best: 22825.6680, rho: 0.156, sigma2: 0.002, mean tau: 0.5062:   2%|▎         | 25/1000 [00:00<00:16, 58.45it/s]
fit stat: 22674.2891 (best: 22674.2891, rho: 0.158, sigma2: 0.002, mean tau: 0.5019:   2%|▎         | 25/1000 [00:00<00:16, 58.45it/s]
fit stat: 22522.3164 (best: 22522.3164, rho: 0.161, sigma2: 0.002, mean tau: 0.4978:   2%|▎         | 25/1000 [00:00<00:16, 58.45it/s]
fit stat: 22369.6367 (best: 22369.6367, rho: 0.163, sigma2: 0.002, mean tau: 0.4937:   2%|▎         | 25/1000 [00:00<00:16, 58.45it/s]
fit stat: 22216.1562 (best: 22216.1562, rho: 0.166, sigma2: 0.002, mean tau: 0.4898:   2%|▎         | 25/1000 [00:00<00:16, 58.45it/s]
fit stat: 22216.1562 (best: 22216.1562, rho: 0.166, sigma2: 0.002, mean tau: 0.4898:   3%|▎         | 31/1000 [00:00<00:16, 57.79it/s]
fit stat: 22061.7988 (best: 22061.7988, rho: 0.169, sigma2: 0.002, mean tau: 0.4860:   3%|▎         | 31/1000 [00:00<00:16, 57.79it/s]
fit stat: 21906.5137 (best: 21906.5137, rho: 0.171, sigma2: 0.002, mean tau: 0.4823:   3%|▎         | 31/1000 [00:00<00:16, 57.79it/s]
fit stat: 21750.2520 (best: 21750.2520, rho: 0.174, sigma2: 0.002, mean tau: 0.4787:   3%|▎         | 31/1000 [00:00<00:16, 57.79it/s]
fit stat: 21592.9824 (best: 21592.9824, rho: 0.176, sigma2: 0.002, mean tau: 0.4752:   3%|▎         | 31/1000 [00:00<00:16, 57.79it/s]
fit stat: 21434.6816 (best: 21434.6816, rho: 0.179, sigma2: 0.002, mean tau: 0.4719:   3%|▎         | 31/1000 [00:00<00:16, 57.79it/s]
fit stat: 21275.3496 (best: 21275.3496, rho: 0.181, sigma2: 0.002, mean tau: 0.4686:   3%|▎         | 31/1000 [00:00<00:16, 57.79it/s]
fit stat: 21275.3496 (best: 21275.3496, rho: 0.181, sigma2: 0.002, mean tau: 0.4686:   4%|▎         | 37/1000 [00:00<00:17, 53.61it/s]
fit stat: 21114.9844 (best: 21114.9844, rho: 0.184, sigma2: 0.002, mean tau: 0.4654:   4%|▎         | 37/1000 [00:00<00:17, 53.61it/s]
fit stat: 20953.6055 (best: 20953.6055, rho: 0.187, sigma2: 0.002, mean tau: 0.4622:   4%|▎         | 37/1000 [00:00<00:17, 53.61it/s]
fit stat: 20791.2344 (best: 20791.2344, rho: 0.189, sigma2: 0.002, mean tau: 0.4592:   4%|▎         | 37/1000 [00:00<00:17, 53.61it/s]
fit stat: 20627.9082 (best: 20627.9082, rho: 0.192, sigma2: 0.002, mean tau: 0.4562:   4%|▎         | 37/1000 [00:00<00:17, 53.61it/s]
fit stat: 20463.6738 (best: 20463.6738, rho: 0.195, sigma2: 0.003, mean tau: 0.4533:   4%|▎         | 37/1000 [00:00<00:17, 53.61it/s]
fit stat: 20298.5820 (best: 20298.5820, rho: 0.197, sigma2: 0.003, mean tau: 0.4504:   4%|▎         | 37/1000 [00:00<00:17, 53.61it/s]
fit stat: 20298.5820 (best: 20298.5820, rho: 0.197, sigma2: 0.003, mean tau: 0.4504:   4%|▍         | 43/1000 [00:00<00:17, 55.21it/s]
fit stat: 20132.6895 (best: 20132.6895, rho: 0.200, sigma2: 0.003, mean tau: 0.4476:   4%|▍         | 43/1000 [00:00<00:17, 55.21it/s]
fit stat: 19966.0625 (best: 19966.0625, rho: 0.203, sigma2: 0.003, mean tau: 0.4449:   4%|▍         | 43/1000 [00:00<00:17, 55.21it/s]
fit stat: 19798.7559 (best: 19798.7559, rho: 0.205, sigma2: 0.003, mean tau: 0.4422:   4%|▍         | 43/1000 [00:00<00:17, 55.21it/s]
fit stat: 19630.8418 (best: 19630.8418, rho: 0.208, sigma2: 0.003, mean tau: 0.4395:   4%|▍         | 43/1000 [00:00<00:17, 55.21it/s]
fit stat: 19462.3848 (best: 19462.3848, rho: 0.211, sigma2: 0.003, mean tau: 0.4368:   4%|▍         | 43/1000 [00:00<00:17, 55.21it/s]
fit stat: 19293.4473 (best: 19293.4473, rho: 0.214, sigma2: 0.003, mean tau: 0.4342:   4%|▍         | 43/1000 [00:00<00:17, 55.21it/s]
fit stat: 19293.4473 (best: 19293.4473, rho: 0.214, sigma2: 0.003, mean tau: 0.4342:   5%|▍         | 49/1000 [00:00<00:16, 56.43it/s]
fit stat: 19124.0938 (best: 19124.0938, rho: 0.216, sigma2: 0.003, mean tau: 0.4317:   5%|▍         | 49/1000 [00:00<00:16, 56.43it/s]
fit stat: 18954.3828 (best: 18954.3828, rho: 0.219, sigma2: 0.003, mean tau: 0.4292:   5%|▍         | 49/1000 [00:00<00:16, 56.43it/s]
fit stat: 18784.3770 (best: 18784.3770, rho: 0.222, sigma2: 0.003, mean tau: 0.4267:   5%|▍         | 49/1000 [00:00<00:16, 56.43it/s]
fit stat: 18614.1367 (best: 18614.1367, rho: 0.224, sigma2: 0.003, mean tau: 0.4242:   5%|▍         | 49/1000 [00:00<00:16, 56.43it/s]
fit stat: 18443.7168 (best: 18443.7168, rho: 0.227, sigma2: 0.003, mean tau: 0.4218:   5%|▍         | 49/1000 [00:00<00:16, 56.43it/s]
fit stat: 18273.1738 (best: 18273.1738, rho: 0.230, sigma2: 0.003, mean tau: 0.4195:   5%|▍         | 49/1000 [00:00<00:16, 56.43it/s]
fit stat: 18102.5605 (best: 18102.5605, rho: 0.233, sigma2: 0.004, mean tau: 0.4171:   5%|▍         | 49/1000 [00:00<00:16, 56.43it/s]
fit stat: 18102.5605 (best: 18102.5605, rho: 0.233, sigma2: 0.004, mean tau: 0.4171:   6%|▌         | 56/1000 [00:00<00:16, 57.62it/s]
fit stat: 17931.9375 (best: 17931.9375, rho: 0.235, sigma2: 0.004, mean tau: 0.4148:   6%|▌         | 56/1000 [00:01<00:16, 57.62it/s]
fit stat: 17761.3555 (best: 17761.3555, rho: 0.238, sigma2: 0.004, mean tau: 0.4125:   6%|▌         | 56/1000 [00:01<00:16, 57.62it/s]
fit stat: 17590.8613 (best: 17590.8613, rho: 0.241, sigma2: 0.004, mean tau: 0.4103:   6%|▌         | 56/1000 [00:01<00:16, 57.62it/s]
fit stat: 17420.5117 (best: 17420.5117, rho: 0.244, sigma2: 0.004, mean tau: 0.4081:   6%|▌         | 56/1000 [00:01<00:16, 57.62it/s]
fit stat: 17250.3457 (best: 17250.3457, rho: 0.246, sigma2: 0.004, mean tau: 0.4059:   6%|▌         | 56/1000 [00:01<00:16, 57.62it/s]
fit stat: 17080.4160 (best: 17080.4160, rho: 0.249, sigma2: 0.004, mean tau: 0.4038:   6%|▌         | 56/1000 [00:01<00:16, 57.62it/s]
fit stat: 17080.4160 (best: 17080.4160, rho: 0.249, sigma2: 0.004, mean tau: 0.4038:   6%|▌         | 62/1000 [00:01<00:16, 57.95it/s]
fit stat: 16910.7559 (best: 16910.7559, rho: 0.252, sigma2: 0.004, mean tau: 0.4017:   6%|▌         | 62/1000 [00:01<00:16, 57.95it/s]
fit stat: 16741.4199 (best: 16741.4199, rho: 0.254, sigma2: 0.004, mean tau: 0.3996:   6%|▌         | 62/1000 [00:01<00:16, 57.95it/s]
fit stat: 16572.4453 (best: 16572.4453, rho: 0.257, sigma2: 0.005, mean tau: 0.3976:   6%|▌         | 62/1000 [00:01<00:16, 57.95it/s]
fit stat: 16403.8711 (best: 16403.8711, rho: 0.260, sigma2: 0.005, mean tau: 0.3956:   6%|▌         | 62/1000 [00:01<00:16, 57.95it/s]
fit stat: 16235.7451 (best: 16235.7451, rho: 0.262, sigma2: 0.005, mean tau: 0.3936:   6%|▌         | 62/1000 [00:01<00:16, 57.95it/s]
fit stat: 16068.1045 (best: 16068.1045, rho: 0.265, sigma2: 0.005, mean tau: 0.3917:   6%|▌         | 62/1000 [00:01<00:16, 57.95it/s]
fit stat: 16068.1045 (best: 16068.1045, rho: 0.265, sigma2: 0.005, mean tau: 0.3917:   7%|▋         | 68/1000 [00:01<00:16, 57.51it/s]
fit stat: 15900.9971 (best: 15900.9971, rho: 0.267, sigma2: 0.005, mean tau: 0.3898:   7%|▋         | 68/1000 [00:01<00:16, 57.51it/s]
fit stat: 15734.4580 (best: 15734.4580, rho: 0.270, sigma2: 0.005, mean tau: 0.3880:   7%|▋         | 68/1000 [00:01<00:16, 57.51it/s]
fit stat: 15568.5322 (best: 15568.5322, rho: 0.272, sigma2: 0.005, mean tau: 0.3862:   7%|▋         | 68/1000 [00:01<00:16, 57.51it/s]
fit stat: 15403.2617 (best: 15403.2617, rho: 0.275, sigma2: 0.005, mean tau: 0.3844:   7%|▋         | 68/1000 [00:01<00:16, 57.51it/s]
fit stat: 15238.6934 (best: 15238.6934, rho: 0.277, sigma2: 0.006, mean tau: 0.3827:   7%|▋         | 68/1000 [00:01<00:16, 57.51it/s]
fit stat: 15074.8711 (best: 15074.8711, rho: 0.280, sigma2: 0.006, mean tau: 0.3810:   7%|▋         | 68/1000 [00:01<00:16, 57.51it/s]
fit stat: 15074.8711 (best: 15074.8711, rho: 0.280, sigma2: 0.006, mean tau: 0.3810:   7%|▋         | 74/1000 [00:01<00:16, 57.14it/s]
fit stat: 14911.8389 (best: 14911.8389, rho: 0.282, sigma2: 0.006, mean tau: 0.3793:   7%|▋         | 74/1000 [00:01<00:16, 57.14it/s]
fit stat: 14749.6455 (best: 14749.6455, rho: 0.285, sigma2: 0.006, mean tau: 0.3777:   7%|▋         | 74/1000 [00:01<00:16, 57.14it/s]
fit stat: 14588.3389 (best: 14588.3389, rho: 0.287, sigma2: 0.006, mean tau: 0.3761:   7%|▋         | 74/1000 [00:01<00:16, 57.14it/s]
fit stat: 14427.9785 (best: 14427.9785, rho: 0.289, sigma2: 0.006, mean tau: 0.3745:   7%|▋         | 74/1000 [00:01<00:16, 57.14it/s]
fit stat: 14268.6064 (best: 14268.6064, rho: 0.291, sigma2: 0.006, mean tau: 0.3730:   7%|▋         | 74/1000 [00:01<00:16, 57.14it/s]
fit stat: 14110.2793 (best: 14110.2793, rho: 0.294, sigma2: 0.007, mean tau: 0.3715:   7%|▋         | 74/1000 [00:01<00:16, 57.14it/s]
fit stat: 14110.2793 (best: 14110.2793, rho: 0.294, sigma2: 0.007, mean tau: 0.3715:   8%|▊         | 80/1000 [00:01<00:16, 56.56it/s]
fit stat: 13953.0488 (best: 13953.0488, rho: 0.296, sigma2: 0.007, mean tau: 0.3700:   8%|▊         | 80/1000 [00:01<00:16, 56.56it/s]
fit stat: 13796.9756 (best: 13796.9756, rho: 0.298, sigma2: 0.007, mean tau: 0.3686:   8%|▊         | 80/1000 [00:01<00:16, 56.56it/s]
fit stat: 13642.1055 (best: 13642.1055, rho: 0.300, sigma2: 0.007, mean tau: 0.3672:   8%|▊         | 80/1000 [00:01<00:16, 56.56it/s]
fit stat: 13488.4932 (best: 13488.4932, rho: 0.302, sigma2: 0.007, mean tau: 0.3658:   8%|▊         | 80/1000 [00:01<00:16, 56.56it/s]
fit stat: 13336.1963 (best: 13336.1963, rho: 0.304, sigma2: 0.007, mean tau: 0.3644:   8%|▊         | 80/1000 [00:01<00:16, 56.56it/s]
fit stat: 13185.2607 (best: 13185.2607, rho: 0.306, sigma2: 0.008, mean tau: 0.3631:   8%|▊         | 80/1000 [00:01<00:16, 56.56it/s]
fit stat: 13185.2607 (best: 13185.2607, rho: 0.306, sigma2: 0.008, mean tau: 0.3631:   9%|▊         | 86/1000 [00:01<00:16, 56.66it/s]
fit stat: 13035.7441 (best: 13035.7441, rho: 0.308, sigma2: 0.008, mean tau: 0.3618:   9%|▊         | 86/1000 [00:01<00:16, 56.66it/s]
fit stat: 12887.6924 (best: 12887.6924, rho: 0.310, sigma2: 0.008, mean tau: 0.3606:   9%|▊         | 86/1000 [00:01<00:16, 56.66it/s]
fit stat: 12741.1445 (best: 12741.1445, rho: 0.312, sigma2: 0.008, mean tau: 0.3594:   9%|▊         | 86/1000 [00:01<00:16, 56.66it/s]
fit stat: 12596.1514 (best: 12596.1514, rho: 0.314, sigma2: 0.008, mean tau: 0.3582:   9%|▊         | 86/1000 [00:01<00:16, 56.66it/s]
fit stat: 12452.7598 (best: 12452.7598, rho: 0.315, sigma2: 0.009, mean tau: 0.3570:   9%|▊         | 86/1000 [00:01<00:16, 56.66it/s]
fit stat: 12311.0010 (best: 12311.0010, rho: 0.317, sigma2: 0.009, mean tau: 0.3558:   9%|▊         | 86/1000 [00:01<00:16, 56.66it/s]
fit stat: 12311.0010 (best: 12311.0010, rho: 0.317, sigma2: 0.009, mean tau: 0.3558:   9%|▉         | 92/1000 [00:01<00:15, 56.94it/s]
fit stat: 12170.9258 (best: 12170.9258, rho: 0.319, sigma2: 0.009, mean tau: 0.3547:   9%|▉         | 92/1000 [00:01<00:15, 56.94it/s]
fit stat: 12032.5635 (best: 12032.5635, rho: 0.320, sigma2: 0.009, mean tau: 0.3536:   9%|▉         | 92/1000 [00:01<00:15, 56.94it/s]
fit stat: 11895.9648 (best: 11895.9648, rho: 0.322, sigma2: 0.009, mean tau: 0.3525:   9%|▉         | 92/1000 [00:01<00:15, 56.94it/s]
fit stat: 11761.1680 (best: 11761.1680, rho: 0.323, sigma2: 0.010, mean tau: 0.3515:   9%|▉         | 92/1000 [00:01<00:15, 56.94it/s]
fit stat: 11628.2070 (best: 11628.2070, rho: 0.325, sigma2: 0.010, mean tau: 0.3505:   9%|▉         | 92/1000 [00:01<00:15, 56.94it/s]
fit stat: 11497.1191 (best: 11497.1191, rho: 0.326, sigma2: 0.010, mean tau: 0.3495:   9%|▉         | 92/1000 [00:01<00:15, 56.94it/s]
fit stat: 11497.1191 (best: 11497.1191, rho: 0.326, sigma2: 0.010, mean tau: 0.3495:  10%|▉         | 98/1000 [00:01<00:15, 57.52it/s]
fit stat: 11367.9502 (best: 11367.9502, rho: 0.328, sigma2: 0.010, mean tau: 0.3485:  10%|▉         | 98/1000 [00:01<00:15, 57.52it/s]
fit stat: 11240.7363 (best: 11240.7363, rho: 0.329, sigma2: 0.011, mean tau: 0.3475:  10%|▉         | 98/1000 [00:01<00:15, 57.52it/s]
fit stat: 11115.5244 (best: 11115.5244, rho: 0.330, sigma2: 0.011, mean tau: 0.3466:  10%|▉         | 98/1000 [00:01<00:15, 57.52it/s]
fit stat: 10992.3467 (best: 10992.3467, rho: 0.332, sigma2: 0.011, mean tau: 0.3457:  10%|▉         | 98/1000 [00:01<00:15, 57.52it/s]
fit stat: 10871.2500 (best: 10871.2500, rho: 0.333, sigma2: 0.011, mean tau: 0.3448:  10%|▉         | 98/1000 [00:01<00:15, 57.52it/s]
fit stat: 10752.2656 (best: 10752.2656, rho: 0.334, sigma2: 0.011, mean tau: 0.3440:  10%|▉         | 98/1000 [00:01<00:15, 57.52it/s]
fit stat: 10752.2656 (best: 10752.2656, rho: 0.334, sigma2: 0.011, mean tau: 0.3440:  10%|█         | 104/1000 [00:01<00:15, 57.09it/s]
fit stat: 10635.4326 (best: 10635.4326, rho: 0.335, sigma2: 0.012, mean tau: 0.3432:  10%|█         | 104/1000 [00:01<00:15, 57.09it/s]
fit stat: 10520.7871 (best: 10520.7871, rho: 0.336, sigma2: 0.012, mean tau: 0.3424:  10%|█         | 104/1000 [00:01<00:15, 57.09it/s]
fit stat: 10408.3496 (best: 10408.3496, rho: 0.337, sigma2: 0.012, mean tau: 0.3416:  10%|█         | 104/1000 [00:01<00:15, 57.09it/s]
fit stat: 10298.1514 (best: 10298.1514, rho: 0.338, sigma2: 0.013, mean tau: 0.3409:  10%|█         | 104/1000 [00:01<00:15, 57.09it/s]
fit stat: 10190.2041 (best: 10190.2041, rho: 0.339, sigma2: 0.013, mean tau: 0.3402:  10%|█         | 104/1000 [00:01<00:15, 57.09it/s]
fit stat: 10084.5244 (best: 10084.5244, rho: 0.340, sigma2: 0.013, mean tau: 0.3395:  10%|█         | 104/1000 [00:01<00:15, 57.09it/s]
fit stat: 10084.5244 (best: 10084.5244, rho: 0.340, sigma2: 0.013, mean tau: 0.3395:  11%|█         | 110/1000 [00:01<00:15, 56.69it/s]
fit stat: 9981.1152 (best: 9981.1152, rho: 0.341, sigma2: 0.013, mean tau: 0.3388:  11%|█         | 110/1000 [00:01<00:15, 56.69it/s]
fit stat: 9879.9756 (best: 9879.9756, rho: 0.342, sigma2: 0.014, mean tau: 0.3382:  11%|█         | 110/1000 [00:01<00:15, 56.69it/s]
fit stat: 9781.0986 (best: 9781.0986, rho: 0.343, sigma2: 0.014, mean tau: 0.3376:  11%|█         | 110/1000 [00:01<00:15, 56.69it/s]
fit stat: 9684.4766 (best: 9684.4766, rho: 0.343, sigma2: 0.014, mean tau: 0.3370:  11%|█         | 110/1000 [00:02<00:15, 56.69it/s]
fit stat: 9590.0850 (best: 9590.0850, rho: 0.344, sigma2: 0.014, mean tau: 0.3364:  11%|█         | 110/1000 [00:02<00:15, 56.69it/s]
fit stat: 9497.9082 (best: 9497.9082, rho: 0.345, sigma2: 0.015, mean tau: 0.3359:  11%|█         | 110/1000 [00:02<00:15, 56.69it/s]
fit stat: 9497.9082 (best: 9497.9082, rho: 0.345, sigma2: 0.015, mean tau: 0.3359:  12%|█▏        | 116/1000 [00:02<00:15, 57.14it/s]
fit stat: 9407.9082 (best: 9407.9082, rho: 0.346, sigma2: 0.015, mean tau: 0.3354:  12%|█▏        | 116/1000 [00:02<00:15, 57.14it/s]
fit stat: 9320.0596 (best: 9320.0596, rho: 0.346, sigma2: 0.015, mean tau: 0.3349:  12%|█▏        | 116/1000 [00:02<00:15, 57.14it/s]
fit stat: 9234.3320 (best: 9234.3320, rho: 0.347, sigma2: 0.016, mean tau: 0.3344:  12%|█▏        | 116/1000 [00:02<00:15, 57.14it/s]
fit stat: 9150.6816 (best: 9150.6816, rho: 0.347, sigma2: 0.016, mean tau: 0.3339:  12%|█▏        | 116/1000 [00:02<00:15, 57.14it/s]
fit stat: 9069.0830 (best: 9069.0830, rho: 0.348, sigma2: 0.016, mean tau: 0.3334:  12%|█▏        | 116/1000 [00:02<00:15, 57.14it/s]
fit stat: 8989.4844 (best: 8989.4844, rho: 0.348, sigma2: 0.017, mean tau: 0.3329:  12%|█▏        | 116/1000 [00:02<00:15, 57.14it/s]
fit stat: 8989.4844 (best: 8989.4844, rho: 0.348, sigma2: 0.017, mean tau: 0.3329:  12%|█▏        | 122/1000 [00:02<00:15, 57.72it/s]
fit stat: 8911.8584 (best: 8911.8584, rho: 0.349, sigma2: 0.017, mean tau: 0.3325:  12%|█▏        | 122/1000 [00:02<00:15, 57.72it/s]
fit stat: 8836.1582 (best: 8836.1582, rho: 0.349, sigma2: 0.017, mean tau: 0.3320:  12%|█▏        | 122/1000 [00:02<00:15, 57.72it/s]
fit stat: 8762.3428 (best: 8762.3428, rho: 0.350, sigma2: 0.017, mean tau: 0.3316:  12%|█▏        | 122/1000 [00:02<00:15, 57.72it/s]
fit stat: 8690.3760 (best: 8690.3760, rho: 0.350, sigma2: 0.018, mean tau: 0.3311:  12%|█▏        | 122/1000 [00:02<00:15, 57.72it/s]
fit stat: 8620.2197 (best: 8620.2197, rho: 0.350, sigma2: 0.018, mean tau: 0.3307:  12%|█▏        | 122/1000 [00:02<00:15, 57.72it/s]
fit stat: 8551.8330 (best: 8551.8330, rho: 0.351, sigma2: 0.018, mean tau: 0.3303:  12%|█▏        | 122/1000 [00:02<00:15, 57.72it/s]
fit stat: 8485.1758 (best: 8485.1758, rho: 0.351, sigma2: 0.019, mean tau: 0.3299:  12%|█▏        | 122/1000 [00:02<00:15, 57.72it/s]
fit stat: 8485.1758 (best: 8485.1758, rho: 0.351, sigma2: 0.019, mean tau: 0.3299:  13%|█▎        | 129/1000 [00:02<00:14, 58.55it/s]
fit stat: 8420.2178 (best: 8420.2178, rho: 0.352, sigma2: 0.019, mean tau: 0.3294:  13%|█▎        | 129/1000 [00:02<00:14, 58.55it/s]
fit stat: 8356.9102 (best: 8356.9102, rho: 0.352, sigma2: 0.019, mean tau: 0.3290:  13%|█▎        | 129/1000 [00:02<00:14, 58.55it/s]
fit stat: 8295.2246 (best: 8295.2246, rho: 0.352, sigma2: 0.020, mean tau: 0.3286:  13%|█▎        | 129/1000 [00:02<00:14, 58.55it/s]
fit stat: 8235.1162 (best: 8235.1162, rho: 0.352, sigma2: 0.020, mean tau: 0.3282:  13%|█▎        | 129/1000 [00:02<00:14, 58.55it/s]
fit stat: 8176.5503 (best: 8176.5503, rho: 0.353, sigma2: 0.020, mean tau: 0.3278:  13%|█▎        | 129/1000 [00:02<00:14, 58.55it/s]
fit stat: 8119.4897 (best: 8119.4897, rho: 0.353, sigma2: 0.021, mean tau: 0.3275:  13%|█▎        | 129/1000 [00:02<00:14, 58.55it/s]
fit stat: 8119.4897 (best: 8119.4897, rho: 0.353, sigma2: 0.021, mean tau: 0.3275:  14%|█▎        | 135/1000 [00:02<00:14, 58.62it/s]
fit stat: 8063.9004 (best: 8063.9004, rho: 0.353, sigma2: 0.021, mean tau: 0.3271:  14%|█▎        | 135/1000 [00:02<00:14, 58.62it/s]
fit stat: 8009.7329 (best: 8009.7329, rho: 0.353, sigma2: 0.021, mean tau: 0.3267:  14%|█▎        | 135/1000 [00:02<00:14, 58.62it/s]
fit stat: 7956.9653 (best: 7956.9653, rho: 0.354, sigma2: 0.022, mean tau: 0.3263:  14%|█▎        | 135/1000 [00:02<00:14, 58.62it/s]
fit stat: 7905.5547 (best: 7905.5547, rho: 0.354, sigma2: 0.022, mean tau: 0.3260:  14%|█▎        | 135/1000 [00:02<00:14, 58.62it/s]
fit stat: 7855.4634 (best: 7855.4634, rho: 0.354, sigma2: 0.022, mean tau: 0.3256:  14%|█▎        | 135/1000 [00:02<00:14, 58.62it/s]
fit stat: 7806.6562 (best: 7806.6562, rho: 0.354, sigma2: 0.023, mean tau: 0.3252:  14%|█▎        | 135/1000 [00:02<00:14, 58.62it/s]
fit stat: 7806.6562 (best: 7806.6562, rho: 0.354, sigma2: 0.023, mean tau: 0.3252:  14%|█▍        | 141/1000 [00:02<00:15, 53.95it/s]
fit stat: 7759.1021 (best: 7759.1021, rho: 0.354, sigma2: 0.023, mean tau: 0.3249:  14%|█▍        | 141/1000 [00:02<00:15, 53.95it/s]
fit stat: 7712.7646 (best: 7712.7646, rho: 0.355, sigma2: 0.023, mean tau: 0.3245:  14%|█▍        | 141/1000 [00:02<00:15, 53.95it/s]
fit stat: 7667.6094 (best: 7667.6094, rho: 0.355, sigma2: 0.024, mean tau: 0.3242:  14%|█▍        | 141/1000 [00:02<00:15, 53.95it/s]
fit stat: 7623.6011 (best: 7623.6011, rho: 0.355, sigma2: 0.024, mean tau: 0.3239:  14%|█▍        | 141/1000 [00:02<00:15, 53.95it/s]
fit stat: 7580.7100 (best: 7580.7100, rho: 0.355, sigma2: 0.024, mean tau: 0.3235:  14%|█▍        | 141/1000 [00:02<00:15, 53.95it/s]
fit stat: 7538.9058 (best: 7538.9058, rho: 0.355, sigma2: 0.025, mean tau: 0.3232:  14%|█▍        | 141/1000 [00:02<00:15, 53.95it/s]
fit stat: 7538.9058 (best: 7538.9058, rho: 0.355, sigma2: 0.025, mean tau: 0.3232:  15%|█▍        | 147/1000 [00:02<00:15, 55.08it/s]
fit stat: 7498.1562 (best: 7498.1562, rho: 0.355, sigma2: 0.025, mean tau: 0.3229:  15%|█▍        | 147/1000 [00:02<00:15, 55.08it/s]
fit stat: 7458.4312 (best: 7458.4312, rho: 0.355, sigma2: 0.025, mean tau: 0.3225:  15%|█▍        | 147/1000 [00:02<00:15, 55.08it/s]
fit stat: 7419.7021 (best: 7419.7021, rho: 0.356, sigma2: 0.026, mean tau: 0.3222:  15%|█▍        | 147/1000 [00:02<00:15, 55.08it/s]
fit stat: 7381.9434 (best: 7381.9434, rho: 0.356, sigma2: 0.026, mean tau: 0.3219:  15%|█▍        | 147/1000 [00:02<00:15, 55.08it/s]
fit stat: 7345.1245 (best: 7345.1245, rho: 0.356, sigma2: 0.026, mean tau: 0.3216:  15%|█▍        | 147/1000 [00:02<00:15, 55.08it/s]
fit stat: 7309.2231 (best: 7309.2231, rho: 0.356, sigma2: 0.027, mean tau: 0.3213:  15%|█▍        | 147/1000 [00:02<00:15, 55.08it/s]
fit stat: 7309.2231 (best: 7309.2231, rho: 0.356, sigma2: 0.027, mean tau: 0.3213:  15%|█▌        | 153/1000 [00:02<00:15, 55.98it/s]
fit stat: 7274.2056 (best: 7274.2056, rho: 0.356, sigma2: 0.027, mean tau: 0.3210:  15%|█▌        | 153/1000 [00:02<00:15, 55.98it/s]
fit stat: 7240.0562 (best: 7240.0562, rho: 0.356, sigma2: 0.027, mean tau: 0.3207:  15%|█▌        | 153/1000 [00:02<00:15, 55.98it/s]
fit stat: 7206.7471 (best: 7206.7471, rho: 0.356, sigma2: 0.028, mean tau: 0.3203:  15%|█▌        | 153/1000 [00:02<00:15, 55.98it/s]
fit stat: 7174.2544 (best: 7174.2544, rho: 0.356, sigma2: 0.028, mean tau: 0.3201:  15%|█▌        | 153/1000 [00:02<00:15, 55.98it/s]
fit stat: 7142.5537 (best: 7142.5537, rho: 0.356, sigma2: 0.028, mean tau: 0.3198:  15%|█▌        | 153/1000 [00:02<00:15, 55.98it/s]
fit stat: 7111.6255 (best: 7111.6255, rho: 0.356, sigma2: 0.029, mean tau: 0.3195:  15%|█▌        | 153/1000 [00:02<00:15, 55.98it/s]
fit stat: 7111.6255 (best: 7111.6255, rho: 0.356, sigma2: 0.029, mean tau: 0.3195:  16%|█▌        | 159/1000 [00:02<00:14, 56.95it/s]
fit stat: 7081.4463 (best: 7081.4463, rho: 0.356, sigma2: 0.029, mean tau: 0.3192:  16%|█▌        | 159/1000 [00:02<00:14, 56.95it/s]
fit stat: 7051.9985 (best: 7051.9985, rho: 0.356, sigma2: 0.030, mean tau: 0.3189:  16%|█▌        | 159/1000 [00:02<00:14, 56.95it/s]
fit stat: 7023.2593 (best: 7023.2593, rho: 0.356, sigma2: 0.030, mean tau: 0.3186:  16%|█▌        | 159/1000 [00:02<00:14, 56.95it/s]
fit stat: 6995.2119 (best: 6995.2119, rho: 0.356, sigma2: 0.030, mean tau: 0.3183:  16%|█▌        | 159/1000 [00:02<00:14, 56.95it/s]
fit stat: 6967.8311 (best: 6967.8311, rho: 0.356, sigma2: 0.031, mean tau: 0.3180:  16%|█▌        | 159/1000 [00:02<00:14, 56.95it/s]
fit stat: 6941.1074 (best: 6941.1074, rho: 0.356, sigma2: 0.031, mean tau: 0.3178:  16%|█▌        | 159/1000 [00:02<00:14, 56.95it/s]
fit stat: 6915.0151 (best: 6915.0151, rho: 0.356, sigma2: 0.031, mean tau: 0.3175:  16%|█▌        | 159/1000 [00:02<00:14, 56.95it/s]
fit stat: 6915.0151 (best: 6915.0151, rho: 0.356, sigma2: 0.031, mean tau: 0.3175:  17%|█▋        | 166/1000 [00:02<00:14, 58.36it/s]
fit stat: 6889.5400 (best: 6889.5400, rho: 0.356, sigma2: 0.032, mean tau: 0.3172:  17%|█▋        | 166/1000 [00:02<00:14, 58.36it/s]
fit stat: 6864.6699 (best: 6864.6699, rho: 0.356, sigma2: 0.032, mean tau: 0.3169:  17%|█▋        | 166/1000 [00:02<00:14, 58.36it/s]
fit stat: 6840.3833 (best: 6840.3833, rho: 0.356, sigma2: 0.032, mean tau: 0.3167:  17%|█▋        | 166/1000 [00:02<00:14, 58.36it/s]
fit stat: 6816.6636 (best: 6816.6636, rho: 0.356, sigma2: 0.033, mean tau: 0.3164:  17%|█▋        | 166/1000 [00:02<00:14, 58.36it/s]
fit stat: 6793.5044 (best: 6793.5044, rho: 0.356, sigma2: 0.033, mean tau: 0.3161:  17%|█▋        | 166/1000 [00:02<00:14, 58.36it/s]
fit stat: 6770.8799 (best: 6770.8799, rho: 0.356, sigma2: 0.033, mean tau: 0.3159:  17%|█▋        | 166/1000 [00:03<00:14, 58.36it/s]
fit stat: 6748.7832 (best: 6748.7832, rho: 0.356, sigma2: 0.034, mean tau: 0.3156:  17%|█▋        | 166/1000 [00:03<00:14, 58.36it/s]
fit stat: 6748.7832 (best: 6748.7832, rho: 0.356, sigma2: 0.034, mean tau: 0.3156:  17%|█▋        | 173/1000 [00:03<00:13, 59.15it/s]
fit stat: 6727.1973 (best: 6727.1973, rho: 0.356, sigma2: 0.034, mean tau: 0.3154:  17%|█▋        | 173/1000 [00:03<00:13, 59.15it/s]
fit stat: 6706.1094 (best: 6706.1094, rho: 0.356, sigma2: 0.034, mean tau: 0.3151:  17%|█▋        | 173/1000 [00:03<00:13, 59.15it/s]
fit stat: 6685.5093 (best: 6685.5093, rho: 0.356, sigma2: 0.035, mean tau: 0.3148:  17%|█▋        | 173/1000 [00:03<00:13, 59.15it/s]
fit stat: 6665.3779 (best: 6665.3779, rho: 0.356, sigma2: 0.035, mean tau: 0.3146:  17%|█▋        | 173/1000 [00:03<00:13, 59.15it/s]
fit stat: 6645.7114 (best: 6645.7114, rho: 0.356, sigma2: 0.035, mean tau: 0.3143:  17%|█▋        | 173/1000 [00:03<00:13, 59.15it/s]
fit stat: 6626.4941 (best: 6626.4941, rho: 0.356, sigma2: 0.036, mean tau: 0.3141:  17%|█▋        | 173/1000 [00:03<00:13, 59.15it/s]
fit stat: 6607.7129 (best: 6607.7129, rho: 0.356, sigma2: 0.036, mean tau: 0.3138:  17%|█▋        | 173/1000 [00:03<00:13, 59.15it/s]
fit stat: 6607.7129 (best: 6607.7129, rho: 0.356, sigma2: 0.036, mean tau: 0.3138:  18%|█▊        | 180/1000 [00:03<00:13, 59.45it/s]
fit stat: 6589.3628 (best: 6589.3628, rho: 0.356, sigma2: 0.036, mean tau: 0.3136:  18%|█▊        | 180/1000 [00:03<00:13, 59.45it/s]
fit stat: 6571.4248 (best: 6571.4248, rho: 0.356, sigma2: 0.037, mean tau: 0.3133:  18%|█▊        | 180/1000 [00:03<00:13, 59.45it/s]
fit stat: 6553.8926 (best: 6553.8926, rho: 0.356, sigma2: 0.037, mean tau: 0.3131:  18%|█▊        | 180/1000 [00:03<00:13, 59.45it/s]
fit stat: 6536.7578 (best: 6536.7578, rho: 0.356, sigma2: 0.037, mean tau: 0.3128:  18%|█▊        | 180/1000 [00:03<00:13, 59.45it/s]
fit stat: 6520.0078 (best: 6520.0078, rho: 0.355, sigma2: 0.038, mean tau: 0.3126:  18%|█▊        | 180/1000 [00:03<00:13, 59.45it/s]
fit stat: 6503.6313 (best: 6503.6313, rho: 0.355, sigma2: 0.038, mean tau: 0.3124:  18%|█▊        | 180/1000 [00:03<00:13, 59.45it/s]
fit stat: 6487.6255 (best: 6487.6255, rho: 0.355, sigma2: 0.038, mean tau: 0.3121:  18%|█▊        | 180/1000 [00:03<00:13, 59.45it/s]
fit stat: 6487.6255 (best: 6487.6255, rho: 0.355, sigma2: 0.038, mean tau: 0.3121:  19%|█▊        | 187/1000 [00:03<00:13, 59.81it/s]
fit stat: 6471.9761 (best: 6471.9761, rho: 0.355, sigma2: 0.039, mean tau: 0.3119:  19%|█▊        | 187/1000 [00:03<00:13, 59.81it/s]
fit stat: 6456.6748 (best: 6456.6748, rho: 0.355, sigma2: 0.039, mean tau: 0.3116:  19%|█▊        | 187/1000 [00:03<00:13, 59.81it/s]
fit stat: 6441.7173 (best: 6441.7173, rho: 0.355, sigma2: 0.039, mean tau: 0.3114:  19%|█▊        | 187/1000 [00:03<00:13, 59.81it/s]
fit stat: 6427.0898 (best: 6427.0898, rho: 0.355, sigma2: 0.040, mean tau: 0.3112:  19%|█▊        | 187/1000 [00:03<00:13, 59.81it/s]
fit stat: 6412.7876 (best: 6412.7876, rho: 0.355, sigma2: 0.040, mean tau: 0.3109:  19%|█▊        | 187/1000 [00:03<00:13, 59.81it/s]
fit stat: 6398.8022 (best: 6398.8022, rho: 0.354, sigma2: 0.040, mean tau: 0.3107:  19%|█▊        | 187/1000 [00:03<00:13, 59.81it/s]
fit stat: 6385.1265 (best: 6385.1265, rho: 0.354, sigma2: 0.041, mean tau: 0.3105:  19%|█▊        | 187/1000 [00:03<00:13, 59.81it/s]
fit stat: 6385.1265 (best: 6385.1265, rho: 0.354, sigma2: 0.041, mean tau: 0.3105:  19%|█▉        | 194/1000 [00:03<00:13, 59.89it/s]
fit stat: 6371.7524 (best: 6371.7524, rho: 0.354, sigma2: 0.041, mean tau: 0.3102:  19%|█▉        | 194/1000 [00:03<00:13, 59.89it/s]
fit stat: 6358.6709 (best: 6358.6709, rho: 0.354, sigma2: 0.041, mean tau: 0.3100:  19%|█▉        | 194/1000 [00:03<00:13, 59.89it/s]
fit stat: 6345.8809 (best: 6345.8809, rho: 0.354, sigma2: 0.042, mean tau: 0.3098:  19%|█▉        | 194/1000 [00:03<00:13, 59.89it/s]
fit stat: 6333.3652 (best: 6333.3652, rho: 0.354, sigma2: 0.042, mean tau: 0.3095:  19%|█▉        | 194/1000 [00:03<00:13, 59.89it/s]
fit stat: 6321.1338 (best: 6321.1338, rho: 0.353, sigma2: 0.042, mean tau: 0.3093:  19%|█▉        | 194/1000 [00:03<00:13, 59.89it/s]
fit stat: 6309.1616 (best: 6309.1616, rho: 0.353, sigma2: 0.043, mean tau: 0.3091:  19%|█▉        | 194/1000 [00:03<00:13, 59.89it/s]
fit stat: 6309.1616 (best: 6309.1616, rho: 0.353, sigma2: 0.043, mean tau: 0.3091:  20%|██        | 200/1000 [00:03<00:13, 59.37it/s]
fit stat: 6297.4575 (best: 6297.4575, rho: 0.353, sigma2: 0.043, mean tau: 0.3089:  20%|██        | 200/1000 [00:03<00:13, 59.37it/s]
fit stat: 6286.0073 (best: 6286.0073, rho: 0.353, sigma2: 0.043, mean tau: 0.3086:  20%|██        | 200/1000 [00:03<00:13, 59.37it/s]
fit stat: 6274.8076 (best: 6274.8076, rho: 0.353, sigma2: 0.044, mean tau: 0.3084:  20%|██        | 200/1000 [00:03<00:13, 59.37it/s]
fit stat: 6263.8501 (best: 6263.8501, rho: 0.352, sigma2: 0.044, mean tau: 0.3082:  20%|██        | 200/1000 [00:03<00:13, 59.37it/s]
fit stat: 6253.1333 (best: 6253.1333, rho: 0.352, sigma2: 0.044, mean tau: 0.3080:  20%|██        | 200/1000 [00:03<00:13, 59.37it/s]
fit stat: 6242.6484 (best: 6242.6484, rho: 0.352, sigma2: 0.045, mean tau: 0.3078:  20%|██        | 200/1000 [00:03<00:13, 59.37it/s]
fit stat: 6242.6484 (best: 6242.6484, rho: 0.352, sigma2: 0.045, mean tau: 0.3078:  21%|██        | 206/1000 [00:03<00:13, 59.44it/s]
fit stat: 6232.3945 (best: 6232.3945, rho: 0.352, sigma2: 0.045, mean tau: 0.3075:  21%|██        | 206/1000 [00:03<00:13, 59.44it/s]
fit stat: 6222.3579 (best: 6222.3579, rho: 0.352, sigma2: 0.045, mean tau: 0.3073:  21%|██        | 206/1000 [00:03<00:13, 59.44it/s]
fit stat: 6212.5444 (best: 6212.5444, rho: 0.351, sigma2: 0.046, mean tau: 0.3071:  21%|██        | 206/1000 [00:03<00:13, 59.44it/s]
fit stat: 6202.9419 (best: 6202.9419, rho: 0.351, sigma2: 0.046, mean tau: 0.3069:  21%|██        | 206/1000 [00:03<00:13, 59.44it/s]
fit stat: 6193.5513 (best: 6193.5513, rho: 0.351, sigma2: 0.046, mean tau: 0.3067:  21%|██        | 206/1000 [00:03<00:13, 59.44it/s]
fit stat: 6184.3604 (best: 6184.3604, rho: 0.351, sigma2: 0.047, mean tau: 0.3064:  21%|██        | 206/1000 [00:03<00:13, 59.44it/s]
fit stat: 6184.3604 (best: 6184.3604, rho: 0.351, sigma2: 0.047, mean tau: 0.3064:  21%|██        | 212/1000 [00:03<00:13, 59.32it/s]
fit stat: 6175.3735 (best: 6175.3735, rho: 0.350, sigma2: 0.047, mean tau: 0.3062:  21%|██        | 212/1000 [00:03<00:13, 59.32it/s]
fit stat: 6166.5757 (best: 6166.5757, rho: 0.350, sigma2: 0.047, mean tau: 0.3060:  21%|██        | 212/1000 [00:03<00:13, 59.32it/s]
fit stat: 6157.9727 (best: 6157.9727, rho: 0.350, sigma2: 0.047, mean tau: 0.3058:  21%|██        | 212/1000 [00:03<00:13, 59.32it/s]
fit stat: 6149.5527 (best: 6149.5527, rho: 0.350, sigma2: 0.048, mean tau: 0.3056:  21%|██        | 212/1000 [00:03<00:13, 59.32it/s]
fit stat: 6141.3145 (best: 6141.3145, rho: 0.349, sigma2: 0.048, mean tau: 0.3054:  21%|██        | 212/1000 [00:03<00:13, 59.32it/s]
fit stat: 6133.2568 (best: 6133.2568, rho: 0.349, sigma2: 0.048, mean tau: 0.3052:  21%|██        | 212/1000 [00:03<00:13, 59.32it/s]
fit stat: 6133.2568 (best: 6133.2568, rho: 0.349, sigma2: 0.048, mean tau: 0.3052:  22%|██▏       | 218/1000 [00:03<00:13, 59.22it/s]
fit stat: 6125.3721 (best: 6125.3721, rho: 0.349, sigma2: 0.049, mean tau: 0.3049:  22%|██▏       | 218/1000 [00:03<00:13, 59.22it/s]
fit stat: 6117.6606 (best: 6117.6606, rho: 0.348, sigma2: 0.049, mean tau: 0.3047:  22%|██▏       | 218/1000 [00:03<00:13, 59.22it/s]
fit stat: 6110.1128 (best: 6110.1128, rho: 0.348, sigma2: 0.049, mean tau: 0.3045:  22%|██▏       | 218/1000 [00:03<00:13, 59.22it/s]
fit stat: 6102.7285 (best: 6102.7285, rho: 0.348, sigma2: 0.050, mean tau: 0.3043:  22%|██▏       | 218/1000 [00:03<00:13, 59.22it/s]
fit stat: 6095.5029 (best: 6095.5029, rho: 0.347, sigma2: 0.050, mean tau: 0.3041:  22%|██▏       | 218/1000 [00:03<00:13, 59.22it/s]
fit stat: 6088.4326 (best: 6088.4326, rho: 0.347, sigma2: 0.050, mean tau: 0.3039:  22%|██▏       | 218/1000 [00:03<00:13, 59.22it/s]
fit stat: 6081.5176 (best: 6081.5176, rho: 0.347, sigma2: 0.050, mean tau: 0.3037:  22%|██▏       | 218/1000 [00:03<00:13, 59.22it/s]
fit stat: 6081.5176 (best: 6081.5176, rho: 0.347, sigma2: 0.050, mean tau: 0.3037:  22%|██▎       | 225/1000 [00:03<00:12, 59.65it/s]
fit stat: 6074.7534 (best: 6074.7534, rho: 0.346, sigma2: 0.051, mean tau: 0.3035:  22%|██▎       | 225/1000 [00:03<00:12, 59.65it/s]
fit stat: 6068.1333 (best: 6068.1333, rho: 0.346, sigma2: 0.051, mean tau: 0.3033:  22%|██▎       | 225/1000 [00:03<00:12, 59.65it/s]
fit stat: 6061.6572 (best: 6061.6572, rho: 0.346, sigma2: 0.051, mean tau: 0.3031:  22%|██▎       | 225/1000 [00:03<00:12, 59.65it/s]
fit stat: 6055.3149 (best: 6055.3149, rho: 0.345, sigma2: 0.052, mean tau: 0.3029:  22%|██▎       | 225/1000 [00:03<00:12, 59.65it/s]
fit stat: 6049.1167 (best: 6049.1167, rho: 0.345, sigma2: 0.052, mean tau: 0.3027:  22%|██▎       | 225/1000 [00:03<00:12, 59.65it/s]
fit stat: 6043.0503 (best: 6043.0503, rho: 0.345, sigma2: 0.052, mean tau: 0.3025:  22%|██▎       | 225/1000 [00:03<00:12, 59.65it/s]
fit stat: 6037.1123 (best: 6037.1123, rho: 0.344, sigma2: 0.053, mean tau: 0.3023:  22%|██▎       | 225/1000 [00:04<00:12, 59.65it/s]
fit stat: 6037.1123 (best: 6037.1123, rho: 0.344, sigma2: 0.053, mean tau: 0.3023:  23%|██▎       | 232/1000 [00:04<00:12, 60.06it/s]
fit stat: 6031.3062 (best: 6031.3062, rho: 0.344, sigma2: 0.053, mean tau: 0.3020:  23%|██▎       | 232/1000 [00:04<00:12, 60.06it/s]
fit stat: 6025.6216 (best: 6025.6216, rho: 0.344, sigma2: 0.053, mean tau: 0.3018:  23%|██▎       | 232/1000 [00:04<00:12, 60.06it/s]
fit stat: 6020.0596 (best: 6020.0596, rho: 0.343, sigma2: 0.053, mean tau: 0.3016:  23%|██▎       | 232/1000 [00:04<00:12, 60.06it/s]
fit stat: 6014.6216 (best: 6014.6216, rho: 0.343, sigma2: 0.054, mean tau: 0.3014:  23%|██▎       | 232/1000 [00:04<00:12, 60.06it/s]
fit stat: 6009.2974 (best: 6009.2974, rho: 0.343, sigma2: 0.054, mean tau: 0.3012:  23%|██▎       | 232/1000 [00:04<00:12, 60.06it/s]
fit stat: 6004.0903 (best: 6004.0903, rho: 0.342, sigma2: 0.054, mean tau: 0.3010:  23%|██▎       | 232/1000 [00:04<00:12, 60.06it/s]
fit stat: 5998.9961 (best: 5998.9961, rho: 0.342, sigma2: 0.054, mean tau: 0.3008:  23%|██▎       | 232/1000 [00:04<00:12, 60.06it/s]
fit stat: 5998.9961 (best: 5998.9961, rho: 0.342, sigma2: 0.054, mean tau: 0.3008:  24%|██▍       | 239/1000 [00:04<00:12, 60.36it/s]
fit stat: 5994.0103 (best: 5994.0103, rho: 0.341, sigma2: 0.055, mean tau: 0.3006:  24%|██▍       | 239/1000 [00:04<00:12, 60.36it/s]
fit stat: 5989.1284 (best: 5989.1284, rho: 0.341, sigma2: 0.055, mean tau: 0.3004:  24%|██▍       | 239/1000 [00:04<00:12, 60.36it/s]
fit stat: 5984.3579 (best: 5984.3579, rho: 0.341, sigma2: 0.055, mean tau: 0.3002:  24%|██▍       | 239/1000 [00:04<00:12, 60.36it/s]
fit stat: 5979.6865 (best: 5979.6865, rho: 0.340, sigma2: 0.056, mean tau: 0.3000:  24%|██▍       | 239/1000 [00:04<00:12, 60.36it/s]
fit stat: 5975.1133 (best: 5975.1133, rho: 0.340, sigma2: 0.056, mean tau: 0.2998:  24%|██▍       | 239/1000 [00:04<00:12, 60.36it/s]
fit stat: 5970.6440 (best: 5970.6440, rho: 0.339, sigma2: 0.056, mean tau: 0.2996:  24%|██▍       | 239/1000 [00:04<00:12, 60.36it/s]
fit stat: 5966.2686 (best: 5966.2686, rho: 0.339, sigma2: 0.056, mean tau: 0.2994:  24%|██▍       | 239/1000 [00:04<00:12, 60.36it/s]
fit stat: 5966.2686 (best: 5966.2686, rho: 0.339, sigma2: 0.056, mean tau: 0.2994:  25%|██▍       | 246/1000 [00:04<00:12, 59.99it/s]
fit stat: 5961.9854 (best: 5961.9854, rho: 0.338, sigma2: 0.057, mean tau: 0.2992:  25%|██▍       | 246/1000 [00:04<00:12, 59.99it/s]
fit stat: 5957.7964 (best: 5957.7964, rho: 0.338, sigma2: 0.057, mean tau: 0.2990:  25%|██▍       | 246/1000 [00:04<00:12, 59.99it/s]
fit stat: 5953.6978 (best: 5953.6978, rho: 0.337, sigma2: 0.057, mean tau: 0.2988:  25%|██▍       | 246/1000 [00:04<00:12, 59.99it/s]
fit stat: 5949.6836 (best: 5949.6836, rho: 0.337, sigma2: 0.057, mean tau: 0.2986:  25%|██▍       | 246/1000 [00:04<00:12, 59.99it/s]
fit stat: 5945.7622 (best: 5945.7622, rho: 0.337, sigma2: 0.058, mean tau: 0.2985:  25%|██▍       | 246/1000 [00:04<00:12, 59.99it/s]
fit stat: 5941.9194 (best: 5941.9194, rho: 0.336, sigma2: 0.058, mean tau: 0.2983:  25%|██▍       | 246/1000 [00:04<00:12, 59.99it/s]
fit stat: 5938.1616 (best: 5938.1616, rho: 0.336, sigma2: 0.058, mean tau: 0.2981:  25%|██▍       | 246/1000 [00:04<00:12, 59.99it/s]
fit stat: 5938.1616 (best: 5938.1616, rho: 0.336, sigma2: 0.058, mean tau: 0.2981:  25%|██▌       | 253/1000 [00:04<00:12, 60.07it/s]
fit stat: 5934.4795 (best: 5934.4795, rho: 0.335, sigma2: 0.058, mean tau: 0.2979:  25%|██▌       | 253/1000 [00:04<00:12, 60.07it/s]
fit stat: 5930.8833 (best: 5930.8833, rho: 0.335, sigma2: 0.059, mean tau: 0.2977:  25%|██▌       | 253/1000 [00:04<00:12, 60.07it/s]
fit stat: 5927.3584 (best: 5927.3584, rho: 0.334, sigma2: 0.059, mean tau: 0.2975:  25%|██▌       | 253/1000 [00:04<00:12, 60.07it/s]
fit stat: 5923.9131 (best: 5923.9131, rho: 0.334, sigma2: 0.059, mean tau: 0.2973:  25%|██▌       | 253/1000 [00:04<00:12, 60.07it/s]
fit stat: 5920.5386 (best: 5920.5386, rho: 0.333, sigma2: 0.059, mean tau: 0.2971:  25%|██▌       | 253/1000 [00:04<00:12, 60.07it/s]
fit stat: 5917.2354 (best: 5917.2354, rho: 0.333, sigma2: 0.060, mean tau: 0.2969:  25%|██▌       | 253/1000 [00:04<00:12, 60.07it/s]
fit stat: 5914.0024 (best: 5914.0024, rho: 0.332, sigma2: 0.060, mean tau: 0.2967:  25%|██▌       | 253/1000 [00:04<00:12, 60.07it/s]
fit stat: 5914.0024 (best: 5914.0024, rho: 0.332, sigma2: 0.060, mean tau: 0.2967:  26%|██▌       | 260/1000 [00:04<00:12, 60.47it/s]
fit stat: 5910.8413 (best: 5910.8413, rho: 0.332, sigma2: 0.060, mean tau: 0.2965:  26%|██▌       | 260/1000 [00:04<00:12, 60.47it/s]
fit stat: 5907.7437 (best: 5907.7437, rho: 0.331, sigma2: 0.060, mean tau: 0.2963:  26%|██▌       | 260/1000 [00:04<00:12, 60.47it/s]
fit stat: 5904.7148 (best: 5904.7148, rho: 0.331, sigma2: 0.061, mean tau: 0.2961:  26%|██▌       | 260/1000 [00:04<00:12, 60.47it/s]
fit stat: 5901.7495 (best: 5901.7495, rho: 0.330, sigma2: 0.061, mean tau: 0.2959:  26%|██▌       | 260/1000 [00:04<00:12, 60.47it/s]
fit stat: 5898.8477 (best: 5898.8477, rho: 0.330, sigma2: 0.061, mean tau: 0.2957:  26%|██▌       | 260/1000 [00:04<00:12, 60.47it/s]
fit stat: 5896.0044 (best: 5896.0044, rho: 0.329, sigma2: 0.061, mean tau: 0.2955:  26%|██▌       | 260/1000 [00:04<00:12, 60.47it/s]
fit stat: 5893.2241 (best: 5893.2241, rho: 0.329, sigma2: 0.062, mean tau: 0.2953:  26%|██▌       | 260/1000 [00:04<00:12, 60.47it/s]
fit stat: 5893.2241 (best: 5893.2241, rho: 0.329, sigma2: 0.062, mean tau: 0.2953:  27%|██▋       | 267/1000 [00:04<00:12, 58.23it/s]
fit stat: 5890.5015 (best: 5890.5015, rho: 0.328, sigma2: 0.062, mean tau: 0.2952:  27%|██▋       | 267/1000 [00:04<00:12, 58.23it/s]
fit stat: 5887.8398 (best: 5887.8398, rho: 0.328, sigma2: 0.062, mean tau: 0.2950:  27%|██▋       | 267/1000 [00:04<00:12, 58.23it/s]
fit stat: 5885.2266 (best: 5885.2266, rho: 0.327, sigma2: 0.062, mean tau: 0.2948:  27%|██▋       | 267/1000 [00:04<00:12, 58.23it/s]
fit stat: 5882.6714 (best: 5882.6714, rho: 0.326, sigma2: 0.063, mean tau: 0.2946:  27%|██▋       | 267/1000 [00:04<00:12, 58.23it/s]
fit stat: 5880.1733 (best: 5880.1733, rho: 0.326, sigma2: 0.063, mean tau: 0.2944:  27%|██▋       | 267/1000 [00:04<00:12, 58.23it/s]
fit stat: 5877.7251 (best: 5877.7251, rho: 0.325, sigma2: 0.063, mean tau: 0.2942:  27%|██▋       | 267/1000 [00:04<00:12, 58.23it/s]
fit stat: 5877.7251 (best: 5877.7251, rho: 0.325, sigma2: 0.063, mean tau: 0.2942:  27%|██▋       | 273/1000 [00:04<00:12, 58.60it/s]
fit stat: 5875.3281 (best: 5875.3281, rho: 0.325, sigma2: 0.063, mean tau: 0.2940:  27%|██▋       | 273/1000 [00:04<00:12, 58.60it/s]
fit stat: 5872.9795 (best: 5872.9795, rho: 0.324, sigma2: 0.063, mean tau: 0.2938:  27%|██▋       | 273/1000 [00:04<00:12, 58.60it/s]
fit stat: 5870.6807 (best: 5870.6807, rho: 0.324, sigma2: 0.064, mean tau: 0.2936:  27%|██▋       | 273/1000 [00:04<00:12, 58.60it/s]
fit stat: 5868.4316 (best: 5868.4316, rho: 0.323, sigma2: 0.064, mean tau: 0.2934:  27%|██▋       | 273/1000 [00:04<00:12, 58.60it/s]
fit stat: 5866.2251 (best: 5866.2251, rho: 0.323, sigma2: 0.064, mean tau: 0.2933:  27%|██▋       | 273/1000 [00:04<00:12, 58.60it/s]
fit stat: 5864.0708 (best: 5864.0708, rho: 0.322, sigma2: 0.064, mean tau: 0.2931:  27%|██▋       | 273/1000 [00:04<00:12, 58.60it/s]
fit stat: 5864.0708 (best: 5864.0708, rho: 0.322, sigma2: 0.064, mean tau: 0.2931:  28%|██▊       | 279/1000 [00:04<00:12, 58.92it/s]
fit stat: 5861.9556 (best: 5861.9556, rho: 0.321, sigma2: 0.065, mean tau: 0.2929:  28%|██▊       | 279/1000 [00:04<00:12, 58.92it/s]
fit stat: 5859.8857 (best: 5859.8857, rho: 0.321, sigma2: 0.065, mean tau: 0.2927:  28%|██▊       | 279/1000 [00:04<00:12, 58.92it/s]
fit stat: 5857.8584 (best: 5857.8584, rho: 0.320, sigma2: 0.065, mean tau: 0.2925:  28%|██▊       | 279/1000 [00:04<00:12, 58.92it/s]
fit stat: 5855.8721 (best: 5855.8721, rho: 0.320, sigma2: 0.065, mean tau: 0.2923:  28%|██▊       | 279/1000 [00:04<00:12, 58.92it/s]
fit stat: 5853.9268 (best: 5853.9268, rho: 0.319, sigma2: 0.065, mean tau: 0.2921:  28%|██▊       | 279/1000 [00:04<00:12, 58.92it/s]
fit stat: 5852.0215 (best: 5852.0215, rho: 0.318, sigma2: 0.066, mean tau: 0.2920:  28%|██▊       | 279/1000 [00:04<00:12, 58.92it/s]
fit stat: 5852.0215 (best: 5852.0215, rho: 0.318, sigma2: 0.066, mean tau: 0.2920:  28%|██▊       | 285/1000 [00:04<00:12, 59.17it/s]
fit stat: 5850.1562 (best: 5850.1562, rho: 0.318, sigma2: 0.066, mean tau: 0.2918:  28%|██▊       | 285/1000 [00:04<00:12, 59.17it/s]
fit stat: 5848.3281 (best: 5848.3281, rho: 0.317, sigma2: 0.066, mean tau: 0.2916:  28%|██▊       | 285/1000 [00:04<00:12, 59.17it/s]
fit stat: 5846.5356 (best: 5846.5356, rho: 0.317, sigma2: 0.066, mean tau: 0.2914:  28%|██▊       | 285/1000 [00:04<00:12, 59.17it/s]
fit stat: 5844.7812 (best: 5844.7812, rho: 0.316, sigma2: 0.066, mean tau: 0.2912:  28%|██▊       | 285/1000 [00:04<00:12, 59.17it/s]
fit stat: 5843.0601 (best: 5843.0601, rho: 0.315, sigma2: 0.067, mean tau: 0.2910:  28%|██▊       | 285/1000 [00:04<00:12, 59.17it/s]
fit stat: 5841.3774 (best: 5841.3774, rho: 0.315, sigma2: 0.067, mean tau: 0.2908:  28%|██▊       | 285/1000 [00:05<00:12, 59.17it/s]
fit stat: 5839.7251 (best: 5839.7251, rho: 0.314, sigma2: 0.067, mean tau: 0.2907:  28%|██▊       | 285/1000 [00:05<00:12, 59.17it/s]
fit stat: 5839.7251 (best: 5839.7251, rho: 0.314, sigma2: 0.067, mean tau: 0.2907:  29%|██▉       | 292/1000 [00:05<00:11, 59.59it/s]
fit stat: 5838.1079 (best: 5838.1079, rho: 0.314, sigma2: 0.067, mean tau: 0.2905:  29%|██▉       | 292/1000 [00:05<00:11, 59.59it/s]
fit stat: 5836.5210 (best: 5836.5210, rho: 0.313, sigma2: 0.067, mean tau: 0.2903:  29%|██▉       | 292/1000 [00:05<00:11, 59.59it/s]
fit stat: 5834.9653 (best: 5834.9653, rho: 0.312, sigma2: 0.068, mean tau: 0.2901:  29%|██▉       | 292/1000 [00:05<00:11, 59.59it/s]
fit stat: 5833.4434 (best: 5833.4434, rho: 0.312, sigma2: 0.068, mean tau: 0.2899:  29%|██▉       | 292/1000 [00:05<00:11, 59.59it/s]
fit stat: 5831.9507 (best: 5831.9507, rho: 0.311, sigma2: 0.068, mean tau: 0.2897:  29%|██▉       | 292/1000 [00:05<00:11, 59.59it/s]
fit stat: 5830.4893 (best: 5830.4893, rho: 0.310, sigma2: 0.068, mean tau: 0.2896:  29%|██▉       | 292/1000 [00:05<00:11, 59.59it/s]
fit stat: 5830.4893 (best: 5830.4893, rho: 0.310, sigma2: 0.068, mean tau: 0.2896:  30%|██▉       | 298/1000 [00:05<00:13, 53.53it/s]
fit stat: 5829.0493 (best: 5829.0493, rho: 0.310, sigma2: 0.068, mean tau: 0.2894:  30%|██▉       | 298/1000 [00:05<00:13, 53.53it/s]
fit stat: 5827.6445 (best: 5827.6445, rho: 0.309, sigma2: 0.069, mean tau: 0.2892:  30%|██▉       | 298/1000 [00:05<00:13, 53.53it/s]
fit stat: 5826.2617 (best: 5826.2617, rho: 0.308, sigma2: 0.069, mean tau: 0.2890:  30%|██▉       | 298/1000 [00:05<00:13, 53.53it/s]
fit stat: 5824.9126 (best: 5824.9126, rho: 0.308, sigma2: 0.069, mean tau: 0.2888:  30%|██▉       | 298/1000 [00:05<00:13, 53.53it/s]
fit stat: 5823.5830 (best: 5823.5830, rho: 0.307, sigma2: 0.069, mean tau: 0.2887:  30%|██▉       | 298/1000 [00:05<00:13, 53.53it/s]
fit stat: 5822.2866 (best: 5822.2866, rho: 0.307, sigma2: 0.069, mean tau: 0.2885:  30%|██▉       | 298/1000 [00:05<00:13, 53.53it/s]
fit stat: 5822.2866 (best: 5822.2866, rho: 0.307, sigma2: 0.069, mean tau: 0.2885:  30%|███       | 304/1000 [00:05<00:12, 54.81it/s]
fit stat: 5821.0098 (best: 5821.0098, rho: 0.306, sigma2: 0.069, mean tau: 0.2883:  30%|███       | 304/1000 [00:05<00:12, 54.81it/s]
fit stat: 5819.7573 (best: 5819.7573, rho: 0.305, sigma2: 0.070, mean tau: 0.2881:  30%|███       | 304/1000 [00:05<00:12, 54.81it/s]
fit stat: 5818.5298 (best: 5818.5298, rho: 0.305, sigma2: 0.070, mean tau: 0.2879:  30%|███       | 304/1000 [00:05<00:12, 54.81it/s]
fit stat: 5817.3291 (best: 5817.3291, rho: 0.304, sigma2: 0.070, mean tau: 0.2878:  30%|███       | 304/1000 [00:05<00:12, 54.81it/s]
fit stat: 5816.1450 (best: 5816.1450, rho: 0.303, sigma2: 0.070, mean tau: 0.2876:  30%|███       | 304/1000 [00:05<00:12, 54.81it/s]
fit stat: 5814.9878 (best: 5814.9878, rho: 0.303, sigma2: 0.070, mean tau: 0.2874:  30%|███       | 304/1000 [00:05<00:12, 54.81it/s]
fit stat: 5813.8481 (best: 5813.8481, rho: 0.302, sigma2: 0.071, mean tau: 0.2872:  30%|███       | 304/1000 [00:05<00:12, 54.81it/s]
fit stat: 5813.8481 (best: 5813.8481, rho: 0.302, sigma2: 0.071, mean tau: 0.2872:  31%|███       | 311/1000 [00:05<00:12, 56.50it/s]
fit stat: 5812.7378 (best: 5812.7378, rho: 0.301, sigma2: 0.071, mean tau: 0.2871:  31%|███       | 311/1000 [00:05<00:12, 56.50it/s]
fit stat: 5811.6396 (best: 5811.6396, rho: 0.301, sigma2: 0.071, mean tau: 0.2869:  31%|███       | 311/1000 [00:05<00:12, 56.50it/s]
fit stat: 5810.5679 (best: 5810.5679, rho: 0.300, sigma2: 0.071, mean tau: 0.2867:  31%|███       | 311/1000 [00:05<00:12, 56.50it/s]
fit stat: 5809.5137 (best: 5809.5137, rho: 0.299, sigma2: 0.071, mean tau: 0.2865:  31%|███       | 311/1000 [00:05<00:12, 56.50it/s]
fit stat: 5808.4761 (best: 5808.4761, rho: 0.299, sigma2: 0.071, mean tau: 0.2864:  31%|███       | 311/1000 [00:05<00:12, 56.50it/s]
fit stat: 5807.4590 (best: 5807.4590, rho: 0.298, sigma2: 0.072, mean tau: 0.2862:  31%|███       | 311/1000 [00:05<00:12, 56.50it/s]
fit stat: 5807.4590 (best: 5807.4590, rho: 0.298, sigma2: 0.072, mean tau: 0.2862:  32%|███▏      | 317/1000 [00:05<00:11, 57.38it/s]
fit stat: 5806.4624 (best: 5806.4624, rho: 0.297, sigma2: 0.072, mean tau: 0.2860:  32%|███▏      | 317/1000 [00:05<00:11, 57.38it/s]
fit stat: 5805.4829 (best: 5805.4829, rho: 0.297, sigma2: 0.072, mean tau: 0.2858:  32%|███▏      | 317/1000 [00:05<00:11, 57.38it/s]
fit stat: 5804.5254 (best: 5804.5254, rho: 0.296, sigma2: 0.072, mean tau: 0.2857:  32%|███▏      | 317/1000 [00:05<00:11, 57.38it/s]
fit stat: 5803.5791 (best: 5803.5791, rho: 0.295, sigma2: 0.072, mean tau: 0.2855:  32%|███▏      | 317/1000 [00:05<00:11, 57.38it/s]
fit stat: 5802.6523 (best: 5802.6523, rho: 0.295, sigma2: 0.072, mean tau: 0.2853:  32%|███▏      | 317/1000 [00:05<00:11, 57.38it/s]
fit stat: 5801.7422 (best: 5801.7422, rho: 0.294, sigma2: 0.072, mean tau: 0.2851:  32%|███▏      | 317/1000 [00:05<00:11, 57.38it/s]
fit stat: 5800.8467 (best: 5800.8467, rho: 0.293, sigma2: 0.073, mean tau: 0.2850:  32%|███▏      | 317/1000 [00:05<00:11, 57.38it/s]
fit stat: 5800.8467 (best: 5800.8467, rho: 0.293, sigma2: 0.073, mean tau: 0.2850:  32%|███▏      | 324/1000 [00:05<00:11, 58.16it/s]
fit stat: 5799.9697 (best: 5799.9697, rho: 0.293, sigma2: 0.073, mean tau: 0.2848:  32%|███▏      | 324/1000 [00:05<00:11, 58.16it/s]
fit stat: 5799.1084 (best: 5799.1084, rho: 0.292, sigma2: 0.073, mean tau: 0.2846:  32%|███▏      | 324/1000 [00:05<00:11, 58.16it/s]
fit stat: 5798.2593 (best: 5798.2593, rho: 0.291, sigma2: 0.073, mean tau: 0.2844:  32%|███▏      | 324/1000 [00:05<00:11, 58.16it/s]
fit stat: 5797.4214 (best: 5797.4214, rho: 0.290, sigma2: 0.073, mean tau: 0.2843:  32%|███▏      | 324/1000 [00:05<00:11, 58.16it/s]
fit stat: 5796.6099 (best: 5796.6099, rho: 0.290, sigma2: 0.073, mean tau: 0.2841:  32%|███▏      | 324/1000 [00:05<00:11, 58.16it/s]
fit stat: 5795.8037 (best: 5795.8037, rho: 0.289, sigma2: 0.074, mean tau: 0.2839:  32%|███▏      | 324/1000 [00:05<00:11, 58.16it/s]
fit stat: 5795.8037 (best: 5795.8037, rho: 0.289, sigma2: 0.074, mean tau: 0.2839:  33%|███▎      | 330/1000 [00:05<00:11, 58.55it/s]
fit stat: 5795.0098 (best: 5795.0098, rho: 0.288, sigma2: 0.074, mean tau: 0.2838:  33%|███▎      | 330/1000 [00:05<00:11, 58.55it/s]
fit stat: 5794.2329 (best: 5794.2329, rho: 0.288, sigma2: 0.074, mean tau: 0.2836:  33%|███▎      | 330/1000 [00:05<00:11, 58.55it/s]
fit stat: 5793.4692 (best: 5793.4692, rho: 0.287, sigma2: 0.074, mean tau: 0.2834:  33%|███▎      | 330/1000 [00:05<00:11, 58.55it/s]
fit stat: 5792.7197 (best: 5792.7197, rho: 0.286, sigma2: 0.074, mean tau: 0.2833:  33%|███▎      | 330/1000 [00:05<00:11, 58.55it/s]
fit stat: 5791.9819 (best: 5791.9819, rho: 0.286, sigma2: 0.074, mean tau: 0.2831:  33%|███▎      | 330/1000 [00:05<00:11, 58.55it/s]
fit stat: 5791.2549 (best: 5791.2549, rho: 0.285, sigma2: 0.074, mean tau: 0.2829:  33%|███▎      | 330/1000 [00:05<00:11, 58.55it/s]
fit stat: 5791.2549 (best: 5791.2549, rho: 0.285, sigma2: 0.074, mean tau: 0.2829:  34%|███▎      | 336/1000 [00:05<00:11, 58.40it/s]
fit stat: 5790.5420 (best: 5790.5420, rho: 0.284, sigma2: 0.075, mean tau: 0.2828:  34%|███▎      | 336/1000 [00:05<00:11, 58.40it/s]
fit stat: 5789.8389 (best: 5789.8389, rho: 0.284, sigma2: 0.075, mean tau: 0.2826:  34%|███▎      | 336/1000 [00:05<00:11, 58.40it/s]
fit stat: 5789.1460 (best: 5789.1460, rho: 0.283, sigma2: 0.075, mean tau: 0.2824:  34%|███▎      | 336/1000 [00:05<00:11, 58.40it/s]
fit stat: 5788.4692 (best: 5788.4692, rho: 0.282, sigma2: 0.075, mean tau: 0.2823:  34%|███▎      | 336/1000 [00:05<00:11, 58.40it/s]
fit stat: 5787.7988 (best: 5787.7988, rho: 0.281, sigma2: 0.075, mean tau: 0.2821:  34%|███▎      | 336/1000 [00:05<00:11, 58.40it/s]
fit stat: 5787.1460 (best: 5787.1460, rho: 0.281, sigma2: 0.075, mean tau: 0.2819:  34%|███▎      | 336/1000 [00:05<00:11, 58.40it/s]
fit stat: 5787.1460 (best: 5787.1460, rho: 0.281, sigma2: 0.075, mean tau: 0.2819:  34%|███▍      | 342/1000 [00:05<00:11, 58.67it/s]
fit stat: 5786.4946 (best: 5786.4946, rho: 0.280, sigma2: 0.075, mean tau: 0.2818:  34%|███▍      | 342/1000 [00:05<00:11, 58.67it/s]
fit stat: 5785.8623 (best: 5785.8623, rho: 0.279, sigma2: 0.075, mean tau: 0.2816:  34%|███▍      | 342/1000 [00:05<00:11, 58.67it/s]
fit stat: 5785.2290 (best: 5785.2290, rho: 0.279, sigma2: 0.076, mean tau: 0.2814:  34%|███▍      | 342/1000 [00:05<00:11, 58.67it/s]
fit stat: 5784.6152 (best: 5784.6152, rho: 0.278, sigma2: 0.076, mean tau: 0.2813:  34%|███▍      | 342/1000 [00:05<00:11, 58.67it/s]
fit stat: 5784.0044 (best: 5784.0044, rho: 0.277, sigma2: 0.076, mean tau: 0.2811:  34%|███▍      | 342/1000 [00:05<00:11, 58.67it/s]
fit stat: 5783.4116 (best: 5783.4116, rho: 0.277, sigma2: 0.076, mean tau: 0.2809:  34%|███▍      | 342/1000 [00:06<00:11, 58.67it/s]
fit stat: 5783.4116 (best: 5783.4116, rho: 0.277, sigma2: 0.076, mean tau: 0.2809:  35%|███▍      | 348/1000 [00:06<00:11, 55.91it/s]
fit stat: 5782.8179 (best: 5782.8179, rho: 0.276, sigma2: 0.076, mean tau: 0.2808:  35%|███▍      | 348/1000 [00:06<00:11, 55.91it/s]
fit stat: 5782.2407 (best: 5782.2407, rho: 0.275, sigma2: 0.076, mean tau: 0.2806:  35%|███▍      | 348/1000 [00:06<00:11, 55.91it/s]
fit stat: 5781.6724 (best: 5781.6724, rho: 0.274, sigma2: 0.076, mean tau: 0.2805:  35%|███▍      | 348/1000 [00:06<00:11, 55.91it/s]
fit stat: 5781.1089 (best: 5781.1089, rho: 0.274, sigma2: 0.076, mean tau: 0.2803:  35%|███▍      | 348/1000 [00:06<00:11, 55.91it/s]
fit stat: 5780.5542 (best: 5780.5542, rho: 0.273, sigma2: 0.077, mean tau: 0.2801:  35%|███▍      | 348/1000 [00:06<00:11, 55.91it/s]
fit stat: 5780.0059 (best: 5780.0059, rho: 0.272, sigma2: 0.077, mean tau: 0.2800:  35%|███▍      | 348/1000 [00:06<00:11, 55.91it/s]
fit stat: 5780.0059 (best: 5780.0059, rho: 0.272, sigma2: 0.077, mean tau: 0.2800:  35%|███▌      | 354/1000 [00:06<00:11, 55.45it/s]
fit stat: 5779.4692 (best: 5779.4692, rho: 0.272, sigma2: 0.077, mean tau: 0.2798:  35%|███▌      | 354/1000 [00:06<00:11, 55.45it/s]
fit stat: 5778.9370 (best: 5778.9370, rho: 0.271, sigma2: 0.077, mean tau: 0.2797:  35%|███▌      | 354/1000 [00:06<00:11, 55.45it/s]
fit stat: 5778.4150 (best: 5778.4150, rho: 0.270, sigma2: 0.077, mean tau: 0.2795:  35%|███▌      | 354/1000 [00:06<00:11, 55.45it/s]
fit stat: 5777.9014 (best: 5777.9014, rho: 0.270, sigma2: 0.077, mean tau: 0.2793:  35%|███▌      | 354/1000 [00:06<00:11, 55.45it/s]
fit stat: 5777.3975 (best: 5777.3975, rho: 0.269, sigma2: 0.077, mean tau: 0.2792:  35%|███▌      | 354/1000 [00:06<00:11, 55.45it/s]
fit stat: 5776.8940 (best: 5776.8940, rho: 0.268, sigma2: 0.077, mean tau: 0.2790:  35%|███▌      | 354/1000 [00:06<00:11, 55.45it/s]
fit stat: 5776.4009 (best: 5776.4009, rho: 0.267, sigma2: 0.077, mean tau: 0.2789:  35%|███▌      | 354/1000 [00:06<00:11, 55.45it/s]
fit stat: 5776.4009 (best: 5776.4009, rho: 0.267, sigma2: 0.077, mean tau: 0.2789:  36%|███▌      | 361/1000 [00:06<00:11, 57.03it/s]
fit stat: 5775.9155 (best: 5775.9155, rho: 0.267, sigma2: 0.078, mean tau: 0.2787:  36%|███▌      | 361/1000 [00:06<00:11, 57.03it/s]
fit stat: 5775.4341 (best: 5775.4341, rho: 0.266, sigma2: 0.078, mean tau: 0.2786:  36%|███▌      | 361/1000 [00:06<00:11, 57.03it/s]
fit stat: 5774.9600 (best: 5774.9600, rho: 0.265, sigma2: 0.078, mean tau: 0.2784:  36%|███▌      | 361/1000 [00:06<00:11, 57.03it/s]
fit stat: 5774.4976 (best: 5774.4976, rho: 0.265, sigma2: 0.078, mean tau: 0.2782:  36%|███▌      | 361/1000 [00:06<00:11, 57.03it/s]
fit stat: 5774.0366 (best: 5774.0366, rho: 0.264, sigma2: 0.078, mean tau: 0.2781:  36%|███▌      | 361/1000 [00:06<00:11, 57.03it/s]
fit stat: 5773.5815 (best: 5773.5815, rho: 0.263, sigma2: 0.078, mean tau: 0.2779:  36%|███▌      | 361/1000 [00:06<00:11, 57.03it/s]
fit stat: 5773.5815 (best: 5773.5815, rho: 0.263, sigma2: 0.078, mean tau: 0.2779:  37%|███▋      | 367/1000 [00:06<00:10, 57.73it/s]
fit stat: 5773.1328 (best: 5773.1328, rho: 0.262, sigma2: 0.078, mean tau: 0.2778:  37%|███▋      | 367/1000 [00:06<00:10, 57.73it/s]
fit stat: 5772.6890 (best: 5772.6890, rho: 0.262, sigma2: 0.078, mean tau: 0.2776:  37%|███▋      | 367/1000 [00:06<00:10, 57.73it/s]
fit stat: 5772.2554 (best: 5772.2554, rho: 0.261, sigma2: 0.078, mean tau: 0.2775:  37%|███▋      | 367/1000 [00:06<00:10, 57.73it/s]
fit stat: 5771.8232 (best: 5771.8232, rho: 0.260, sigma2: 0.079, mean tau: 0.2773:  37%|███▋      | 367/1000 [00:06<00:10, 57.73it/s]
fit stat: 5771.3975 (best: 5771.3975, rho: 0.260, sigma2: 0.079, mean tau: 0.2772:  37%|███▋      | 367/1000 [00:06<00:10, 57.73it/s]
fit stat: 5770.9766 (best: 5770.9766, rho: 0.259, sigma2: 0.079, mean tau: 0.2770:  37%|███▋      | 367/1000 [00:06<00:10, 57.73it/s]
fit stat: 5770.5654 (best: 5770.5654, rho: 0.258, sigma2: 0.079, mean tau: 0.2769:  37%|███▋      | 367/1000 [00:06<00:10, 57.73it/s]
fit stat: 5770.5654 (best: 5770.5654, rho: 0.258, sigma2: 0.079, mean tau: 0.2769:  37%|███▋      | 374/1000 [00:06<00:10, 58.56it/s]
fit stat: 5770.1533 (best: 5770.1533, rho: 0.258, sigma2: 0.079, mean tau: 0.2767:  37%|███▋      | 374/1000 [00:06<00:10, 58.56it/s]
fit stat: 5769.7461 (best: 5769.7461, rho: 0.257, sigma2: 0.079, mean tau: 0.2766:  37%|███▋      | 374/1000 [00:06<00:10, 58.56it/s]
fit stat: 5769.3486 (best: 5769.3486, rho: 0.256, sigma2: 0.079, mean tau: 0.2764:  37%|███▋      | 374/1000 [00:06<00:10, 58.56it/s]
fit stat: 5768.9541 (best: 5768.9541, rho: 0.255, sigma2: 0.079, mean tau: 0.2763:  37%|███▋      | 374/1000 [00:06<00:10, 58.56it/s]
fit stat: 5768.5620 (best: 5768.5620, rho: 0.255, sigma2: 0.079, mean tau: 0.2761:  37%|███▋      | 374/1000 [00:06<00:10, 58.56it/s]
fit stat: 5768.1772 (best: 5768.1772, rho: 0.254, sigma2: 0.079, mean tau: 0.2760:  37%|███▋      | 374/1000 [00:06<00:10, 58.56it/s]
fit stat: 5768.1772 (best: 5768.1772, rho: 0.254, sigma2: 0.079, mean tau: 0.2760:  38%|███▊      | 380/1000 [00:06<00:10, 58.89it/s]
fit stat: 5767.7983 (best: 5767.7983, rho: 0.253, sigma2: 0.079, mean tau: 0.2758:  38%|███▊      | 380/1000 [00:06<00:10, 58.89it/s]
fit stat: 5767.4194 (best: 5767.4194, rho: 0.253, sigma2: 0.080, mean tau: 0.2757:  38%|███▊      | 380/1000 [00:06<00:10, 58.89it/s]
fit stat: 5767.0474 (best: 5767.0474, rho: 0.252, sigma2: 0.080, mean tau: 0.2755:  38%|███▊      | 380/1000 [00:06<00:10, 58.89it/s]
fit stat: 5766.6792 (best: 5766.6792, rho: 0.251, sigma2: 0.080, mean tau: 0.2754:  38%|███▊      | 380/1000 [00:06<00:10, 58.89it/s]
fit stat: 5766.3140 (best: 5766.3140, rho: 0.250, sigma2: 0.080, mean tau: 0.2752:  38%|███▊      | 380/1000 [00:06<00:10, 58.89it/s]
fit stat: 5765.9536 (best: 5765.9536, rho: 0.250, sigma2: 0.080, mean tau: 0.2751:  38%|███▊      | 380/1000 [00:06<00:10, 58.89it/s]
fit stat: 5765.9536 (best: 5765.9536, rho: 0.250, sigma2: 0.080, mean tau: 0.2751:  39%|███▊      | 386/1000 [00:06<00:10, 58.94it/s]
fit stat: 5765.5972 (best: 5765.5972, rho: 0.249, sigma2: 0.080, mean tau: 0.2749:  39%|███▊      | 386/1000 [00:06<00:10, 58.94it/s]
fit stat: 5765.2495 (best: 5765.2495, rho: 0.248, sigma2: 0.080, mean tau: 0.2748:  39%|███▊      | 386/1000 [00:06<00:10, 58.94it/s]
fit stat: 5764.8975 (best: 5764.8975, rho: 0.248, sigma2: 0.080, mean tau: 0.2747:  39%|███▊      | 386/1000 [00:06<00:10, 58.94it/s]
fit stat: 5764.5537 (best: 5764.5537, rho: 0.247, sigma2: 0.080, mean tau: 0.2745:  39%|███▊      | 386/1000 [00:06<00:10, 58.94it/s]
fit stat: 5764.2129 (best: 5764.2129, rho: 0.246, sigma2: 0.080, mean tau: 0.2744:  39%|███▊      | 386/1000 [00:06<00:10, 58.94it/s]
fit stat: 5763.8740 (best: 5763.8740, rho: 0.246, sigma2: 0.080, mean tau: 0.2742:  39%|███▊      | 386/1000 [00:06<00:10, 58.94it/s]
fit stat: 5763.8740 (best: 5763.8740, rho: 0.246, sigma2: 0.080, mean tau: 0.2742:  39%|███▉      | 392/1000 [00:06<00:10, 59.02it/s]
fit stat: 5763.5420 (best: 5763.5420, rho: 0.245, sigma2: 0.080, mean tau: 0.2741:  39%|███▉      | 392/1000 [00:06<00:10, 59.02it/s]
fit stat: 5763.2100 (best: 5763.2100, rho: 0.244, sigma2: 0.081, mean tau: 0.2739:  39%|███▉      | 392/1000 [00:06<00:10, 59.02it/s]
fit stat: 5762.8848 (best: 5762.8848, rho: 0.243, sigma2: 0.081, mean tau: 0.2738:  39%|███▉      | 392/1000 [00:06<00:10, 59.02it/s]
fit stat: 5762.5557 (best: 5762.5557, rho: 0.243, sigma2: 0.081, mean tau: 0.2737:  39%|███▉      | 392/1000 [00:06<00:10, 59.02it/s]
fit stat: 5762.2388 (best: 5762.2388, rho: 0.242, sigma2: 0.081, mean tau: 0.2735:  39%|███▉      | 392/1000 [00:06<00:10, 59.02it/s]
fit stat: 5761.9204 (best: 5761.9204, rho: 0.241, sigma2: 0.081, mean tau: 0.2734:  39%|███▉      | 392/1000 [00:06<00:10, 59.02it/s]
fit stat: 5761.9204 (best: 5761.9204, rho: 0.241, sigma2: 0.081, mean tau: 0.2734:  40%|███▉      | 398/1000 [00:06<00:10, 59.03it/s]
fit stat: 5761.6040 (best: 5761.6040, rho: 0.241, sigma2: 0.081, mean tau: 0.2732:  40%|███▉      | 398/1000 [00:06<00:10, 59.03it/s]
fit stat: 5761.2920 (best: 5761.2920, rho: 0.240, sigma2: 0.081, mean tau: 0.2731:  40%|███▉      | 398/1000 [00:06<00:10, 59.03it/s]
fit stat: 5760.9854 (best: 5760.9854, rho: 0.239, sigma2: 0.081, mean tau: 0.2730:  40%|███▉      | 398/1000 [00:06<00:10, 59.03it/s]
fit stat: 5760.6802 (best: 5760.6802, rho: 0.239, sigma2: 0.081, mean tau: 0.2728:  40%|███▉      | 398/1000 [00:06<00:10, 59.03it/s]
fit stat: 5760.3779 (best: 5760.3779, rho: 0.238, sigma2: 0.081, mean tau: 0.2727:  40%|███▉      | 398/1000 [00:06<00:10, 59.03it/s]
fit stat: 5760.0771 (best: 5760.0771, rho: 0.237, sigma2: 0.081, mean tau: 0.2725:  40%|███▉      | 398/1000 [00:06<00:10, 59.03it/s]
fit stat: 5759.7793 (best: 5759.7793, rho: 0.237, sigma2: 0.081, mean tau: 0.2724:  40%|███▉      | 398/1000 [00:06<00:10, 59.03it/s]
fit stat: 5759.7793 (best: 5759.7793, rho: 0.237, sigma2: 0.081, mean tau: 0.2724:  40%|████      | 405/1000 [00:06<00:09, 59.69it/s]
fit stat: 5759.4834 (best: 5759.4834, rho: 0.236, sigma2: 0.081, mean tau: 0.2723:  40%|████      | 405/1000 [00:07<00:09, 59.69it/s]
fit stat: 5759.1885 (best: 5759.1885, rho: 0.235, sigma2: 0.082, mean tau: 0.2721:  40%|████      | 405/1000 [00:07<00:09, 59.69it/s]
fit stat: 5758.9004 (best: 5758.9004, rho: 0.234, sigma2: 0.082, mean tau: 0.2720:  40%|████      | 405/1000 [00:07<00:09, 59.69it/s]
fit stat: 5758.6133 (best: 5758.6133, rho: 0.234, sigma2: 0.082, mean tau: 0.2719:  40%|████      | 405/1000 [00:07<00:09, 59.69it/s]
fit stat: 5758.3291 (best: 5758.3291, rho: 0.233, sigma2: 0.082, mean tau: 0.2717:  40%|████      | 405/1000 [00:07<00:09, 59.69it/s]
fit stat: 5758.0469 (best: 5758.0469, rho: 0.232, sigma2: 0.082, mean tau: 0.2716:  40%|████      | 405/1000 [00:07<00:09, 59.69it/s]
fit stat: 5757.7646 (best: 5757.7646, rho: 0.232, sigma2: 0.082, mean tau: 0.2715:  40%|████      | 405/1000 [00:07<00:09, 59.69it/s]
fit stat: 5757.7646 (best: 5757.7646, rho: 0.232, sigma2: 0.082, mean tau: 0.2715:  41%|████      | 412/1000 [00:07<00:09, 60.17it/s]
fit stat: 5757.4893 (best: 5757.4893, rho: 0.231, sigma2: 0.082, mean tau: 0.2713:  41%|████      | 412/1000 [00:07<00:09, 60.17it/s]
fit stat: 5757.2124 (best: 5757.2124, rho: 0.230, sigma2: 0.082, mean tau: 0.2712:  41%|████      | 412/1000 [00:07<00:09, 60.17it/s]
fit stat: 5756.9390 (best: 5756.9390, rho: 0.230, sigma2: 0.082, mean tau: 0.2711:  41%|████      | 412/1000 [00:07<00:09, 60.17it/s]
fit stat: 5756.6699 (best: 5756.6699, rho: 0.229, sigma2: 0.082, mean tau: 0.2709:  41%|████      | 412/1000 [00:07<00:09, 60.17it/s]
fit stat: 5756.3970 (best: 5756.3970, rho: 0.228, sigma2: 0.082, mean tau: 0.2708:  41%|████      | 412/1000 [00:07<00:09, 60.17it/s]
fit stat: 5756.1294 (best: 5756.1294, rho: 0.228, sigma2: 0.082, mean tau: 0.2707:  41%|████      | 412/1000 [00:07<00:09, 60.17it/s]
fit stat: 5755.8672 (best: 5755.8672, rho: 0.227, sigma2: 0.082, mean tau: 0.2705:  41%|████      | 412/1000 [00:07<00:09, 60.17it/s]
fit stat: 5755.8672 (best: 5755.8672, rho: 0.227, sigma2: 0.082, mean tau: 0.2705:  42%|████▏     | 419/1000 [00:07<00:09, 60.00it/s]
fit stat: 5755.6030 (best: 5755.6030, rho: 0.226, sigma2: 0.082, mean tau: 0.2704:  42%|████▏     | 419/1000 [00:07<00:09, 60.00it/s]
fit stat: 5755.3394 (best: 5755.3394, rho: 0.226, sigma2: 0.082, mean tau: 0.2703:  42%|████▏     | 419/1000 [00:07<00:09, 60.00it/s]
fit stat: 5755.0835 (best: 5755.0835, rho: 0.225, sigma2: 0.082, mean tau: 0.2702:  42%|████▏     | 419/1000 [00:07<00:09, 60.00it/s]
fit stat: 5754.8232 (best: 5754.8232, rho: 0.224, sigma2: 0.083, mean tau: 0.2700:  42%|████▏     | 419/1000 [00:07<00:09, 60.00it/s]
fit stat: 5754.5684 (best: 5754.5684, rho: 0.224, sigma2: 0.083, mean tau: 0.2699:  42%|████▏     | 419/1000 [00:07<00:09, 60.00it/s]
fit stat: 5754.3149 (best: 5754.3149, rho: 0.223, sigma2: 0.083, mean tau: 0.2698:  42%|████▏     | 419/1000 [00:07<00:09, 60.00it/s]
fit stat: 5754.0649 (best: 5754.0649, rho: 0.222, sigma2: 0.083, mean tau: 0.2696:  42%|████▏     | 419/1000 [00:07<00:09, 60.00it/s]
fit stat: 5754.0649 (best: 5754.0649, rho: 0.222, sigma2: 0.083, mean tau: 0.2696:  43%|████▎     | 426/1000 [00:07<00:09, 60.20it/s]
fit stat: 5753.8149 (best: 5753.8149, rho: 0.222, sigma2: 0.083, mean tau: 0.2695:  43%|████▎     | 426/1000 [00:07<00:09, 60.20it/s]
fit stat: 5753.5664 (best: 5753.5664, rho: 0.221, sigma2: 0.083, mean tau: 0.2694:  43%|████▎     | 426/1000 [00:07<00:09, 60.20it/s]
fit stat: 5753.3208 (best: 5753.3208, rho: 0.220, sigma2: 0.083, mean tau: 0.2693:  43%|████▎     | 426/1000 [00:07<00:09, 60.20it/s]
fit stat: 5753.0708 (best: 5753.0708, rho: 0.220, sigma2: 0.083, mean tau: 0.2691:  43%|████▎     | 426/1000 [00:07<00:09, 60.20it/s]
fit stat: 5752.8311 (best: 5752.8311, rho: 0.219, sigma2: 0.083, mean tau: 0.2690:  43%|████▎     | 426/1000 [00:07<00:09, 60.20it/s]
fit stat: 5752.5889 (best: 5752.5889, rho: 0.218, sigma2: 0.083, mean tau: 0.2689:  43%|████▎     | 426/1000 [00:07<00:09, 60.20it/s]
fit stat: 5752.3521 (best: 5752.3521, rho: 0.218, sigma2: 0.083, mean tau: 0.2688:  43%|████▎     | 426/1000 [00:07<00:09, 60.20it/s]
fit stat: 5752.3521 (best: 5752.3521, rho: 0.218, sigma2: 0.083, mean tau: 0.2688:  43%|████▎     | 433/1000 [00:07<00:09, 59.42it/s]
fit stat: 5752.1094 (best: 5752.1094, rho: 0.217, sigma2: 0.083, mean tau: 0.2686:  43%|████▎     | 433/1000 [00:07<00:09, 59.42it/s]
fit stat: 5751.8740 (best: 5751.8740, rho: 0.216, sigma2: 0.083, mean tau: 0.2685:  43%|████▎     | 433/1000 [00:07<00:09, 59.42it/s]
fit stat: 5751.6406 (best: 5751.6406, rho: 0.216, sigma2: 0.083, mean tau: 0.2684:  43%|████▎     | 433/1000 [00:07<00:09, 59.42it/s]
fit stat: 5751.4028 (best: 5751.4028, rho: 0.215, sigma2: 0.083, mean tau: 0.2683:  43%|████▎     | 433/1000 [00:07<00:09, 59.42it/s]
fit stat: 5751.1729 (best: 5751.1729, rho: 0.214, sigma2: 0.083, mean tau: 0.2682:  43%|████▎     | 433/1000 [00:07<00:09, 59.42it/s]
fit stat: 5750.9375 (best: 5750.9375, rho: 0.214, sigma2: 0.083, mean tau: 0.2680:  43%|████▎     | 433/1000 [00:07<00:09, 59.42it/s]
fit stat: 5750.9375 (best: 5750.9375, rho: 0.214, sigma2: 0.083, mean tau: 0.2680:  44%|████▍     | 439/1000 [00:07<00:09, 59.29it/s]
fit stat: 5750.7085 (best: 5750.7085, rho: 0.213, sigma2: 0.083, mean tau: 0.2679:  44%|████▍     | 439/1000 [00:07<00:09, 59.29it/s]
fit stat: 5750.4805 (best: 5750.4805, rho: 0.212, sigma2: 0.083, mean tau: 0.2678:  44%|████▍     | 439/1000 [00:07<00:09, 59.29it/s]
fit stat: 5750.2544 (best: 5750.2544, rho: 0.212, sigma2: 0.084, mean tau: 0.2677:  44%|████▍     | 439/1000 [00:07<00:09, 59.29it/s]
fit stat: 5750.0259 (best: 5750.0259, rho: 0.211, sigma2: 0.084, mean tau: 0.2676:  44%|████▍     | 439/1000 [00:07<00:09, 59.29it/s]
fit stat: 5749.8008 (best: 5749.8008, rho: 0.210, sigma2: 0.084, mean tau: 0.2674:  44%|████▍     | 439/1000 [00:07<00:09, 59.29it/s]
fit stat: 5749.5786 (best: 5749.5786, rho: 0.210, sigma2: 0.084, mean tau: 0.2673:  44%|████▍     | 439/1000 [00:07<00:09, 59.29it/s]
fit stat: 5749.5786 (best: 5749.5786, rho: 0.210, sigma2: 0.084, mean tau: 0.2673:  44%|████▍     | 445/1000 [00:07<00:09, 59.40it/s]
fit stat: 5749.3560 (best: 5749.3560, rho: 0.209, sigma2: 0.084, mean tau: 0.2672:  44%|████▍     | 445/1000 [00:07<00:09, 59.40it/s]
fit stat: 5749.1357 (best: 5749.1357, rho: 0.208, sigma2: 0.084, mean tau: 0.2671:  44%|████▍     | 445/1000 [00:07<00:09, 59.40it/s]
fit stat: 5748.9170 (best: 5748.9170, rho: 0.208, sigma2: 0.084, mean tau: 0.2670:  44%|████▍     | 445/1000 [00:07<00:09, 59.40it/s]
fit stat: 5748.6968 (best: 5748.6968, rho: 0.207, sigma2: 0.084, mean tau: 0.2668:  44%|████▍     | 445/1000 [00:07<00:09, 59.40it/s]
fit stat: 5748.4785 (best: 5748.4785, rho: 0.206, sigma2: 0.084, mean tau: 0.2667:  44%|████▍     | 445/1000 [00:07<00:09, 59.40it/s]
fit stat: 5748.2612 (best: 5748.2612, rho: 0.206, sigma2: 0.084, mean tau: 0.2666:  44%|████▍     | 445/1000 [00:07<00:09, 59.40it/s]
fit stat: 5748.2612 (best: 5748.2612, rho: 0.206, sigma2: 0.084, mean tau: 0.2666:  45%|████▌     | 451/1000 [00:07<00:09, 59.44it/s]
fit stat: 5748.0488 (best: 5748.0488, rho: 0.205, sigma2: 0.084, mean tau: 0.2665:  45%|████▌     | 451/1000 [00:07<00:09, 59.44it/s]
fit stat: 5747.8369 (best: 5747.8369, rho: 0.205, sigma2: 0.084, mean tau: 0.2664:  45%|████▌     | 451/1000 [00:07<00:09, 59.44it/s]
fit stat: 5747.6230 (best: 5747.6230, rho: 0.204, sigma2: 0.084, mean tau: 0.2663:  45%|████▌     | 451/1000 [00:07<00:09, 59.44it/s]
fit stat: 5747.4106 (best: 5747.4106, rho: 0.203, sigma2: 0.084, mean tau: 0.2662:  45%|████▌     | 451/1000 [00:07<00:09, 59.44it/s]
fit stat: 5747.2002 (best: 5747.2002, rho: 0.203, sigma2: 0.084, mean tau: 0.2660:  45%|████▌     | 451/1000 [00:07<00:09, 59.44it/s]
fit stat: 5746.9912 (best: 5746.9912, rho: 0.202, sigma2: 0.084, mean tau: 0.2659:  45%|████▌     | 451/1000 [00:07<00:09, 59.44it/s]
fit stat: 5746.9912 (best: 5746.9912, rho: 0.202, sigma2: 0.084, mean tau: 0.2659:  46%|████▌     | 457/1000 [00:07<00:09, 59.44it/s]
fit stat: 5746.7852 (best: 5746.7852, rho: 0.201, sigma2: 0.084, mean tau: 0.2658:  46%|████▌     | 457/1000 [00:07<00:09, 59.44it/s]
fit stat: 5746.5767 (best: 5746.5767, rho: 0.201, sigma2: 0.084, mean tau: 0.2657:  46%|████▌     | 457/1000 [00:07<00:09, 59.44it/s]
fit stat: 5746.3662 (best: 5746.3662, rho: 0.200, sigma2: 0.084, mean tau: 0.2656:  46%|████▌     | 457/1000 [00:07<00:09, 59.44it/s]
fit stat: 5746.1675 (best: 5746.1675, rho: 0.200, sigma2: 0.084, mean tau: 0.2655:  46%|████▌     | 457/1000 [00:07<00:09, 59.44it/s]
fit stat: 5745.9590 (best: 5745.9590, rho: 0.199, sigma2: 0.084, mean tau: 0.2654:  46%|████▌     | 457/1000 [00:07<00:09, 59.44it/s]
fit stat: 5745.7534 (best: 5745.7534, rho: 0.198, sigma2: 0.084, mean tau: 0.2653:  46%|████▌     | 457/1000 [00:07<00:09, 59.44it/s]
fit stat: 5745.5537 (best: 5745.5537, rho: 0.198, sigma2: 0.084, mean tau: 0.2652:  46%|████▌     | 457/1000 [00:07<00:09, 59.44it/s]
fit stat: 5745.5537 (best: 5745.5537, rho: 0.198, sigma2: 0.084, mean tau: 0.2652:  46%|████▋     | 464/1000 [00:07<00:08, 60.13it/s]
fit stat: 5745.3506 (best: 5745.3506, rho: 0.197, sigma2: 0.084, mean tau: 0.2650:  46%|████▋     | 464/1000 [00:07<00:08, 60.13it/s]
fit stat: 5745.1509 (best: 5745.1509, rho: 0.196, sigma2: 0.084, mean tau: 0.2649:  46%|████▋     | 464/1000 [00:08<00:08, 60.13it/s]
fit stat: 5744.9526 (best: 5744.9526, rho: 0.196, sigma2: 0.085, mean tau: 0.2648:  46%|████▋     | 464/1000 [00:08<00:08, 60.13it/s]
fit stat: 5744.7520 (best: 5744.7520, rho: 0.195, sigma2: 0.085, mean tau: 0.2647:  46%|████▋     | 464/1000 [00:08<00:08, 60.13it/s]
fit stat: 5744.5571 (best: 5744.5571, rho: 0.195, sigma2: 0.085, mean tau: 0.2646:  46%|████▋     | 464/1000 [00:08<00:08, 60.13it/s]
fit stat: 5744.3613 (best: 5744.3613, rho: 0.194, sigma2: 0.085, mean tau: 0.2645:  46%|████▋     | 464/1000 [00:08<00:08, 60.13it/s]
fit stat: 5744.1650 (best: 5744.1650, rho: 0.193, sigma2: 0.085, mean tau: 0.2644:  46%|████▋     | 464/1000 [00:08<00:08, 60.13it/s]
fit stat: 5744.1650 (best: 5744.1650, rho: 0.193, sigma2: 0.085, mean tau: 0.2644:  47%|████▋     | 471/1000 [00:08<00:08, 60.14it/s]
fit stat: 5743.9688 (best: 5743.9688, rho: 0.193, sigma2: 0.085, mean tau: 0.2643:  47%|████▋     | 471/1000 [00:08<00:08, 60.14it/s]
fit stat: 5743.7759 (best: 5743.7759, rho: 0.192, sigma2: 0.085, mean tau: 0.2642:  47%|████▋     | 471/1000 [00:08<00:08, 60.14it/s]
fit stat: 5743.5859 (best: 5743.5859, rho: 0.192, sigma2: 0.085, mean tau: 0.2641:  47%|████▋     | 471/1000 [00:08<00:08, 60.14it/s]
fit stat: 5743.3911 (best: 5743.3911, rho: 0.191, sigma2: 0.085, mean tau: 0.2640:  47%|████▋     | 471/1000 [00:08<00:08, 60.14it/s]
fit stat: 5743.1992 (best: 5743.1992, rho: 0.190, sigma2: 0.085, mean tau: 0.2639:  47%|████▋     | 471/1000 [00:08<00:08, 60.14it/s]
fit stat: 5743.0034 (best: 5743.0034, rho: 0.190, sigma2: 0.085, mean tau: 0.2638:  47%|████▋     | 471/1000 [00:08<00:08, 60.14it/s]
fit stat: 5742.8208 (best: 5742.8208, rho: 0.189, sigma2: 0.085, mean tau: 0.2637:  47%|████▋     | 471/1000 [00:08<00:08, 60.14it/s]
fit stat: 5742.8208 (best: 5742.8208, rho: 0.189, sigma2: 0.085, mean tau: 0.2637:  48%|████▊     | 478/1000 [00:08<00:08, 60.21it/s]
fit stat: 5742.6304 (best: 5742.6304, rho: 0.189, sigma2: 0.085, mean tau: 0.2636:  48%|████▊     | 478/1000 [00:08<00:08, 60.21it/s]
fit stat: 5742.4434 (best: 5742.4434, rho: 0.188, sigma2: 0.085, mean tau: 0.2635:  48%|████▊     | 478/1000 [00:08<00:08, 60.21it/s]
fit stat: 5742.2485 (best: 5742.2485, rho: 0.187, sigma2: 0.085, mean tau: 0.2634:  48%|████▊     | 478/1000 [00:08<00:08, 60.21it/s]
fit stat: 5742.0674 (best: 5742.0674, rho: 0.187, sigma2: 0.085, mean tau: 0.2633:  48%|████▊     | 478/1000 [00:08<00:08, 60.21it/s]
fit stat: 5741.8823 (best: 5741.8823, rho: 0.186, sigma2: 0.085, mean tau: 0.2632:  48%|████▊     | 478/1000 [00:08<00:08, 60.21it/s]
fit stat: 5741.6973 (best: 5741.6973, rho: 0.186, sigma2: 0.085, mean tau: 0.2631:  48%|████▊     | 478/1000 [00:08<00:08, 60.21it/s]
fit stat: 5741.5171 (best: 5741.5171, rho: 0.185, sigma2: 0.085, mean tau: 0.2630:  48%|████▊     | 478/1000 [00:08<00:08, 60.21it/s]
fit stat: 5741.5171 (best: 5741.5171, rho: 0.185, sigma2: 0.085, mean tau: 0.2630:  48%|████▊     | 485/1000 [00:08<00:08, 59.81it/s]
fit stat: 5741.3320 (best: 5741.3320, rho: 0.184, sigma2: 0.085, mean tau: 0.2629:  48%|████▊     | 485/1000 [00:08<00:08, 59.81it/s]
fit stat: 5741.1440 (best: 5741.1440, rho: 0.184, sigma2: 0.085, mean tau: 0.2628:  48%|████▊     | 485/1000 [00:08<00:08, 59.81it/s]
fit stat: 5740.9624 (best: 5740.9624, rho: 0.183, sigma2: 0.085, mean tau: 0.2627:  48%|████▊     | 485/1000 [00:08<00:08, 59.81it/s]
fit stat: 5740.7817 (best: 5740.7817, rho: 0.183, sigma2: 0.085, mean tau: 0.2626:  48%|████▊     | 485/1000 [00:08<00:08, 59.81it/s]
fit stat: 5740.6025 (best: 5740.6025, rho: 0.182, sigma2: 0.085, mean tau: 0.2625:  48%|████▊     | 485/1000 [00:08<00:08, 59.81it/s]
fit stat: 5740.4233 (best: 5740.4233, rho: 0.181, sigma2: 0.085, mean tau: 0.2624:  48%|████▊     | 485/1000 [00:08<00:08, 59.81it/s]
fit stat: 5740.4233 (best: 5740.4233, rho: 0.181, sigma2: 0.085, mean tau: 0.2624:  49%|████▉     | 491/1000 [00:08<00:08, 59.79it/s]
fit stat: 5740.2476 (best: 5740.2476, rho: 0.181, sigma2: 0.085, mean tau: 0.2623:  49%|████▉     | 491/1000 [00:08<00:08, 59.79it/s]
fit stat: 5740.0693 (best: 5740.0693, rho: 0.180, sigma2: 0.085, mean tau: 0.2622:  49%|████▉     | 491/1000 [00:08<00:08, 59.79it/s]
fit stat: 5739.8901 (best: 5739.8901, rho: 0.180, sigma2: 0.085, mean tau: 0.2621:  49%|████▉     | 491/1000 [00:08<00:08, 59.79it/s]
fit stat: 5739.7104 (best: 5739.7104, rho: 0.179, sigma2: 0.085, mean tau: 0.2620:  49%|████▉     | 491/1000 [00:08<00:08, 59.79it/s]
fit stat: 5739.5371 (best: 5739.5371, rho: 0.179, sigma2: 0.085, mean tau: 0.2619:  49%|████▉     | 491/1000 [00:08<00:08, 59.79it/s]
fit stat: 5739.3608 (best: 5739.3608, rho: 0.178, sigma2: 0.085, mean tau: 0.2618:  49%|████▉     | 491/1000 [00:08<00:08, 59.79it/s]
fit stat: 5739.3608 (best: 5739.3608, rho: 0.178, sigma2: 0.085, mean tau: 0.2618:  50%|████▉     | 497/1000 [00:08<00:08, 59.76it/s]
fit stat: 5739.1875 (best: 5739.1875, rho: 0.177, sigma2: 0.085, mean tau: 0.2617:  50%|████▉     | 497/1000 [00:08<00:08, 59.76it/s]
fit stat: 5739.0117 (best: 5739.0117, rho: 0.177, sigma2: 0.085, mean tau: 0.2616:  50%|████▉     | 497/1000 [00:08<00:08, 59.76it/s]
fit stat: 5738.8418 (best: 5738.8418, rho: 0.176, sigma2: 0.085, mean tau: 0.2615:  50%|████▉     | 497/1000 [00:08<00:08, 59.76it/s]
fit stat: 5738.6675 (best: 5738.6675, rho: 0.176, sigma2: 0.085, mean tau: 0.2614:  50%|████▉     | 497/1000 [00:08<00:08, 59.76it/s]
fit stat: 5738.5005 (best: 5738.5005, rho: 0.175, sigma2: 0.086, mean tau: 0.2613:  50%|████▉     | 497/1000 [00:08<00:08, 59.76it/s]
fit stat: 5738.3262 (best: 5738.3262, rho: 0.175, sigma2: 0.086, mean tau: 0.2612:  50%|████▉     | 497/1000 [00:08<00:08, 59.76it/s]
fit stat: 5738.3262 (best: 5738.3262, rho: 0.175, sigma2: 0.086, mean tau: 0.2612:  50%|█████     | 503/1000 [00:08<00:08, 59.51it/s]
fit stat: 5738.1523 (best: 5738.1523, rho: 0.174, sigma2: 0.086, mean tau: 0.2611:  50%|█████     | 503/1000 [00:08<00:08, 59.51it/s]
fit stat: 5737.9854 (best: 5737.9854, rho: 0.174, sigma2: 0.086, mean tau: 0.2610:  50%|█████     | 503/1000 [00:08<00:08, 59.51it/s]
fit stat: 5737.8164 (best: 5737.8164, rho: 0.173, sigma2: 0.086, mean tau: 0.2609:  50%|█████     | 503/1000 [00:08<00:08, 59.51it/s]
fit stat: 5737.6440 (best: 5737.6440, rho: 0.172, sigma2: 0.086, mean tau: 0.2609:  50%|█████     | 503/1000 [00:08<00:08, 59.51it/s]
fit stat: 5737.4785 (best: 5737.4785, rho: 0.172, sigma2: 0.086, mean tau: 0.2608:  50%|█████     | 503/1000 [00:08<00:08, 59.51it/s]
fit stat: 5737.3130 (best: 5737.3130, rho: 0.171, sigma2: 0.086, mean tau: 0.2607:  50%|█████     | 503/1000 [00:08<00:08, 59.51it/s]
fit stat: 5737.1455 (best: 5737.1455, rho: 0.171, sigma2: 0.086, mean tau: 0.2606:  50%|█████     | 503/1000 [00:08<00:08, 59.51it/s]
fit stat: 5737.1455 (best: 5737.1455, rho: 0.171, sigma2: 0.086, mean tau: 0.2606:  51%|█████     | 510/1000 [00:08<00:08, 59.92it/s]
fit stat: 5736.9810 (best: 5736.9810, rho: 0.170, sigma2: 0.086, mean tau: 0.2605:  51%|█████     | 510/1000 [00:08<00:08, 59.92it/s]
fit stat: 5736.8149 (best: 5736.8149, rho: 0.170, sigma2: 0.086, mean tau: 0.2604:  51%|█████     | 510/1000 [00:08<00:08, 59.92it/s]
fit stat: 5736.6509 (best: 5736.6509, rho: 0.169, sigma2: 0.086, mean tau: 0.2603:  51%|█████     | 510/1000 [00:08<00:08, 59.92it/s]
fit stat: 5736.4878 (best: 5736.4878, rho: 0.169, sigma2: 0.086, mean tau: 0.2602:  51%|█████     | 510/1000 [00:08<00:08, 59.92it/s]
fit stat: 5736.3267 (best: 5736.3267, rho: 0.168, sigma2: 0.086, mean tau: 0.2601:  51%|█████     | 510/1000 [00:08<00:08, 59.92it/s]
fit stat: 5736.1641 (best: 5736.1641, rho: 0.168, sigma2: 0.086, mean tau: 0.2601:  51%|█████     | 510/1000 [00:08<00:08, 59.92it/s]
fit stat: 5736.1641 (best: 5736.1641, rho: 0.168, sigma2: 0.086, mean tau: 0.2601:  52%|█████▏    | 516/1000 [00:08<00:08, 59.72it/s]
fit stat: 5736.0010 (best: 5736.0010, rho: 0.167, sigma2: 0.086, mean tau: 0.2600:  52%|█████▏    | 516/1000 [00:08<00:08, 59.72it/s]
fit stat: 5735.8398 (best: 5735.8398, rho: 0.166, sigma2: 0.086, mean tau: 0.2599:  52%|█████▏    | 516/1000 [00:08<00:08, 59.72it/s]
fit stat: 5735.6802 (best: 5735.6802, rho: 0.166, sigma2: 0.086, mean tau: 0.2598:  52%|█████▏    | 516/1000 [00:08<00:08, 59.72it/s]
fit stat: 5735.5186 (best: 5735.5186, rho: 0.165, sigma2: 0.086, mean tau: 0.2597:  52%|█████▏    | 516/1000 [00:08<00:08, 59.72it/s]
fit stat: 5735.3647 (best: 5735.3647, rho: 0.165, sigma2: 0.086, mean tau: 0.2596:  52%|█████▏    | 516/1000 [00:08<00:08, 59.72it/s]
fit stat: 5735.2026 (best: 5735.2026, rho: 0.164, sigma2: 0.086, mean tau: 0.2595:  52%|█████▏    | 516/1000 [00:08<00:08, 59.72it/s]
fit stat: 5735.2026 (best: 5735.2026, rho: 0.164, sigma2: 0.086, mean tau: 0.2595:  52%|█████▏    | 522/1000 [00:08<00:08, 59.65it/s]
fit stat: 5735.0479 (best: 5735.0479, rho: 0.164, sigma2: 0.086, mean tau: 0.2595:  52%|█████▏    | 522/1000 [00:08<00:08, 59.65it/s]
fit stat: 5734.8872 (best: 5734.8872, rho: 0.163, sigma2: 0.086, mean tau: 0.2594:  52%|█████▏    | 522/1000 [00:08<00:08, 59.65it/s]
fit stat: 5734.7305 (best: 5734.7305, rho: 0.163, sigma2: 0.086, mean tau: 0.2593:  52%|█████▏    | 522/1000 [00:08<00:08, 59.65it/s]
fit stat: 5734.5747 (best: 5734.5747, rho: 0.162, sigma2: 0.086, mean tau: 0.2592:  52%|█████▏    | 522/1000 [00:09<00:08, 59.65it/s]
fit stat: 5734.4185 (best: 5734.4185, rho: 0.162, sigma2: 0.086, mean tau: 0.2591:  52%|█████▏    | 522/1000 [00:09<00:08, 59.65it/s]
fit stat: 5734.2642 (best: 5734.2642, rho: 0.161, sigma2: 0.086, mean tau: 0.2590:  52%|█████▏    | 522/1000 [00:09<00:08, 59.65it/s]
fit stat: 5734.2642 (best: 5734.2642, rho: 0.161, sigma2: 0.086, mean tau: 0.2590:  53%|█████▎    | 528/1000 [00:09<00:07, 59.30it/s]
fit stat: 5734.1094 (best: 5734.1094, rho: 0.161, sigma2: 0.086, mean tau: 0.2590:  53%|█████▎    | 528/1000 [00:09<00:07, 59.30it/s]
fit stat: 5733.9585 (best: 5733.9585, rho: 0.160, sigma2: 0.086, mean tau: 0.2589:  53%|█████▎    | 528/1000 [00:09<00:07, 59.30it/s]
fit stat: 5733.8037 (best: 5733.8037, rho: 0.160, sigma2: 0.086, mean tau: 0.2588:  53%|█████▎    | 528/1000 [00:09<00:07, 59.30it/s]
fit stat: 5733.6509 (best: 5733.6509, rho: 0.159, sigma2: 0.086, mean tau: 0.2587:  53%|█████▎    | 528/1000 [00:09<00:07, 59.30it/s]
fit stat: 5733.4985 (best: 5733.4985, rho: 0.159, sigma2: 0.086, mean tau: 0.2586:  53%|█████▎    | 528/1000 [00:09<00:07, 59.30it/s]
fit stat: 5733.3506 (best: 5733.3506, rho: 0.158, sigma2: 0.086, mean tau: 0.2585:  53%|█████▎    | 528/1000 [00:09<00:07, 59.30it/s]
fit stat: 5733.3506 (best: 5733.3506, rho: 0.158, sigma2: 0.086, mean tau: 0.2585:  53%|█████▎    | 534/1000 [00:09<00:08, 55.33it/s]
fit stat: 5733.1992 (best: 5733.1992, rho: 0.158, sigma2: 0.086, mean tau: 0.2585:  53%|█████▎    | 534/1000 [00:09<00:08, 55.33it/s]
fit stat: 5733.0469 (best: 5733.0469, rho: 0.157, sigma2: 0.086, mean tau: 0.2584:  53%|█████▎    | 534/1000 [00:09<00:08, 55.33it/s]
fit stat: 5732.8999 (best: 5732.8999, rho: 0.157, sigma2: 0.086, mean tau: 0.2583:  53%|█████▎    | 534/1000 [00:09<00:08, 55.33it/s]
fit stat: 5732.7524 (best: 5732.7524, rho: 0.156, sigma2: 0.086, mean tau: 0.2582:  53%|█████▎    | 534/1000 [00:09<00:08, 55.33it/s]
fit stat: 5732.6021 (best: 5732.6021, rho: 0.156, sigma2: 0.086, mean tau: 0.2582:  53%|█████▎    | 534/1000 [00:09<00:08, 55.33it/s]
fit stat: 5732.4565 (best: 5732.4565, rho: 0.155, sigma2: 0.086, mean tau: 0.2581:  53%|█████▎    | 534/1000 [00:09<00:08, 55.33it/s]
fit stat: 5732.3091 (best: 5732.3091, rho: 0.155, sigma2: 0.086, mean tau: 0.2580:  53%|█████▎    | 534/1000 [00:09<00:08, 55.33it/s]
fit stat: 5732.3091 (best: 5732.3091, rho: 0.155, sigma2: 0.086, mean tau: 0.2580:  54%|█████▍    | 541/1000 [00:09<00:08, 56.79it/s]
fit stat: 5732.1611 (best: 5732.1611, rho: 0.154, sigma2: 0.086, mean tau: 0.2579:  54%|█████▍    | 541/1000 [00:09<00:08, 56.79it/s]
fit stat: 5732.0171 (best: 5732.0171, rho: 0.154, sigma2: 0.086, mean tau: 0.2578:  54%|█████▍    | 541/1000 [00:09<00:08, 56.79it/s]
fit stat: 5731.8716 (best: 5731.8716, rho: 0.153, sigma2: 0.086, mean tau: 0.2578:  54%|█████▍    | 541/1000 [00:09<00:08, 56.79it/s]
fit stat: 5731.7271 (best: 5731.7271, rho: 0.153, sigma2: 0.086, mean tau: 0.2577:  54%|█████▍    | 541/1000 [00:09<00:08, 56.79it/s]
fit stat: 5731.5830 (best: 5731.5830, rho: 0.152, sigma2: 0.086, mean tau: 0.2576:  54%|█████▍    | 541/1000 [00:09<00:08, 56.79it/s]
fit stat: 5731.4448 (best: 5731.4448, rho: 0.152, sigma2: 0.086, mean tau: 0.2575:  54%|█████▍    | 541/1000 [00:09<00:08, 56.79it/s]
fit stat: 5731.2993 (best: 5731.2993, rho: 0.151, sigma2: 0.086, mean tau: 0.2575:  54%|█████▍    | 541/1000 [00:09<00:08, 56.79it/s]
fit stat: 5731.2993 (best: 5731.2993, rho: 0.151, sigma2: 0.086, mean tau: 0.2575:  55%|█████▍    | 548/1000 [00:09<00:07, 58.08it/s]
fit stat: 5731.1582 (best: 5731.1582, rho: 0.151, sigma2: 0.086, mean tau: 0.2574:  55%|█████▍    | 548/1000 [00:09<00:07, 58.08it/s]
fit stat: 5731.0176 (best: 5731.0176, rho: 0.150, sigma2: 0.086, mean tau: 0.2573:  55%|█████▍    | 548/1000 [00:09<00:07, 58.08it/s]
fit stat: 5730.8770 (best: 5730.8770, rho: 0.150, sigma2: 0.086, mean tau: 0.2572:  55%|█████▍    | 548/1000 [00:09<00:07, 58.08it/s]
fit stat: 5730.7383 (best: 5730.7383, rho: 0.149, sigma2: 0.086, mean tau: 0.2572:  55%|█████▍    | 548/1000 [00:09<00:07, 58.08it/s]
fit stat: 5730.5947 (best: 5730.5947, rho: 0.149, sigma2: 0.086, mean tau: 0.2571:  55%|█████▍    | 548/1000 [00:09<00:07, 58.08it/s]
fit stat: 5730.4580 (best: 5730.4580, rho: 0.148, sigma2: 0.086, mean tau: 0.2570:  55%|█████▍    | 548/1000 [00:09<00:07, 58.08it/s]
fit stat: 5730.3164 (best: 5730.3164, rho: 0.148, sigma2: 0.086, mean tau: 0.2569:  55%|█████▍    | 548/1000 [00:09<00:07, 58.08it/s]
fit stat: 5730.3164 (best: 5730.3164, rho: 0.148, sigma2: 0.086, mean tau: 0.2569:  56%|█████▌    | 555/1000 [00:09<00:07, 58.95it/s]
fit stat: 5730.1782 (best: 5730.1782, rho: 0.148, sigma2: 0.086, mean tau: 0.2569:  56%|█████▌    | 555/1000 [00:09<00:07, 58.95it/s]
fit stat: 5730.0449 (best: 5730.0449, rho: 0.147, sigma2: 0.086, mean tau: 0.2568:  56%|█████▌    | 555/1000 [00:09<00:07, 58.95it/s]
fit stat: 5729.9053 (best: 5729.9053, rho: 0.147, sigma2: 0.086, mean tau: 0.2567:  56%|█████▌    | 555/1000 [00:09<00:07, 58.95it/s]
fit stat: 5729.7695 (best: 5729.7695, rho: 0.146, sigma2: 0.086, mean tau: 0.2567:  56%|█████▌    | 555/1000 [00:09<00:07, 58.95it/s]
fit stat: 5729.6353 (best: 5729.6353, rho: 0.146, sigma2: 0.086, mean tau: 0.2566:  56%|█████▌    | 555/1000 [00:09<00:07, 58.95it/s]
fit stat: 5729.4980 (best: 5729.4980, rho: 0.145, sigma2: 0.086, mean tau: 0.2565:  56%|█████▌    | 555/1000 [00:09<00:07, 58.95it/s]
fit stat: 5729.3647 (best: 5729.3647, rho: 0.145, sigma2: 0.086, mean tau: 0.2564:  56%|█████▌    | 555/1000 [00:09<00:07, 58.95it/s]
fit stat: 5729.3647 (best: 5729.3647, rho: 0.145, sigma2: 0.086, mean tau: 0.2564:  56%|█████▌    | 562/1000 [00:09<00:07, 59.63it/s]
fit stat: 5729.2319 (best: 5729.2319, rho: 0.144, sigma2: 0.086, mean tau: 0.2564:  56%|█████▌    | 562/1000 [00:09<00:07, 59.63it/s]
fit stat: 5729.0957 (best: 5729.0957, rho: 0.144, sigma2: 0.086, mean tau: 0.2563:  56%|█████▌    | 562/1000 [00:09<00:07, 59.63it/s]
fit stat: 5728.9629 (best: 5728.9629, rho: 0.143, sigma2: 0.086, mean tau: 0.2562:  56%|█████▌    | 562/1000 [00:09<00:07, 59.63it/s]
fit stat: 5728.8315 (best: 5728.8315, rho: 0.143, sigma2: 0.086, mean tau: 0.2562:  56%|█████▌    | 562/1000 [00:09<00:07, 59.63it/s]
fit stat: 5728.7007 (best: 5728.7007, rho: 0.143, sigma2: 0.086, mean tau: 0.2561:  56%|█████▌    | 562/1000 [00:09<00:07, 59.63it/s]
fit stat: 5728.5737 (best: 5728.5737, rho: 0.142, sigma2: 0.086, mean tau: 0.2560:  56%|█████▌    | 562/1000 [00:09<00:07, 59.63it/s]
fit stat: 5728.5737 (best: 5728.5737, rho: 0.142, sigma2: 0.086, mean tau: 0.2560:  57%|█████▋    | 568/1000 [00:09<00:07, 57.72it/s]
fit stat: 5728.4380 (best: 5728.4380, rho: 0.142, sigma2: 0.087, mean tau: 0.2560:  57%|█████▋    | 568/1000 [00:09<00:07, 57.72it/s]
fit stat: 5728.3062 (best: 5728.3062, rho: 0.141, sigma2: 0.087, mean tau: 0.2559:  57%|█████▋    | 568/1000 [00:09<00:07, 57.72it/s]
fit stat: 5728.1792 (best: 5728.1792, rho: 0.141, sigma2: 0.087, mean tau: 0.2558:  57%|█████▋    | 568/1000 [00:09<00:07, 57.72it/s]
fit stat: 5728.0508 (best: 5728.0508, rho: 0.140, sigma2: 0.087, mean tau: 0.2558:  57%|█████▋    | 568/1000 [00:09<00:07, 57.72it/s]
fit stat: 5727.9258 (best: 5727.9258, rho: 0.140, sigma2: 0.087, mean tau: 0.2557:  57%|█████▋    | 568/1000 [00:09<00:07, 57.72it/s]
fit stat: 5727.7959 (best: 5727.7959, rho: 0.139, sigma2: 0.087, mean tau: 0.2556:  57%|█████▋    | 568/1000 [00:09<00:07, 57.72it/s]
fit stat: 5727.7959 (best: 5727.7959, rho: 0.139, sigma2: 0.087, mean tau: 0.2556:  57%|█████▋    | 574/1000 [00:09<00:07, 57.76it/s]
fit stat: 5727.6709 (best: 5727.6709, rho: 0.139, sigma2: 0.087, mean tau: 0.2556:  57%|█████▋    | 574/1000 [00:09<00:07, 57.76it/s]
fit stat: 5727.5459 (best: 5727.5459, rho: 0.139, sigma2: 0.087, mean tau: 0.2555:  57%|█████▋    | 574/1000 [00:09<00:07, 57.76it/s]
fit stat: 5727.4155 (best: 5727.4155, rho: 0.138, sigma2: 0.087, mean tau: 0.2554:  57%|█████▋    | 574/1000 [00:09<00:07, 57.76it/s]
fit stat: 5727.2920 (best: 5727.2920, rho: 0.138, sigma2: 0.087, mean tau: 0.2554:  57%|█████▋    | 574/1000 [00:09<00:07, 57.76it/s]
fit stat: 5727.1655 (best: 5727.1655, rho: 0.137, sigma2: 0.087, mean tau: 0.2553:  57%|█████▋    | 574/1000 [00:09<00:07, 57.76it/s]
fit stat: 5727.0420 (best: 5727.0420, rho: 0.137, sigma2: 0.087, mean tau: 0.2552:  57%|█████▋    | 574/1000 [00:09<00:07, 57.76it/s]
fit stat: 5727.0420 (best: 5727.0420, rho: 0.137, sigma2: 0.087, mean tau: 0.2552:  58%|█████▊    | 580/1000 [00:09<00:07, 58.29it/s]
fit stat: 5726.9189 (best: 5726.9189, rho: 0.136, sigma2: 0.087, mean tau: 0.2552:  58%|█████▊    | 580/1000 [00:09<00:07, 58.29it/s]
fit stat: 5726.7954 (best: 5726.7954, rho: 0.136, sigma2: 0.087, mean tau: 0.2551:  58%|█████▊    | 580/1000 [00:09<00:07, 58.29it/s]
fit stat: 5726.6738 (best: 5726.6738, rho: 0.136, sigma2: 0.087, mean tau: 0.2551:  58%|█████▊    | 580/1000 [00:10<00:07, 58.29it/s]
fit stat: 5726.5527 (best: 5726.5527, rho: 0.135, sigma2: 0.087, mean tau: 0.2550:  58%|█████▊    | 580/1000 [00:10<00:07, 58.29it/s]
fit stat: 5726.4307 (best: 5726.4307, rho: 0.135, sigma2: 0.087, mean tau: 0.2549:  58%|█████▊    | 580/1000 [00:10<00:07, 58.29it/s]
fit stat: 5726.3091 (best: 5726.3091, rho: 0.134, sigma2: 0.087, mean tau: 0.2549:  58%|█████▊    | 580/1000 [00:10<00:07, 58.29it/s]
fit stat: 5726.3091 (best: 5726.3091, rho: 0.134, sigma2: 0.087, mean tau: 0.2549:  59%|█████▊    | 586/1000 [00:10<00:07, 58.44it/s]
fit stat: 5726.1934 (best: 5726.1934, rho: 0.134, sigma2: 0.087, mean tau: 0.2548:  59%|█████▊    | 586/1000 [00:10<00:07, 58.44it/s]
fit stat: 5726.0708 (best: 5726.0708, rho: 0.134, sigma2: 0.087, mean tau: 0.2547:  59%|█████▊    | 586/1000 [00:10<00:07, 58.44it/s]
fit stat: 5725.9502 (best: 5725.9502, rho: 0.133, sigma2: 0.087, mean tau: 0.2547:  59%|█████▊    | 586/1000 [00:10<00:07, 58.44it/s]
fit stat: 5725.8340 (best: 5725.8340, rho: 0.133, sigma2: 0.087, mean tau: 0.2546:  59%|█████▊    | 586/1000 [00:10<00:07, 58.44it/s]
fit stat: 5725.7148 (best: 5725.7148, rho: 0.132, sigma2: 0.087, mean tau: 0.2546:  59%|█████▊    | 586/1000 [00:10<00:07, 58.44it/s]
fit stat: 5725.5962 (best: 5725.5962, rho: 0.132, sigma2: 0.087, mean tau: 0.2545:  59%|█████▊    | 586/1000 [00:10<00:07, 58.44it/s]
fit stat: 5725.5962 (best: 5725.5962, rho: 0.132, sigma2: 0.087, mean tau: 0.2545:  59%|█████▉    | 592/1000 [00:10<00:06, 58.78it/s]
fit stat: 5725.4800 (best: 5725.4800, rho: 0.132, sigma2: 0.087, mean tau: 0.2544:  59%|█████▉    | 592/1000 [00:10<00:06, 58.78it/s]
fit stat: 5725.3638 (best: 5725.3638, rho: 0.131, sigma2: 0.087, mean tau: 0.2544:  59%|█████▉    | 592/1000 [00:10<00:06, 58.78it/s]
fit stat: 5725.2466 (best: 5725.2466, rho: 0.131, sigma2: 0.087, mean tau: 0.2543:  59%|█████▉    | 592/1000 [00:10<00:06, 58.78it/s]
fit stat: 5725.1323 (best: 5725.1323, rho: 0.130, sigma2: 0.087, mean tau: 0.2543:  59%|█████▉    | 592/1000 [00:10<00:06, 58.78it/s]
fit stat: 5725.0200 (best: 5725.0200, rho: 0.130, sigma2: 0.087, mean tau: 0.2542:  59%|█████▉    | 592/1000 [00:10<00:06, 58.78it/s]
fit stat: 5724.9043 (best: 5724.9043, rho: 0.130, sigma2: 0.087, mean tau: 0.2541:  59%|█████▉    | 592/1000 [00:10<00:06, 58.78it/s]
fit stat: 5724.9043 (best: 5724.9043, rho: 0.130, sigma2: 0.087, mean tau: 0.2541:  60%|█████▉    | 598/1000 [00:10<00:06, 58.73it/s]
fit stat: 5724.7939 (best: 5724.7939, rho: 0.129, sigma2: 0.087, mean tau: 0.2541:  60%|█████▉    | 598/1000 [00:10<00:06, 58.73it/s]
fit stat: 5724.6763 (best: 5724.6763, rho: 0.129, sigma2: 0.087, mean tau: 0.2540:  60%|█████▉    | 598/1000 [00:10<00:06, 58.73it/s]
fit stat: 5724.5654 (best: 5724.5654, rho: 0.128, sigma2: 0.087, mean tau: 0.2540:  60%|█████▉    | 598/1000 [00:10<00:06, 58.73it/s]
fit stat: 5724.4502 (best: 5724.4502, rho: 0.128, sigma2: 0.087, mean tau: 0.2539:  60%|█████▉    | 598/1000 [00:10<00:06, 58.73it/s]
fit stat: 5724.3384 (best: 5724.3384, rho: 0.128, sigma2: 0.087, mean tau: 0.2539:  60%|█████▉    | 598/1000 [00:10<00:06, 58.73it/s]
fit stat: 5724.2300 (best: 5724.2300, rho: 0.127, sigma2: 0.087, mean tau: 0.2538:  60%|█████▉    | 598/1000 [00:10<00:06, 58.73it/s]
fit stat: 5724.2300 (best: 5724.2300, rho: 0.127, sigma2: 0.087, mean tau: 0.2538:  60%|██████    | 604/1000 [00:10<00:06, 59.04it/s]
fit stat: 5724.1162 (best: 5724.1162, rho: 0.127, sigma2: 0.087, mean tau: 0.2537:  60%|██████    | 604/1000 [00:10<00:06, 59.04it/s]
fit stat: 5724.0088 (best: 5724.0088, rho: 0.126, sigma2: 0.087, mean tau: 0.2537:  60%|██████    | 604/1000 [00:10<00:06, 59.04it/s]
fit stat: 5723.8979 (best: 5723.8979, rho: 0.126, sigma2: 0.087, mean tau: 0.2536:  60%|██████    | 604/1000 [00:10<00:06, 59.04it/s]
fit stat: 5723.7910 (best: 5723.7910, rho: 0.126, sigma2: 0.087, mean tau: 0.2536:  60%|██████    | 604/1000 [00:10<00:06, 59.04it/s]
fit stat: 5723.6802 (best: 5723.6802, rho: 0.125, sigma2: 0.087, mean tau: 0.2535:  60%|██████    | 604/1000 [00:10<00:06, 59.04it/s]
fit stat: 5723.5781 (best: 5723.5781, rho: 0.125, sigma2: 0.087, mean tau: 0.2535:  60%|██████    | 604/1000 [00:10<00:06, 59.04it/s]
fit stat: 5723.5781 (best: 5723.5781, rho: 0.125, sigma2: 0.087, mean tau: 0.2535:  61%|██████    | 610/1000 [00:10<00:06, 59.11it/s]
fit stat: 5723.4668 (best: 5723.4668, rho: 0.125, sigma2: 0.087, mean tau: 0.2534:  61%|██████    | 610/1000 [00:10<00:06, 59.11it/s]
fit stat: 5723.3589 (best: 5723.3589, rho: 0.124, sigma2: 0.087, mean tau: 0.2534:  61%|██████    | 610/1000 [00:10<00:06, 59.11it/s]
fit stat: 5723.2549 (best: 5723.2549, rho: 0.124, sigma2: 0.087, mean tau: 0.2533:  61%|██████    | 610/1000 [00:10<00:06, 59.11it/s]
fit stat: 5723.1514 (best: 5723.1514, rho: 0.123, sigma2: 0.087, mean tau: 0.2533:  61%|██████    | 610/1000 [00:10<00:06, 59.11it/s]
fit stat: 5723.0449 (best: 5723.0449, rho: 0.123, sigma2: 0.087, mean tau: 0.2532:  61%|██████    | 610/1000 [00:10<00:06, 59.11it/s]
fit stat: 5722.9424 (best: 5722.9424, rho: 0.123, sigma2: 0.087, mean tau: 0.2531:  61%|██████    | 610/1000 [00:10<00:06, 59.11it/s]
fit stat: 5722.8364 (best: 5722.8364, rho: 0.122, sigma2: 0.087, mean tau: 0.2531:  61%|██████    | 610/1000 [00:10<00:06, 59.11it/s]
fit stat: 5722.8364 (best: 5722.8364, rho: 0.122, sigma2: 0.087, mean tau: 0.2531:  62%|██████▏   | 617/1000 [00:10<00:06, 59.56it/s]
fit stat: 5722.7314 (best: 5722.7314, rho: 0.122, sigma2: 0.087, mean tau: 0.2530:  62%|██████▏   | 617/1000 [00:10<00:06, 59.56it/s]
fit stat: 5722.6304 (best: 5722.6304, rho: 0.122, sigma2: 0.087, mean tau: 0.2530:  62%|██████▏   | 617/1000 [00:10<00:06, 59.56it/s]
fit stat: 5722.5293 (best: 5722.5293, rho: 0.121, sigma2: 0.087, mean tau: 0.2529:  62%|██████▏   | 617/1000 [00:10<00:06, 59.56it/s]
fit stat: 5722.4268 (best: 5722.4268, rho: 0.121, sigma2: 0.087, mean tau: 0.2529:  62%|██████▏   | 617/1000 [00:10<00:06, 59.56it/s]
fit stat: 5722.3252 (best: 5722.3252, rho: 0.121, sigma2: 0.087, mean tau: 0.2528:  62%|██████▏   | 617/1000 [00:10<00:06, 59.56it/s]
fit stat: 5722.2202 (best: 5722.2202, rho: 0.120, sigma2: 0.087, mean tau: 0.2528:  62%|██████▏   | 617/1000 [00:10<00:06, 59.56it/s]
fit stat: 5722.1230 (best: 5722.1230, rho: 0.120, sigma2: 0.087, mean tau: 0.2527:  62%|██████▏   | 617/1000 [00:10<00:06, 59.56it/s]
fit stat: 5722.1230 (best: 5722.1230, rho: 0.120, sigma2: 0.087, mean tau: 0.2527:  62%|██████▏   | 624/1000 [00:10<00:06, 60.09it/s]
fit stat: 5722.0244 (best: 5722.0244, rho: 0.120, sigma2: 0.087, mean tau: 0.2527:  62%|██████▏   | 624/1000 [00:10<00:06, 60.09it/s]
fit stat: 5721.9238 (best: 5721.9238, rho: 0.119, sigma2: 0.087, mean tau: 0.2526:  62%|██████▏   | 624/1000 [00:10<00:06, 60.09it/s]
fit stat: 5721.8252 (best: 5721.8252, rho: 0.119, sigma2: 0.087, mean tau: 0.2526:  62%|██████▏   | 624/1000 [00:10<00:06, 60.09it/s]
fit stat: 5721.7241 (best: 5721.7241, rho: 0.118, sigma2: 0.087, mean tau: 0.2525:  62%|██████▏   | 624/1000 [00:10<00:06, 60.09it/s]
fit stat: 5721.6274 (best: 5721.6274, rho: 0.118, sigma2: 0.087, mean tau: 0.2525:  62%|██████▏   | 624/1000 [00:10<00:06, 60.09it/s]
fit stat: 5721.5303 (best: 5721.5303, rho: 0.118, sigma2: 0.087, mean tau: 0.2524:  62%|██████▏   | 624/1000 [00:10<00:06, 60.09it/s]
fit stat: 5721.4351 (best: 5721.4351, rho: 0.117, sigma2: 0.087, mean tau: 0.2524:  62%|██████▏   | 624/1000 [00:10<00:06, 60.09it/s]
fit stat: 5721.4351 (best: 5721.4351, rho: 0.117, sigma2: 0.087, mean tau: 0.2524:  63%|██████▎   | 631/1000 [00:10<00:06, 60.33it/s]
fit stat: 5721.3374 (best: 5721.3374, rho: 0.117, sigma2: 0.087, mean tau: 0.2523:  63%|██████▎   | 631/1000 [00:10<00:06, 60.33it/s]
fit stat: 5721.2407 (best: 5721.2407, rho: 0.117, sigma2: 0.087, mean tau: 0.2523:  63%|██████▎   | 631/1000 [00:10<00:06, 60.33it/s]
fit stat: 5721.1445 (best: 5721.1445, rho: 0.116, sigma2: 0.087, mean tau: 0.2522:  63%|██████▎   | 631/1000 [00:10<00:06, 60.33it/s]
fit stat: 5721.0522 (best: 5721.0522, rho: 0.116, sigma2: 0.087, mean tau: 0.2522:  63%|██████▎   | 631/1000 [00:10<00:06, 60.33it/s]
fit stat: 5720.9556 (best: 5720.9556, rho: 0.116, sigma2: 0.087, mean tau: 0.2521:  63%|██████▎   | 631/1000 [00:10<00:06, 60.33it/s]
fit stat: 5720.8633 (best: 5720.8633, rho: 0.115, sigma2: 0.087, mean tau: 0.2521:  63%|██████▎   | 631/1000 [00:10<00:06, 60.33it/s]
fit stat: 5720.7725 (best: 5720.7725, rho: 0.115, sigma2: 0.087, mean tau: 0.2520:  63%|██████▎   | 631/1000 [00:10<00:06, 60.33it/s]
fit stat: 5720.7725 (best: 5720.7725, rho: 0.115, sigma2: 0.087, mean tau: 0.2520:  64%|██████▍   | 638/1000 [00:10<00:06, 59.55it/s]
fit stat: 5720.6792 (best: 5720.6792, rho: 0.115, sigma2: 0.087, mean tau: 0.2520:  64%|██████▍   | 638/1000 [00:10<00:06, 59.55it/s]
fit stat: 5720.5840 (best: 5720.5840, rho: 0.114, sigma2: 0.087, mean tau: 0.2519:  64%|██████▍   | 638/1000 [00:10<00:06, 59.55it/s]
fit stat: 5720.4922 (best: 5720.4922, rho: 0.114, sigma2: 0.087, mean tau: 0.2519:  64%|██████▍   | 638/1000 [00:10<00:06, 59.55it/s]
fit stat: 5720.3999 (best: 5720.3999, rho: 0.114, sigma2: 0.087, mean tau: 0.2519:  64%|██████▍   | 638/1000 [00:10<00:06, 59.55it/s]
fit stat: 5720.3081 (best: 5720.3081, rho: 0.113, sigma2: 0.087, mean tau: 0.2518:  64%|██████▍   | 638/1000 [00:11<00:06, 59.55it/s]
fit stat: 5720.2188 (best: 5720.2188, rho: 0.113, sigma2: 0.087, mean tau: 0.2518:  64%|██████▍   | 638/1000 [00:11<00:06, 59.55it/s]
fit stat: 5720.2188 (best: 5720.2188, rho: 0.113, sigma2: 0.087, mean tau: 0.2518:  64%|██████▍   | 644/1000 [00:11<00:06, 59.16it/s]
fit stat: 5720.1304 (best: 5720.1304, rho: 0.113, sigma2: 0.087, mean tau: 0.2517:  64%|██████▍   | 644/1000 [00:11<00:06, 59.16it/s]
fit stat: 5720.0420 (best: 5720.0420, rho: 0.113, sigma2: 0.087, mean tau: 0.2517:  64%|██████▍   | 644/1000 [00:11<00:06, 59.16it/s]
fit stat: 5719.9512 (best: 5719.9512, rho: 0.112, sigma2: 0.087, mean tau: 0.2516:  64%|██████▍   | 644/1000 [00:11<00:06, 59.16it/s]
fit stat: 5719.8633 (best: 5719.8633, rho: 0.112, sigma2: 0.087, mean tau: 0.2516:  64%|██████▍   | 644/1000 [00:11<00:06, 59.16it/s]
fit stat: 5719.7764 (best: 5719.7764, rho: 0.112, sigma2: 0.087, mean tau: 0.2515:  64%|██████▍   | 644/1000 [00:11<00:06, 59.16it/s]
fit stat: 5719.6885 (best: 5719.6885, rho: 0.111, sigma2: 0.087, mean tau: 0.2515:  64%|██████▍   | 644/1000 [00:11<00:06, 59.16it/s]
fit stat: 5719.6885 (best: 5719.6885, rho: 0.111, sigma2: 0.087, mean tau: 0.2515:  65%|██████▌   | 650/1000 [00:11<00:05, 58.58it/s]
fit stat: 5719.6011 (best: 5719.6011, rho: 0.111, sigma2: 0.087, mean tau: 0.2514:  65%|██████▌   | 650/1000 [00:11<00:05, 58.58it/s]
fit stat: 5719.5122 (best: 5719.5122, rho: 0.111, sigma2: 0.087, mean tau: 0.2514:  65%|██████▌   | 650/1000 [00:11<00:05, 58.58it/s]
fit stat: 5719.4316 (best: 5719.4316, rho: 0.110, sigma2: 0.087, mean tau: 0.2514:  65%|██████▌   | 650/1000 [00:11<00:05, 58.58it/s]
fit stat: 5719.3413 (best: 5719.3413, rho: 0.110, sigma2: 0.087, mean tau: 0.2513:  65%|██████▌   | 650/1000 [00:11<00:05, 58.58it/s]
fit stat: 5719.2573 (best: 5719.2573, rho: 0.110, sigma2: 0.087, mean tau: 0.2513:  65%|██████▌   | 650/1000 [00:11<00:05, 58.58it/s]
fit stat: 5719.1704 (best: 5719.1704, rho: 0.109, sigma2: 0.087, mean tau: 0.2512:  65%|██████▌   | 650/1000 [00:11<00:05, 58.58it/s]
fit stat: 5719.1704 (best: 5719.1704, rho: 0.109, sigma2: 0.087, mean tau: 0.2512:  66%|██████▌   | 656/1000 [00:11<00:05, 58.41it/s]
fit stat: 5719.0874 (best: 5719.0874, rho: 0.109, sigma2: 0.087, mean tau: 0.2512:  66%|██████▌   | 656/1000 [00:11<00:05, 58.41it/s]
fit stat: 5719.0020 (best: 5719.0020, rho: 0.109, sigma2: 0.087, mean tau: 0.2511:  66%|██████▌   | 656/1000 [00:11<00:05, 58.41it/s]
fit stat: 5718.9209 (best: 5718.9209, rho: 0.109, sigma2: 0.087, mean tau: 0.2511:  66%|██████▌   | 656/1000 [00:11<00:05, 58.41it/s]
fit stat: 5718.8413 (best: 5718.8413, rho: 0.108, sigma2: 0.087, mean tau: 0.2511:  66%|██████▌   | 656/1000 [00:11<00:05, 58.41it/s]
fit stat: 5718.7563 (best: 5718.7563, rho: 0.108, sigma2: 0.087, mean tau: 0.2510:  66%|██████▌   | 656/1000 [00:11<00:05, 58.41it/s]
fit stat: 5718.6743 (best: 5718.6743, rho: 0.108, sigma2: 0.087, mean tau: 0.2510:  66%|██████▌   | 656/1000 [00:11<00:05, 58.41it/s]
fit stat: 5718.6743 (best: 5718.6743, rho: 0.108, sigma2: 0.087, mean tau: 0.2510:  66%|██████▌   | 662/1000 [00:11<00:05, 58.32it/s]
fit stat: 5718.5928 (best: 5718.5928, rho: 0.107, sigma2: 0.087, mean tau: 0.2509:  66%|██████▌   | 662/1000 [00:11<00:05, 58.32it/s]
fit stat: 5718.5117 (best: 5718.5117, rho: 0.107, sigma2: 0.087, mean tau: 0.2509:  66%|██████▌   | 662/1000 [00:11<00:05, 58.32it/s]
fit stat: 5718.4297 (best: 5718.4297, rho: 0.107, sigma2: 0.087, mean tau: 0.2509:  66%|██████▌   | 662/1000 [00:11<00:05, 58.32it/s]
fit stat: 5718.3491 (best: 5718.3491, rho: 0.106, sigma2: 0.087, mean tau: 0.2508:  66%|██████▌   | 662/1000 [00:11<00:05, 58.32it/s]
fit stat: 5718.2725 (best: 5718.2725, rho: 0.106, sigma2: 0.087, mean tau: 0.2508:  66%|██████▌   | 662/1000 [00:11<00:05, 58.32it/s]
fit stat: 5718.1919 (best: 5718.1919, rho: 0.106, sigma2: 0.087, mean tau: 0.2507:  66%|██████▌   | 662/1000 [00:11<00:05, 58.32it/s]
fit stat: 5718.1919 (best: 5718.1919, rho: 0.106, sigma2: 0.087, mean tau: 0.2507:  67%|██████▋   | 668/1000 [00:11<00:05, 58.49it/s]
fit stat: 5718.1152 (best: 5718.1152, rho: 0.106, sigma2: 0.087, mean tau: 0.2507:  67%|██████▋   | 668/1000 [00:11<00:05, 58.49it/s]
fit stat: 5718.0376 (best: 5718.0376, rho: 0.105, sigma2: 0.087, mean tau: 0.2507:  67%|██████▋   | 668/1000 [00:11<00:05, 58.49it/s]
fit stat: 5717.9580 (best: 5717.9580, rho: 0.105, sigma2: 0.087, mean tau: 0.2506:  67%|██████▋   | 668/1000 [00:11<00:05, 58.49it/s]
fit stat: 5717.8828 (best: 5717.8828, rho: 0.105, sigma2: 0.087, mean tau: 0.2506:  67%|██████▋   | 668/1000 [00:11<00:05, 58.49it/s]
fit stat: 5717.8042 (best: 5717.8042, rho: 0.104, sigma2: 0.087, mean tau: 0.2505:  67%|██████▋   | 668/1000 [00:11<00:05, 58.49it/s]
fit stat: 5717.7280 (best: 5717.7280, rho: 0.104, sigma2: 0.087, mean tau: 0.2505:  67%|██████▋   | 668/1000 [00:11<00:05, 58.49it/s]
fit stat: 5717.7280 (best: 5717.7280, rho: 0.104, sigma2: 0.087, mean tau: 0.2505:  67%|██████▋   | 674/1000 [00:11<00:05, 58.80it/s]
fit stat: 5717.6499 (best: 5717.6499, rho: 0.104, sigma2: 0.087, mean tau: 0.2505:  67%|██████▋   | 674/1000 [00:11<00:05, 58.80it/s]
fit stat: 5717.5752 (best: 5717.5752, rho: 0.104, sigma2: 0.087, mean tau: 0.2504:  67%|██████▋   | 674/1000 [00:11<00:05, 58.80it/s]
fit stat: 5717.5029 (best: 5717.5029, rho: 0.103, sigma2: 0.087, mean tau: 0.2504:  67%|██████▋   | 674/1000 [00:11<00:05, 58.80it/s]
fit stat: 5717.4277 (best: 5717.4277, rho: 0.103, sigma2: 0.087, mean tau: 0.2503:  67%|██████▋   | 674/1000 [00:11<00:05, 58.80it/s]
fit stat: 5717.3530 (best: 5717.3530, rho: 0.103, sigma2: 0.087, mean tau: 0.2503:  67%|██████▋   | 674/1000 [00:11<00:05, 58.80it/s]
fit stat: 5717.2773 (best: 5717.2773, rho: 0.103, sigma2: 0.087, mean tau: 0.2503:  67%|██████▋   | 674/1000 [00:11<00:05, 58.80it/s]
fit stat: 5717.2773 (best: 5717.2773, rho: 0.103, sigma2: 0.087, mean tau: 0.2503:  68%|██████▊   | 680/1000 [00:11<00:05, 58.85it/s]
fit stat: 5717.2061 (best: 5717.2061, rho: 0.102, sigma2: 0.087, mean tau: 0.2502:  68%|██████▊   | 680/1000 [00:11<00:05, 58.85it/s]
fit stat: 5717.1328 (best: 5717.1328, rho: 0.102, sigma2: 0.087, mean tau: 0.2502:  68%|██████▊   | 680/1000 [00:11<00:05, 58.85it/s]
fit stat: 5717.0576 (best: 5717.0576, rho: 0.102, sigma2: 0.087, mean tau: 0.2501:  68%|██████▊   | 680/1000 [00:11<00:05, 58.85it/s]
fit stat: 5716.9868 (best: 5716.9868, rho: 0.101, sigma2: 0.087, mean tau: 0.2501:  68%|██████▊   | 680/1000 [00:11<00:05, 58.85it/s]
fit stat: 5716.9146 (best: 5716.9146, rho: 0.101, sigma2: 0.087, mean tau: 0.2501:  68%|██████▊   | 680/1000 [00:11<00:05, 58.85it/s]
fit stat: 5716.8428 (best: 5716.8428, rho: 0.101, sigma2: 0.087, mean tau: 0.2500:  68%|██████▊   | 680/1000 [00:11<00:05, 58.85it/s]
fit stat: 5716.8428 (best: 5716.8428, rho: 0.101, sigma2: 0.087, mean tau: 0.2500:  69%|██████▊   | 686/1000 [00:11<00:05, 59.15it/s]
fit stat: 5716.7700 (best: 5716.7700, rho: 0.101, sigma2: 0.087, mean tau: 0.2500:  69%|██████▊   | 686/1000 [00:11<00:05, 59.15it/s]
fit stat: 5716.7007 (best: 5716.7007, rho: 0.100, sigma2: 0.087, mean tau: 0.2500:  69%|██████▊   | 686/1000 [00:11<00:05, 59.15it/s]
fit stat: 5716.6338 (best: 5716.6338, rho: 0.100, sigma2: 0.087, mean tau: 0.2499:  69%|██████▊   | 686/1000 [00:11<00:05, 59.15it/s]
fit stat: 5716.5630 (best: 5716.5630, rho: 0.100, sigma2: 0.087, mean tau: 0.2499:  69%|██████▊   | 686/1000 [00:11<00:05, 59.15it/s]
fit stat: 5716.4932 (best: 5716.4932, rho: 0.100, sigma2: 0.087, mean tau: 0.2499:  69%|██████▊   | 686/1000 [00:11<00:05, 59.15it/s]
fit stat: 5716.4253 (best: 5716.4253, rho: 0.099, sigma2: 0.087, mean tau: 0.2498:  69%|██████▊   | 686/1000 [00:11<00:05, 59.15it/s]
fit stat: 5716.4253 (best: 5716.4253, rho: 0.099, sigma2: 0.087, mean tau: 0.2498:  69%|██████▉   | 692/1000 [00:11<00:05, 59.37it/s]
fit stat: 5716.3540 (best: 5716.3540, rho: 0.099, sigma2: 0.087, mean tau: 0.2498:  69%|██████▉   | 692/1000 [00:11<00:05, 59.37it/s]
fit stat: 5716.2881 (best: 5716.2881, rho: 0.099, sigma2: 0.087, mean tau: 0.2498:  69%|██████▉   | 692/1000 [00:11<00:05, 59.37it/s]
fit stat: 5716.2212 (best: 5716.2212, rho: 0.099, sigma2: 0.087, mean tau: 0.2497:  69%|██████▉   | 692/1000 [00:11<00:05, 59.37it/s]
fit stat: 5716.1504 (best: 5716.1504, rho: 0.098, sigma2: 0.087, mean tau: 0.2497:  69%|██████▉   | 692/1000 [00:11<00:05, 59.37it/s]
fit stat: 5716.0854 (best: 5716.0854, rho: 0.098, sigma2: 0.087, mean tau: 0.2496:  69%|██████▉   | 692/1000 [00:11<00:05, 59.37it/s]
fit stat: 5716.0190 (best: 5716.0190, rho: 0.098, sigma2: 0.087, mean tau: 0.2496:  69%|██████▉   | 692/1000 [00:11<00:05, 59.37it/s]
fit stat: 5715.9526 (best: 5715.9526, rho: 0.098, sigma2: 0.087, mean tau: 0.2496:  69%|██████▉   | 692/1000 [00:11<00:05, 59.37it/s]
fit stat: 5715.9526 (best: 5715.9526, rho: 0.098, sigma2: 0.087, mean tau: 0.2496:  70%|██████▉   | 699/1000 [00:11<00:05, 59.66it/s]
fit stat: 5715.8887 (best: 5715.8887, rho: 0.097, sigma2: 0.087, mean tau: 0.2495:  70%|██████▉   | 699/1000 [00:11<00:05, 59.66it/s]
fit stat: 5715.8257 (best: 5715.8257, rho: 0.097, sigma2: 0.087, mean tau: 0.2495:  70%|██████▉   | 699/1000 [00:11<00:05, 59.66it/s]
fit stat: 5715.7607 (best: 5715.7607, rho: 0.097, sigma2: 0.087, mean tau: 0.2495:  70%|██████▉   | 699/1000 [00:12<00:05, 59.66it/s]
fit stat: 5715.6958 (best: 5715.6958, rho: 0.097, sigma2: 0.087, mean tau: 0.2494:  70%|██████▉   | 699/1000 [00:12<00:05, 59.66it/s]
fit stat: 5715.6279 (best: 5715.6279, rho: 0.096, sigma2: 0.087, mean tau: 0.2494:  70%|██████▉   | 699/1000 [00:12<00:05, 59.66it/s]
fit stat: 5715.5669 (best: 5715.5669, rho: 0.096, sigma2: 0.087, mean tau: 0.2494:  70%|██████▉   | 699/1000 [00:12<00:05, 59.66it/s]
fit stat: 5715.5669 (best: 5715.5669, rho: 0.096, sigma2: 0.087, mean tau: 0.2494:  70%|███████   | 705/1000 [00:12<00:04, 59.68it/s]
fit stat: 5715.5039 (best: 5715.5039, rho: 0.096, sigma2: 0.087, mean tau: 0.2493:  70%|███████   | 705/1000 [00:12<00:04, 59.68it/s]
fit stat: 5715.4399 (best: 5715.4399, rho: 0.096, sigma2: 0.087, mean tau: 0.2493:  70%|███████   | 705/1000 [00:12<00:04, 59.68it/s]
fit stat: 5715.3721 (best: 5715.3721, rho: 0.095, sigma2: 0.087, mean tau: 0.2493:  70%|███████   | 705/1000 [00:12<00:04, 59.68it/s]
fit stat: 5715.3164 (best: 5715.3164, rho: 0.095, sigma2: 0.087, mean tau: 0.2492:  70%|███████   | 705/1000 [00:12<00:04, 59.68it/s]
fit stat: 5715.2539 (best: 5715.2539, rho: 0.095, sigma2: 0.087, mean tau: 0.2492:  70%|███████   | 705/1000 [00:12<00:04, 59.68it/s]
fit stat: 5715.1919 (best: 5715.1919, rho: 0.095, sigma2: 0.087, mean tau: 0.2492:  70%|███████   | 705/1000 [00:12<00:04, 59.68it/s]
fit stat: 5715.1919 (best: 5715.1919, rho: 0.095, sigma2: 0.087, mean tau: 0.2492:  71%|███████   | 711/1000 [00:12<00:04, 59.74it/s]
fit stat: 5715.1328 (best: 5715.1328, rho: 0.094, sigma2: 0.087, mean tau: 0.2491:  71%|███████   | 711/1000 [00:12<00:04, 59.74it/s]
fit stat: 5715.0708 (best: 5715.0708, rho: 0.094, sigma2: 0.087, mean tau: 0.2491:  71%|███████   | 711/1000 [00:12<00:04, 59.74it/s]
fit stat: 5715.0078 (best: 5715.0078, rho: 0.094, sigma2: 0.087, mean tau: 0.2491:  71%|███████   | 711/1000 [00:12<00:04, 59.74it/s]
fit stat: 5714.9517 (best: 5714.9517, rho: 0.094, sigma2: 0.087, mean tau: 0.2491:  71%|███████   | 711/1000 [00:12<00:04, 59.74it/s]
fit stat: 5714.8901 (best: 5714.8901, rho: 0.094, sigma2: 0.087, mean tau: 0.2490:  71%|███████   | 711/1000 [00:12<00:04, 59.74it/s]
fit stat: 5714.8325 (best: 5714.8325, rho: 0.093, sigma2: 0.087, mean tau: 0.2490:  71%|███████   | 711/1000 [00:12<00:04, 59.74it/s]
fit stat: 5714.8325 (best: 5714.8325, rho: 0.093, sigma2: 0.087, mean tau: 0.2490:  72%|███████▏  | 717/1000 [00:12<00:05, 55.56it/s]
fit stat: 5714.7710 (best: 5714.7710, rho: 0.093, sigma2: 0.087, mean tau: 0.2490:  72%|███████▏  | 717/1000 [00:12<00:05, 55.56it/s]
fit stat: 5714.7144 (best: 5714.7144, rho: 0.093, sigma2: 0.087, mean tau: 0.2489:  72%|███████▏  | 717/1000 [00:12<00:05, 55.56it/s]
fit stat: 5714.6567 (best: 5714.6567, rho: 0.093, sigma2: 0.087, mean tau: 0.2489:  72%|███████▏  | 717/1000 [00:12<00:05, 55.56it/s]
fit stat: 5714.5996 (best: 5714.5996, rho: 0.092, sigma2: 0.087, mean tau: 0.2489:  72%|███████▏  | 717/1000 [00:12<00:05, 55.56it/s]
fit stat: 5714.5459 (best: 5714.5459, rho: 0.092, sigma2: 0.087, mean tau: 0.2488:  72%|███████▏  | 717/1000 [00:12<00:05, 55.56it/s]
fit stat: 5714.4849 (best: 5714.4849, rho: 0.092, sigma2: 0.087, mean tau: 0.2488:  72%|███████▏  | 717/1000 [00:12<00:05, 55.56it/s]
fit stat: 5714.4849 (best: 5714.4849, rho: 0.092, sigma2: 0.087, mean tau: 0.2488:  72%|███████▏  | 723/1000 [00:12<00:04, 56.20it/s]
fit stat: 5714.4297 (best: 5714.4297, rho: 0.092, sigma2: 0.087, mean tau: 0.2488:  72%|███████▏  | 723/1000 [00:12<00:04, 56.20it/s]
fit stat: 5714.3682 (best: 5714.3682, rho: 0.092, sigma2: 0.087, mean tau: 0.2487:  72%|███████▏  | 723/1000 [00:12<00:04, 56.20it/s]
fit stat: 5714.3179 (best: 5714.3179, rho: 0.091, sigma2: 0.087, mean tau: 0.2487:  72%|███████▏  | 723/1000 [00:12<00:04, 56.20it/s]
fit stat: 5714.2637 (best: 5714.2637, rho: 0.091, sigma2: 0.087, mean tau: 0.2487:  72%|███████▏  | 723/1000 [00:12<00:04, 56.20it/s]
fit stat: 5714.2075 (best: 5714.2075, rho: 0.091, sigma2: 0.087, mean tau: 0.2487:  72%|███████▏  | 723/1000 [00:12<00:04, 56.20it/s]
fit stat: 5714.1523 (best: 5714.1523, rho: 0.091, sigma2: 0.087, mean tau: 0.2486:  72%|███████▏  | 723/1000 [00:12<00:04, 56.20it/s]
fit stat: 5714.1523 (best: 5714.1523, rho: 0.091, sigma2: 0.087, mean tau: 0.2486:  73%|███████▎  | 729/1000 [00:12<00:04, 56.96it/s]
fit stat: 5714.0977 (best: 5714.0977, rho: 0.090, sigma2: 0.087, mean tau: 0.2486:  73%|███████▎  | 729/1000 [00:12<00:04, 56.96it/s]
fit stat: 5714.0459 (best: 5714.0459, rho: 0.090, sigma2: 0.087, mean tau: 0.2486:  73%|███████▎  | 729/1000 [00:12<00:04, 56.96it/s]
fit stat: 5713.9893 (best: 5713.9893, rho: 0.090, sigma2: 0.087, mean tau: 0.2485:  73%|███████▎  | 729/1000 [00:12<00:04, 56.96it/s]
fit stat: 5713.9351 (best: 5713.9351, rho: 0.090, sigma2: 0.087, mean tau: 0.2485:  73%|███████▎  | 729/1000 [00:12<00:04, 56.96it/s]
fit stat: 5713.8804 (best: 5713.8804, rho: 0.090, sigma2: 0.087, mean tau: 0.2485:  73%|███████▎  | 729/1000 [00:12<00:04, 56.96it/s]
fit stat: 5713.8276 (best: 5713.8276, rho: 0.089, sigma2: 0.087, mean tau: 0.2485:  73%|███████▎  | 729/1000 [00:12<00:04, 56.96it/s]
fit stat: 5713.7769 (best: 5713.7769, rho: 0.089, sigma2: 0.087, mean tau: 0.2484:  73%|███████▎  | 729/1000 [00:12<00:04, 56.96it/s]
fit stat: 5713.7769 (best: 5713.7769, rho: 0.089, sigma2: 0.087, mean tau: 0.2484:  74%|███████▎  | 736/1000 [00:12<00:04, 58.00it/s]
fit stat: 5713.7256 (best: 5713.7256, rho: 0.089, sigma2: 0.087, mean tau: 0.2484:  74%|███████▎  | 736/1000 [00:12<00:04, 58.00it/s]
fit stat: 5713.6738 (best: 5713.6738, rho: 0.089, sigma2: 0.087, mean tau: 0.2484:  74%|███████▎  | 736/1000 [00:12<00:04, 58.00it/s]
fit stat: 5713.6216 (best: 5713.6216, rho: 0.089, sigma2: 0.087, mean tau: 0.2483:  74%|███████▎  | 736/1000 [00:12<00:04, 58.00it/s]
fit stat: 5713.5723 (best: 5713.5723, rho: 0.088, sigma2: 0.087, mean tau: 0.2483:  74%|███████▎  | 736/1000 [00:12<00:04, 58.00it/s]
fit stat: 5713.5205 (best: 5713.5205, rho: 0.088, sigma2: 0.087, mean tau: 0.2483:  74%|███████▎  | 736/1000 [00:12<00:04, 58.00it/s]
fit stat: 5713.4717 (best: 5713.4717, rho: 0.088, sigma2: 0.087, mean tau: 0.2483:  74%|███████▎  | 736/1000 [00:12<00:04, 58.00it/s]
fit stat: 5713.4717 (best: 5713.4717, rho: 0.088, sigma2: 0.087, mean tau: 0.2483:  74%|███████▍  | 742/1000 [00:12<00:04, 58.45it/s]
fit stat: 5713.4214 (best: 5713.4214, rho: 0.088, sigma2: 0.087, mean tau: 0.2482:  74%|███████▍  | 742/1000 [00:12<00:04, 58.45it/s]
fit stat: 5713.3701 (best: 5713.3701, rho: 0.088, sigma2: 0.087, mean tau: 0.2482:  74%|███████▍  | 742/1000 [00:12<00:04, 58.45it/s]
fit stat: 5713.3184 (best: 5713.3184, rho: 0.087, sigma2: 0.087, mean tau: 0.2482:  74%|███████▍  | 742/1000 [00:12<00:04, 58.45it/s]
fit stat: 5713.2725 (best: 5713.2725, rho: 0.087, sigma2: 0.087, mean tau: 0.2482:  74%|███████▍  | 742/1000 [00:12<00:04, 58.45it/s]
fit stat: 5713.2222 (best: 5713.2222, rho: 0.087, sigma2: 0.087, mean tau: 0.2481:  74%|███████▍  | 742/1000 [00:12<00:04, 58.45it/s]
fit stat: 5713.1714 (best: 5713.1714, rho: 0.087, sigma2: 0.087, mean tau: 0.2481:  74%|███████▍  | 742/1000 [00:12<00:04, 58.45it/s]
fit stat: 5713.1270 (best: 5713.1270, rho: 0.087, sigma2: 0.087, mean tau: 0.2481:  74%|███████▍  | 742/1000 [00:12<00:04, 58.45it/s]
fit stat: 5713.1270 (best: 5713.1270, rho: 0.087, sigma2: 0.087, mean tau: 0.2481:  75%|███████▍  | 749/1000 [00:12<00:04, 59.38it/s]
fit stat: 5713.0732 (best: 5713.0732, rho: 0.086, sigma2: 0.087, mean tau: 0.2480:  75%|███████▍  | 749/1000 [00:12<00:04, 59.38it/s]
fit stat: 5713.0347 (best: 5713.0347, rho: 0.086, sigma2: 0.087, mean tau: 0.2480:  75%|███████▍  | 749/1000 [00:12<00:04, 59.38it/s]
fit stat: 5712.9834 (best: 5712.9834, rho: 0.086, sigma2: 0.087, mean tau: 0.2480:  75%|███████▍  | 749/1000 [00:12<00:04, 59.38it/s]
fit stat: 5712.9351 (best: 5712.9351, rho: 0.086, sigma2: 0.087, mean tau: 0.2480:  75%|███████▍  | 749/1000 [00:12<00:04, 59.38it/s]
fit stat: 5712.8896 (best: 5712.8896, rho: 0.086, sigma2: 0.087, mean tau: 0.2479:  75%|███████▍  | 749/1000 [00:12<00:04, 59.38it/s]
fit stat: 5712.8462 (best: 5712.8462, rho: 0.085, sigma2: 0.087, mean tau: 0.2479:  75%|███████▍  | 749/1000 [00:12<00:04, 59.38it/s]
fit stat: 5712.8462 (best: 5712.8462, rho: 0.085, sigma2: 0.087, mean tau: 0.2479:  76%|███████▌  | 755/1000 [00:12<00:04, 59.49it/s]
fit stat: 5712.7925 (best: 5712.7925, rho: 0.085, sigma2: 0.087, mean tau: 0.2479:  76%|███████▌  | 755/1000 [00:12<00:04, 59.49it/s]
fit stat: 5712.7510 (best: 5712.7510, rho: 0.085, sigma2: 0.087, mean tau: 0.2479:  76%|███████▌  | 755/1000 [00:12<00:04, 59.49it/s]
fit stat: 5712.7080 (best: 5712.7080, rho: 0.085, sigma2: 0.087, mean tau: 0.2478:  76%|███████▌  | 755/1000 [00:12<00:04, 59.49it/s]
fit stat: 5712.6616 (best: 5712.6616, rho: 0.085, sigma2: 0.087, mean tau: 0.2478:  76%|███████▌  | 755/1000 [00:12<00:04, 59.49it/s]
fit stat: 5712.6147 (best: 5712.6147, rho: 0.084, sigma2: 0.087, mean tau: 0.2478:  76%|███████▌  | 755/1000 [00:13<00:04, 59.49it/s]
fit stat: 5712.5688 (best: 5712.5688, rho: 0.084, sigma2: 0.087, mean tau: 0.2478:  76%|███████▌  | 755/1000 [00:13<00:04, 59.49it/s]
fit stat: 5712.5273 (best: 5712.5273, rho: 0.084, sigma2: 0.087, mean tau: 0.2477:  76%|███████▌  | 755/1000 [00:13<00:04, 59.49it/s]
fit stat: 5712.5273 (best: 5712.5273, rho: 0.084, sigma2: 0.087, mean tau: 0.2477:  76%|███████▌  | 762/1000 [00:13<00:03, 59.99it/s]
fit stat: 5712.4824 (best: 5712.4824, rho: 0.084, sigma2: 0.087, mean tau: 0.2477:  76%|███████▌  | 762/1000 [00:13<00:03, 59.99it/s]
fit stat: 5712.4395 (best: 5712.4395, rho: 0.084, sigma2: 0.087, mean tau: 0.2477:  76%|███████▌  | 762/1000 [00:13<00:03, 59.99it/s]
fit stat: 5712.3975 (best: 5712.3975, rho: 0.084, sigma2: 0.087, mean tau: 0.2477:  76%|███████▌  | 762/1000 [00:13<00:03, 59.99it/s]
fit stat: 5712.3545 (best: 5712.3545, rho: 0.083, sigma2: 0.087, mean tau: 0.2476:  76%|███████▌  | 762/1000 [00:13<00:03, 59.99it/s]
fit stat: 5712.3110 (best: 5712.3110, rho: 0.083, sigma2: 0.087, mean tau: 0.2476:  76%|███████▌  | 762/1000 [00:13<00:03, 59.99it/s]
fit stat: 5712.2686 (best: 5712.2686, rho: 0.083, sigma2: 0.087, mean tau: 0.2476:  76%|███████▌  | 762/1000 [00:13<00:03, 59.99it/s]
fit stat: 5712.2246 (best: 5712.2246, rho: 0.083, sigma2: 0.087, mean tau: 0.2476:  76%|███████▌  | 762/1000 [00:13<00:03, 59.99it/s]
fit stat: 5712.2246 (best: 5712.2246, rho: 0.083, sigma2: 0.087, mean tau: 0.2476:  77%|███████▋  | 769/1000 [00:13<00:03, 59.80it/s]
fit stat: 5712.1821 (best: 5712.1821, rho: 0.083, sigma2: 0.087, mean tau: 0.2475:  77%|███████▋  | 769/1000 [00:13<00:03, 59.80it/s]
fit stat: 5712.1411 (best: 5712.1411, rho: 0.082, sigma2: 0.087, mean tau: 0.2475:  77%|███████▋  | 769/1000 [00:13<00:03, 59.80it/s]
fit stat: 5712.1011 (best: 5712.1011, rho: 0.082, sigma2: 0.087, mean tau: 0.2475:  77%|███████▋  | 769/1000 [00:13<00:03, 59.80it/s]
fit stat: 5712.0576 (best: 5712.0576, rho: 0.082, sigma2: 0.087, mean tau: 0.2475:  77%|███████▋  | 769/1000 [00:13<00:03, 59.80it/s]
fit stat: 5712.0195 (best: 5712.0195, rho: 0.082, sigma2: 0.087, mean tau: 0.2475:  77%|███████▋  | 769/1000 [00:13<00:03, 59.80it/s]
fit stat: 5711.9761 (best: 5711.9761, rho: 0.082, sigma2: 0.087, mean tau: 0.2474:  77%|███████▋  | 769/1000 [00:13<00:03, 59.80it/s]
fit stat: 5711.9761 (best: 5711.9761, rho: 0.082, sigma2: 0.087, mean tau: 0.2474:  78%|███████▊  | 775/1000 [00:13<00:03, 59.29it/s]
fit stat: 5711.9385 (best: 5711.9385, rho: 0.082, sigma2: 0.087, mean tau: 0.2474:  78%|███████▊  | 775/1000 [00:13<00:03, 59.29it/s]
fit stat: 5711.8950 (best: 5711.8950, rho: 0.081, sigma2: 0.087, mean tau: 0.2474:  78%|███████▊  | 775/1000 [00:13<00:03, 59.29it/s]
fit stat: 5711.8569 (best: 5711.8569, rho: 0.081, sigma2: 0.087, mean tau: 0.2474:  78%|███████▊  | 775/1000 [00:13<00:03, 59.29it/s]
fit stat: 5711.8169 (best: 5711.8169, rho: 0.081, sigma2: 0.087, mean tau: 0.2473:  78%|███████▊  | 775/1000 [00:13<00:03, 59.29it/s]
fit stat: 5711.7764 (best: 5711.7764, rho: 0.081, sigma2: 0.087, mean tau: 0.2473:  78%|███████▊  | 775/1000 [00:13<00:03, 59.29it/s]
fit stat: 5711.7407 (best: 5711.7407, rho: 0.081, sigma2: 0.087, mean tau: 0.2473:  78%|███████▊  | 775/1000 [00:13<00:03, 59.29it/s]
fit stat: 5711.7407 (best: 5711.7407, rho: 0.081, sigma2: 0.087, mean tau: 0.2473:  78%|███████▊  | 781/1000 [00:13<00:03, 57.50it/s]
fit stat: 5711.6978 (best: 5711.6978, rho: 0.081, sigma2: 0.087, mean tau: 0.2473:  78%|███████▊  | 781/1000 [00:13<00:03, 57.50it/s]
fit stat: 5711.6655 (best: 5711.6655, rho: 0.080, sigma2: 0.087, mean tau: 0.2472:  78%|███████▊  | 781/1000 [00:13<00:03, 57.50it/s]
fit stat: 5711.6226 (best: 5711.6226, rho: 0.080, sigma2: 0.087, mean tau: 0.2472:  78%|███████▊  | 781/1000 [00:13<00:03, 57.50it/s]
fit stat: 5711.5850 (best: 5711.5850, rho: 0.080, sigma2: 0.087, mean tau: 0.2472:  78%|███████▊  | 781/1000 [00:13<00:03, 57.50it/s]
fit stat: 5711.5498 (best: 5711.5498, rho: 0.080, sigma2: 0.087, mean tau: 0.2472:  78%|███████▊  | 781/1000 [00:13<00:03, 57.50it/s]
fit stat: 5711.5142 (best: 5711.5142, rho: 0.080, sigma2: 0.087, mean tau: 0.2472:  78%|███████▊  | 781/1000 [00:13<00:03, 57.50it/s]
fit stat: 5711.5142 (best: 5711.5142, rho: 0.080, sigma2: 0.087, mean tau: 0.2472:  79%|███████▊  | 787/1000 [00:13<00:03, 57.45it/s]
fit stat: 5711.4688 (best: 5711.4688, rho: 0.080, sigma2: 0.087, mean tau: 0.2471:  79%|███████▊  | 787/1000 [00:13<00:03, 57.45it/s]
fit stat: 5711.4395 (best: 5711.4395, rho: 0.079, sigma2: 0.087, mean tau: 0.2471:  79%|███████▊  | 787/1000 [00:13<00:03, 57.45it/s]
fit stat: 5711.3989 (best: 5711.3989, rho: 0.079, sigma2: 0.087, mean tau: 0.2471:  79%|███████▊  | 787/1000 [00:13<00:03, 57.45it/s]
fit stat: 5711.3638 (best: 5711.3638, rho: 0.079, sigma2: 0.087, mean tau: 0.2471:  79%|███████▊  | 787/1000 [00:13<00:03, 57.45it/s]
fit stat: 5711.3286 (best: 5711.3286, rho: 0.079, sigma2: 0.087, mean tau: 0.2471:  79%|███████▊  | 787/1000 [00:13<00:03, 57.45it/s]
fit stat: 5711.2939 (best: 5711.2939, rho: 0.079, sigma2: 0.087, mean tau: 0.2470:  79%|███████▊  | 787/1000 [00:13<00:03, 57.45it/s]
fit stat: 5711.2939 (best: 5711.2939, rho: 0.079, sigma2: 0.087, mean tau: 0.2470:  79%|███████▉  | 793/1000 [00:13<00:03, 58.05it/s]
fit stat: 5711.2573 (best: 5711.2573, rho: 0.079, sigma2: 0.087, mean tau: 0.2470:  79%|███████▉  | 793/1000 [00:13<00:03, 58.05it/s]
fit stat: 5711.2207 (best: 5711.2207, rho: 0.078, sigma2: 0.087, mean tau: 0.2470:  79%|███████▉  | 793/1000 [00:13<00:03, 58.05it/s]
fit stat: 5711.1846 (best: 5711.1846, rho: 0.078, sigma2: 0.087, mean tau: 0.2470:  79%|███████▉  | 793/1000 [00:13<00:03, 58.05it/s]
fit stat: 5711.1494 (best: 5711.1494, rho: 0.078, sigma2: 0.087, mean tau: 0.2469:  79%|███████▉  | 793/1000 [00:13<00:03, 58.05it/s]
fit stat: 5711.1138 (best: 5711.1138, rho: 0.078, sigma2: 0.087, mean tau: 0.2469:  79%|███████▉  | 793/1000 [00:13<00:03, 58.05it/s]
fit stat: 5711.0791 (best: 5711.0791, rho: 0.078, sigma2: 0.087, mean tau: 0.2469:  79%|███████▉  | 793/1000 [00:13<00:03, 58.05it/s]
fit stat: 5711.0449 (best: 5711.0449, rho: 0.078, sigma2: 0.087, mean tau: 0.2469:  79%|███████▉  | 793/1000 [00:13<00:03, 58.05it/s]
fit stat: 5711.0449 (best: 5711.0449, rho: 0.078, sigma2: 0.087, mean tau: 0.2469:  80%|████████  | 800/1000 [00:13<00:03, 59.02it/s]
fit stat: 5711.0127 (best: 5711.0127, rho: 0.078, sigma2: 0.087, mean tau: 0.2469:  80%|████████  | 800/1000 [00:13<00:03, 59.02it/s]
fit stat: 5710.9805 (best: 5710.9805, rho: 0.077, sigma2: 0.087, mean tau: 0.2468:  80%|████████  | 800/1000 [00:13<00:03, 59.02it/s]
fit stat: 5710.9453 (best: 5710.9453, rho: 0.077, sigma2: 0.087, mean tau: 0.2468:  80%|████████  | 800/1000 [00:13<00:03, 59.02it/s]
fit stat: 5710.9102 (best: 5710.9102, rho: 0.077, sigma2: 0.087, mean tau: 0.2468:  80%|████████  | 800/1000 [00:13<00:03, 59.02it/s]
fit stat: 5710.8760 (best: 5710.8760, rho: 0.077, sigma2: 0.087, mean tau: 0.2468:  80%|████████  | 800/1000 [00:13<00:03, 59.02it/s]
fit stat: 5710.8413 (best: 5710.8413, rho: 0.077, sigma2: 0.087, mean tau: 0.2468:  80%|████████  | 800/1000 [00:13<00:03, 59.02it/s]
fit stat: 5710.8413 (best: 5710.8413, rho: 0.077, sigma2: 0.087, mean tau: 0.2468:  81%|████████  | 806/1000 [00:13<00:03, 59.24it/s]
fit stat: 5710.8140 (best: 5710.8140, rho: 0.077, sigma2: 0.087, mean tau: 0.2467:  81%|████████  | 806/1000 [00:13<00:03, 59.24it/s]
fit stat: 5710.7798 (best: 5710.7798, rho: 0.077, sigma2: 0.087, mean tau: 0.2467:  81%|████████  | 806/1000 [00:13<00:03, 59.24it/s]
fit stat: 5710.7510 (best: 5710.7510, rho: 0.076, sigma2: 0.087, mean tau: 0.2467:  81%|████████  | 806/1000 [00:13<00:03, 59.24it/s]
fit stat: 5710.7139 (best: 5710.7139, rho: 0.076, sigma2: 0.087, mean tau: 0.2467:  81%|████████  | 806/1000 [00:13<00:03, 59.24it/s]
fit stat: 5710.6821 (best: 5710.6821, rho: 0.076, sigma2: 0.087, mean tau: 0.2467:  81%|████████  | 806/1000 [00:13<00:03, 59.24it/s]
fit stat: 5710.6523 (best: 5710.6523, rho: 0.076, sigma2: 0.087, mean tau: 0.2467:  81%|████████  | 806/1000 [00:13<00:03, 59.24it/s]
fit stat: 5710.6196 (best: 5710.6196, rho: 0.076, sigma2: 0.087, mean tau: 0.2466:  81%|████████  | 806/1000 [00:13<00:03, 59.24it/s]
fit stat: 5710.6196 (best: 5710.6196, rho: 0.076, sigma2: 0.087, mean tau: 0.2466:  81%|████████▏ | 813/1000 [00:13<00:03, 59.71it/s]
fit stat: 5710.5898 (best: 5710.5898, rho: 0.076, sigma2: 0.087, mean tau: 0.2466:  81%|████████▏ | 813/1000 [00:13<00:03, 59.71it/s]
fit stat: 5710.5610 (best: 5710.5610, rho: 0.076, sigma2: 0.087, mean tau: 0.2466:  81%|████████▏ | 813/1000 [00:13<00:03, 59.71it/s]
fit stat: 5710.5273 (best: 5710.5273, rho: 0.075, sigma2: 0.087, mean tau: 0.2466:  81%|████████▏ | 813/1000 [00:13<00:03, 59.71it/s]
fit stat: 5710.4956 (best: 5710.4956, rho: 0.075, sigma2: 0.087, mean tau: 0.2466:  81%|████████▏ | 813/1000 [00:13<00:03, 59.71it/s]
fit stat: 5710.4668 (best: 5710.4668, rho: 0.075, sigma2: 0.087, mean tau: 0.2465:  81%|████████▏ | 813/1000 [00:13<00:03, 59.71it/s]
fit stat: 5710.4390 (best: 5710.4390, rho: 0.075, sigma2: 0.087, mean tau: 0.2465:  81%|████████▏ | 813/1000 [00:14<00:03, 59.71it/s]
fit stat: 5710.4390 (best: 5710.4390, rho: 0.075, sigma2: 0.087, mean tau: 0.2465:  82%|████████▏ | 819/1000 [00:14<00:03, 59.19it/s]
fit stat: 5710.4102 (best: 5710.4102, rho: 0.075, sigma2: 0.087, mean tau: 0.2465:  82%|████████▏ | 819/1000 [00:14<00:03, 59.19it/s]
fit stat: 5710.3804 (best: 5710.3804, rho: 0.075, sigma2: 0.087, mean tau: 0.2465:  82%|████████▏ | 819/1000 [00:14<00:03, 59.19it/s]
fit stat: 5710.3521 (best: 5710.3521, rho: 0.075, sigma2: 0.087, mean tau: 0.2465:  82%|████████▏ | 819/1000 [00:14<00:03, 59.19it/s]
fit stat: 5710.3223 (best: 5710.3223, rho: 0.074, sigma2: 0.087, mean tau: 0.2464:  82%|████████▏ | 819/1000 [00:14<00:03, 59.19it/s]
fit stat: 5710.2910 (best: 5710.2910, rho: 0.074, sigma2: 0.087, mean tau: 0.2464:  82%|████████▏ | 819/1000 [00:14<00:03, 59.19it/s]
fit stat: 5710.2603 (best: 5710.2603, rho: 0.074, sigma2: 0.087, mean tau: 0.2464:  82%|████████▏ | 819/1000 [00:14<00:03, 59.19it/s]
fit stat: 5710.2603 (best: 5710.2603, rho: 0.074, sigma2: 0.087, mean tau: 0.2464:  82%|████████▎ | 825/1000 [00:14<00:02, 58.93it/s]
fit stat: 5710.2319 (best: 5710.2319, rho: 0.074, sigma2: 0.087, mean tau: 0.2464:  82%|████████▎ | 825/1000 [00:14<00:02, 58.93it/s]
fit stat: 5710.2036 (best: 5710.2036, rho: 0.074, sigma2: 0.087, mean tau: 0.2464:  82%|████████▎ | 825/1000 [00:14<00:02, 58.93it/s]
fit stat: 5710.1777 (best: 5710.1777, rho: 0.074, sigma2: 0.087, mean tau: 0.2464:  82%|████████▎ | 825/1000 [00:14<00:02, 58.93it/s]
fit stat: 5710.1450 (best: 5710.1450, rho: 0.074, sigma2: 0.087, mean tau: 0.2463:  82%|████████▎ | 825/1000 [00:14<00:02, 58.93it/s]
fit stat: 5710.1230 (best: 5710.1230, rho: 0.073, sigma2: 0.087, mean tau: 0.2463:  82%|████████▎ | 825/1000 [00:14<00:02, 58.93it/s]
fit stat: 5710.0942 (best: 5710.0942, rho: 0.073, sigma2: 0.087, mean tau: 0.2463:  82%|████████▎ | 825/1000 [00:14<00:02, 58.93it/s]
fit stat: 5710.0942 (best: 5710.0942, rho: 0.073, sigma2: 0.087, mean tau: 0.2463:  83%|████████▎ | 831/1000 [00:14<00:02, 58.28it/s]
fit stat: 5710.0688 (best: 5710.0688, rho: 0.073, sigma2: 0.087, mean tau: 0.2463:  83%|████████▎ | 831/1000 [00:14<00:02, 58.28it/s]
fit stat: 5710.0371 (best: 5710.0371, rho: 0.073, sigma2: 0.087, mean tau: 0.2463:  83%|████████▎ | 831/1000 [00:14<00:02, 58.28it/s]
fit stat: 5710.0117 (best: 5710.0117, rho: 0.073, sigma2: 0.087, mean tau: 0.2463:  83%|████████▎ | 831/1000 [00:14<00:02, 58.28it/s]
fit stat: 5709.9844 (best: 5709.9844, rho: 0.073, sigma2: 0.087, mean tau: 0.2462:  83%|████████▎ | 831/1000 [00:14<00:02, 58.28it/s]
fit stat: 5709.9590 (best: 5709.9590, rho: 0.073, sigma2: 0.087, mean tau: 0.2462:  83%|████████▎ | 831/1000 [00:14<00:02, 58.28it/s]
fit stat: 5709.9351 (best: 5709.9351, rho: 0.073, sigma2: 0.087, mean tau: 0.2462:  83%|████████▎ | 831/1000 [00:14<00:02, 58.28it/s]
fit stat: 5709.9351 (best: 5709.9351, rho: 0.073, sigma2: 0.087, mean tau: 0.2462:  84%|████████▎ | 837/1000 [00:14<00:02, 55.08it/s]
fit stat: 5709.9053 (best: 5709.9053, rho: 0.072, sigma2: 0.087, mean tau: 0.2462:  84%|████████▎ | 837/1000 [00:14<00:02, 55.08it/s]
fit stat: 5709.8770 (best: 5709.8770, rho: 0.072, sigma2: 0.087, mean tau: 0.2462:  84%|████████▎ | 837/1000 [00:14<00:02, 55.08it/s]
fit stat: 5709.8555 (best: 5709.8555, rho: 0.072, sigma2: 0.087, mean tau: 0.2462:  84%|████████▎ | 837/1000 [00:14<00:02, 55.08it/s]
fit stat: 5709.8271 (best: 5709.8271, rho: 0.072, sigma2: 0.087, mean tau: 0.2461:  84%|████████▎ | 837/1000 [00:14<00:02, 55.08it/s]
fit stat: 5709.8027 (best: 5709.8027, rho: 0.072, sigma2: 0.087, mean tau: 0.2461:  84%|████████▎ | 837/1000 [00:14<00:02, 55.08it/s]
fit stat: 5709.7764 (best: 5709.7764, rho: 0.072, sigma2: 0.087, mean tau: 0.2461:  84%|████████▎ | 837/1000 [00:14<00:02, 55.08it/s]
fit stat: 5709.7764 (best: 5709.7764, rho: 0.072, sigma2: 0.087, mean tau: 0.2461:  84%|████████▍ | 843/1000 [00:14<00:02, 55.72it/s]
fit stat: 5709.7500 (best: 5709.7500, rho: 0.072, sigma2: 0.087, mean tau: 0.2461:  84%|████████▍ | 843/1000 [00:14<00:02, 55.72it/s]
fit stat: 5709.7222 (best: 5709.7222, rho: 0.072, sigma2: 0.087, mean tau: 0.2461:  84%|████████▍ | 843/1000 [00:14<00:02, 55.72it/s]
fit stat: 5709.7012 (best: 5709.7012, rho: 0.071, sigma2: 0.087, mean tau: 0.2461:  84%|████████▍ | 843/1000 [00:14<00:02, 55.72it/s]
fit stat: 5709.6758 (best: 5709.6758, rho: 0.071, sigma2: 0.087, mean tau: 0.2460:  84%|████████▍ | 843/1000 [00:14<00:02, 55.72it/s]
fit stat: 5709.6514 (best: 5709.6514, rho: 0.071, sigma2: 0.087, mean tau: 0.2460:  84%|████████▍ | 843/1000 [00:14<00:02, 55.72it/s]
fit stat: 5709.6299 (best: 5709.6299, rho: 0.071, sigma2: 0.087, mean tau: 0.2460:  84%|████████▍ | 843/1000 [00:14<00:02, 55.72it/s]
fit stat: 5709.6050 (best: 5709.6050, rho: 0.071, sigma2: 0.087, mean tau: 0.2460:  84%|████████▍ | 843/1000 [00:14<00:02, 55.72it/s]
fit stat: 5709.6050 (best: 5709.6050, rho: 0.071, sigma2: 0.087, mean tau: 0.2460:  85%|████████▌ | 850/1000 [00:14<00:02, 57.42it/s]
fit stat: 5709.5786 (best: 5709.5786, rho: 0.071, sigma2: 0.087, mean tau: 0.2460:  85%|████████▌ | 850/1000 [00:14<00:02, 57.42it/s]
fit stat: 5709.5591 (best: 5709.5591, rho: 0.071, sigma2: 0.087, mean tau: 0.2460:  85%|████████▌ | 850/1000 [00:14<00:02, 57.42it/s]
fit stat: 5709.5322 (best: 5709.5322, rho: 0.071, sigma2: 0.087, mean tau: 0.2459:  85%|████████▌ | 850/1000 [00:14<00:02, 57.42it/s]
fit stat: 5709.5088 (best: 5709.5088, rho: 0.070, sigma2: 0.087, mean tau: 0.2459:  85%|████████▌ | 850/1000 [00:14<00:02, 57.42it/s]
fit stat: 5709.4873 (best: 5709.4873, rho: 0.070, sigma2: 0.087, mean tau: 0.2459:  85%|████████▌ | 850/1000 [00:14<00:02, 57.42it/s]
fit stat: 5709.4614 (best: 5709.4614, rho: 0.070, sigma2: 0.087, mean tau: 0.2459:  85%|████████▌ | 850/1000 [00:14<00:02, 57.42it/s]
fit stat: 5709.4414 (best: 5709.4414, rho: 0.070, sigma2: 0.087, mean tau: 0.2459:  85%|████████▌ | 850/1000 [00:14<00:02, 57.42it/s]
fit stat: 5709.4414 (best: 5709.4414, rho: 0.070, sigma2: 0.087, mean tau: 0.2459:  86%|████████▌ | 857/1000 [00:14<00:02, 58.30it/s]
fit stat: 5709.4194 (best: 5709.4194, rho: 0.070, sigma2: 0.087, mean tau: 0.2459:  86%|████████▌ | 857/1000 [00:14<00:02, 58.30it/s]
fit stat: 5709.3911 (best: 5709.3911, rho: 0.070, sigma2: 0.087, mean tau: 0.2459:  86%|████████▌ | 857/1000 [00:14<00:02, 58.30it/s]
fit stat: 5709.3745 (best: 5709.3745, rho: 0.070, sigma2: 0.087, mean tau: 0.2458:  86%|████████▌ | 857/1000 [00:14<00:02, 58.30it/s]
fit stat: 5709.3545 (best: 5709.3545, rho: 0.070, sigma2: 0.087, mean tau: 0.2458:  86%|████████▌ | 857/1000 [00:14<00:02, 58.30it/s]
fit stat: 5709.3252 (best: 5709.3252, rho: 0.070, sigma2: 0.087, mean tau: 0.2458:  86%|████████▌ | 857/1000 [00:14<00:02, 58.30it/s]
fit stat: 5709.3066 (best: 5709.3066, rho: 0.069, sigma2: 0.087, mean tau: 0.2458:  86%|████████▌ | 857/1000 [00:14<00:02, 58.30it/s]
fit stat: 5709.3066 (best: 5709.3066, rho: 0.069, sigma2: 0.087, mean tau: 0.2458:  86%|████████▋ | 863/1000 [00:14<00:02, 58.73it/s]
fit stat: 5709.2866 (best: 5709.2866, rho: 0.069, sigma2: 0.087, mean tau: 0.2458:  86%|████████▋ | 863/1000 [00:14<00:02, 58.73it/s]
fit stat: 5709.2593 (best: 5709.2593, rho: 0.069, sigma2: 0.087, mean tau: 0.2458:  86%|████████▋ | 863/1000 [00:14<00:02, 58.73it/s]
fit stat: 5709.2402 (best: 5709.2402, rho: 0.069, sigma2: 0.087, mean tau: 0.2457:  86%|████████▋ | 863/1000 [00:14<00:02, 58.73it/s]
fit stat: 5709.2178 (best: 5709.2178, rho: 0.069, sigma2: 0.087, mean tau: 0.2457:  86%|████████▋ | 863/1000 [00:14<00:02, 58.73it/s]
fit stat: 5709.1982 (best: 5709.1982, rho: 0.069, sigma2: 0.087, mean tau: 0.2457:  86%|████████▋ | 863/1000 [00:14<00:02, 58.73it/s]
fit stat: 5709.1787 (best: 5709.1787, rho: 0.069, sigma2: 0.087, mean tau: 0.2457:  86%|████████▋ | 863/1000 [00:14<00:02, 58.73it/s]
fit stat: 5709.1787 (best: 5709.1787, rho: 0.069, sigma2: 0.087, mean tau: 0.2457:  87%|████████▋ | 869/1000 [00:14<00:02, 58.15it/s]
fit stat: 5709.1572 (best: 5709.1572, rho: 0.069, sigma2: 0.087, mean tau: 0.2457:  87%|████████▋ | 869/1000 [00:14<00:02, 58.15it/s]
fit stat: 5709.1357 (best: 5709.1357, rho: 0.069, sigma2: 0.087, mean tau: 0.2457:  87%|████████▋ | 869/1000 [00:14<00:02, 58.15it/s]
fit stat: 5709.1147 (best: 5709.1147, rho: 0.068, sigma2: 0.087, mean tau: 0.2457:  87%|████████▋ | 869/1000 [00:14<00:02, 58.15it/s]
fit stat: 5709.0942 (best: 5709.0942, rho: 0.068, sigma2: 0.087, mean tau: 0.2456:  87%|████████▋ | 869/1000 [00:14<00:02, 58.15it/s]
fit stat: 5709.0757 (best: 5709.0757, rho: 0.068, sigma2: 0.087, mean tau: 0.2456:  87%|████████▋ | 869/1000 [00:14<00:02, 58.15it/s]
fit stat: 5709.0542 (best: 5709.0542, rho: 0.068, sigma2: 0.087, mean tau: 0.2456:  87%|████████▋ | 869/1000 [00:15<00:02, 58.15it/s]
fit stat: 5709.0542 (best: 5709.0542, rho: 0.068, sigma2: 0.087, mean tau: 0.2456:  88%|████████▊ | 875/1000 [00:15<00:02, 56.22it/s]
fit stat: 5709.0352 (best: 5709.0352, rho: 0.068, sigma2: 0.087, mean tau: 0.2456:  88%|████████▊ | 875/1000 [00:15<00:02, 56.22it/s]
fit stat: 5709.0127 (best: 5709.0127, rho: 0.068, sigma2: 0.087, mean tau: 0.2456:  88%|████████▊ | 875/1000 [00:15<00:02, 56.22it/s]
fit stat: 5708.9946 (best: 5708.9946, rho: 0.068, sigma2: 0.087, mean tau: 0.2456:  88%|████████▊ | 875/1000 [00:15<00:02, 56.22it/s]
fit stat: 5708.9766 (best: 5708.9766, rho: 0.068, sigma2: 0.087, mean tau: 0.2456:  88%|████████▊ | 875/1000 [00:15<00:02, 56.22it/s]
fit stat: 5708.9551 (best: 5708.9551, rho: 0.068, sigma2: 0.087, mean tau: 0.2455:  88%|████████▊ | 875/1000 [00:15<00:02, 56.22it/s]
fit stat: 5708.9360 (best: 5708.9360, rho: 0.067, sigma2: 0.087, mean tau: 0.2455:  88%|████████▊ | 875/1000 [00:15<00:02, 56.22it/s]
fit stat: 5708.9360 (best: 5708.9360, rho: 0.067, sigma2: 0.087, mean tau: 0.2455:  88%|████████▊ | 881/1000 [00:15<00:02, 57.00it/s]
fit stat: 5708.9189 (best: 5708.9189, rho: 0.067, sigma2: 0.087, mean tau: 0.2455:  88%|████████▊ | 881/1000 [00:15<00:02, 57.00it/s]
fit stat: 5708.8979 (best: 5708.8979, rho: 0.067, sigma2: 0.087, mean tau: 0.2455:  88%|████████▊ | 881/1000 [00:15<00:02, 57.00it/s]
fit stat: 5708.8794 (best: 5708.8794, rho: 0.067, sigma2: 0.087, mean tau: 0.2455:  88%|████████▊ | 881/1000 [00:15<00:02, 57.00it/s]
fit stat: 5708.8604 (best: 5708.8604, rho: 0.067, sigma2: 0.087, mean tau: 0.2455:  88%|████████▊ | 881/1000 [00:15<00:02, 57.00it/s]
fit stat: 5708.8428 (best: 5708.8428, rho: 0.067, sigma2: 0.087, mean tau: 0.2455:  88%|████████▊ | 881/1000 [00:15<00:02, 57.00it/s]
fit stat: 5708.8223 (best: 5708.8223, rho: 0.067, sigma2: 0.087, mean tau: 0.2455:  88%|████████▊ | 881/1000 [00:15<00:02, 57.00it/s]
fit stat: 5708.8057 (best: 5708.8057, rho: 0.067, sigma2: 0.087, mean tau: 0.2454:  88%|████████▊ | 881/1000 [00:15<00:02, 57.00it/s]
fit stat: 5708.8057 (best: 5708.8057, rho: 0.067, sigma2: 0.087, mean tau: 0.2454:  89%|████████▉ | 888/1000 [00:15<00:01, 58.24it/s]
fit stat: 5708.7852 (best: 5708.7852, rho: 0.067, sigma2: 0.087, mean tau: 0.2454:  89%|████████▉ | 888/1000 [00:15<00:01, 58.24it/s]
fit stat: 5708.7681 (best: 5708.7681, rho: 0.067, sigma2: 0.087, mean tau: 0.2454:  89%|████████▉ | 888/1000 [00:15<00:01, 58.24it/s]
fit stat: 5708.7515 (best: 5708.7515, rho: 0.066, sigma2: 0.087, mean tau: 0.2454:  89%|████████▉ | 888/1000 [00:15<00:01, 58.24it/s]
fit stat: 5708.7344 (best: 5708.7344, rho: 0.066, sigma2: 0.087, mean tau: 0.2454:  89%|████████▉ | 888/1000 [00:15<00:01, 58.24it/s]
fit stat: 5708.7134 (best: 5708.7134, rho: 0.066, sigma2: 0.087, mean tau: 0.2454:  89%|████████▉ | 888/1000 [00:15<00:01, 58.24it/s]
fit stat: 5708.6953 (best: 5708.6953, rho: 0.066, sigma2: 0.087, mean tau: 0.2454:  89%|████████▉ | 888/1000 [00:15<00:01, 58.24it/s]
fit stat: 5708.6953 (best: 5708.6953, rho: 0.066, sigma2: 0.087, mean tau: 0.2454:  89%|████████▉ | 894/1000 [00:15<00:01, 58.16it/s]
fit stat: 5708.6816 (best: 5708.6816, rho: 0.066, sigma2: 0.087, mean tau: 0.2454:  89%|████████▉ | 894/1000 [00:15<00:01, 58.16it/s]
fit stat: 5708.6611 (best: 5708.6611, rho: 0.066, sigma2: 0.087, mean tau: 0.2453:  89%|████████▉ | 894/1000 [00:15<00:01, 58.16it/s]
fit stat: 5708.6450 (best: 5708.6450, rho: 0.066, sigma2: 0.087, mean tau: 0.2453:  89%|████████▉ | 894/1000 [00:15<00:01, 58.16it/s]
fit stat: 5708.6318 (best: 5708.6318, rho: 0.066, sigma2: 0.087, mean tau: 0.2453:  89%|████████▉ | 894/1000 [00:15<00:01, 58.16it/s]
fit stat: 5708.6069 (best: 5708.6069, rho: 0.066, sigma2: 0.087, mean tau: 0.2453:  89%|████████▉ | 894/1000 [00:15<00:01, 58.16it/s]
fit stat: 5708.5933 (best: 5708.5933, rho: 0.066, sigma2: 0.087, mean tau: 0.2453:  89%|████████▉ | 894/1000 [00:15<00:01, 58.16it/s]
fit stat: 5708.5933 (best: 5708.5933, rho: 0.066, sigma2: 0.087, mean tau: 0.2453:  90%|█████████ | 900/1000 [00:15<00:01, 58.58it/s]
fit stat: 5708.5776 (best: 5708.5776, rho: 0.065, sigma2: 0.087, mean tau: 0.2453:  90%|█████████ | 900/1000 [00:15<00:01, 58.58it/s]
fit stat: 5708.5610 (best: 5708.5610, rho: 0.065, sigma2: 0.087, mean tau: 0.2453:  90%|█████████ | 900/1000 [00:15<00:01, 58.58it/s]
fit stat: 5708.5439 (best: 5708.5439, rho: 0.065, sigma2: 0.087, mean tau: 0.2453:  90%|█████████ | 900/1000 [00:15<00:01, 58.58it/s]
fit stat: 5708.5293 (best: 5708.5293, rho: 0.065, sigma2: 0.087, mean tau: 0.2452:  90%|█████████ | 900/1000 [00:15<00:01, 58.58it/s]
fit stat: 5708.5107 (best: 5708.5107, rho: 0.065, sigma2: 0.087, mean tau: 0.2452:  90%|█████████ | 900/1000 [00:15<00:01, 58.58it/s]
fit stat: 5708.4961 (best: 5708.4961, rho: 0.065, sigma2: 0.087, mean tau: 0.2452:  90%|█████████ | 900/1000 [00:15<00:01, 58.58it/s]
fit stat: 5708.4961 (best: 5708.4961, rho: 0.065, sigma2: 0.087, mean tau: 0.2452:  91%|█████████ | 906/1000 [00:15<00:01, 58.60it/s]
fit stat: 5708.4819 (best: 5708.4819, rho: 0.065, sigma2: 0.087, mean tau: 0.2452:  91%|█████████ | 906/1000 [00:15<00:01, 58.60it/s]
fit stat: 5708.4639 (best: 5708.4639, rho: 0.065, sigma2: 0.087, mean tau: 0.2452:  91%|█████████ | 906/1000 [00:15<00:01, 58.60it/s]
fit stat: 5708.4502 (best: 5708.4502, rho: 0.065, sigma2: 0.087, mean tau: 0.2452:  91%|█████████ | 906/1000 [00:15<00:01, 58.60it/s]
fit stat: 5708.4321 (best: 5708.4321, rho: 0.065, sigma2: 0.087, mean tau: 0.2452:  91%|█████████ | 906/1000 [00:15<00:01, 58.60it/s]
fit stat: 5708.4214 (best: 5708.4214, rho: 0.065, sigma2: 0.087, mean tau: 0.2452:  91%|█████████ | 906/1000 [00:15<00:01, 58.60it/s]
fit stat: 5708.4053 (best: 5708.4053, rho: 0.064, sigma2: 0.087, mean tau: 0.2451:  91%|█████████ | 906/1000 [00:15<00:01, 58.60it/s]
fit stat: 5708.4053 (best: 5708.4053, rho: 0.064, sigma2: 0.087, mean tau: 0.2451:  91%|█████████ | 912/1000 [00:15<00:01, 58.55it/s]
fit stat: 5708.3877 (best: 5708.3877, rho: 0.064, sigma2: 0.087, mean tau: 0.2451:  91%|█████████ | 912/1000 [00:15<00:01, 58.55it/s]
fit stat: 5708.3726 (best: 5708.3726, rho: 0.064, sigma2: 0.087, mean tau: 0.2451:  91%|█████████ | 912/1000 [00:15<00:01, 58.55it/s]
fit stat: 5708.3564 (best: 5708.3564, rho: 0.064, sigma2: 0.087, mean tau: 0.2451:  91%|█████████ | 912/1000 [00:15<00:01, 58.55it/s]
fit stat: 5708.3413 (best: 5708.3413, rho: 0.064, sigma2: 0.087, mean tau: 0.2451:  91%|█████████ | 912/1000 [00:15<00:01, 58.55it/s]
fit stat: 5708.3271 (best: 5708.3271, rho: 0.064, sigma2: 0.087, mean tau: 0.2451:  91%|█████████ | 912/1000 [00:15<00:01, 58.55it/s]
fit stat: 5708.3130 (best: 5708.3130, rho: 0.064, sigma2: 0.087, mean tau: 0.2451:  91%|█████████ | 912/1000 [00:15<00:01, 58.55it/s]
fit stat: 5708.3130 (best: 5708.3130, rho: 0.064, sigma2: 0.087, mean tau: 0.2451:  92%|█████████▏| 918/1000 [00:15<00:01, 58.18it/s]
fit stat: 5708.2969 (best: 5708.2969, rho: 0.064, sigma2: 0.087, mean tau: 0.2451:  92%|█████████▏| 918/1000 [00:15<00:01, 58.18it/s]
fit stat: 5708.2861 (best: 5708.2861, rho: 0.064, sigma2: 0.087, mean tau: 0.2451:  92%|█████████▏| 918/1000 [00:15<00:01, 58.18it/s]
fit stat: 5708.2661 (best: 5708.2661, rho: 0.064, sigma2: 0.087, mean tau: 0.2450:  92%|█████████▏| 918/1000 [00:15<00:01, 58.18it/s]
fit stat: 5708.2544 (best: 5708.2544, rho: 0.064, sigma2: 0.087, mean tau: 0.2450:  92%|█████████▏| 918/1000 [00:15<00:01, 58.18it/s]
fit stat: 5708.2402 (best: 5708.2402, rho: 0.063, sigma2: 0.087, mean tau: 0.2450:  92%|█████████▏| 918/1000 [00:15<00:01, 58.18it/s]
fit stat: 5708.2275 (best: 5708.2275, rho: 0.063, sigma2: 0.087, mean tau: 0.2450:  92%|█████████▏| 918/1000 [00:15<00:01, 58.18it/s]
fit stat: 5708.2114 (best: 5708.2114, rho: 0.063, sigma2: 0.087, mean tau: 0.2450:  92%|█████████▏| 918/1000 [00:15<00:01, 58.18it/s]
fit stat: 5708.2114 (best: 5708.2114, rho: 0.063, sigma2: 0.087, mean tau: 0.2450:  92%|█████████▎| 925/1000 [00:15<00:01, 59.00it/s]
fit stat: 5708.1963 (best: 5708.1963, rho: 0.063, sigma2: 0.087, mean tau: 0.2450:  92%|█████████▎| 925/1000 [00:15<00:01, 59.00it/s]
fit stat: 5708.1821 (best: 5708.1821, rho: 0.063, sigma2: 0.087, mean tau: 0.2450:  92%|█████████▎| 925/1000 [00:15<00:01, 59.00it/s]
fit stat: 5708.1729 (best: 5708.1729, rho: 0.063, sigma2: 0.087, mean tau: 0.2450:  92%|█████████▎| 925/1000 [00:15<00:01, 59.00it/s]
fit stat: 5708.1567 (best: 5708.1567, rho: 0.063, sigma2: 0.087, mean tau: 0.2450:  92%|█████████▎| 925/1000 [00:15<00:01, 59.00it/s]
fit stat: 5708.1450 (best: 5708.1450, rho: 0.063, sigma2: 0.087, mean tau: 0.2449:  92%|█████████▎| 925/1000 [00:15<00:01, 59.00it/s]
fit stat: 5708.1313 (best: 5708.1313, rho: 0.063, sigma2: 0.087, mean tau: 0.2449:  92%|█████████▎| 925/1000 [00:15<00:01, 59.00it/s]
fit stat: 5708.1162 (best: 5708.1162, rho: 0.063, sigma2: 0.087, mean tau: 0.2449:  92%|█████████▎| 925/1000 [00:15<00:01, 59.00it/s]
fit stat: 5708.1162 (best: 5708.1162, rho: 0.063, sigma2: 0.087, mean tau: 0.2449:  93%|█████████▎| 932/1000 [00:15<00:01, 59.48it/s]
fit stat: 5708.1016 (best: 5708.1016, rho: 0.063, sigma2: 0.087, mean tau: 0.2449:  93%|█████████▎| 932/1000 [00:15<00:01, 59.48it/s]
fit stat: 5708.0903 (best: 5708.0903, rho: 0.063, sigma2: 0.087, mean tau: 0.2449:  93%|█████████▎| 932/1000 [00:15<00:01, 59.48it/s]
fit stat: 5708.0786 (best: 5708.0786, rho: 0.062, sigma2: 0.087, mean tau: 0.2449:  93%|█████████▎| 932/1000 [00:16<00:01, 59.48it/s]
fit stat: 5708.0664 (best: 5708.0664, rho: 0.062, sigma2: 0.087, mean tau: 0.2449:  93%|█████████▎| 932/1000 [00:16<00:01, 59.48it/s]
fit stat: 5708.0537 (best: 5708.0537, rho: 0.062, sigma2: 0.087, mean tau: 0.2449:  93%|█████████▎| 932/1000 [00:16<00:01, 59.48it/s]
fit stat: 5708.0381 (best: 5708.0381, rho: 0.062, sigma2: 0.087, mean tau: 0.2449:  93%|█████████▎| 932/1000 [00:16<00:01, 59.48it/s]
fit stat: 5708.0381 (best: 5708.0381, rho: 0.062, sigma2: 0.087, mean tau: 0.2449:  94%|█████████▍| 938/1000 [00:16<00:01, 59.44it/s]
fit stat: 5708.0273 (best: 5708.0273, rho: 0.062, sigma2: 0.087, mean tau: 0.2448:  94%|█████████▍| 938/1000 [00:16<00:01, 59.44it/s]
fit stat: 5708.0142 (best: 5708.0142, rho: 0.062, sigma2: 0.087, mean tau: 0.2448:  94%|█████████▍| 938/1000 [00:16<00:01, 59.44it/s]
fit stat: 5708.0015 (best: 5708.0015, rho: 0.062, sigma2: 0.087, mean tau: 0.2448:  94%|█████████▍| 938/1000 [00:16<00:01, 59.44it/s]
fit stat: 5707.9888 (best: 5707.9888, rho: 0.062, sigma2: 0.087, mean tau: 0.2448:  94%|█████████▍| 938/1000 [00:16<00:01, 59.44it/s]
fit stat: 5707.9775 (best: 5707.9775, rho: 0.062, sigma2: 0.087, mean tau: 0.2448:  94%|█████████▍| 938/1000 [00:16<00:01, 59.44it/s]
fit stat: 5707.9653 (best: 5707.9653, rho: 0.062, sigma2: 0.087, mean tau: 0.2448:  94%|█████████▍| 938/1000 [00:16<00:01, 59.44it/s]
fit stat: 5707.9653 (best: 5707.9653, rho: 0.062, sigma2: 0.087, mean tau: 0.2448:  94%|█████████▍| 944/1000 [00:16<00:00, 59.53it/s]
fit stat: 5707.9556 (best: 5707.9556, rho: 0.062, sigma2: 0.087, mean tau: 0.2448:  94%|█████████▍| 944/1000 [00:16<00:00, 59.53it/s]
fit stat: 5707.9404 (best: 5707.9404, rho: 0.062, sigma2: 0.087, mean tau: 0.2448:  94%|█████████▍| 944/1000 [00:16<00:00, 59.53it/s]
fit stat: 5707.9272 (best: 5707.9272, rho: 0.062, sigma2: 0.087, mean tau: 0.2448:  94%|█████████▍| 944/1000 [00:16<00:00, 59.53it/s]
fit stat: 5707.9165 (best: 5707.9165, rho: 0.061, sigma2: 0.087, mean tau: 0.2448:  94%|█████████▍| 944/1000 [00:16<00:00, 59.53it/s]
fit stat: 5707.9062 (best: 5707.9062, rho: 0.061, sigma2: 0.087, mean tau: 0.2447:  94%|█████████▍| 944/1000 [00:16<00:00, 59.53it/s]
fit stat: 5707.8970 (best: 5707.8970, rho: 0.061, sigma2: 0.087, mean tau: 0.2447:  94%|█████████▍| 944/1000 [00:16<00:00, 59.53it/s]
fit stat: 5707.8970 (best: 5707.8970, rho: 0.061, sigma2: 0.087, mean tau: 0.2447:  95%|█████████▌| 950/1000 [00:16<00:00, 59.61it/s]
fit stat: 5707.8843 (best: 5707.8843, rho: 0.061, sigma2: 0.087, mean tau: 0.2447:  95%|█████████▌| 950/1000 [00:16<00:00, 59.61it/s]
fit stat: 5707.8706 (best: 5707.8706, rho: 0.061, sigma2: 0.087, mean tau: 0.2447:  95%|█████████▌| 950/1000 [00:16<00:00, 59.61it/s]
fit stat: 5707.8638 (best: 5707.8638, rho: 0.061, sigma2: 0.087, mean tau: 0.2447:  95%|█████████▌| 950/1000 [00:16<00:00, 59.61it/s]
fit stat: 5707.8521 (best: 5707.8521, rho: 0.061, sigma2: 0.087, mean tau: 0.2447:  95%|█████████▌| 950/1000 [00:16<00:00, 59.61it/s]
fit stat: 5707.8423 (best: 5707.8423, rho: 0.061, sigma2: 0.087, mean tau: 0.2447:  95%|█████████▌| 950/1000 [00:16<00:00, 59.61it/s]
fit stat: 5707.8257 (best: 5707.8257, rho: 0.061, sigma2: 0.087, mean tau: 0.2447:  95%|█████████▌| 950/1000 [00:16<00:00, 59.61it/s]
fit stat: 5707.8257 (best: 5707.8257, rho: 0.061, sigma2: 0.087, mean tau: 0.2447:  96%|█████████▌| 956/1000 [00:16<00:00, 58.85it/s]
fit stat: 5707.8154 (best: 5707.8154, rho: 0.061, sigma2: 0.087, mean tau: 0.2447:  96%|█████████▌| 956/1000 [00:16<00:00, 58.85it/s]
fit stat: 5707.8037 (best: 5707.8037, rho: 0.061, sigma2: 0.087, mean tau: 0.2447:  96%|█████████▌| 956/1000 [00:16<00:00, 58.85it/s]
fit stat: 5707.7915 (best: 5707.7915, rho: 0.061, sigma2: 0.087, mean tau: 0.2446:  96%|█████████▌| 956/1000 [00:16<00:00, 58.85it/s]
fit stat: 5707.7832 (best: 5707.7832, rho: 0.061, sigma2: 0.087, mean tau: 0.2446:  96%|█████████▌| 956/1000 [00:16<00:00, 58.85it/s]
fit stat: 5707.7710 (best: 5707.7710, rho: 0.060, sigma2: 0.087, mean tau: 0.2446:  96%|█████████▌| 956/1000 [00:16<00:00, 58.85it/s]
fit stat: 5707.7603 (best: 5707.7603, rho: 0.060, sigma2: 0.087, mean tau: 0.2446:  96%|█████████▌| 956/1000 [00:16<00:00, 58.85it/s]
fit stat: 5707.7603 (best: 5707.7603, rho: 0.060, sigma2: 0.087, mean tau: 0.2446:  96%|█████████▌| 962/1000 [00:16<00:00, 57.75it/s]
fit stat: 5707.7476 (best: 5707.7476, rho: 0.060, sigma2: 0.087, mean tau: 0.2446:  96%|█████████▌| 962/1000 [00:16<00:00, 57.75it/s]
fit stat: 5707.7383 (best: 5707.7383, rho: 0.060, sigma2: 0.087, mean tau: 0.2446:  96%|█████████▌| 962/1000 [00:16<00:00, 57.75it/s]
fit stat: 5707.7300 (best: 5707.7300, rho: 0.060, sigma2: 0.087, mean tau: 0.2446:  96%|█████████▌| 962/1000 [00:16<00:00, 57.75it/s]
fit stat: 5707.7188 (best: 5707.7188, rho: 0.060, sigma2: 0.087, mean tau: 0.2446:  96%|█████████▌| 962/1000 [00:16<00:00, 57.75it/s]
fit stat: 5707.7075 (best: 5707.7075, rho: 0.060, sigma2: 0.087, mean tau: 0.2446:  96%|█████████▌| 962/1000 [00:16<00:00, 57.75it/s]
fit stat: 5707.6963 (best: 5707.6963, rho: 0.060, sigma2: 0.087, mean tau: 0.2446:  96%|█████████▌| 962/1000 [00:16<00:00, 57.75it/s]
fit stat: 5707.6963 (best: 5707.6963, rho: 0.060, sigma2: 0.087, mean tau: 0.2446:  97%|█████████▋| 968/1000 [00:16<00:00, 57.04it/s]
fit stat: 5707.6890 (best: 5707.6890, rho: 0.060, sigma2: 0.087, mean tau: 0.2446:  97%|█████████▋| 968/1000 [00:16<00:00, 57.04it/s]
fit stat: 5707.6787 (best: 5707.6787, rho: 0.060, sigma2: 0.087, mean tau: 0.2445:  97%|█████████▋| 968/1000 [00:16<00:00, 57.04it/s]
fit stat: 5707.6714 (best: 5707.6714, rho: 0.060, sigma2: 0.087, mean tau: 0.2445:  97%|█████████▋| 968/1000 [00:16<00:00, 57.04it/s]
fit stat: 5707.6636 (best: 5707.6636, rho: 0.060, sigma2: 0.087, mean tau: 0.2445:  97%|█████████▋| 968/1000 [00:16<00:00, 57.04it/s]
fit stat: 5707.6470 (best: 5707.6470, rho: 0.060, sigma2: 0.087, mean tau: 0.2445:  97%|█████████▋| 968/1000 [00:16<00:00, 57.04it/s]
fit stat: 5707.6396 (best: 5707.6396, rho: 0.060, sigma2: 0.087, mean tau: 0.2445:  97%|█████████▋| 968/1000 [00:16<00:00, 57.04it/s]
fit stat: 5707.6396 (best: 5707.6396, rho: 0.060, sigma2: 0.087, mean tau: 0.2445:  97%|█████████▋| 974/1000 [00:16<00:00, 56.93it/s]
fit stat: 5707.6333 (best: 5707.6333, rho: 0.059, sigma2: 0.087, mean tau: 0.2445:  97%|█████████▋| 974/1000 [00:16<00:00, 56.93it/s]
fit stat: 5707.6235 (best: 5707.6235, rho: 0.059, sigma2: 0.087, mean tau: 0.2445:  97%|█████████▋| 974/1000 [00:16<00:00, 56.93it/s]
fit stat: 5707.6123 (best: 5707.6123, rho: 0.059, sigma2: 0.087, mean tau: 0.2445:  97%|█████████▋| 974/1000 [00:16<00:00, 56.93it/s]
fit stat: 5707.6040 (best: 5707.6040, rho: 0.059, sigma2: 0.087, mean tau: 0.2445:  97%|█████████▋| 974/1000 [00:16<00:00, 56.93it/s]
fit stat: 5707.5923 (best: 5707.5923, rho: 0.059, sigma2: 0.087, mean tau: 0.2445:  97%|█████████▋| 974/1000 [00:16<00:00, 56.93it/s]
fit stat: 5707.5820 (best: 5707.5820, rho: 0.059, sigma2: 0.087, mean tau: 0.2445:  97%|█████████▋| 974/1000 [00:16<00:00, 56.93it/s]
fit stat: 5707.5820 (best: 5707.5820, rho: 0.059, sigma2: 0.087, mean tau: 0.2445:  98%|█████████▊| 980/1000 [00:16<00:00, 57.18it/s]
fit stat: 5707.5737 (best: 5707.5737, rho: 0.059, sigma2: 0.087, mean tau: 0.2445:  98%|█████████▊| 980/1000 [00:16<00:00, 57.18it/s]
fit stat: 5707.5679 (best: 5707.5679, rho: 0.059, sigma2: 0.087, mean tau: 0.2444:  98%|█████████▊| 980/1000 [00:16<00:00, 57.18it/s]
fit stat: 5707.5571 (best: 5707.5571, rho: 0.059, sigma2: 0.087, mean tau: 0.2444:  98%|█████████▊| 980/1000 [00:16<00:00, 57.18it/s]
fit stat: 5707.5503 (best: 5707.5503, rho: 0.059, sigma2: 0.087, mean tau: 0.2444:  98%|█████████▊| 980/1000 [00:16<00:00, 57.18it/s]
fit stat: 5707.5376 (best: 5707.5376, rho: 0.059, sigma2: 0.087, mean tau: 0.2444:  98%|█████████▊| 980/1000 [00:16<00:00, 57.18it/s]
fit stat: 5707.5264 (best: 5707.5264, rho: 0.059, sigma2: 0.087, mean tau: 0.2444:  98%|█████████▊| 980/1000 [00:16<00:00, 57.18it/s]
fit stat: 5707.5264 (best: 5707.5264, rho: 0.059, sigma2: 0.087, mean tau: 0.2444:  99%|█████████▊| 986/1000 [00:16<00:00, 57.55it/s]
fit stat: 5707.5215 (best: 5707.5215, rho: 0.059, sigma2: 0.087, mean tau: 0.2444:  99%|█████████▊| 986/1000 [00:16<00:00, 57.55it/s]
fit stat: 5707.5137 (best: 5707.5137, rho: 0.059, sigma2: 0.087, mean tau: 0.2444:  99%|█████████▊| 986/1000 [00:16<00:00, 57.55it/s]
fit stat: 5707.5029 (best: 5707.5029, rho: 0.059, sigma2: 0.087, mean tau: 0.2444:  99%|█████████▊| 986/1000 [00:16<00:00, 57.55it/s]
fit stat: 5707.4951 (best: 5707.4951, rho: 0.059, sigma2: 0.087, mean tau: 0.2444:  99%|█████████▊| 986/1000 [00:16<00:00, 57.55it/s]
fit stat: 5707.4854 (best: 5707.4854, rho: 0.058, sigma2: 0.087, mean tau: 0.2444:  99%|█████████▊| 986/1000 [00:16<00:00, 57.55it/s]
fit stat: 5707.4780 (best: 5707.4780, rho: 0.058, sigma2: 0.087, mean tau: 0.2444:  99%|█████████▊| 986/1000 [00:17<00:00, 57.55it/s]
fit stat: 5707.4780 (best: 5707.4780, rho: 0.058, sigma2: 0.087, mean tau: 0.2444:  99%|█████████▉| 992/1000 [00:17<00:00, 57.99it/s]
fit stat: 5707.4668 (best: 5707.4668, rho: 0.058, sigma2: 0.087, mean tau: 0.2444:  99%|█████████▉| 992/1000 [00:17<00:00, 57.99it/s]
fit stat: 5707.4585 (best: 5707.4585, rho: 0.058, sigma2: 0.087, mean tau: 0.2443:  99%|█████████▉| 992/1000 [00:17<00:00, 57.99it/s]
fit stat: 5707.4541 (best: 5707.4541, rho: 0.058, sigma2: 0.087, mean tau: 0.2443:  99%|█████████▉| 992/1000 [00:17<00:00, 57.99it/s]
fit stat: 5707.4448 (best: 5707.4448, rho: 0.058, sigma2: 0.087, mean tau: 0.2443:  99%|█████████▉| 992/1000 [00:17<00:00, 57.99it/s]
fit stat: 5707.4351 (best: 5707.4351, rho: 0.058, sigma2: 0.087, mean tau: 0.2443:  99%|█████████▉| 992/1000 [00:17<00:00, 57.99it/s]
fit stat: 5707.4263 (best: 5707.4263, rho: 0.058, sigma2: 0.087, mean tau: 0.2443:  99%|█████████▉| 992/1000 [00:17<00:00, 57.99it/s]
fit stat: 5707.4263 (best: 5707.4263, rho: 0.058, sigma2: 0.087, mean tau: 0.2443: 100%|█████████▉| 998/1000 [00:17<00:00, 57.90it/s]
fit stat: 5707.4233 (best: 5707.4233, rho: 0.058, sigma2: 0.087, mean tau: 0.2443: 100%|█████████▉| 998/1000 [00:17<00:00, 57.90it/s]
fit stat: 5707.4150 (best: 5707.4150, rho: 0.058, sigma2: 0.087, mean tau: 0.2443: 100%|█████████▉| 998/1000 [00:17<00:00, 57.90it/s]
fit stat: 5707.4150 (best: 5707.4150, rho: 0.058, sigma2: 0.087, mean tau: 0.2443: 100%|██████████| 1000/1000 [00:17<00:00, 58.34it/s]

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from braincoder.utils.data import load_szinte2024
from braincoder.models import GaussianPRF2DWithHRF
from braincoder.optimize import ResidualFitter
from braincoder.hrf import SPMHRFModel

ds = load_szinte2024(best_voxels=200)

stimulus = ds['stimulus']
grid_coordinates = ds['grid_coordinates']
tr = ds['tr']
prf_pars = ds['prf_pars']
data = ds['v1_timeseries']


model = GaussianPRF2DWithHRF(grid_coordinates=grid_coordinates,
                      paradigm=stimulus,
                      parameters=prf_pars,
                    hrf_model=SPMHRFModel(tr=tr))


resid_fitter = ResidualFitter(model, data, stimulus, parameters=prf_pars)
omega, dof = resid_fitter.fit()

from braincoder.optimize import StimulusFitter
stim_fitter = StimulusFitter(data, model, omega)


# Note how we use the original stimulus as a mask to only fit the stimulus at the locations where it was actually presented
reconstructed_stimulus = stim_fitter.fit(min_n_iterations=1000, max_n_iterations=2000, learning_rate=.05, mask=(stimulus > 0.1))

import matplotlib.pyplot as plt
from matplotlib.animation import FuncAnimation
from IPython.display import HTML
import numpy as np

def play_reconstruction(reconstructed_stimulus):

  # Here we make a movie of the decoded stimulus
  # Set up a function to draw a single frame
  vmin, vmax = 0.0, np.quantile(reconstructed_stimulus.values.ravel(), 0.99)

  def update(frame):
      plt.clf()  # Clear the current figure
      plt.imshow(reconstructed_stimulus.loc[frame].values.reshape((stimulus.shape[1:])).T, cmap='viridis', vmin=vmin, vmax=vmax, origin='upper')
      plt.axis('off')
      plt.title(f"Frame {frame}")

  # Create the animation
  fig = plt.figure()
  ani = FuncAnimation(fig, update, frames=range(stimulus.shape[0]), interval=100)

  return HTML(ani.to_html5_video())

play_reconstruction(reconstructed_stimulus)

# %%