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1420 1421 1422 1423 1424 1425 1426 1427 1428 1429 1430 1431 1432 1433 1434 1435 1436 1437 1438 1439 1440 1441 1442 1443 1444 1445 1446 1447 1448 1449 1450 1451 1452 1453 1454 1455 1456 1457 1458 1459 1460 1461 1462 1463 1464 1465 1466 1467 1468 1469 1470 1471 1472 1473 1474 1475 1476 1477 1478 1479 | 2026-04-09 04:54:00,087 [INFO] Robustness Benchmark — tests: ['confounding', 'missing', 'noise', 'nonstationarity', 'variable_scaling', 'sample_size', 'hidden_confounding'], reps=5
2026-04-09 04:54:00,087 [INFO]
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2026-04-09 04:54:00,087 [INFO] Running test: confounding
2026-04-09 04:54:00,087 [INFO] ============================================================
2026-04-09 04:54:00,932 [INFO] Confounding = 0.1
2026-04-09 04:54:00,938 [INFO] Loading faiss with AVX512 support.
2026-04-09 04:54:00,952 [INFO] Successfully loaded faiss with AVX512 support.
2026-04-09 04:54:03,716 [INFO] Rep 1/5: ATE_err=0.5792 PEHE=1.3117
2026-04-09 04:54:05,071 [INFO] Rep 2/5: ATE_err=0.5874 PEHE=0.7415
2026-04-09 04:54:06,265 [INFO] Rep 3/5: ATE_err=0.0876 PEHE=0.8151
2026-04-09 04:54:07,473 [INFO] Rep 4/5: ATE_err=0.2300 PEHE=0.4563
2026-04-09 04:54:08,865 [INFO] Rep 5/5: ATE_err=0.2330 PEHE=0.6423
2026-04-09 04:54:08,866 [INFO] Confounding = 0.3
2026-04-09 04:54:10,319 [INFO] Rep 1/5: ATE_err=0.6911 PEHE=1.3654
2026-04-09 04:54:11,365 [INFO] Rep 2/5: ATE_err=0.5749 PEHE=0.7302
2026-04-09 04:54:12,574 [INFO] Rep 3/5: ATE_err=0.0775 PEHE=0.8200
2026-04-09 04:54:13,897 [INFO] Rep 4/5: ATE_err=0.2003 PEHE=0.4467
2026-04-09 04:54:15,365 [INFO] Rep 5/5: ATE_err=0.2283 PEHE=0.6448
2026-04-09 04:54:15,365 [INFO] Confounding = 0.5
2026-04-09 04:54:16,588 [INFO] Rep 1/5: ATE_err=0.7162 PEHE=1.3850
2026-04-09 04:54:17,982 [INFO] Rep 2/5: ATE_err=0.5468 PEHE=0.7047
2026-04-09 04:54:19,188 [INFO] Rep 3/5: ATE_err=0.0379 PEHE=0.8240
2026-04-09 04:54:19,865 [INFO] Rep 4/5: ATE_err=0.2569 PEHE=0.4746
2026-04-09 04:54:20,671 [INFO] Rep 5/5: ATE_err=0.2594 PEHE=0.6595
2026-04-09 04:54:20,671 [INFO] Confounding = 0.7
2026-04-09 04:54:21,567 [INFO] Rep 1/5: ATE_err=0.6605 PEHE=1.3472
2026-04-09 04:54:22,365 [INFO] Rep 2/5: ATE_err=0.6096 PEHE=0.7533
2026-04-09 04:54:23,106 [INFO] Rep 3/5: ATE_err=0.0786 PEHE=0.8274
2026-04-09 04:54:23,988 [INFO] Rep 4/5: ATE_err=0.2361 PEHE=0.4554
2026-04-09 04:54:24,665 [INFO] Rep 5/5: ATE_err=0.2175 PEHE=0.6490
2026-04-09 04:54:24,665 [INFO] Confounding = 0.9
2026-04-09 04:54:25,589 [INFO] Rep 1/5: ATE_err=0.7153 PEHE=1.3822
2026-04-09 04:54:26,273 [INFO] Rep 2/5: ATE_err=0.5834 PEHE=0.7262
2026-04-09 04:54:27,265 [INFO] Rep 3/5: ATE_err=0.1173 PEHE=0.8290
2026-04-09 04:54:28,165 [INFO] Rep 4/5: ATE_err=0.2245 PEHE=0.4599
2026-04-09 04:54:28,772 [INFO] Rep 5/5: ATE_err=0.2548 PEHE=0.6536
2026-04-09 04:54:28,773 [INFO]
============================================================
2026-04-09 04:54:28,773 [INFO] Running test: missing
2026-04-09 04:54:28,773 [INFO] ============================================================
2026-04-09 04:54:28,773 [INFO] Missing rate = 0%
2026-04-09 04:54:29,665 [INFO] Rep 1/5: ATE_err=0.7491 PEHE=1.3902
2026-04-09 04:54:30,603 [INFO] Rep 2/5: ATE_err=0.5546 PEHE=0.7117
2026-04-09 04:54:32,565 [INFO] Rep 3/5: ATE_err=0.0852 PEHE=0.8329
2026-04-09 04:54:34,314 [INFO] Rep 4/5: ATE_err=0.2320 PEHE=0.4583
2026-04-09 04:54:36,003 [INFO] Rep 5/5: ATE_err=0.2569 PEHE=0.6528
2026-04-09 04:54:36,003 [INFO] Missing rate = 5%
2026-04-09 04:54:37,865 [INFO] Rep 1/5: ATE_err=0.7460 PEHE=1.3957
2026-04-09 04:54:39,621 [INFO] Rep 2/5: ATE_err=0.2985 PEHE=0.5337
2026-04-09 04:54:41,465 [INFO] Rep 3/5: ATE_err=0.0068 PEHE=0.8139
2026-04-09 04:54:43,065 [INFO] Rep 4/5: ATE_err=0.2434 PEHE=0.4697
2026-04-09 04:54:44,765 [INFO] Rep 5/5: ATE_err=0.1564 PEHE=0.6232
2026-04-09 04:54:44,765 [INFO] Missing rate = 10%
2026-04-09 04:54:46,465 [INFO] Rep 1/5: ATE_err=0.7384 PEHE=1.3923
2026-04-09 04:54:48,365 [INFO] Rep 2/5: ATE_err=0.3067 PEHE=0.5392
2026-04-09 04:54:50,065 [INFO] Rep 3/5: ATE_err=0.0919 PEHE=0.8296
2026-04-09 04:54:51,704 [INFO] Rep 4/5: ATE_err=0.1406 PEHE=0.4245
2026-04-09 04:54:53,411 [INFO] Rep 5/5: ATE_err=0.2631 PEHE=0.6583
2026-04-09 04:54:53,412 [INFO] Missing rate = 20%
2026-04-09 04:54:55,073 [INFO] Rep 1/5: ATE_err=0.3825 PEHE=1.2498
2026-04-09 04:54:56,865 [INFO] Rep 2/5: ATE_err=0.3540 PEHE=0.5708
2026-04-09 04:54:58,572 [INFO] Rep 3/5: ATE_err=0.1125 PEHE=0.8340
2026-04-09 04:55:00,376 [INFO] Rep 4/5: ATE_err=0.2382 PEHE=0.4633
2026-04-09 04:55:02,003 [INFO] Rep 5/5: ATE_err=0.1191 PEHE=0.6093
2026-04-09 04:55:02,004 [INFO] Missing rate = 40%
2026-04-09 04:55:03,403 [INFO] Rep 1/5: ATE_err=0.4950 PEHE=1.2832
2026-04-09 04:55:04,881 [INFO] Rep 2/5: ATE_err=0.2638 PEHE=0.5083
2026-04-09 04:55:06,503 [INFO] Rep 3/5: ATE_err=0.1470 PEHE=0.8199
2026-04-09 04:55:08,165 [INFO] Rep 4/5: ATE_err=0.0679 PEHE=0.4014
2026-04-09 04:55:09,918 [INFO] Rep 5/5: ATE_err=0.0284 PEHE=0.5957
2026-04-09 04:55:09,918 [INFO] Missing rate = 60%
2026-04-09 04:55:11,365 [INFO] Rep 1/5: ATE_err=0.1945 PEHE=1.2099
2026-04-09 04:55:12,764 [INFO] Rep 2/5: ATE_err=0.2099 PEHE=0.4865
2026-04-09 04:55:14,214 [INFO] Rep 3/5: ATE_err=0.0835 PEHE=0.8180
2026-04-09 04:55:15,609 [INFO] Rep 4/5: ATE_err=0.1130 PEHE=0.4139
2026-04-09 04:55:16,887 [INFO] Rep 5/5: ATE_err=0.2164 PEHE=0.6426
2026-04-09 04:55:16,887 [INFO]
============================================================
2026-04-09 04:55:16,887 [INFO] Running test: noise
2026-04-09 04:55:16,887 [INFO] ============================================================
2026-04-09 04:55:16,890 [INFO] SNR = 20.0 dB
2026-04-09 04:55:26,178 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 04:55:49,571 [INFO] 10/90 pairs done
2026-04-09 04:56:13,790 [INFO] 20/90 pairs done
2026-04-09 04:56:36,797 [INFO] 30/90 pairs done
2026-04-09 04:56:59,973 [INFO] 40/90 pairs done
2026-04-09 04:57:22,802 [INFO] 50/90 pairs done
2026-04-09 04:57:48,565 [INFO] 60/90 pairs done
2026-04-09 04:58:12,906 [INFO] 70/90 pairs done
2026-04-09 04:58:37,702 [INFO] 80/90 pairs done
2026-04-09 04:59:01,669 [INFO] 90/90 pairs done
2026-04-09 04:59:01,677 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 04:59:29,275 [INFO] 10/90 pairs done
2026-04-09 04:59:56,082 [INFO] 20/90 pairs done
2026-04-09 05:00:17,768 [INFO] 30/90 pairs done
2026-04-09 05:00:40,087 [INFO] 40/90 pairs done
2026-04-09 05:01:06,586 [INFO] 50/90 pairs done
2026-04-09 05:01:31,464 [INFO] 60/90 pairs done
2026-04-09 05:01:55,689 [INFO] 70/90 pairs done
2026-04-09 05:02:19,873 [INFO] 80/90 pairs done
2026-04-09 05:02:44,465 [INFO] 90/90 pairs done
2026-04-09 05:02:44,473 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:03:05,987 [INFO] 10/90 pairs done
2026-04-09 05:03:17,449 [INFO] 20/90 pairs done
2026-04-09 05:03:26,005 [INFO] 30/90 pairs done
2026-04-09 05:03:34,826 [INFO] 40/90 pairs done
2026-04-09 05:03:43,613 [INFO] 50/90 pairs done
2026-04-09 05:03:52,824 [INFO] 60/90 pairs done
2026-04-09 05:04:02,041 [INFO] 70/90 pairs done
2026-04-09 05:04:10,835 [INFO] 80/90 pairs done
2026-04-09 05:04:20,589 [INFO] 90/90 pairs done
2026-04-09 05:04:20,597 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:04:30,202 [INFO] 10/90 pairs done
2026-04-09 05:04:39,207 [INFO] 20/90 pairs done
2026-04-09 05:04:48,854 [INFO] 30/90 pairs done
2026-04-09 05:04:58,299 [INFO] 40/90 pairs done
2026-04-09 05:05:07,874 [INFO] 50/90 pairs done
2026-04-09 05:05:17,451 [INFO] 60/90 pairs done
2026-04-09 05:05:27,206 [INFO] 70/90 pairs done
2026-04-09 05:05:36,533 [INFO] 80/90 pairs done
2026-04-09 05:05:46,096 [INFO] 90/90 pairs done
2026-04-09 05:05:46,103 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:05:56,348 [INFO] 10/90 pairs done
2026-04-09 05:06:06,422 [INFO] 20/90 pairs done
2026-04-09 05:06:15,397 [INFO] 30/90 pairs done
2026-04-09 05:06:24,029 [INFO] 40/90 pairs done
2026-04-09 05:06:33,553 [INFO] 50/90 pairs done
2026-04-09 05:06:42,661 [INFO] 60/90 pairs done
2026-04-09 05:06:51,753 [INFO] 70/90 pairs done
2026-04-09 05:07:01,302 [INFO] 80/90 pairs done
2026-04-09 05:07:10,785 [INFO] 90/90 pairs done
2026-04-09 05:07:10,787 [INFO] ATE_err=0.4311 PEHE=0.8320 F1=0.183
2026-04-09 05:07:10,787 [INFO] SNR = 10.0 dB
2026-04-09 05:07:13,815 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:07:22,798 [INFO] 10/90 pairs done
2026-04-09 05:07:31,566 [INFO] 20/90 pairs done
2026-04-09 05:07:40,038 [INFO] 30/90 pairs done
2026-04-09 05:07:48,691 [INFO] 40/90 pairs done
2026-04-09 05:07:57,399 [INFO] 50/90 pairs done
2026-04-09 05:08:06,808 [INFO] 60/90 pairs done
2026-04-09 05:08:15,933 [INFO] 70/90 pairs done
2026-04-09 05:08:24,880 [INFO] 80/90 pairs done
2026-04-09 05:08:33,453 [INFO] 90/90 pairs done
2026-04-09 05:08:33,460 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:08:43,499 [INFO] 10/90 pairs done
2026-04-09 05:08:52,780 [INFO] 20/90 pairs done
2026-04-09 05:09:02,279 [INFO] 30/90 pairs done
2026-04-09 05:09:11,358 [INFO] 40/90 pairs done
2026-04-09 05:09:20,288 [INFO] 50/90 pairs done
2026-04-09 05:09:29,780 [INFO] 60/90 pairs done
2026-04-09 05:09:39,377 [INFO] 70/90 pairs done
2026-04-09 05:09:49,080 [INFO] 80/90 pairs done
2026-04-09 05:09:58,976 [INFO] 90/90 pairs done
2026-04-09 05:09:58,984 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:10:08,373 [INFO] 10/90 pairs done
2026-04-09 05:10:17,813 [INFO] 20/90 pairs done
2026-04-09 05:10:27,116 [INFO] 30/90 pairs done
2026-04-09 05:10:36,103 [INFO] 40/90 pairs done
2026-04-09 05:10:45,257 [INFO] 50/90 pairs done
2026-04-09 05:10:54,255 [INFO] 60/90 pairs done
2026-04-09 05:11:04,065 [INFO] 70/90 pairs done
2026-04-09 05:11:13,466 [INFO] 80/90 pairs done
2026-04-09 05:11:23,573 [INFO] 90/90 pairs done
2026-04-09 05:11:23,581 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:11:33,451 [INFO] 10/90 pairs done
2026-04-09 05:11:42,835 [INFO] 20/90 pairs done
2026-04-09 05:11:52,129 [INFO] 30/90 pairs done
2026-04-09 05:12:01,543 [INFO] 40/90 pairs done
2026-04-09 05:12:10,945 [INFO] 50/90 pairs done
2026-04-09 05:12:20,640 [INFO] 60/90 pairs done
2026-04-09 05:12:30,278 [INFO] 70/90 pairs done
2026-04-09 05:12:39,636 [INFO] 80/90 pairs done
2026-04-09 05:12:49,393 [INFO] 90/90 pairs done
2026-04-09 05:12:49,400 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:12:59,412 [INFO] 10/90 pairs done
2026-04-09 05:13:09,545 [INFO] 20/90 pairs done
2026-04-09 05:13:18,726 [INFO] 30/90 pairs done
2026-04-09 05:13:28,196 [INFO] 40/90 pairs done
2026-04-09 05:13:37,700 [INFO] 50/90 pairs done
2026-04-09 05:13:46,671 [INFO] 60/90 pairs done
2026-04-09 05:13:55,508 [INFO] 70/90 pairs done
2026-04-09 05:14:04,535 [INFO] 80/90 pairs done
2026-04-09 05:14:13,973 [INFO] 90/90 pairs done
2026-04-09 05:14:13,974 [INFO] ATE_err=0.3574 PEHE=0.7927 F1=0.134
2026-04-09 05:14:13,975 [INFO] SNR = 5.0 dB
2026-04-09 05:14:17,171 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:14:26,677 [INFO] 10/90 pairs done
2026-04-09 05:14:35,761 [INFO] 20/90 pairs done
2026-04-09 05:14:44,666 [INFO] 30/90 pairs done
2026-04-09 05:14:53,587 [INFO] 40/90 pairs done
2026-04-09 05:15:02,309 [INFO] 50/90 pairs done
2026-04-09 05:15:11,302 [INFO] 60/90 pairs done
2026-04-09 05:15:20,242 [INFO] 70/90 pairs done
2026-04-09 05:15:29,563 [INFO] 80/90 pairs done
2026-04-09 05:15:38,377 [INFO] 90/90 pairs done
2026-04-09 05:15:38,385 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:15:48,825 [INFO] 10/90 pairs done
2026-04-09 05:15:58,150 [INFO] 20/90 pairs done
2026-04-09 05:16:07,194 [INFO] 30/90 pairs done
2026-04-09 05:16:16,072 [INFO] 40/90 pairs done
2026-04-09 05:16:25,017 [INFO] 50/90 pairs done
2026-04-09 05:16:34,427 [INFO] 60/90 pairs done
2026-04-09 05:16:43,607 [INFO] 70/90 pairs done
2026-04-09 05:16:53,412 [INFO] 80/90 pairs done
2026-04-09 05:17:03,756 [INFO] 90/90 pairs done
2026-04-09 05:17:03,770 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:17:12,989 [INFO] 10/90 pairs done
2026-04-09 05:17:22,520 [INFO] 20/90 pairs done
2026-04-09 05:17:31,365 [INFO] 30/90 pairs done
2026-04-09 05:17:40,734 [INFO] 40/90 pairs done
2026-04-09 05:17:50,016 [INFO] 50/90 pairs done
2026-04-09 05:17:58,741 [INFO] 60/90 pairs done
2026-04-09 05:18:07,925 [INFO] 70/90 pairs done
2026-04-09 05:18:17,182 [INFO] 80/90 pairs done
2026-04-09 05:18:27,190 [INFO] 90/90 pairs done
2026-04-09 05:18:27,270 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:18:36,557 [INFO] 10/90 pairs done
2026-04-09 05:18:45,847 [INFO] 20/90 pairs done
2026-04-09 05:18:55,326 [INFO] 30/90 pairs done
2026-04-09 05:19:04,684 [INFO] 40/90 pairs done
2026-04-09 05:19:14,421 [INFO] 50/90 pairs done
2026-04-09 05:19:24,201 [INFO] 60/90 pairs done
2026-04-09 05:19:33,541 [INFO] 70/90 pairs done
2026-04-09 05:19:43,771 [INFO] 80/90 pairs done
2026-04-09 05:19:53,747 [INFO] 90/90 pairs done
2026-04-09 05:19:53,755 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:20:04,030 [INFO] 10/90 pairs done
2026-04-09 05:20:13,962 [INFO] 20/90 pairs done
2026-04-09 05:20:23,468 [INFO] 30/90 pairs done
2026-04-09 05:20:32,936 [INFO] 40/90 pairs done
2026-04-09 05:20:42,895 [INFO] 50/90 pairs done
2026-04-09 05:20:51,987 [INFO] 60/90 pairs done
2026-04-09 05:21:01,470 [INFO] 70/90 pairs done
2026-04-09 05:21:10,521 [INFO] 80/90 pairs done
2026-04-09 05:21:19,937 [INFO] 90/90 pairs done
2026-04-09 05:21:19,938 [INFO] ATE_err=0.3278 PEHE=0.8425 F1=0.182
2026-04-09 05:21:19,938 [INFO] SNR = 0.0 dB
2026-04-09 05:21:23,270 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:21:30,297 [INFO] 10/90 pairs done
2026-04-09 05:21:39,476 [INFO] 20/90 pairs done
2026-04-09 05:21:48,104 [INFO] 30/90 pairs done
2026-04-09 05:21:56,632 [INFO] 40/90 pairs done
2026-04-09 05:22:05,548 [INFO] 50/90 pairs done
2026-04-09 05:22:14,357 [INFO] 60/90 pairs done
2026-04-09 05:22:23,132 [INFO] 70/90 pairs done
2026-04-09 05:22:31,955 [INFO] 80/90 pairs done
2026-04-09 05:22:40,549 [INFO] 90/90 pairs done
2026-04-09 05:22:40,556 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:22:50,690 [INFO] 10/90 pairs done
2026-04-09 05:22:59,756 [INFO] 20/90 pairs done
2026-04-09 05:23:08,716 [INFO] 30/90 pairs done
2026-04-09 05:23:17,656 [INFO] 40/90 pairs done
2026-04-09 05:23:26,580 [INFO] 50/90 pairs done
2026-04-09 05:23:35,784 [INFO] 60/90 pairs done
2026-04-09 05:23:45,052 [INFO] 70/90 pairs done
2026-04-09 05:23:54,847 [INFO] 80/90 pairs done
2026-04-09 05:24:04,869 [INFO] 90/90 pairs done
2026-04-09 05:24:04,877 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:24:14,327 [INFO] 10/90 pairs done
2026-04-09 05:24:23,328 [INFO] 20/90 pairs done
2026-04-09 05:24:32,528 [INFO] 30/90 pairs done
2026-04-09 05:24:41,878 [INFO] 40/90 pairs done
2026-04-09 05:24:51,175 [INFO] 50/90 pairs done
2026-04-09 05:25:00,232 [INFO] 60/90 pairs done
2026-04-09 05:25:10,717 [INFO] 70/90 pairs done
2026-04-09 05:25:20,970 [INFO] 80/90 pairs done
2026-04-09 05:25:31,219 [INFO] 90/90 pairs done
2026-04-09 05:25:31,268 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:25:41,782 [INFO] 10/90 pairs done
2026-04-09 05:25:51,491 [INFO] 20/90 pairs done
2026-04-09 05:26:01,512 [INFO] 30/90 pairs done
2026-04-09 05:26:11,381 [INFO] 40/90 pairs done
2026-04-09 05:26:20,414 [INFO] 50/90 pairs done
2026-04-09 05:26:29,797 [INFO] 60/90 pairs done
2026-04-09 05:26:38,875 [INFO] 70/90 pairs done
2026-04-09 05:26:48,457 [INFO] 80/90 pairs done
2026-04-09 05:26:58,764 [INFO] 90/90 pairs done
2026-04-09 05:26:58,772 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:27:09,076 [INFO] 10/90 pairs done
2026-04-09 05:27:18,534 [INFO] 20/90 pairs done
2026-04-09 05:27:28,065 [INFO] 30/90 pairs done
2026-04-09 05:27:37,583 [INFO] 40/90 pairs done
2026-04-09 05:27:46,784 [INFO] 50/90 pairs done
2026-04-09 05:27:55,773 [INFO] 60/90 pairs done
2026-04-09 05:28:04,863 [INFO] 70/90 pairs done
2026-04-09 05:28:14,204 [INFO] 80/90 pairs done
2026-04-09 05:28:23,365 [INFO] 90/90 pairs done
2026-04-09 05:28:23,366 [INFO] ATE_err=0.3989 PEHE=1.0478 F1=0.109
2026-04-09 05:28:23,367 [INFO]
============================================================
2026-04-09 05:28:23,367 [INFO] Running test: nonstationarity
2026-04-09 05:28:23,367 [INFO] ============================================================
2026-04-09 05:28:23,367 [INFO] Regime switch at 0% of series
2026-04-09 05:28:23,373 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:28:32,717 [INFO] 10/90 pairs done
2026-04-09 05:28:41,873 [INFO] 20/90 pairs done
2026-04-09 05:28:51,091 [INFO] 30/90 pairs done
2026-04-09 05:29:00,406 [INFO] 40/90 pairs done
2026-04-09 05:29:09,993 [INFO] 50/90 pairs done
2026-04-09 05:29:19,411 [INFO] 60/90 pairs done
2026-04-09 05:29:28,704 [INFO] 70/90 pairs done
2026-04-09 05:29:38,110 [INFO] 80/90 pairs done
2026-04-09 05:29:47,561 [INFO] 90/90 pairs done
2026-04-09 05:29:47,568 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:29:56,764 [INFO] 10/90 pairs done
2026-04-09 05:30:06,491 [INFO] 20/90 pairs done
2026-04-09 05:30:15,936 [INFO] 30/90 pairs done
2026-04-09 05:30:25,565 [INFO] 40/90 pairs done
2026-04-09 05:30:34,690 [INFO] 50/90 pairs done
2026-04-09 05:30:44,060 [INFO] 60/90 pairs done
2026-04-09 05:30:53,776 [INFO] 70/90 pairs done
2026-04-09 05:31:03,201 [INFO] 80/90 pairs done
2026-04-09 05:31:12,286 [INFO] 90/90 pairs done
2026-04-09 05:31:12,293 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:31:21,529 [INFO] 10/90 pairs done
2026-04-09 05:31:30,275 [INFO] 20/90 pairs done
2026-04-09 05:31:39,031 [INFO] 30/90 pairs done
2026-04-09 05:31:47,834 [INFO] 40/90 pairs done
2026-04-09 05:31:56,660 [INFO] 50/90 pairs done
2026-04-09 05:32:05,657 [INFO] 60/90 pairs done
2026-04-09 05:32:15,191 [INFO] 70/90 pairs done
2026-04-09 05:32:24,437 [INFO] 80/90 pairs done
2026-04-09 05:32:33,806 [INFO] 90/90 pairs done
2026-04-09 05:32:33,814 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:32:42,827 [INFO] 10/90 pairs done
2026-04-09 05:32:51,995 [INFO] 20/90 pairs done
2026-04-09 05:33:01,308 [INFO] 30/90 pairs done
2026-04-09 05:33:10,213 [INFO] 40/90 pairs done
2026-04-09 05:33:19,112 [INFO] 50/90 pairs done
2026-04-09 05:33:27,643 [INFO] 60/90 pairs done
2026-04-09 05:33:36,335 [INFO] 70/90 pairs done
2026-04-09 05:33:45,059 [INFO] 80/90 pairs done
2026-04-09 05:33:53,951 [INFO] 90/90 pairs done
2026-04-09 05:33:53,959 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:34:02,530 [INFO] 10/90 pairs done
2026-04-09 05:34:11,048 [INFO] 20/90 pairs done
2026-04-09 05:34:19,916 [INFO] 30/90 pairs done
2026-04-09 05:34:28,633 [INFO] 40/90 pairs done
2026-04-09 05:34:37,311 [INFO] 50/90 pairs done
2026-04-09 05:34:45,828 [INFO] 60/90 pairs done
2026-04-09 05:34:54,240 [INFO] 70/90 pairs done
2026-04-09 05:35:02,936 [INFO] 80/90 pairs done
2026-04-09 05:35:11,650 [INFO] 90/90 pairs done
2026-04-09 05:35:11,651 [INFO] F1=0.163 AUROC=0.586
2026-04-09 05:35:11,651 [INFO] Regime switch at 25% of series
2026-04-09 05:35:11,663 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:35:21,228 [INFO] 10/90 pairs done
2026-04-09 05:35:31,484 [INFO] 20/90 pairs done
2026-04-09 05:35:41,631 [INFO] 30/90 pairs done
2026-04-09 05:35:51,683 [INFO] 40/90 pairs done
2026-04-09 05:36:01,766 [INFO] 50/90 pairs done
2026-04-09 05:36:11,428 [INFO] 60/90 pairs done
2026-04-09 05:36:20,888 [INFO] 70/90 pairs done
2026-04-09 05:36:29,974 [INFO] 80/90 pairs done
2026-04-09 05:36:39,678 [INFO] 90/90 pairs done
2026-04-09 05:36:39,691 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:36:49,501 [INFO] 10/90 pairs done
2026-04-09 05:36:59,486 [INFO] 20/90 pairs done
2026-04-09 05:37:09,452 [INFO] 30/90 pairs done
2026-04-09 05:37:19,476 [INFO] 40/90 pairs done
2026-04-09 05:37:29,510 [INFO] 50/90 pairs done
2026-04-09 05:37:39,574 [INFO] 60/90 pairs done
2026-04-09 05:37:49,696 [INFO] 70/90 pairs done
2026-04-09 05:38:00,235 [INFO] 80/90 pairs done
2026-04-09 05:38:10,026 [INFO] 90/90 pairs done
2026-04-09 05:38:10,040 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:38:18,613 [INFO] 10/90 pairs done
2026-04-09 05:38:25,234 [INFO] 20/90 pairs done
2026-04-09 05:38:33,883 [INFO] 30/90 pairs done
2026-04-09 05:38:42,555 [INFO] 40/90 pairs done
2026-04-09 05:38:51,376 [INFO] 50/90 pairs done
2026-04-09 05:39:00,411 [INFO] 60/90 pairs done
2026-04-09 05:39:09,832 [INFO] 70/90 pairs done
2026-04-09 05:39:18,670 [INFO] 80/90 pairs done
2026-04-09 05:39:27,826 [INFO] 90/90 pairs done
2026-04-09 05:39:27,839 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:39:37,181 [INFO] 10/90 pairs done
2026-04-09 05:39:46,917 [INFO] 20/90 pairs done
2026-04-09 05:39:56,102 [INFO] 30/90 pairs done
2026-04-09 05:40:05,613 [INFO] 40/90 pairs done
2026-04-09 05:40:15,098 [INFO] 50/90 pairs done
2026-04-09 05:40:24,428 [INFO] 60/90 pairs done
2026-04-09 05:40:33,474 [INFO] 70/90 pairs done
2026-04-09 05:40:42,365 [INFO] 80/90 pairs done
2026-04-09 05:40:51,202 [INFO] 90/90 pairs done
2026-04-09 05:40:51,215 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:41:00,112 [INFO] 10/90 pairs done
2026-04-09 05:41:09,424 [INFO] 20/90 pairs done
2026-04-09 05:41:18,993 [INFO] 30/90 pairs done
2026-04-09 05:41:28,625 [INFO] 40/90 pairs done
2026-04-09 05:41:37,782 [INFO] 50/90 pairs done
2026-04-09 05:41:47,042 [INFO] 60/90 pairs done
2026-04-09 05:41:56,309 [INFO] 70/90 pairs done
2026-04-09 05:42:05,968 [INFO] 80/90 pairs done
2026-04-09 05:42:15,171 [INFO] 90/90 pairs done
2026-04-09 05:42:15,172 [INFO] F1=0.199 AUROC=0.554
2026-04-09 05:42:15,172 [INFO] Regime switch at 50% of series
2026-04-09 05:42:15,184 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:42:25,907 [INFO] 10/90 pairs done
2026-04-09 05:42:35,587 [INFO] 20/90 pairs done
2026-04-09 05:42:44,828 [INFO] 30/90 pairs done
2026-04-09 05:42:54,646 [INFO] 40/90 pairs done
2026-04-09 05:43:03,871 [INFO] 50/90 pairs done
2026-04-09 05:43:13,065 [INFO] 60/90 pairs done
2026-04-09 05:43:21,992 [INFO] 70/90 pairs done
2026-04-09 05:43:31,699 [INFO] 80/90 pairs done
2026-04-09 05:43:41,501 [INFO] 90/90 pairs done
2026-04-09 05:43:41,569 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:43:51,324 [INFO] 10/90 pairs done
2026-04-09 05:44:00,990 [INFO] 20/90 pairs done
2026-04-09 05:44:10,557 [INFO] 30/90 pairs done
2026-04-09 05:44:19,908 [INFO] 40/90 pairs done
2026-04-09 05:44:29,524 [INFO] 50/90 pairs done
2026-04-09 05:44:38,398 [INFO] 60/90 pairs done
2026-04-09 05:44:47,585 [INFO] 70/90 pairs done
2026-04-09 05:44:57,260 [INFO] 80/90 pairs done
2026-04-09 05:45:06,451 [INFO] 90/90 pairs done
2026-04-09 05:45:06,465 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:45:15,225 [INFO] 10/90 pairs done
2026-04-09 05:45:24,470 [INFO] 20/90 pairs done
2026-04-09 05:45:33,021 [INFO] 30/90 pairs done
2026-04-09 05:45:42,115 [INFO] 40/90 pairs done
2026-04-09 05:45:51,097 [INFO] 50/90 pairs done
2026-04-09 05:46:00,458 [INFO] 60/90 pairs done
2026-04-09 05:46:10,053 [INFO] 70/90 pairs done
2026-04-09 05:46:18,844 [INFO] 80/90 pairs done
2026-04-09 05:46:28,180 [INFO] 90/90 pairs done
2026-04-09 05:46:28,194 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:46:37,504 [INFO] 10/90 pairs done
2026-04-09 05:46:46,583 [INFO] 20/90 pairs done
2026-04-09 05:46:55,725 [INFO] 30/90 pairs done
2026-04-09 05:47:04,742 [INFO] 40/90 pairs done
2026-04-09 05:47:13,811 [INFO] 50/90 pairs done
2026-04-09 05:47:22,786 [INFO] 60/90 pairs done
2026-04-09 05:47:31,770 [INFO] 70/90 pairs done
2026-04-09 05:47:40,981 [INFO] 80/90 pairs done
2026-04-09 05:47:49,940 [INFO] 90/90 pairs done
2026-04-09 05:47:49,953 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:47:59,777 [INFO] 10/90 pairs done
2026-04-09 05:48:09,832 [INFO] 20/90 pairs done
2026-04-09 05:48:19,028 [INFO] 30/90 pairs done
2026-04-09 05:48:27,742 [INFO] 40/90 pairs done
2026-04-09 05:48:36,766 [INFO] 50/90 pairs done
2026-04-09 05:48:45,888 [INFO] 60/90 pairs done
2026-04-09 05:48:55,799 [INFO] 70/90 pairs done
2026-04-09 05:49:05,915 [INFO] 80/90 pairs done
2026-04-09 05:49:15,885 [INFO] 90/90 pairs done
2026-04-09 05:49:15,887 [INFO] F1=0.237 AUROC=0.544
2026-04-09 05:49:15,887 [INFO] Regime switch at 75% of series
2026-04-09 05:49:15,899 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:49:26,113 [INFO] 10/90 pairs done
2026-04-09 05:49:35,899 [INFO] 20/90 pairs done
2026-04-09 05:49:45,785 [INFO] 30/90 pairs done
2026-04-09 05:49:55,674 [INFO] 40/90 pairs done
2026-04-09 05:50:06,009 [INFO] 50/90 pairs done
2026-04-09 05:50:16,158 [INFO] 60/90 pairs done
2026-04-09 05:50:25,824 [INFO] 70/90 pairs done
2026-04-09 05:50:35,683 [INFO] 80/90 pairs done
2026-04-09 05:50:45,526 [INFO] 90/90 pairs done
2026-04-09 05:50:45,540 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:50:55,967 [INFO] 10/90 pairs done
2026-04-09 05:51:05,813 [INFO] 20/90 pairs done
2026-04-09 05:51:14,966 [INFO] 30/90 pairs done
2026-04-09 05:51:24,198 [INFO] 40/90 pairs done
2026-04-09 05:51:33,563 [INFO] 50/90 pairs done
2026-04-09 05:51:43,065 [INFO] 60/90 pairs done
2026-04-09 05:51:52,765 [INFO] 70/90 pairs done
2026-04-09 05:52:02,490 [INFO] 80/90 pairs done
2026-04-09 05:52:12,664 [INFO] 90/90 pairs done
2026-04-09 05:52:12,678 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:52:21,444 [INFO] 10/90 pairs done
2026-04-09 05:52:30,945 [INFO] 20/90 pairs done
2026-04-09 05:52:40,187 [INFO] 30/90 pairs done
2026-04-09 05:52:49,475 [INFO] 40/90 pairs done
2026-04-09 05:52:58,693 [INFO] 50/90 pairs done
2026-04-09 05:53:08,007 [INFO] 60/90 pairs done
2026-04-09 05:53:17,477 [INFO] 70/90 pairs done
2026-04-09 05:53:26,694 [INFO] 80/90 pairs done
2026-04-09 05:53:36,125 [INFO] 90/90 pairs done
2026-04-09 05:53:36,138 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:53:45,109 [INFO] 10/90 pairs done
2026-04-09 05:53:53,855 [INFO] 20/90 pairs done
2026-04-09 05:54:02,743 [INFO] 30/90 pairs done
2026-04-09 05:54:11,829 [INFO] 40/90 pairs done
2026-04-09 05:54:21,142 [INFO] 50/90 pairs done
2026-04-09 05:54:30,236 [INFO] 60/90 pairs done
2026-04-09 05:54:39,537 [INFO] 70/90 pairs done
2026-04-09 05:54:49,075 [INFO] 80/90 pairs done
2026-04-09 05:54:58,178 [INFO] 90/90 pairs done
2026-04-09 05:54:58,192 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:55:08,632 [INFO] 10/90 pairs done
2026-04-09 05:55:18,131 [INFO] 20/90 pairs done
2026-04-09 05:55:27,477 [INFO] 30/90 pairs done
2026-04-09 05:55:36,457 [INFO] 40/90 pairs done
2026-04-09 05:55:45,313 [INFO] 50/90 pairs done
2026-04-09 05:55:54,691 [INFO] 60/90 pairs done
2026-04-09 05:56:04,414 [INFO] 70/90 pairs done
2026-04-09 05:56:13,779 [INFO] 80/90 pairs done
2026-04-09 05:56:22,659 [INFO] 90/90 pairs done
2026-04-09 05:56:22,660 [INFO] F1=0.196 AUROC=0.584
2026-04-09 05:56:22,660 [INFO]
============================================================
2026-04-09 05:56:22,661 [INFO] Running test: variable_scaling
2026-04-09 05:56:22,661 [INFO] ============================================================
2026-04-09 05:56:22,661 [INFO] Variables = 10
2026-04-09 05:56:22,667 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:56:32,487 [INFO] 10/90 pairs done
2026-04-09 05:56:42,048 [INFO] 20/90 pairs done
2026-04-09 05:56:51,791 [INFO] 30/90 pairs done
2026-04-09 05:57:01,991 [INFO] 40/90 pairs done
2026-04-09 05:57:11,770 [INFO] 50/90 pairs done
2026-04-09 05:57:21,333 [INFO] 60/90 pairs done
2026-04-09 05:57:30,601 [INFO] 70/90 pairs done
2026-04-09 05:57:39,922 [INFO] 80/90 pairs done
2026-04-09 05:57:49,447 [INFO] 90/90 pairs done
2026-04-09 05:57:49,449 [INFO] Rep 1: F1=0.302 time=86.78s mem_delta=0MB
2026-04-09 05:57:49,522 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:57:59,431 [INFO] 10/90 pairs done
2026-04-09 05:58:09,487 [INFO] 20/90 pairs done
2026-04-09 05:58:19,665 [INFO] 30/90 pairs done
2026-04-09 05:58:29,020 [INFO] 40/90 pairs done
2026-04-09 05:58:38,323 [INFO] 50/90 pairs done
2026-04-09 05:58:47,558 [INFO] 60/90 pairs done
2026-04-09 05:58:56,875 [INFO] 70/90 pairs done
2026-04-09 05:59:06,165 [INFO] 80/90 pairs done
2026-04-09 05:59:15,307 [INFO] 90/90 pairs done
2026-04-09 05:59:15,309 [INFO] Rep 2: F1=0.231 time=85.79s mem_delta=0MB
2026-04-09 05:59:15,383 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:59:24,748 [INFO] 10/90 pairs done
2026-04-09 05:59:33,890 [INFO] 20/90 pairs done
2026-04-09 05:59:42,895 [INFO] 30/90 pairs done
2026-04-09 05:59:51,807 [INFO] 40/90 pairs done
2026-04-09 06:00:00,908 [INFO] 50/90 pairs done
2026-04-09 06:00:09,934 [INFO] 60/90 pairs done
2026-04-09 06:00:19,206 [INFO] 70/90 pairs done
2026-04-09 06:00:28,274 [INFO] 80/90 pairs done
2026-04-09 06:00:37,210 [INFO] 90/90 pairs done
2026-04-09 06:00:37,212 [INFO] Rep 3: F1=0.370 time=81.83s mem_delta=0MB
2026-04-09 06:00:37,286 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:00:46,466 [INFO] 10/90 pairs done
2026-04-09 06:00:55,378 [INFO] 20/90 pairs done
2026-04-09 06:01:04,154 [INFO] 30/90 pairs done
2026-04-09 06:01:12,869 [INFO] 40/90 pairs done
2026-04-09 06:01:21,776 [INFO] 50/90 pairs done
2026-04-09 06:01:30,191 [INFO] 60/90 pairs done
2026-04-09 06:01:38,832 [INFO] 70/90 pairs done
2026-04-09 06:01:47,661 [INFO] 80/90 pairs done
2026-04-09 06:01:56,598 [INFO] 90/90 pairs done
2026-04-09 06:01:56,599 [INFO] Rep 4: F1=0.222 time=79.31s mem_delta=0MB
2026-04-09 06:01:56,672 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:02:05,363 [INFO] 10/90 pairs done
2026-04-09 06:02:13,989 [INFO] 20/90 pairs done
2026-04-09 06:02:23,206 [INFO] 30/90 pairs done
2026-04-09 06:02:31,826 [INFO] 40/90 pairs done
2026-04-09 06:02:40,690 [INFO] 50/90 pairs done
2026-04-09 06:02:49,247 [INFO] 60/90 pairs done
2026-04-09 06:02:57,588 [INFO] 70/90 pairs done
2026-04-09 06:03:06,224 [INFO] 80/90 pairs done
2026-04-09 06:03:14,988 [INFO] 90/90 pairs done
2026-04-09 06:03:14,990 [INFO] Rep 5: F1=0.292 time=78.32s mem_delta=0MB
2026-04-09 06:03:15,057 [INFO] Variables = 20
2026-04-09 06:03:15,065 [INFO] [TemporalDiscovery] Estimating 380 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:03:27,268 [INFO] 10/380 pairs done
2026-04-09 06:03:38,865 [INFO] 20/380 pairs done
2026-04-09 06:03:49,817 [INFO] 30/380 pairs done
2026-04-09 06:04:00,342 [INFO] 40/380 pairs done
2026-04-09 06:04:11,894 [INFO] 50/380 pairs done
2026-04-09 06:04:23,134 [INFO] 60/380 pairs done
2026-04-09 06:04:34,300 [INFO] 70/380 pairs done
2026-04-09 06:04:45,383 [INFO] 80/380 pairs done
2026-04-09 06:04:56,377 [INFO] 90/380 pairs done
2026-04-09 06:05:07,255 [INFO] 100/380 pairs done
2026-04-09 06:05:17,976 [INFO] 110/380 pairs done
2026-04-09 06:05:27,958 [INFO] 120/380 pairs done
2026-04-09 06:05:37,035 [INFO] 130/380 pairs done
2026-04-09 06:05:46,576 [INFO] 140/380 pairs done
2026-04-09 06:05:55,532 [INFO] 150/380 pairs done
2026-04-09 06:06:06,207 [INFO] 160/380 pairs done
2026-04-09 06:06:17,231 [INFO] 170/380 pairs done
2026-04-09 06:06:26,310 [INFO] 180/380 pairs done
2026-04-09 06:06:35,049 [INFO] 190/380 pairs done
2026-04-09 06:06:46,273 [INFO] 200/380 pairs done
2026-04-09 06:06:57,461 [INFO] 210/380 pairs done
2026-04-09 06:07:07,576 [INFO] 220/380 pairs done
2026-04-09 06:07:17,746 [INFO] 230/380 pairs done
2026-04-09 06:07:27,818 [INFO] 240/380 pairs done
2026-04-09 06:07:37,972 [INFO] 250/380 pairs done
2026-04-09 06:07:47,938 [INFO] 260/380 pairs done
2026-04-09 06:07:58,287 [INFO] 270/380 pairs done
2026-04-09 06:08:09,545 [INFO] 280/380 pairs done
2026-04-09 06:08:19,920 [INFO] 290/380 pairs done
2026-04-09 06:08:28,899 [INFO] 300/380 pairs done
2026-04-09 06:08:38,965 [INFO] 310/380 pairs done
2026-04-09 06:08:49,439 [INFO] 320/380 pairs done
2026-04-09 06:09:00,723 [INFO] 330/380 pairs done
2026-04-09 06:09:11,856 [INFO] 340/380 pairs done
2026-04-09 06:09:23,265 [INFO] 350/380 pairs done
2026-04-09 06:09:35,032 [INFO] 360/380 pairs done
2026-04-09 06:09:45,903 [INFO] 370/380 pairs done
2026-04-09 06:09:56,520 [INFO] 380/380 pairs done
2026-04-09 06:09:56,522 [INFO] Rep 1: F1=0.058 time=401.46s mem_delta=0MB
2026-04-09 06:09:56,595 [INFO] [TemporalDiscovery] Estimating 380 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:10:07,228 [INFO] 10/380 pairs done
2026-04-09 06:10:17,491 [INFO] 20/380 pairs done
2026-04-09 06:10:28,043 [INFO] 30/380 pairs done
2026-04-09 06:10:38,138 [INFO] 40/380 pairs done
2026-04-09 06:10:47,662 [INFO] 50/380 pairs done
2026-04-09 06:10:57,195 [INFO] 60/380 pairs done
2026-04-09 06:11:07,868 [INFO] 70/380 pairs done
2026-04-09 06:11:17,842 [INFO] 80/380 pairs done
2026-04-09 06:11:27,648 [INFO] 90/380 pairs done
2026-04-09 06:11:37,056 [INFO] 100/380 pairs done
2026-04-09 06:11:46,637 [INFO] 110/380 pairs done
2026-04-09 06:11:55,843 [INFO] 120/380 pairs done
2026-04-09 06:12:05,352 [INFO] 130/380 pairs done
2026-04-09 06:12:15,272 [INFO] 140/380 pairs done
2026-04-09 06:12:25,267 [INFO] 150/380 pairs done
2026-04-09 06:12:35,280 [INFO] 160/380 pairs done
2026-04-09 06:12:45,170 [INFO] 170/380 pairs done
2026-04-09 06:12:55,252 [INFO] 180/380 pairs done
2026-04-09 06:13:05,539 [INFO] 190/380 pairs done
2026-04-09 06:13:15,956 [INFO] 200/380 pairs done
2026-04-09 06:13:26,154 [INFO] 210/380 pairs done
2026-04-09 06:13:35,624 [INFO] 220/380 pairs done
2026-04-09 06:13:45,032 [INFO] 230/380 pairs done
2026-04-09 06:13:54,727 [INFO] 240/380 pairs done
2026-04-09 06:14:04,104 [INFO] 250/380 pairs done
2026-04-09 06:14:13,699 [INFO] 260/380 pairs done
2026-04-09 06:14:23,322 [INFO] 270/380 pairs done
2026-04-09 06:14:34,004 [INFO] 280/380 pairs done
2026-04-09 06:14:43,764 [INFO] 290/380 pairs done
2026-04-09 06:14:53,343 [INFO] 300/380 pairs done
2026-04-09 06:15:02,137 [INFO] 310/380 pairs done
2026-04-09 06:15:10,672 [INFO] 320/380 pairs done
2026-04-09 06:15:20,285 [INFO] 330/380 pairs done
2026-04-09 06:15:30,878 [INFO] 340/380 pairs done
2026-04-09 06:15:41,205 [INFO] 350/380 pairs done
2026-04-09 06:15:52,074 [INFO] 360/380 pairs done
2026-04-09 06:16:01,807 [INFO] 370/380 pairs done
2026-04-09 06:16:11,882 [INFO] 380/380 pairs done
2026-04-09 06:16:11,884 [INFO] Rep 2: F1=0.109 time=375.29s mem_delta=0MB
2026-04-09 06:16:11,957 [INFO] [TemporalDiscovery] Estimating 380 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:16:23,243 [INFO] 10/380 pairs done
2026-04-09 06:16:34,215 [INFO] 20/380 pairs done
2026-04-09 06:16:44,844 [INFO] 30/380 pairs done
2026-04-09 06:16:55,041 [INFO] 40/380 pairs done
2026-04-09 06:17:05,394 [INFO] 50/380 pairs done
2026-04-09 06:17:15,624 [INFO] 60/380 pairs done
2026-04-09 06:17:26,101 [INFO] 70/380 pairs done
2026-04-09 06:17:36,548 [INFO] 80/380 pairs done
2026-04-09 06:17:46,987 [INFO] 90/380 pairs done
2026-04-09 06:17:57,712 [INFO] 100/380 pairs done
2026-04-09 06:18:08,775 [INFO] 110/380 pairs done
2026-04-09 06:18:19,736 [INFO] 120/380 pairs done
2026-04-09 06:18:30,734 [INFO] 130/380 pairs done
2026-04-09 06:18:41,024 [INFO] 140/380 pairs done
2026-04-09 06:18:50,738 [INFO] 150/380 pairs done
2026-04-09 06:19:00,455 [INFO] 160/380 pairs done
2026-04-09 06:19:10,196 [INFO] 170/380 pairs done
2026-04-09 06:19:20,505 [INFO] 180/380 pairs done
2026-04-09 06:19:30,983 [INFO] 190/380 pairs done
2026-04-09 06:19:41,306 [INFO] 200/380 pairs done
2026-04-09 06:19:51,569 [INFO] 210/380 pairs done
2026-04-09 06:20:00,968 [INFO] 220/380 pairs done
2026-04-09 06:20:10,213 [INFO] 230/380 pairs done
2026-04-09 06:20:19,455 [INFO] 240/380 pairs done
2026-04-09 06:20:29,219 [INFO] 250/380 pairs done
2026-04-09 06:20:39,900 [INFO] 260/380 pairs done
2026-04-09 06:20:50,451 [INFO] 270/380 pairs done
2026-04-09 06:21:01,031 [INFO] 280/380 pairs done
2026-04-09 06:21:11,850 [INFO] 290/380 pairs done
2026-04-09 06:21:22,904 [INFO] 300/380 pairs done
2026-04-09 06:21:33,512 [INFO] 310/380 pairs done
2026-04-09 06:21:44,350 [INFO] 320/380 pairs done
2026-04-09 06:21:54,344 [INFO] 330/380 pairs done
2026-04-09 06:22:04,078 [INFO] 340/380 pairs done
2026-04-09 06:22:13,640 [INFO] 350/380 pairs done
2026-04-09 06:22:23,311 [INFO] 360/380 pairs done
2026-04-09 06:22:33,288 [INFO] 370/380 pairs done
2026-04-09 06:22:43,665 [INFO] 380/380 pairs done
2026-04-09 06:22:43,667 [INFO] Rep 3: F1=0.157 time=391.71s mem_delta=0MB
2026-04-09 06:22:43,741 [INFO] [TemporalDiscovery] Estimating 380 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:22:50,885 [INFO] 10/380 pairs done
2026-04-09 06:22:58,000 [INFO] 20/380 pairs done
2026-04-09 06:23:07,406 [INFO] 30/380 pairs done
2026-04-09 06:23:16,736 [INFO] 40/380 pairs done
2026-04-09 06:23:26,181 [INFO] 50/380 pairs done
2026-04-09 06:23:35,778 [INFO] 60/380 pairs done
2026-04-09 06:23:45,262 [INFO] 70/380 pairs done
2026-04-09 06:23:53,966 [INFO] 80/380 pairs done
2026-04-09 06:24:01,154 [INFO] 90/380 pairs done
2026-04-09 06:24:10,276 [INFO] 100/380 pairs done
2026-04-09 06:24:20,496 [INFO] 110/380 pairs done
2026-04-09 06:24:30,187 [INFO] 120/380 pairs done
2026-04-09 06:24:39,466 [INFO] 130/380 pairs done
2026-04-09 06:24:49,586 [INFO] 140/380 pairs done
2026-04-09 06:24:59,999 [INFO] 150/380 pairs done
2026-04-09 06:25:09,703 [INFO] 160/380 pairs done
2026-04-09 06:25:19,494 [INFO] 170/380 pairs done
2026-04-09 06:25:29,875 [INFO] 180/380 pairs done
2026-04-09 06:25:40,870 [INFO] 190/380 pairs done
2026-04-09 06:25:50,573 [INFO] 200/380 pairs done
2026-04-09 06:26:00,241 [INFO] 210/380 pairs done
2026-04-09 06:26:10,857 [INFO] 220/380 pairs done
2026-04-09 06:26:20,775 [INFO] 230/380 pairs done
2026-04-09 06:26:30,074 [INFO] 240/380 pairs done
2026-04-09 06:26:39,504 [INFO] 250/380 pairs done
2026-04-09 06:26:49,623 [INFO] 260/380 pairs done
2026-04-09 06:26:59,830 [INFO] 270/380 pairs done
2026-04-09 06:27:09,886 [INFO] 280/380 pairs done
2026-04-09 06:27:20,259 [INFO] 290/380 pairs done
2026-04-09 06:27:30,483 [INFO] 300/380 pairs done
2026-04-09 06:27:40,452 [INFO] 310/380 pairs done
2026-04-09 06:27:50,155 [INFO] 320/380 pairs done
2026-04-09 06:28:00,471 [INFO] 330/380 pairs done
2026-04-09 06:28:10,154 [INFO] 340/380 pairs done
2026-04-09 06:28:20,825 [INFO] 350/380 pairs done
2026-04-09 06:28:31,668 [INFO] 360/380 pairs done
2026-04-09 06:28:41,731 [INFO] 370/380 pairs done
2026-04-09 06:28:51,150 [INFO] 380/380 pairs done
2026-04-09 06:28:51,152 [INFO] Rep 4: F1=0.139 time=367.41s mem_delta=0MB
2026-04-09 06:28:51,226 [INFO] [TemporalDiscovery] Estimating 380 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:29:00,030 [INFO] 10/380 pairs done
2026-04-09 06:29:08,720 [INFO] 20/380 pairs done
2026-04-09 06:29:18,321 [INFO] 30/380 pairs done
2026-04-09 06:29:28,371 [INFO] 40/380 pairs done
2026-04-09 06:29:38,533 [INFO] 50/380 pairs done
2026-04-09 06:29:48,349 [INFO] 60/380 pairs done
2026-04-09 06:29:58,213 [INFO] 70/380 pairs done
2026-04-09 06:30:08,340 [INFO] 80/380 pairs done
2026-04-09 06:30:18,190 [INFO] 90/380 pairs done
2026-04-09 06:30:27,670 [INFO] 100/380 pairs done
2026-04-09 06:30:36,623 [INFO] 110/380 pairs done
2026-04-09 06:30:46,143 [INFO] 120/380 pairs done
2026-04-09 06:30:56,059 [INFO] 130/380 pairs done
2026-04-09 06:31:06,578 [INFO] 140/380 pairs done
2026-04-09 06:31:16,832 [INFO] 150/380 pairs done
2026-04-09 06:31:26,376 [INFO] 160/380 pairs done
2026-04-09 06:31:36,576 [INFO] 170/380 pairs done
2026-04-09 06:31:46,232 [INFO] 180/380 pairs done
2026-04-09 06:31:56,182 [INFO] 190/380 pairs done
2026-04-09 06:32:05,996 [INFO] 200/380 pairs done
2026-04-09 06:32:15,667 [INFO] 210/380 pairs done
2026-04-09 06:32:25,300 [INFO] 220/380 pairs done
2026-04-09 06:32:34,963 [INFO] 230/380 pairs done
2026-04-09 06:32:44,762 [INFO] 240/380 pairs done
2026-04-09 06:32:54,594 [INFO] 250/380 pairs done
2026-04-09 06:33:04,400 [INFO] 260/380 pairs done
2026-04-09 06:33:14,507 [INFO] 270/380 pairs done
2026-04-09 06:33:24,319 [INFO] 280/380 pairs done
2026-04-09 06:33:34,407 [INFO] 290/380 pairs done
2026-04-09 06:33:44,652 [INFO] 300/380 pairs done
2026-04-09 06:33:54,143 [INFO] 310/380 pairs done
2026-04-09 06:34:03,244 [INFO] 320/380 pairs done
2026-04-09 06:34:13,575 [INFO] 330/380 pairs done
2026-04-09 06:34:24,176 [INFO] 340/380 pairs done
2026-04-09 06:34:34,125 [INFO] 350/380 pairs done
2026-04-09 06:34:44,105 [INFO] 360/380 pairs done
2026-04-09 06:34:53,028 [INFO] 370/380 pairs done
2026-04-09 06:35:02,130 [INFO] 380/380 pairs done
2026-04-09 06:35:02,132 [INFO] Rep 5: F1=0.000 time=370.90s mem_delta=0MB
2026-04-09 06:35:02,224 [INFO] Variables = 50
2026-04-09 06:35:02,235 [INFO] [TemporalDiscovery] Estimating 2450 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:35:12,774 [INFO] 10/2450 pairs done
2026-04-09 06:35:22,971 [INFO] 20/2450 pairs done
2026-04-09 06:35:33,054 [INFO] 30/2450 pairs done
2026-04-09 06:35:43,282 [INFO] 40/2450 pairs done
2026-04-09 06:35:53,194 [INFO] 50/2450 pairs done
2026-04-09 06:36:03,134 [INFO] 60/2450 pairs done
2026-04-09 06:36:12,946 [INFO] 70/2450 pairs done
2026-04-09 06:36:22,650 [INFO] 80/2450 pairs done
2026-04-09 06:36:32,424 [INFO] 90/2450 pairs done
2026-04-09 06:36:42,220 [INFO] 100/2450 pairs done
2026-04-09 06:36:52,423 [INFO] 110/2450 pairs done
2026-04-09 06:37:02,846 [INFO] 120/2450 pairs done
2026-04-09 06:37:13,222 [INFO] 130/2450 pairs done
2026-04-09 06:37:23,714 [INFO] 140/2450 pairs done
2026-04-09 06:37:33,524 [INFO] 150/2450 pairs done
2026-04-09 06:37:43,424 [INFO] 160/2450 pairs done
2026-04-09 06:37:53,367 [INFO] 170/2450 pairs done
2026-04-09 06:38:03,513 [INFO] 180/2450 pairs done
2026-04-09 06:38:14,212 [INFO] 190/2450 pairs done
2026-04-09 06:38:25,064 [INFO] 200/2450 pairs done
2026-04-09 06:38:35,516 [INFO] 210/2450 pairs done
2026-04-09 06:38:45,573 [INFO] 220/2450 pairs done
2026-04-09 06:38:55,654 [INFO] 230/2450 pairs done
2026-04-09 06:39:06,075 [INFO] 240/2450 pairs done
2026-04-09 06:39:16,564 [INFO] 250/2450 pairs done
2026-04-09 06:39:26,902 [INFO] 260/2450 pairs done
2026-04-09 06:39:37,090 [INFO] 270/2450 pairs done
2026-04-09 06:39:47,544 [INFO] 280/2450 pairs done
2026-04-09 06:39:57,772 [INFO] 290/2450 pairs done
2026-04-09 06:40:07,741 [INFO] 300/2450 pairs done
2026-04-09 06:40:17,832 [INFO] 310/2450 pairs done
2026-04-09 06:40:27,748 [INFO] 320/2450 pairs done
2026-04-09 06:40:37,734 [INFO] 330/2450 pairs done
2026-04-09 06:40:47,549 [INFO] 340/2450 pairs done
2026-04-09 06:40:57,498 [INFO] 350/2450 pairs done
2026-04-09 06:41:07,614 [INFO] 360/2450 pairs done
2026-04-09 06:41:17,823 [INFO] 370/2450 pairs done
2026-04-09 06:41:28,001 [INFO] 380/2450 pairs done
2026-04-09 06:41:38,114 [INFO] 390/2450 pairs done
2026-04-09 06:41:47,296 [INFO] 400/2450 pairs done
2026-04-09 06:41:56,221 [INFO] 410/2450 pairs done
2026-04-09 06:42:05,223 [INFO] 420/2450 pairs done
2026-04-09 06:42:14,138 [INFO] 430/2450 pairs done
2026-04-09 06:42:23,090 [INFO] 440/2450 pairs done
2026-04-09 06:42:33,121 [INFO] 450/2450 pairs done
2026-04-09 06:42:43,092 [INFO] 460/2450 pairs done
2026-04-09 06:42:53,177 [INFO] 470/2450 pairs done
2026-04-09 06:43:03,364 [INFO] 480/2450 pairs done
2026-04-09 06:43:13,909 [INFO] 490/2450 pairs done
2026-04-09 06:43:25,041 [INFO] 500/2450 pairs done
2026-04-09 06:43:36,112 [INFO] 510/2450 pairs done
2026-04-09 06:43:46,990 [INFO] 520/2450 pairs done
2026-04-09 06:43:58,279 [INFO] 530/2450 pairs done
2026-04-09 06:44:08,865 [INFO] 540/2450 pairs done
2026-04-09 06:44:19,306 [INFO] 550/2450 pairs done
2026-04-09 06:44:29,077 [INFO] 560/2450 pairs done
2026-04-09 06:44:38,884 [INFO] 570/2450 pairs done
2026-04-09 06:44:48,755 [INFO] 580/2450 pairs done
2026-04-09 06:44:58,567 [INFO] 590/2450 pairs done
2026-04-09 06:45:08,399 [INFO] 600/2450 pairs done
2026-04-09 06:45:18,134 [INFO] 610/2450 pairs done
2026-04-09 06:45:28,029 [INFO] 620/2450 pairs done
2026-04-09 06:45:37,820 [INFO] 630/2450 pairs done
2026-04-09 06:45:47,733 [INFO] 640/2450 pairs done
2026-04-09 06:45:57,894 [INFO] 650/2450 pairs done
2026-04-09 06:46:07,988 [INFO] 660/2450 pairs done
2026-04-09 06:46:18,420 [INFO] 670/2450 pairs done
2026-04-09 06:46:28,770 [INFO] 680/2450 pairs done
2026-04-09 06:46:39,114 [INFO] 690/2450 pairs done
2026-04-09 06:46:49,039 [INFO] 700/2450 pairs done
2026-04-09 06:46:58,924 [INFO] 710/2450 pairs done
2026-04-09 06:47:08,971 [INFO] 720/2450 pairs done
2026-04-09 06:47:19,098 [INFO] 730/2450 pairs done
2026-04-09 06:47:28,440 [INFO] 740/2450 pairs done
2026-04-09 06:47:37,251 [INFO] 750/2450 pairs done
2026-04-09 06:47:46,130 [INFO] 760/2450 pairs done
2026-04-09 06:47:55,338 [INFO] 770/2450 pairs done
2026-04-09 06:48:04,466 [INFO] 780/2450 pairs done
2026-04-09 06:48:14,869 [INFO] 790/2450 pairs done
2026-04-09 06:48:25,775 [INFO] 800/2450 pairs done
2026-04-09 06:48:36,353 [INFO] 810/2450 pairs done
2026-04-09 06:48:46,787 [INFO] 820/2450 pairs done
2026-04-09 06:48:57,233 [INFO] 830/2450 pairs done
2026-04-09 06:49:07,131 [INFO] 840/2450 pairs done
2026-04-09 06:49:17,237 [INFO] 850/2450 pairs done
2026-04-09 06:49:27,539 [INFO] 860/2450 pairs done
2026-04-09 06:49:37,802 [INFO] 870/2450 pairs done
2026-04-09 06:49:47,955 [INFO] 880/2450 pairs done
2026-04-09 06:49:58,627 [INFO] 890/2450 pairs done
2026-04-09 06:50:08,901 [INFO] 900/2450 pairs done
2026-04-09 06:50:19,399 [INFO] 910/2450 pairs done
2026-04-09 06:50:29,680 [INFO] 920/2450 pairs done
2026-04-09 06:50:40,287 [INFO] 930/2450 pairs done
2026-04-09 06:50:50,672 [INFO] 940/2450 pairs done
2026-04-09 06:51:00,931 [INFO] 950/2450 pairs done
2026-04-09 06:51:11,377 [INFO] 960/2450 pairs done
2026-04-09 06:51:21,515 [INFO] 970/2450 pairs done
2026-04-09 06:51:32,103 [INFO] 980/2450 pairs done
2026-04-09 06:51:42,495 [INFO] 990/2450 pairs done
2026-04-09 06:51:52,774 [INFO] 1000/2450 pairs done
2026-04-09 06:52:02,691 [INFO] 1010/2450 pairs done
2026-04-09 06:52:12,592 [INFO] 1020/2450 pairs done
2026-04-09 06:52:22,404 [INFO] 1030/2450 pairs done
2026-04-09 06:52:31,265 [INFO] 1040/2450 pairs done
2026-04-09 06:52:40,111 [INFO] 1050/2450 pairs done
2026-04-09 06:52:49,008 [INFO] 1060/2450 pairs done
2026-04-09 06:52:57,988 [INFO] 1070/2450 pairs done
2026-04-09 06:53:07,292 [INFO] 1080/2450 pairs done
2026-04-09 06:53:17,559 [INFO] 1090/2450 pairs done
2026-04-09 06:53:27,789 [INFO] 1100/2450 pairs done
2026-04-09 06:53:38,452 [INFO] 1110/2450 pairs done
2026-04-09 06:53:49,072 [INFO] 1120/2450 pairs done
2026-04-09 06:53:59,548 [INFO] 1130/2450 pairs done
2026-04-09 06:54:10,293 [INFO] 1140/2450 pairs done
2026-04-09 06:54:20,827 [INFO] 1150/2450 pairs done
2026-04-09 06:54:31,582 [INFO] 1160/2450 pairs done
2026-04-09 06:54:42,131 [INFO] 1170/2450 pairs done
2026-04-09 06:54:52,304 [INFO] 1180/2450 pairs done
2026-04-09 06:55:02,207 [INFO] 1190/2450 pairs done
2026-04-09 06:55:12,040 [INFO] 1200/2450 pairs done
2026-04-09 06:55:21,783 [INFO] 1210/2450 pairs done
2026-04-09 06:55:31,559 [INFO] 1220/2450 pairs done
2026-04-09 06:55:40,748 [INFO] 1230/2450 pairs done
2026-04-09 06:55:49,596 [INFO] 1240/2450 pairs done
2026-04-09 06:55:58,250 [INFO] 1250/2450 pairs done
2026-04-09 06:56:07,045 [INFO] 1260/2450 pairs done
2026-04-09 06:56:15,890 [INFO] 1270/2450 pairs done
2026-04-09 06:56:25,474 [INFO] 1280/2450 pairs done
2026-04-09 06:56:35,379 [INFO] 1290/2450 pairs done
2026-04-09 06:56:45,374 [INFO] 1300/2450 pairs done
2026-04-09 06:56:55,505 [INFO] 1310/2450 pairs done
2026-04-09 06:57:05,487 [INFO] 1320/2450 pairs done
2026-04-09 06:57:15,731 [INFO] 1330/2450 pairs done
2026-04-09 06:57:25,663 [INFO] 1340/2450 pairs done
2026-04-09 06:57:35,568 [INFO] 1350/2450 pairs done
2026-04-09 06:57:45,453 [INFO] 1360/2450 pairs done
2026-04-09 06:57:55,505 [INFO] 1370/2450 pairs done
2026-04-09 06:58:05,761 [INFO] 1380/2450 pairs done
2026-04-09 06:58:15,973 [INFO] 1390/2450 pairs done
2026-04-09 06:58:26,007 [INFO] 1400/2450 pairs done
2026-04-09 06:58:36,076 [INFO] 1410/2450 pairs done
2026-04-09 06:58:45,964 [INFO] 1420/2450 pairs done
2026-04-09 06:58:55,249 [INFO] 1430/2450 pairs done
2026-04-09 06:59:04,268 [INFO] 1440/2450 pairs done
2026-04-09 06:59:13,675 [INFO] 1450/2450 pairs done
2026-04-09 06:59:23,428 [INFO] 1460/2450 pairs done
2026-04-09 06:59:33,124 [INFO] 1470/2450 pairs done
2026-04-09 06:59:44,064 [INFO] 1480/2450 pairs done
2026-04-09 06:59:55,427 [INFO] 1490/2450 pairs done
2026-04-09 07:00:06,341 [INFO] 1500/2450 pairs done
2026-04-09 07:00:17,566 [INFO] 1510/2450 pairs done
2026-04-09 07:00:28,772 [INFO] 1520/2450 pairs done
2026-04-09 07:00:39,005 [INFO] 1530/2450 pairs done
2026-04-09 07:00:48,952 [INFO] 1540/2450 pairs done
2026-04-09 07:00:59,003 [INFO] 1550/2450 pairs done
2026-04-09 07:01:09,013 [INFO] 1560/2450 pairs done
2026-04-09 07:01:19,365 [INFO] 1570/2450 pairs done
2026-04-09 07:01:29,989 [INFO] 1580/2450 pairs done
2026-04-09 07:01:40,437 [INFO] 1590/2450 pairs done
2026-04-09 07:01:50,758 [INFO] 1600/2450 pairs done
2026-04-09 07:02:00,986 [INFO] 1610/2450 pairs done
2026-04-09 07:02:11,041 [INFO] 1620/2450 pairs done
2026-04-09 07:02:20,960 [INFO] 1630/2450 pairs done
2026-04-09 07:02:31,286 [INFO] 1640/2450 pairs done
2026-04-09 07:02:41,565 [INFO] 1650/2450 pairs done
2026-04-09 07:02:51,977 [INFO] 1660/2450 pairs done
2026-04-09 07:03:02,373 [INFO] 1670/2450 pairs done
2026-04-09 07:03:12,632 [INFO] 1680/2450 pairs done
2026-04-09 07:03:22,636 [INFO] 1690/2450 pairs done
2026-04-09 07:03:32,830 [INFO] 1700/2450 pairs done
2026-04-09 07:03:43,055 [INFO] 1710/2450 pairs done
2026-04-09 07:03:52,777 [INFO] 1720/2450 pairs done
2026-04-09 07:04:01,865 [INFO] 1730/2450 pairs done
2026-04-09 07:04:11,331 [INFO] 1740/2450 pairs done
2026-04-09 07:04:20,786 [INFO] 1750/2450 pairs done
2026-04-09 07:04:30,215 [INFO] 1760/2450 pairs done
2026-04-09 07:04:39,978 [INFO] 1770/2450 pairs done
2026-04-09 07:04:50,213 [INFO] 1780/2450 pairs done
2026-04-09 07:05:01,277 [INFO] 1790/2450 pairs done
2026-04-09 07:05:11,776 [INFO] 1800/2450 pairs done
2026-04-09 07:05:22,165 [INFO] 1810/2450 pairs done
2026-04-09 07:05:33,586 [INFO] 1820/2450 pairs done
2026-04-09 07:05:44,783 [INFO] 1830/2450 pairs done
2026-04-09 07:05:55,464 [INFO] 1840/2450 pairs done
2026-04-09 07:06:06,457 [INFO] 1850/2450 pairs done
2026-04-09 07:06:17,740 [INFO] 1860/2450 pairs done
2026-04-09 07:06:27,960 [INFO] 1870/2450 pairs done
2026-04-09 07:06:37,917 [INFO] 1880/2450 pairs done
2026-04-09 07:06:47,676 [INFO] 1890/2450 pairs done
2026-04-09 07:06:57,431 [INFO] 1900/2450 pairs done
2026-04-09 07:07:07,226 [INFO] 1910/2450 pairs done
2026-04-09 07:07:17,176 [INFO] 1920/2450 pairs done
2026-04-09 07:07:27,363 [INFO] 1930/2450 pairs done
2026-04-09 07:07:37,365 [INFO] 1940/2450 pairs done
2026-04-09 07:07:47,621 [INFO] 1950/2450 pairs done
2026-04-09 07:07:57,874 [INFO] 1960/2450 pairs done
2026-04-09 07:08:08,505 [INFO] 1970/2450 pairs done
2026-04-09 07:08:19,565 [INFO] 1980/2450 pairs done
2026-04-09 07:08:30,091 [INFO] 1990/2450 pairs done
2026-04-09 07:08:40,475 [INFO] 2000/2450 pairs done
2026-04-09 07:08:50,580 [INFO] 2010/2450 pairs done
2026-04-09 07:09:00,818 [INFO] 2020/2450 pairs done
2026-04-09 07:09:10,837 [INFO] 2030/2450 pairs done
2026-04-09 07:09:21,202 [INFO] 2040/2450 pairs done
2026-04-09 07:09:32,196 [INFO] 2050/2450 pairs done
2026-04-09 07:09:42,486 [INFO] 2060/2450 pairs done
2026-04-09 07:09:52,422 [INFO] 2070/2450 pairs done
2026-04-09 07:10:02,140 [INFO] 2080/2450 pairs done
2026-04-09 07:10:11,955 [INFO] 2090/2450 pairs done
2026-04-09 07:10:21,807 [INFO] 2100/2450 pairs done
2026-04-09 07:10:31,574 [INFO] 2110/2450 pairs done
2026-04-09 07:10:40,856 [INFO] 2120/2450 pairs done
2026-04-09 07:10:50,241 [INFO] 2130/2450 pairs done
2026-04-09 07:10:59,654 [INFO] 2140/2450 pairs done
2026-04-09 07:11:09,399 [INFO] 2150/2450 pairs done
2026-04-09 07:11:18,767 [INFO] 2160/2450 pairs done
2026-04-09 07:11:27,945 [INFO] 2170/2450 pairs done
2026-04-09 07:11:37,098 [INFO] 2180/2450 pairs done
2026-04-09 07:11:46,015 [INFO] 2190/2450 pairs done
2026-04-09 07:11:55,054 [INFO] 2200/2450 pairs done
2026-04-09 07:12:04,229 [INFO] 2210/2450 pairs done
2026-04-09 07:12:13,536 [INFO] 2220/2450 pairs done
2026-04-09 07:12:22,922 [INFO] 2230/2450 pairs done
2026-04-09 07:12:31,864 [INFO] 2240/2450 pairs done
2026-04-09 07:12:40,826 [INFO] 2250/2450 pairs done
2026-04-09 07:12:49,709 [INFO] 2260/2450 pairs done
2026-04-09 07:12:58,592 [INFO] 2270/2450 pairs done
2026-04-09 07:13:07,415 [INFO] 2280/2450 pairs done
2026-04-09 07:13:16,269 [INFO] 2290/2450 pairs done
2026-04-09 07:13:25,118 [INFO] 2300/2450 pairs done
2026-04-09 07:13:35,524 [INFO] 2310/2450 pairs done
2026-04-09 07:13:46,146 [INFO] 2320/2450 pairs done
2026-04-09 07:13:56,625 [INFO] 2330/2450 pairs done
2026-04-09 07:14:07,283 [INFO] 2340/2450 pairs done
2026-04-09 07:14:18,015 [INFO] 2350/2450 pairs done
2026-04-09 07:14:27,412 [INFO] 2360/2450 pairs done
2026-04-09 07:14:36,806 [INFO] 2370/2450 pairs done
2026-04-09 07:14:45,887 [INFO] 2380/2450 pairs done
2026-04-09 07:14:54,908 [INFO] 2390/2450 pairs done
2026-04-09 07:15:03,862 [INFO] 2400/2450 pairs done
2026-04-09 07:15:13,743 [INFO] 2410/2450 pairs done
2026-04-09 07:15:23,724 [INFO] 2420/2450 pairs done
2026-04-09 07:15:33,639 [INFO] 2430/2450 pairs done
2026-04-09 07:15:43,606 [INFO] 2440/2450 pairs done
2026-04-09 07:15:53,503 [INFO] 2450/2450 pairs done
2026-04-09 07:15:53,507 [INFO] Rep 1: F1=0.077 time=2451.27s mem_delta=0MB
2026-04-09 07:15:53,583 [INFO] [TemporalDiscovery] Estimating 2450 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 07:16:02,366 [INFO] 10/2450 pairs done
2026-04-09 07:16:11,012 [INFO] 20/2450 pairs done
2026-04-09 07:16:19,674 [INFO] 30/2450 pairs done
2026-04-09 07:16:28,387 [INFO] 40/2450 pairs done
2026-04-09 07:16:37,166 [INFO] 50/2450 pairs done
2026-04-09 07:16:46,614 [INFO] 60/2450 pairs done
2026-04-09 07:16:55,915 [INFO] 70/2450 pairs done
2026-04-09 07:17:05,545 [INFO] 80/2450 pairs done
2026-04-09 07:17:14,603 [INFO] 90/2450 pairs done
2026-04-09 07:17:24,252 [INFO] 100/2450 pairs done
2026-04-09 07:17:35,588 [INFO] 110/2450 pairs done
2026-04-09 07:17:46,795 [INFO] 120/2450 pairs done
2026-04-09 07:17:57,720 [INFO] 130/2450 pairs done
2026-04-09 07:18:08,549 [INFO] 140/2450 pairs done
2026-04-09 07:18:18,752 [INFO] 150/2450 pairs done
2026-04-09 07:18:27,400 [INFO] 160/2450 pairs done
2026-04-09 07:18:36,296 [INFO] 170/2450 pairs done
2026-04-09 07:18:45,118 [INFO] 180/2450 pairs done
2026-04-09 07:18:53,884 [INFO] 190/2450 pairs done
2026-04-09 07:19:02,994 [INFO] 200/2450 pairs done
2026-04-09 07:19:12,018 [INFO] 210/2450 pairs done
2026-04-09 07:19:20,950 [INFO] 220/2450 pairs done
2026-04-09 07:19:29,840 [INFO] 230/2450 pairs done
2026-04-09 07:19:38,899 [INFO] 240/2450 pairs done
2026-04-09 07:19:47,542 [INFO] 250/2450 pairs done
2026-04-09 07:19:56,222 [INFO] 260/2450 pairs done
2026-04-09 07:20:05,102 [INFO] 270/2450 pairs done
2026-04-09 07:20:14,042 [INFO] 280/2450 pairs done
2026-04-09 07:20:23,060 [INFO] 290/2450 pairs done
2026-04-09 07:20:32,133 [INFO] 300/2450 pairs done
2026-04-09 07:20:41,056 [INFO] 310/2450 pairs done
2026-04-09 07:20:49,974 [INFO] 320/2450 pairs done
2026-04-09 07:20:58,998 [INFO] 330/2450 pairs done
2026-04-09 07:21:07,937 [INFO] 340/2450 pairs done
2026-04-09 07:21:18,660 [INFO] 350/2450 pairs done
2026-04-09 07:21:29,906 [INFO] 360/2450 pairs done
2026-04-09 07:21:41,155 [INFO] 370/2450 pairs done
2026-04-09 07:21:52,228 [INFO] 380/2450 pairs done
2026-04-09 07:22:03,166 [INFO] 390/2450 pairs done
2026-04-09 07:22:12,441 [INFO] 400/2450 pairs done
2026-04-09 07:22:21,429 [INFO] 410/2450 pairs done
2026-04-09 07:22:30,851 [INFO] 420/2450 pairs done
2026-04-09 07:22:40,129 [INFO] 430/2450 pairs done
2026-04-09 07:22:49,631 [INFO] 440/2450 pairs done
2026-04-09 07:22:59,584 [INFO] 450/2450 pairs done
2026-04-09 07:23:09,366 [INFO] 460/2450 pairs done
2026-04-09 07:23:19,603 [INFO] 470/2450 pairs done
2026-04-09 07:23:29,657 [INFO] 480/2450 pairs done
2026-04-09 07:23:39,424 [INFO] 490/2450 pairs done
2026-04-09 07:23:50,169 [INFO] 500/2450 pairs done
2026-04-09 07:24:00,838 [INFO] 510/2450 pairs done
2026-04-09 07:24:11,975 [INFO] 520/2450 pairs done
2026-04-09 07:24:23,179 [INFO] 530/2450 pairs done
2026-04-09 07:24:34,231 [INFO] 540/2450 pairs done
2026-04-09 07:24:43,399 [INFO] 550/2450 pairs done
2026-04-09 07:24:52,246 [INFO] 560/2450 pairs done
2026-04-09 07:25:01,274 [INFO] 570/2450 pairs done
2026-04-09 07:25:10,367 [INFO] 580/2450 pairs done
2026-04-09 07:25:19,372 [INFO] 590/2450 pairs done
2026-04-09 07:25:28,315 [INFO] 600/2450 pairs done
2026-04-09 07:25:37,203 [INFO] 610/2450 pairs done
2026-04-09 07:25:46,070 [INFO] 620/2450 pairs done
2026-04-09 07:25:55,075 [INFO] 630/2450 pairs done
2026-04-09 07:26:04,231 [INFO] 640/2450 pairs done
2026-04-09 07:26:14,064 [INFO] 650/2450 pairs done
2026-04-09 07:26:23,931 [INFO] 660/2450 pairs done
2026-04-09 07:26:33,728 [INFO] 670/2450 pairs done
2026-04-09 07:26:43,932 [INFO] 680/2450 pairs done
2026-04-09 07:26:53,453 [INFO] 690/2450 pairs done
2026-04-09 07:27:02,323 [INFO] 700/2450 pairs done
2026-04-09 07:27:11,262 [INFO] 710/2450 pairs done
2026-04-09 07:27:20,063 [INFO] 720/2450 pairs done
2026-04-09 07:27:28,664 [INFO] 730/2450 pairs done
2026-04-09 07:27:37,319 [INFO] 740/2450 pairs done
2026-04-09 07:27:45,990 [INFO] 750/2450 pairs done
2026-04-09 07:27:54,701 [INFO] 760/2450 pairs done
2026-04-09 07:28:03,405 [INFO] 770/2450 pairs done
2026-04-09 07:28:12,257 [INFO] 780/2450 pairs done
2026-04-09 07:28:22,527 [INFO] 790/2450 pairs done
2026-04-09 07:28:34,035 [INFO] 800/2450 pairs done
2026-04-09 07:28:45,373 [INFO] 810/2450 pairs done
2026-04-09 07:28:56,615 [INFO] 820/2450 pairs done
2026-04-09 07:29:07,802 [INFO] 830/2450 pairs done
2026-04-09 07:29:18,047 [INFO] 840/2450 pairs done
2026-04-09 07:29:27,728 [INFO] 850/2450 pairs done
2026-04-09 07:29:37,391 [INFO] 860/2450 pairs done
2026-04-09 07:29:47,084 [INFO] 870/2450 pairs done
2026-04-09 07:29:56,854 [INFO] 880/2450 pairs done
2026-04-09 07:30:05,730 [INFO] 890/2450 pairs done
2026-04-09 07:30:14,356 [INFO] 900/2450 pairs done
2026-04-09 07:30:22,963 [INFO] 910/2450 pairs done
2026-04-09 07:30:31,933 [INFO] 920/2450 pairs done
2026-04-09 07:30:41,119 [INFO] 930/2450 pairs done
2026-04-09 07:30:52,669 [INFO] 940/2450 pairs done
2026-04-09 07:31:04,343 [INFO] 950/2450 pairs done
2026-04-09 07:31:15,671 [INFO] 960/2450 pairs done
2026-04-09 07:31:26,977 [INFO] 970/2450 pairs done
2026-04-09 07:31:37,763 [INFO] 980/2450 pairs done
2026-04-09 07:31:47,840 [INFO] 990/2450 pairs done
2026-04-09 07:31:58,174 [INFO] 1000/2450 pairs done
2026-04-09 07:32:08,696 [INFO] 1010/2450 pairs done
2026-04-09 07:32:19,232 [INFO] 1020/2450 pairs done
2026-04-09 07:32:29,622 [INFO] 1030/2450 pairs done
2026-04-09 07:32:41,288 [INFO] 1040/2450 pairs done
2026-04-09 07:32:52,557 [INFO] 1050/2450 pairs done
2026-04-09 07:33:03,569 [INFO] 1060/2450 pairs done
2026-04-09 07:33:14,344 [INFO] 1070/2450 pairs done
2026-04-09 07:33:25,206 [INFO] 1080/2450 pairs done
2026-04-09 07:33:35,965 [INFO] 1090/2450 pairs done
2026-04-09 07:33:46,962 [INFO] 1100/2450 pairs done
2026-04-09 07:33:57,844 [INFO] 1110/2450 pairs done
2026-04-09 07:34:08,787 [INFO] 1120/2450 pairs done
2026-04-09 07:34:19,618 [INFO] 1130/2450 pairs done
2026-04-09 07:34:30,425 [INFO] 1140/2450 pairs done
2026-04-09 07:34:41,336 [INFO] 1150/2450 pairs done
2026-04-09 07:34:52,646 [INFO] 1160/2450 pairs done
2026-04-09 07:35:03,931 [INFO] 1170/2450 pairs done
2026-04-09 07:35:14,533 [INFO] 1180/2450 pairs done
2026-04-09 07:35:24,595 [INFO] 1190/2450 pairs done
2026-04-09 07:35:34,372 [INFO] 1200/2450 pairs done
2026-04-09 07:35:44,135 [INFO] 1210/2450 pairs done
2026-04-09 07:35:53,909 [INFO] 1220/2450 pairs done
2026-04-09 07:36:03,527 [INFO] 1230/2450 pairs done
2026-04-09 07:36:12,697 [INFO] 1240/2450 pairs done
2026-04-09 07:36:21,693 [INFO] 1250/2450 pairs done
2026-04-09 07:36:30,930 [INFO] 1260/2450 pairs done
2026-04-09 07:36:40,014 [INFO] 1270/2450 pairs done
2026-04-09 07:36:49,632 [INFO] 1280/2450 pairs done
2026-04-09 07:36:59,615 [INFO] 1290/2450 pairs done
2026-04-09 07:37:10,093 [INFO] 1300/2450 pairs done
2026-04-09 07:37:20,281 [INFO] 1310/2450 pairs done
2026-04-09 07:37:30,190 [INFO] 1320/2450 pairs done
2026-04-09 07:37:40,162 [INFO] 1330/2450 pairs done
2026-04-09 07:37:50,124 [INFO] 1340/2450 pairs done
2026-04-09 07:38:00,212 [INFO] 1350/2450 pairs done
2026-04-09 07:38:09,991 [INFO] 1360/2450 pairs done
2026-04-09 07:38:19,701 [INFO] 1370/2450 pairs done
2026-04-09 07:38:28,600 [INFO] 1380/2450 pairs done
2026-04-09 07:38:37,323 [INFO] 1390/2450 pairs done
2026-04-09 07:38:46,003 [INFO] 1400/2450 pairs done
2026-04-09 07:38:54,696 [INFO] 1410/2450 pairs done
2026-04-09 07:39:03,354 [INFO] 1420/2450 pairs done
2026-04-09 07:39:14,382 [INFO] 1430/2450 pairs done
2026-04-09 07:39:25,722 [INFO] 1440/2450 pairs done
2026-04-09 07:39:37,146 [INFO] 1450/2450 pairs done
2026-04-09 07:39:48,612 [INFO] 1460/2450 pairs done
2026-04-09 07:39:59,499 [INFO] 1470/2450 pairs done
2026-04-09 07:40:08,485 [INFO] 1480/2450 pairs done
2026-04-09 07:40:17,378 [INFO] 1490/2450 pairs done
2026-04-09 07:40:26,201 [INFO] 1500/2450 pairs done
2026-04-09 07:40:34,838 [INFO] 1510/2450 pairs done
2026-04-09 07:40:43,523 [INFO] 1520/2450 pairs done
2026-04-09 07:40:52,212 [INFO] 1530/2450 pairs done
2026-04-09 07:41:00,891 [INFO] 1540/2450 pairs done
2026-04-09 07:41:09,817 [INFO] 1550/2450 pairs done
2026-04-09 07:41:18,818 [INFO] 1560/2450 pairs done
2026-04-09 07:41:27,873 [INFO] 1570/2450 pairs done
2026-04-09 07:41:36,898 [INFO] 1580/2450 pairs done
2026-04-09 07:41:45,586 [INFO] 1590/2450 pairs done
2026-04-09 07:41:54,242 [INFO] 1600/2450 pairs done
2026-04-09 07:42:02,902 [INFO] 1610/2450 pairs done
2026-04-09 07:42:11,541 [INFO] 1620/2450 pairs done
2026-04-09 07:42:20,150 [INFO] 1630/2450 pairs done
2026-04-09 07:42:28,845 [INFO] 1640/2450 pairs done
2026-04-09 07:42:37,690 [INFO] 1650/2450 pairs done
2026-04-09 07:42:46,416 [INFO] 1660/2450 pairs done
2026-04-09 07:42:55,173 [INFO] 1670/2450 pairs done
2026-04-09 07:43:03,757 [INFO] 1680/2450 pairs done
2026-04-09 07:43:12,474 [INFO] 1690/2450 pairs done
2026-04-09 07:43:21,138 [INFO] 1700/2450 pairs done
2026-04-09 07:43:29,954 [INFO] 1710/2450 pairs done
2026-04-09 07:43:40,321 [INFO] 1720/2450 pairs done
2026-04-09 07:43:51,865 [INFO] 1730/2450 pairs done
2026-04-09 07:44:03,453 [INFO] 1740/2450 pairs done
2026-04-09 07:44:14,301 [INFO] 1750/2450 pairs done
2026-04-09 07:44:25,190 [INFO] 1760/2450 pairs done
2026-04-09 07:44:34,712 [INFO] 1770/2450 pairs done
2026-04-09 07:44:43,256 [INFO] 1780/2450 pairs done
2026-04-09 07:44:51,873 [INFO] 1790/2450 pairs done
2026-04-09 07:45:00,573 [INFO] 1800/2450 pairs done
2026-04-09 07:45:09,538 [INFO] 1810/2450 pairs done
2026-04-09 07:45:19,142 [INFO] 1820/2450 pairs done
2026-04-09 07:45:29,384 [INFO] 1830/2450 pairs done
2026-04-09 07:45:39,405 [INFO] 1840/2450 pairs done
2026-04-09 07:45:49,351 [INFO] 1850/2450 pairs done
2026-04-09 07:45:59,782 [INFO] 1860/2450 pairs done
2026-04-09 07:46:11,193 [INFO] 1870/2450 pairs done
2026-04-09 07:46:22,913 [INFO] 1880/2450 pairs done
2026-04-09 07:46:34,459 [INFO] 1890/2450 pairs done
2026-04-09 07:46:46,094 [INFO] 1900/2450 pairs done
2026-04-09 07:46:57,534 [INFO] 1910/2450 pairs done
2026-04-09 07:47:09,253 [INFO] 1920/2450 pairs done
2026-04-09 07:47:20,341 [INFO] 1930/2450 pairs done
2026-04-09 07:47:31,280 [INFO] 1940/2450 pairs done
2026-04-09 07:47:42,235 [INFO] 1950/2450 pairs done
2026-04-09 07:47:53,339 [INFO] 1960/2450 pairs done
2026-04-09 07:48:02,208 [INFO] 1970/2450 pairs done
2026-04-09 07:48:11,214 [INFO] 1980/2450 pairs done
2026-04-09 07:48:20,188 [INFO] 1990/2450 pairs done
2026-04-09 07:48:29,135 [INFO] 2000/2450 pairs done
2026-04-09 07:48:38,165 [INFO] 2010/2450 pairs done
2026-04-09 07:48:48,931 [INFO] 2020/2450 pairs done
2026-04-09 07:48:59,748 [INFO] 2030/2450 pairs done
2026-04-09 07:49:11,087 [INFO] 2040/2450 pairs done
2026-04-09 07:49:22,921 [INFO] 2050/2450 pairs done
2026-04-09 07:49:34,644 [INFO] 2060/2450 pairs done
2026-04-09 07:49:46,299 [INFO] 2070/2450 pairs done
2026-04-09 07:49:57,951 [INFO] 2080/2450 pairs done
2026-04-09 07:50:09,603 [INFO] 2090/2450 pairs done
2026-04-09 07:50:20,984 [INFO] 2100/2450 pairs done
2026-04-09 07:50:32,291 [INFO] 2110/2450 pairs done
2026-04-09 07:50:43,205 [INFO] 2120/2450 pairs done
2026-04-09 07:50:54,415 [INFO] 2130/2450 pairs done
2026-04-09 07:51:05,473 [INFO] 2140/2450 pairs done
2026-04-09 07:51:16,412 [INFO] 2150/2450 pairs done
2026-04-09 07:51:27,188 [INFO] 2160/2450 pairs done
2026-04-09 07:51:38,077 [INFO] 2170/2450 pairs done
2026-04-09 07:51:48,890 [INFO] 2180/2450 pairs done
2026-04-09 07:51:59,878 [INFO] 2190/2450 pairs done
2026-04-09 07:52:10,770 [INFO] 2200/2450 pairs done
2026-04-09 07:52:20,892 [INFO] 2210/2450 pairs done
2026-04-09 07:52:30,339 [INFO] 2220/2450 pairs done
2026-04-09 07:52:40,033 [INFO] 2230/2450 pairs done
2026-04-09 07:52:49,458 [INFO] 2240/2450 pairs done
2026-04-09 07:52:59,221 [INFO] 2250/2450 pairs done
2026-04-09 07:53:08,434 [INFO] 2260/2450 pairs done
2026-04-09 07:53:17,582 [INFO] 2270/2450 pairs done
2026-04-09 07:53:27,087 [INFO] 2280/2450 pairs done
2026-04-09 07:53:36,168 [INFO] 2290/2450 pairs done
2026-04-09 07:53:45,589 [INFO] 2300/2450 pairs done
2026-04-09 07:53:56,616 [INFO] 2310/2450 pairs done
2026-04-09 07:54:08,263 [INFO] 2320/2450 pairs done
2026-04-09 07:54:19,649 [INFO] 2330/2450 pairs done
2026-04-09 07:54:31,103 [INFO] 2340/2450 pairs done
2026-04-09 07:54:42,150 [INFO] 2350/2450 pairs done
2026-04-09 07:54:51,339 [INFO] 2360/2450 pairs done
2026-04-09 07:55:00,150 [INFO] 2370/2450 pairs done
2026-04-09 07:55:09,232 [INFO] 2380/2450 pairs done
2026-04-09 07:55:18,552 [INFO] 2390/2450 pairs done
2026-04-09 07:55:27,663 [INFO] 2400/2450 pairs done
2026-04-09 07:55:37,638 [INFO] 2410/2450 pairs done
2026-04-09 07:55:47,498 [INFO] 2420/2450 pairs done
2026-04-09 07:55:57,271 [INFO] 2430/2450 pairs done
2026-04-09 07:56:06,998 [INFO] 2440/2450 pairs done
2026-04-09 07:56:16,852 [INFO] 2450/2450 pairs done
2026-04-09 07:56:16,855 [INFO] Rep 2: F1=0.034 time=2423.27s mem_delta=0MB
2026-04-09 07:56:16,935 [INFO] [TemporalDiscovery] Estimating 2450 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 07:56:28,076 [INFO] 10/2450 pairs done
2026-04-09 07:56:39,114 [INFO] 20/2450 pairs done
2026-04-09 07:56:50,523 [INFO] 30/2450 pairs done
2026-04-09 07:57:01,423 [INFO] 40/2450 pairs done
2026-04-09 07:57:12,419 [INFO] 50/2450 pairs done
2026-04-09 07:57:24,001 [INFO] 60/2450 pairs done
2026-04-09 07:57:35,549 [INFO] 70/2450 pairs done
2026-04-09 07:57:46,934 [INFO] 80/2450 pairs done
2026-04-09 07:57:58,608 [INFO] 90/2450 pairs done
2026-04-09 07:58:09,949 [INFO] 100/2450 pairs done
2026-04-09 07:58:20,429 [INFO] 110/2450 pairs done
2026-04-09 07:58:30,696 [INFO] 120/2450 pairs done
2026-04-09 07:58:40,729 [INFO] 130/2450 pairs done
2026-04-09 07:58:50,778 [INFO] 140/2450 pairs done
2026-04-09 07:59:01,474 [INFO] 150/2450 pairs done
2026-04-09 07:59:11,955 [INFO] 160/2450 pairs done
2026-04-09 07:59:22,277 [INFO] 170/2450 pairs done
2026-04-09 07:59:32,520 [INFO] 180/2450 pairs done
2026-04-09 07:59:42,669 [INFO] 190/2450 pairs done
2026-04-09 07:59:53,209 [INFO] 200/2450 pairs done
2026-04-09 08:00:04,470 [INFO] 210/2450 pairs done
2026-04-09 08:00:15,825 [INFO] 220/2450 pairs done
2026-04-09 08:00:27,476 [INFO] 230/2450 pairs done
2026-04-09 08:00:38,877 [INFO] 240/2450 pairs done
2026-04-09 08:00:49,461 [INFO] 250/2450 pairs done
2026-04-09 08:00:59,534 [INFO] 260/2450 pairs done
2026-04-09 08:01:09,483 [INFO] 270/2450 pairs done
2026-04-09 08:01:19,623 [INFO] 280/2450 pairs done
2026-04-09 08:01:29,585 [INFO] 290/2450 pairs done
2026-04-09 08:01:39,768 [INFO] 300/2450 pairs done
2026-04-09 08:01:50,648 [INFO] 310/2450 pairs done
2026-04-09 08:02:00,888 [INFO] 320/2450 pairs done
2026-04-09 08:02:11,252 [INFO] 330/2450 pairs done
2026-04-09 08:02:21,592 [INFO] 340/2450 pairs done
2026-04-09 08:02:32,034 [INFO] 350/2450 pairs done
2026-04-09 08:02:42,258 [INFO] 360/2450 pairs done
2026-04-09 08:02:52,362 [INFO] 370/2450 pairs done
2026-04-09 08:03:02,467 [INFO] 380/2450 pairs done
2026-04-09 08:03:12,572 [INFO] 390/2450 pairs done
2026-04-09 08:03:23,163 [INFO] 400/2450 pairs done
2026-04-09 08:03:33,978 [INFO] 410/2450 pairs done
2026-04-09 08:03:44,765 [INFO] 420/2450 pairs done
2026-04-09 08:03:56,295 [INFO] 430/2450 pairs done
2026-04-09 08:04:07,192 [INFO] 440/2450 pairs done
2026-04-09 08:04:18,491 [INFO] 450/2450 pairs done
2026-04-09 08:04:29,853 [INFO] 460/2450 pairs done
2026-04-09 08:04:40,988 [INFO] 470/2450 pairs done
2026-04-09 08:04:52,285 [INFO] 480/2450 pairs done
2026-04-09 08:05:03,271 [INFO] 490/2450 pairs done
2026-04-09 08:05:14,413 [INFO] 500/2450 pairs done
2026-04-09 08:05:25,394 [INFO] 510/2450 pairs done
2026-04-09 08:05:36,365 [INFO] 520/2450 pairs done
2026-04-09 08:05:47,569 [INFO] 530/2450 pairs done
2026-04-09 08:05:58,923 [INFO] 540/2450 pairs done
2026-04-09 08:06:09,045 [INFO] 550/2450 pairs done
2026-04-09 08:06:19,180 [INFO] 560/2450 pairs done
2026-04-09 08:06:29,364 [INFO] 570/2450 pairs done
2026-04-09 08:06:39,604 [INFO] 580/2450 pairs done
2026-04-09 08:06:49,748 [INFO] 590/2450 pairs done
2026-04-09 08:06:59,746 [INFO] 600/2450 pairs done
2026-04-09 08:07:09,920 [INFO] 610/2450 pairs done
2026-04-09 08:07:19,814 [INFO] 620/2450 pairs done
2026-04-09 08:07:29,620 [INFO] 630/2450 pairs done
2026-04-09 08:07:39,454 [INFO] 640/2450 pairs done
2026-04-09 08:07:49,288 [INFO] 650/2450 pairs done
2026-04-09 08:07:59,193 [INFO] 660/2450 pairs done
2026-04-09 08:08:09,178 [INFO] 670/2450 pairs done
2026-04-09 08:08:19,187 [INFO] 680/2450 pairs done
2026-04-09 08:08:29,495 [INFO] 690/2450 pairs done
2026-04-09 08:08:40,534 [INFO] 700/2450 pairs done
2026-04-09 08:08:51,671 [INFO] 710/2450 pairs done
2026-04-09 08:09:02,810 [INFO] 720/2450 pairs done
2026-04-09 08:09:13,837 [INFO] 730/2450 pairs done
2026-04-09 08:09:24,459 [INFO] 740/2450 pairs done
2026-04-09 08:09:34,399 [INFO] 750/2450 pairs done
2026-04-09 08:09:44,332 [INFO] 760/2450 pairs done
2026-04-09 08:09:54,442 [INFO] 770/2450 pairs done
2026-04-09 08:10:04,450 [INFO] 780/2450 pairs done
2026-04-09 08:10:14,499 [INFO] 790/2450 pairs done
2026-04-09 08:10:24,555 [INFO] 800/2450 pairs done
2026-04-09 08:10:34,776 [INFO] 810/2450 pairs done
2026-04-09 08:10:44,815 [INFO] 820/2450 pairs done
2026-04-09 08:10:54,551 [INFO] 830/2450 pairs done
2026-04-09 08:11:04,364 [INFO] 840/2450 pairs done
2026-04-09 08:11:14,730 [INFO] 850/2450 pairs done
2026-04-09 08:11:25,254 [INFO] 860/2450 pairs done
2026-04-09 08:11:35,214 [INFO] 870/2450 pairs done
2026-04-09 08:11:45,282 [INFO] 880/2450 pairs done
2026-04-09 08:11:55,493 [INFO] 890/2450 pairs done
2026-04-09 08:12:05,422 [INFO] 900/2450 pairs done
2026-04-09 08:12:15,352 [INFO] 910/2450 pairs done
2026-04-09 08:12:25,622 [INFO] 920/2450 pairs done
2026-04-09 08:12:35,630 [INFO] 930/2450 pairs done
2026-04-09 08:12:45,334 [INFO] 940/2450 pairs done
2026-04-09 08:12:55,509 [INFO] 950/2450 pairs done
2026-04-09 08:13:05,649 [INFO] 960/2450 pairs done
2026-04-09 08:13:15,838 [INFO] 970/2450 pairs done
2026-04-09 08:13:25,937 [INFO] 980/2450 pairs done
2026-04-09 08:13:36,669 [INFO] 990/2450 pairs done
2026-04-09 08:13:46,790 [INFO] 1000/2450 pairs done
2026-04-09 08:13:57,080 [INFO] 1010/2450 pairs done
2026-04-09 08:14:07,133 [INFO] 1020/2450 pairs done
2026-04-09 08:14:17,434 [INFO] 1030/2450 pairs done
2026-04-09 08:14:27,586 [INFO] 1040/2450 pairs done
2026-04-09 08:14:37,599 [INFO] 1050/2450 pairs done
2026-04-09 08:14:47,375 [INFO] 1060/2450 pairs done
2026-04-09 08:14:57,362 [INFO] 1070/2450 pairs done
2026-04-09 08:15:07,894 [INFO] 1080/2450 pairs done
2026-04-09 08:15:19,967 [INFO] 1090/2450 pairs done
2026-04-09 08:15:31,308 [INFO] 1100/2450 pairs done
2026-04-09 08:15:42,642 [INFO] 1110/2450 pairs done
2026-04-09 08:15:53,898 [INFO] 1120/2450 pairs done
2026-04-09 08:16:05,576 [INFO] 1130/2450 pairs done
2026-04-09 08:16:16,666 [INFO] 1140/2450 pairs done
2026-04-09 08:16:28,009 [INFO] 1150/2450 pairs done
2026-04-09 08:16:39,029 [INFO] 1160/2450 pairs done
2026-04-09 08:16:50,054 [INFO] 1170/2450 pairs done
2026-04-09 08:17:00,702 [INFO] 1180/2450 pairs done
2026-04-09 08:17:10,712 [INFO] 1190/2450 pairs done
2026-04-09 08:17:20,907 [INFO] 1200/2450 pairs done
2026-04-09 08:17:30,830 [INFO] 1210/2450 pairs done
2026-04-09 08:17:40,753 [INFO] 1220/2450 pairs done
2026-04-09 08:17:50,611 [INFO] 1230/2450 pairs done
2026-04-09 08:18:00,692 [INFO] 1240/2450 pairs done
2026-04-09 08:18:10,858 [INFO] 1250/2450 pairs done
2026-04-09 08:18:21,017 [INFO] 1260/2450 pairs done
2026-04-09 08:18:31,005 [INFO] 1270/2450 pairs done
2026-04-09 08:18:41,798 [INFO] 1280/2450 pairs done
2026-04-09 08:18:53,224 [INFO] 1290/2450 pairs done
2026-04-09 08:19:04,438 [INFO] 1300/2450 pairs done
2026-04-09 08:19:15,588 [INFO] 1310/2450 pairs done
2026-04-09 08:19:27,151 [INFO] 1320/2450 pairs done
2026-04-09 08:19:38,253 [INFO] 1330/2450 pairs done
2026-04-09 08:19:49,410 [INFO] 1340/2450 pairs done
2026-04-09 08:20:00,759 [INFO] 1350/2450 pairs done
2026-04-09 08:20:12,241 [INFO] 1360/2450 pairs done
2026-04-09 08:20:23,678 [INFO] 1370/2450 pairs done
2026-04-09 08:20:34,174 [INFO] 1380/2450 pairs done
2026-04-09 08:20:45,013 [INFO] 1390/2450 pairs done
2026-04-09 08:20:55,374 [INFO] 1400/2450 pairs done
2026-04-09 08:21:06,272 [INFO] 1410/2450 pairs done
2026-04-09 08:21:16,666 [INFO] 1420/2450 pairs done
2026-04-09 08:21:25,529 [INFO] 1430/2450 pairs done
2026-04-09 08:21:34,553 [INFO] 1440/2450 pairs done
2026-04-09 08:21:43,291 [INFO] 1450/2450 pairs done
2026-04-09 08:21:51,927 [INFO] 1460/2450 pairs done
2026-04-09 08:22:00,757 [INFO] 1470/2450 pairs done
2026-04-09 08:22:11,242 [INFO] 1480/2450 pairs done
2026-04-09 08:22:21,200 [INFO] 1490/2450 pairs done
2026-04-09 08:22:31,006 [INFO] 1500/2450 pairs done
2026-04-09 08:22:41,094 [INFO] 1510/2450 pairs done
2026-04-09 08:22:51,095 [INFO] 1520/2450 pairs done
2026-04-09 08:23:01,346 [INFO] 1530/2450 pairs done
2026-04-09 08:23:11,581 [INFO] 1540/2450 pairs done
2026-04-09 08:23:21,561 [INFO] 1550/2450 pairs done
2026-04-09 08:23:31,785 [INFO] 1560/2450 pairs done
2026-04-09 08:23:42,265 [INFO] 1570/2450 pairs done
2026-04-09 08:23:53,921 [INFO] 1580/2450 pairs done
2026-04-09 08:24:05,586 [INFO] 1590/2450 pairs done
2026-04-09 08:24:17,511 [INFO] 1600/2450 pairs done
2026-04-09 08:24:29,543 [INFO] 1610/2450 pairs done
2026-04-09 08:24:41,477 [INFO] 1620/2450 pairs done
2026-04-09 08:24:52,794 [INFO] 1630/2450 pairs done
2026-04-09 08:25:04,431 [INFO] 1640/2450 pairs done
2026-04-09 08:25:16,053 [INFO] 1650/2450 pairs done
2026-04-09 08:25:27,375 [INFO] 1660/2450 pairs done
2026-04-09 08:25:38,238 [INFO] 1670/2450 pairs done
2026-04-09 08:25:48,035 [INFO] 1680/2450 pairs done
2026-04-09 08:25:58,327 [INFO] 1690/2450 pairs done
2026-04-09 08:26:08,694 [INFO] 1700/2450 pairs done
2026-04-09 08:26:19,158 [INFO] 1710/2450 pairs done
2026-04-09 08:26:29,701 [INFO] 1720/2450 pairs done
2026-04-09 08:26:39,925 [INFO] 1730/2450 pairs done
2026-04-09 08:26:50,023 [INFO] 1740/2450 pairs done
2026-04-09 08:27:00,294 [INFO] 1750/2450 pairs done
2026-04-09 08:27:10,498 [INFO] 1760/2450 pairs done
2026-04-09 08:27:20,569 [INFO] 1770/2450 pairs done
2026-04-09 08:27:30,607 [INFO] 1780/2450 pairs done
2026-04-09 08:27:40,563 [INFO] 1790/2450 pairs done
2026-04-09 08:27:50,597 [INFO] 1800/2450 pairs done
2026-04-09 08:28:00,664 [INFO] 1810/2450 pairs done
2026-04-09 08:28:11,064 [INFO] 1820/2450 pairs done
2026-04-09 08:28:21,788 [INFO] 1830/2450 pairs done
2026-04-09 08:28:32,376 [INFO] 1840/2450 pairs done
2026-04-09 08:28:43,375 [INFO] 1850/2450 pairs done
2026-04-09 08:28:54,597 [INFO] 1860/2450 pairs done
2026-04-09 08:29:04,919 [INFO] 1870/2450 pairs done
2026-04-09 08:29:15,026 [INFO] 1880/2450 pairs done
2026-04-09 08:29:25,284 [INFO] 1890/2450 pairs done
2026-04-09 08:29:35,430 [INFO] 1900/2450 pairs done
2026-04-09 08:29:45,494 [INFO] 1910/2450 pairs done
2026-04-09 08:29:55,888 [INFO] 1920/2450 pairs done
2026-04-09 08:30:06,495 [INFO] 1930/2450 pairs done
2026-04-09 08:30:17,632 [INFO] 1940/2450 pairs done
2026-04-09 08:30:28,867 [INFO] 1950/2450 pairs done
2026-04-09 08:30:40,216 [INFO] 1960/2450 pairs done
2026-04-09 08:30:51,495 [INFO] 1970/2450 pairs done
2026-04-09 08:31:02,155 [INFO] 1980/2450 pairs done
2026-04-09 08:31:12,843 [INFO] 1990/2450 pairs done
2026-04-09 08:31:23,135 [INFO] 2000/2450 pairs done
2026-04-09 08:31:34,076 [INFO] 2010/2450 pairs done
2026-04-09 08:31:45,519 [INFO] 2020/2450 pairs done
2026-04-09 08:31:57,308 [INFO] 2030/2450 pairs done
2026-04-09 08:32:09,412 [INFO] 2040/2450 pairs done
2026-04-09 08:32:21,486 [INFO] 2050/2450 pairs done
2026-04-09 08:32:33,598 [INFO] 2060/2450 pairs done
2026-04-09 08:32:45,093 [INFO] 2070/2450 pairs done
2026-04-09 08:32:56,894 [INFO] 2080/2450 pairs done
2026-04-09 08:33:08,379 [INFO] 2090/2450 pairs done
2026-04-09 08:33:19,537 [INFO] 2100/2450 pairs done
2026-04-09 08:33:30,180 [INFO] 2110/2450 pairs done
2026-04-09 08:33:40,177 [INFO] 2120/2450 pairs done
2026-04-09 08:33:50,269 [INFO] 2130/2450 pairs done
2026-04-09 08:34:00,303 [INFO] 2140/2450 pairs done
2026-04-09 08:34:10,265 [INFO] 2150/2450 pairs done
2026-04-09 08:34:20,837 [INFO] 2160/2450 pairs done
2026-04-09 08:34:32,528 [INFO] 2170/2450 pairs done
2026-04-09 08:34:44,074 [INFO] 2180/2450 pairs done
2026-04-09 08:34:55,768 [INFO] 2190/2450 pairs done
2026-04-09 08:35:07,035 [INFO] 2200/2450 pairs done
|