2026-04-09 04:54:00,081 [INFO] Discovery Benchmark — 50 synthetic datasets, 10 vars
2026-04-09 04:54:00,093 [WARNING] tigramite not installed — skipping PCMCI
2026-04-09 04:54:00,094 [WARNING] causalnex not installed — skipping DYNOTEARS
2026-04-09 04:54:00,107 [INFO] Dataset 1/50 — 39 true edges
2026-04-09 04:54:02,183 [INFO] [TCPFN] Loading temporal model: outputs/temporal/final.pt
         step=200000  size=259.0MB  config={}
2026-04-09 04:54:02,200 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 04:54:02,262 [DEBUG] Environment variable FAISS_OPT_LEVEL is not set, so let's pick the instruction set according to the current CPU
2026-04-09 04:54:02,262 [INFO] Loading faiss with AVX512 support.
2026-04-09 04:54:02,279 [INFO] Successfully loaded faiss with AVX512 support.
2026-04-09 04:54:03,834 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:04,274 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:05,388 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:05,897 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:07,168 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:07,695 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:08,971 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:09,572 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:10,507 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:10,984 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:12,105 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:12,664 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:13,773 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:14,267 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:15,528 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:16,248 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:17,415 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:18,088 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:19,294 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:19,650 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:19,650 [INFO]   10/90 pairs done
2026-04-09 04:54:20,266 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:20,595 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:21,195 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:21,602 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:22,183 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:22,598 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:23,125 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:23,353 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:24,159 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:24,453 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:25,197 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:25,560 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:26,052 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:26,710 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:27,191 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:27,567 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:28,291 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:28,570 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:29,284 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:29,518 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:29,518 [INFO]   20/90 pairs done
2026-04-09 04:54:30,021 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:30,676 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:32,171 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:32,889 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:34,592 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:35,484 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:36,970 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:37,594 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:39,289 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:39,979 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:41,374 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:42,088 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:43,374 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:43,992 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:54:45,577 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:46,187 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:47,782 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:48,673 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:49,891 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:50,577 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:50,578 [INFO]   30/90 pairs done
2026-04-09 04:54:52,172 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:52,896 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:54,167 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:54,974 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:56,395 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:57,177 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:58,787 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:54:59,583 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:01,103 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:01,875 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:03,268 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:03,892 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:05,302 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:07,573 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:10,265 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:10,793 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:55:12,274 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:13,371 [INFO]   40/90 pairs done
2026-04-09 04:55:14,782 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:15,584 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:55:17,070 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:19,615 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:21,966 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:22,897 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:55:24,597 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:27,216 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:27,975 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:55:29,479 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:30,283 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:55:31,479 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:32,085 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:55:33,477 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:34,080 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:55:35,288 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:35,989 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:55:35,989 [INFO]   50/90 pairs done
2026-04-09 04:55:37,381 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:37,990 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:55:39,281 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:39,895 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:55:41,178 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:41,982 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:55:42,881 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:43,124 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:55:43,800 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:44,301 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:45,887 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:46,597 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:47,884 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:48,589 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:49,973 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:50,681 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:52,068 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:52,865 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:54,191 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:54,880 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:54,880 [INFO]   60/90 pairs done
2026-04-09 04:55:56,167 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:56,866 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:58,291 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:55:58,994 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:00,476 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:01,267 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:02,568 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:03,284 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:04,702 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:05,301 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:06,593 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:07,207 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:08,577 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:09,097 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:10,473 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:11,108 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:12,466 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:13,006 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:14,292 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:14,885 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:14,885 [INFO]   70/90 pairs done
2026-04-09 04:56:16,381 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:16,893 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:17,973 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:18,603 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:19,977 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:20,487 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:21,684 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:22,297 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:23,469 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:24,073 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:25,381 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:26,066 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:27,109 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:27,679 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:28,977 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:29,594 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:30,898 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:31,595 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:33,070 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:33,695 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:33,696 [INFO]   80/90 pairs done
2026-04-09 04:56:35,073 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:35,687 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:37,007 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:37,772 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:39,272 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:39,971 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:41,313 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:41,895 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:43,189 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:43,792 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:44,902 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:45,207 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:45,624 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:46,274 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:47,571 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:48,193 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:49,668 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:50,281 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:51,391 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:56:52,083 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:56:52,083 [INFO]   90/90 pairs done
2026-04-09 04:56:52,083 [INFO]   Computing Granger causality for ensemble...
2026-04-09 04:56:52,095 [INFO]   [TCPFN] F1=0.367 SHD=38 AUROC=0.608 time=169.89s
2026-04-09 04:56:53,088 [INFO]   [Granger] F1=0.605 SHD=51 AUROC=0.500 time=0.99s
2026-04-09 04:56:53,094 [INFO] Dataset 2/50 — 32 true edges
2026-04-09 04:56:53,094 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 04:57:12,685 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:57:13,571 [INFO]   10/90 pairs done
2026-04-09 04:57:15,582 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:57:20,064 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:57:26,075 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:57:31,884 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:57:33,091 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:57:36,379 [INFO]   20/90 pairs done
2026-04-09 04:57:37,694 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:57:39,767 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:57:42,093 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:57:44,566 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:57:47,093 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:57:49,120 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:57:49,772 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:57:50,398 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:57:57,865 [INFO]   30/90 pairs done
2026-04-09 04:57:59,174 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:57:59,788 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:58:03,477 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:58:13,381 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:58:19,980 [INFO]   40/90 pairs done
2026-04-09 04:58:25,984 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:58:33,672 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:58:34,565 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:58:35,787 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:58:36,483 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:58:37,972 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:58:41,065 [INFO]   50/90 pairs done
2026-04-09 04:58:45,497 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:58:46,813 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:58:47,495 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:58:48,798 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:58:49,568 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:58:50,697 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:58:51,309 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:58:54,565 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:58:55,879 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:58:58,172 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:58:58,895 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:59:00,073 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:59:00,982 [INFO]   60/90 pairs done
2026-04-09 04:59:02,391 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:59:03,072 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:59:04,273 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:59:05,180 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:59:06,377 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:59:10,968 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:59:11,665 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 04:59:17,795 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:59:20,775 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:59:23,273 [INFO]   70/90 pairs done
2026-04-09 04:59:24,602 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 04:59:44,465 [INFO]   80/90 pairs done
2026-04-09 04:59:53,474 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:03,277 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:00:03,277 [INFO]   90/90 pairs done
2026-04-09 05:00:03,277 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:00:03,285 [INFO]   [TCPFN] F1=0.240 SHD=38 AUROC=0.492 time=190.19s
2026-04-09 05:00:03,809 [INFO]   [Granger] F1=0.512 SHD=59 AUROC=0.493 time=0.52s
2026-04-09 05:00:03,867 [INFO] Dataset 3/50 — 32 true edges
2026-04-09 05:00:03,868 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:00:05,665 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:06,568 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:07,776 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:08,375 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:09,502 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:10,107 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:11,287 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:11,879 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:12,969 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:13,607 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:14,883 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:15,498 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:16,676 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:17,295 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:18,566 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:19,173 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:20,372 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:21,068 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:22,185 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:22,897 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:22,897 [INFO]   10/90 pairs done
2026-04-09 05:00:24,189 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:24,880 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:26,001 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:26,778 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:27,985 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:28,887 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:29,997 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:30,687 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:31,779 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:32,479 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:32,883 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:33,130 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:33,985 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:34,684 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:35,906 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:36,684 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:37,972 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:38,665 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:39,982 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:40,680 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:40,680 [INFO]   20/90 pairs done
2026-04-09 05:00:41,892 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:42,784 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:44,007 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:44,888 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:46,387 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:47,296 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:48,597 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:49,378 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:50,567 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:51,195 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:52,389 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:53,190 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:54,481 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:55,181 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:56,676 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:57,291 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:58,493 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:00:59,281 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:00,584 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:01,402 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:01,403 [INFO]   30/90 pairs done
2026-04-09 05:01:02,781 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:03,575 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:05,081 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:05,871 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:07,165 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:07,981 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:09,282 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:09,979 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:10,923 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:11,285 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:11,976 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:12,665 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:14,065 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:14,794 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:16,174 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:16,969 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:18,191 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:18,902 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:20,082 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:20,699 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:20,699 [INFO]   40/90 pairs done
2026-04-09 05:01:21,984 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:22,672 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:23,810 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:24,600 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:26,068 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:26,885 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:28,180 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:29,085 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:30,400 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:31,075 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:01:32,680 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:33,501 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:34,769 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:35,469 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:36,675 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:37,373 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:38,682 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:39,491 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:40,880 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:41,595 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:41,595 [INFO]   50/90 pairs done
2026-04-09 05:01:42,987 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:43,668 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:45,112 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:45,789 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:47,186 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:47,981 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:48,907 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:49,190 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:49,599 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:50,381 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:51,679 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:52,397 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:53,785 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:54,578 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:56,065 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:56,899 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:58,193 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:01:58,990 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:00,293 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:01,197 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:01,198 [INFO]   60/90 pairs done
2026-04-09 05:02:02,580 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:03,272 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:04,502 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:05,189 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:06,474 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:07,200 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:08,464 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:09,270 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:10,599 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:11,489 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:12,698 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:13,398 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:14,598 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:15,111 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:16,397 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:16,969 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:18,272 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:18,898 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:20,368 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:20,995 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:20,995 [INFO]   70/90 pairs done
2026-04-09 05:02:22,176 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:22,889 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:23,893 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:24,768 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:25,692 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:25,941 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:26,466 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:27,174 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:28,769 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:29,481 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:30,781 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:31,502 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:32,868 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:33,966 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:34,999 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:35,765 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:36,999 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:37,597 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:38,983 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:39,798 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:39,798 [INFO]   80/90 pairs done
2026-04-09 05:02:40,993 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:41,900 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:02:43,169 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:43,965 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:45,290 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:45,984 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:47,200 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:48,072 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:49,191 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:49,898 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:51,076 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:51,970 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:53,377 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:54,089 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:55,299 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:55,996 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:57,295 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:58,166 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:02:59,575 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:00,166 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:00,166 [INFO]   90/90 pairs done
2026-04-09 05:03:00,166 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:03:00,174 [INFO]   [TCPFN] F1=0.150 SHD=34 AUROC=0.589 time=176.31s
2026-04-09 05:03:00,776 [INFO]   [Granger] F1=0.500 SHD=60 AUROC=0.582 time=0.60s
2026-04-09 05:03:00,782 [INFO] Dataset 4/50 — 35 true edges
2026-04-09 05:03:00,782 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:03:02,576 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:03,295 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:03,765 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:04,088 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:04,674 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:04,967 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:05,555 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:05,827 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:06,383 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:06,643 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:07,195 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:07,574 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:08,055 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:08,485 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:08,894 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:09,372 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:09,998 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:10,255 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:10,983 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:11,232 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:11,232 [INFO]   10/90 pairs done
2026-04-09 05:03:11,702 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:11,968 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:12,483 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:12,888 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:13,394 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:13,773 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:14,316 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:14,643 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:15,098 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:15,534 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:16,077 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:16,325 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:16,856 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:17,106 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:17,606 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:18,068 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:18,470 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:18,715 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:19,118 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:19,366 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:19,366 [INFO]   20/90 pairs done
2026-04-09 05:03:19,778 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:20,032 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:20,433 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:20,683 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:21,100 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:21,349 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:21,759 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:22,006 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:22,413 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:22,659 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:23,063 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:23,313 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:23,717 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:23,967 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:24,372 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:24,620 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:25,023 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:25,293 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:25,693 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:26,016 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:26,016 [INFO]   30/90 pairs done
2026-04-09 05:03:26,425 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:26,677 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:27,155 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:27,406 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:27,823 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:28,075 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:28,476 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:28,724 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:29,128 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:29,374 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:29,790 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:30,041 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:30,440 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:30,690 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:31,092 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:31,345 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:31,764 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:32,011 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:32,531 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:32,782 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:32,782 [INFO]   40/90 pairs done
2026-04-09 05:03:33,210 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:33,458 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:33,886 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:34,149 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:34,556 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:34,806 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:35,237 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:35,506 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:35,946 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:36,197 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:36,603 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:36,900 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:37,335 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:37,582 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:37,984 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:38,231 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:38,663 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:38,914 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:39,315 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:39,618 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:39,618 [INFO]   50/90 pairs done
2026-04-09 05:03:40,027 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:40,278 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:40,749 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:41,000 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:41,408 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:41,655 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:42,059 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:42,310 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:42,896 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:43,481 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:44,066 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:44,664 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:45,278 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:45,930 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:45,930 [INFO]   60/90 pairs done
2026-04-09 05:03:46,645 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:47,255 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:47,906 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:48,304 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:48,616 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:49,021 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:49,342 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:49,743 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:50,078 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:50,485 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:50,735 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:51,140 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:51,388 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:51,793 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:52,050 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:52,465 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:52,719 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:52,719 [INFO]   70/90 pairs done
2026-04-09 05:03:53,121 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:53,374 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:53,789 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:54,050 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:03:54,529 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:54,779 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:55,186 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:55,436 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:55,845 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:56,092 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:56,543 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:56,803 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:57,214 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:57,524 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:57,933 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:58,182 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:58,591 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:58,841 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:59,251 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:59,580 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:03:59,580 [INFO]   80/90 pairs done
2026-04-09 05:03:59,986 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:00,274 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:00,678 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:00,997 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:01,443 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:01,692 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:02,119 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:02,368 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:03,098 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:03,506 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:03,758 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:04,188 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:04,440 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:05,133 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:05,550 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:05,800 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:06,499 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:06,500 [INFO]   90/90 pairs done
2026-04-09 05:04:06,500 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:04:06,508 [INFO]   [TCPFN] F1=0.233 SHD=33 AUROC=0.586 time=65.72s
2026-04-09 05:04:06,753 [INFO]   [Granger] F1=0.545 SHD=55 AUROC=0.665 time=0.24s
2026-04-09 05:04:06,759 [INFO] Dataset 5/50 — 37 true edges
2026-04-09 05:04:06,759 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:04:07,274 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:07,500 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:07,900 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:08,172 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:08,567 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:08,792 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:09,256 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:09,483 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:09,873 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:10,100 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:10,497 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:10,791 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:11,195 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:11,480 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:11,877 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:12,132 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:12,579 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:12,812 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:13,214 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:13,477 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:13,477 [INFO]   10/90 pairs done
2026-04-09 05:04:13,866 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:14,141 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:14,583 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:14,879 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:15,297 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:15,726 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:16,137 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:16,407 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:16,848 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:17,073 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:17,473 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:17,738 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:18,149 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:18,371 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:18,837 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:04:19,072 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:19,748 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:20,002 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:20,488 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:20,773 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:20,774 [INFO]   20/90 pairs done
2026-04-09 05:04:21,249 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:21,470 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:21,976 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:22,201 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:22,710 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:22,937 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:23,370 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:23,646 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:24,092 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:24,471 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:24,902 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:25,176 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:25,673 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:25,913 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:26,366 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:26,615 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:27,007 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:27,230 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:27,636 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:27,882 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:27,882 [INFO]   30/90 pairs done
2026-04-09 05:04:28,271 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:28,555 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:28,955 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:29,185 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:29,613 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:29,909 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:30,307 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:30,631 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:31,093 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:31,351 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:31,753 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:32,014 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:32,749 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:33,388 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:34,022 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:34,698 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:34,698 [INFO]   40/90 pairs done
2026-04-09 05:04:35,346 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:35,744 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:35,967 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:36,628 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:37,057 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:37,278 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:37,674 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:37,905 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:38,309 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:38,553 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:39,011 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:39,235 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:39,624 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:39,843 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:40,233 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:40,455 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:40,850 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:41,074 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:41,074 [INFO]   50/90 pairs done
2026-04-09 05:04:41,488 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:41,710 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:42,109 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:42,348 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:42,737 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:42,957 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:43,355 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:43,585 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:43,988 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:44,238 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:44,694 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:44,917 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:45,366 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:45,588 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:45,990 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:46,281 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:46,708 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:46,933 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:47,334 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:47,561 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:47,561 [INFO]   60/90 pairs done
2026-04-09 05:04:48,001 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:48,257 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:48,724 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:48,952 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:49,394 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:49,623 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:50,295 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:50,898 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:51,458 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:52,023 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:52,656 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:53,234 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:53,800 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:53,800 [INFO]   70/90 pairs done
2026-04-09 05:04:54,369 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:54,944 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:55,343 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:55,591 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:56,226 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:56,621 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:56,843 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:57,490 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:57,889 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:58,188 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:58,907 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:59,304 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:04:59,528 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:00,189 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:00,189 [INFO]   80/90 pairs done
2026-04-09 05:05:00,591 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:00,831 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:01,290 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:01,536 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:01,924 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:02,158 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:02,547 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:02,824 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:03,218 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:03,456 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:03,846 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:04,072 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:04,465 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:04,760 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:05,149 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:05,447 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:05,841 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:06,149 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:06,559 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:06,780 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:06,780 [INFO]   90/90 pairs done
2026-04-09 05:05:06,780 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:05:06,788 [INFO]   [TCPFN] F1=0.576 SHD=25 AUROC=0.734 time=60.03s
2026-04-09 05:05:07,032 [INFO]   [Granger] F1=0.560 SHD=55 AUROC=0.500 time=0.24s
2026-04-09 05:05:07,038 [INFO] Dataset 6/50 — 37 true edges
2026-04-09 05:05:07,038 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:05:07,675 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:07,925 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:08,397 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:08,650 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:09,122 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:09,432 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:09,868 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:10,144 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:10,611 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:10,897 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:11,364 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:11,622 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:12,141 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:12,391 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:12,864 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:13,117 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:13,668 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:13,984 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:14,373 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:14,595 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:14,595 [INFO]   10/90 pairs done
2026-04-09 05:05:15,006 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:15,257 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:15,701 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:15,948 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:16,391 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:16,602 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:17,011 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:17,275 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:17,681 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:17,995 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:18,408 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:18,714 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:19,122 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:19,369 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:19,837 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:20,091 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:20,523 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:20,810 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:21,287 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:21,538 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:21,538 [INFO]   20/90 pairs done
2026-04-09 05:05:22,055 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:22,305 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:22,691 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:22,975 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:23,379 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:23,675 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:24,083 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:24,335 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:24,744 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:24,993 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:25,404 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:25,660 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:26,070 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:26,321 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:26,708 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:26,926 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:27,335 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:27,588 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:28,001 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:28,326 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:28,326 [INFO]   30/90 pairs done
2026-04-09 05:05:28,712 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:28,926 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:29,337 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:29,590 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:30,003 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:30,260 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:30,670 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:30,920 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:31,329 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:31,580 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:31,989 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:32,244 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:32,684 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:32,911 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:33,378 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:33,627 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:34,091 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:34,344 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:34,811 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:35,060 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:35,060 [INFO]   40/90 pairs done
2026-04-09 05:05:35,530 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:35,780 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:36,274 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:36,594 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:37,119 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:37,368 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:37,830 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:38,083 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:38,552 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:38,805 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:39,221 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:39,443 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:39,865 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:40,118 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:40,565 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:40,817 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:41,219 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:41,509 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:41,897 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:42,112 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:42,112 [INFO]   50/90 pairs done
2026-04-09 05:05:42,574 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:42,831 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:43,309 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:43,613 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:44,022 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:44,275 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:44,731 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:44,986 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:45,425 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:45,645 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:46,059 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:46,313 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:46,726 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:46,998 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:47,471 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:47,719 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:48,116 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:48,381 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:48,807 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:49,093 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:49,093 [INFO]   60/90 pairs done
2026-04-09 05:05:49,550 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:49,805 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:50,285 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:50,534 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:50,958 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:51,371 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:51,832 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:52,052 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:52,506 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:52,796 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:53,220 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:53,486 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:53,894 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:54,144 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:54,537 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:54,751 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:55,167 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:55,484 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:55,895 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:56,224 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:56,224 [INFO]   70/90 pairs done
2026-04-09 05:05:56,698 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:56,950 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:57,491 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:57,745 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:05:58,248 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:58,487 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:58,953 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:59,202 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:59,737 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:05:59,990 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:00,444 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:00,720 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:01,135 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:01,348 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:01,846 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:02,099 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:02,510 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:02,763 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:03,171 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:03,420 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:03,420 [INFO]   80/90 pairs done
2026-04-09 05:06:03,891 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:04,143 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:04,533 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:04,812 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:05,218 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:05,470 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:05,884 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:06,134 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:06,610 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:06,857 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:07,241 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:07,453 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:07,863 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:08,164 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:08,582 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:08,837 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:09,309 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:09,559 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:09,971 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:10,220 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:10,221 [INFO]   90/90 pairs done
2026-04-09 05:06:10,221 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:06:10,229 [INFO]   [TCPFN] F1=0.190 SHD=34 AUROC=0.533 time=63.19s
2026-04-09 05:06:10,530 [INFO]   [Granger] F1=0.583 SHD=53 AUROC=0.638 time=0.30s
2026-04-09 05:06:10,536 [INFO] Dataset 7/50 — 34 true edges
2026-04-09 05:06:10,536 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:06:11,063 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:11,386 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:11,791 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:12,109 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:12,798 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:13,556 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:14,246 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:16,930 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:17,186 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:17,596 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:17,874 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:17,874 [INFO]   10/90 pairs done
2026-04-09 05:06:18,569 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:19,265 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:19,674 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:19,929 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:20,629 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:21,039 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:21,294 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:21,777 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:22,029 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:22,719 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:23,413 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:24,879 [INFO]   20/90 pairs done
2026-04-09 05:06:27,859 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:29,777 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:30,770 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:31,525 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:32,224 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:32,225 [INFO]   30/90 pairs done
2026-04-09 05:06:32,984 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:33,718 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:34,133 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:34,387 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:35,078 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:35,912 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:36,674 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:37,092 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:37,446 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:37,859 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:38,564 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:38,819 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:39,560 [INFO]   40/90 pairs done
2026-04-09 05:06:42,190 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:43,687 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:43,946 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:44,421 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:45,444 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:46,863 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:46,863 [INFO]   50/90 pairs done
2026-04-09 05:06:47,557 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:48,257 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:49,381 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:51,575 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:51,829 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:54,054 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:54,055 [INFO]   60/90 pairs done
2026-04-09 05:06:55,515 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:06:57,727 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:59,201 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:06:59,677 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:00,373 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:01,385 [INFO]   70/90 pairs done
2026-04-09 05:07:01,856 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:02,851 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:03,260 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:03,514 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:03,925 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:04,176 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:04,586 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:04,849 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:05,263 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:05,523 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:05,929 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:06,184 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:06,597 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:06,845 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:07,256 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:07,511 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:08,018 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:08,272 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:08,272 [INFO]   80/90 pairs done
2026-04-09 05:07:08,691 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:09,007 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:09,424 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:09,678 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:10,144 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:10,402 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:10,811 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:11,070 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:11,497 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:11,751 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:12,158 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:12,417 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:12,850 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:13,105 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:13,525 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:13,778 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:14,189 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:14,509 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:14,917 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:15,169 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:15,169 [INFO]   90/90 pairs done
2026-04-09 05:07:15,169 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:07:15,177 [INFO]   [TCPFN] F1=0.348 SHD=30 AUROC=0.668 time=64.64s
2026-04-09 05:07:15,422 [INFO]   [Granger] F1=0.537 SHD=57 AUROC=0.622 time=0.24s
2026-04-09 05:07:15,428 [INFO] Dataset 8/50 — 33 true edges
2026-04-09 05:07:15,429 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:07:15,958 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:16,213 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:16,619 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:16,863 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:17,252 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:17,472 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:17,855 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:18,072 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:18,462 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:18,689 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:19,092 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:19,341 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:19,758 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:20,005 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:20,407 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:20,664 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:21,057 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:21,262 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:21,669 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:21,917 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:21,918 [INFO]   10/90 pairs done
2026-04-09 05:07:22,325 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:22,576 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:23,041 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:23,260 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:23,646 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:23,856 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:24,249 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:24,474 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:24,876 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:25,125 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:25,534 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:25,785 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:26,193 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:26,441 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:26,824 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:27,035 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:27,437 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:27,687 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:28,088 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:28,337 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:28,337 [INFO]   20/90 pairs done
2026-04-09 05:07:28,792 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:29,007 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:29,389 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:29,601 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:29,990 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:30,219 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:30,617 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:30,872 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:31,285 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:31,541 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:31,946 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:32,197 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:32,575 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:32,786 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:33,255 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:33,504 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:33,965 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:34,214 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:34,673 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:34,919 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:34,919 [INFO]   30/90 pairs done
2026-04-09 05:07:35,351 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:35,560 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:35,999 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:36,226 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:36,757 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:37,007 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:37,465 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:37,717 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:38,174 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:38,426 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:38,861 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:39,072 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:39,520 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:39,772 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:40,221 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:40,464 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:40,914 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:41,156 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:41,580 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:41,794 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:41,794 [INFO]   40/90 pairs done
2026-04-09 05:07:42,226 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:42,449 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:42,897 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:43,213 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:43,667 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:43,917 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:44,366 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:44,614 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:45,035 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:45,241 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:07:45,706 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:45,952 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:46,408 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:46,672 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:47,140 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:47,389 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:47,872 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:48,090 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:48,520 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:48,729 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:48,729 [INFO]   50/90 pairs done
2026-04-09 05:07:49,185 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:49,453 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:49,924 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:50,174 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:50,641 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:50,892 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:51,354 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:51,633 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:52,038 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:52,290 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:52,689 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:52,935 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:53,335 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:53,581 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:53,965 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:54,184 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:54,565 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:54,773 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:55,162 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:55,388 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:55,388 [INFO]   60/90 pairs done
2026-04-09 05:07:55,792 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:56,045 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:56,453 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:56,703 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:57,125 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:57,337 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:57,850 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:58,099 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:58,529 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:58,775 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:59,212 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:59,462 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:07:59,862 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:00,123 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:00,500 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:00,712 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:01,140 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:01,368 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:01,804 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:02,050 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:02,051 [INFO]   70/90 pairs done
2026-04-09 05:08:02,508 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:02,761 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:03,140 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:03,416 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:04,862 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:08,679 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:09,477 [INFO]   80/90 pairs done
2026-04-09 05:08:10,614 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:10,860 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:11,315 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:11,560 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:12,013 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:12,259 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:12,752 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:12,974 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:13,476 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:13,676 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:14,107 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:14,331 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:14,780 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:15,028 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:15,488 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:15,738 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:16,195 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:16,445 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:16,445 [INFO]   90/90 pairs done
2026-04-09 05:08:16,445 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:08:16,453 [INFO]   [TCPFN] F1=0.353 SHD=33 AUROC=0.536 time=61.02s
2026-04-09 05:08:16,699 [INFO]   [Granger] F1=0.533 SHD=56 AUROC=0.620 time=0.24s
2026-04-09 05:08:16,705 [INFO] Dataset 9/50 — 39 true edges
2026-04-09 05:08:16,705 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:08:17,434 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:18,032 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:18,633 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:19,234 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:19,841 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:20,442 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:21,113 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:21,712 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:22,322 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:22,926 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:22,927 [INFO]   10/90 pairs done
2026-04-09 05:08:23,542 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:24,141 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:24,777 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:25,380 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:25,983 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:26,655 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:27,259 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:27,863 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:28,544 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:28,954 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:29,201 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:29,201 [INFO]   20/90 pairs done
2026-04-09 05:08:29,886 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:30,293 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:30,541 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:31,238 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:31,647 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:31,903 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:32,593 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:33,276 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:33,968 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:35,628 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:36,376 [INFO]   30/90 pairs done
2026-04-09 05:08:38,662 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:41,833 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:42,524 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:44,015 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:44,015 [INFO]   40/90 pairs done
2026-04-09 05:08:44,423 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:08:48,172 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:48,425 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:49,575 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:50,641 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:51,075 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:51,361 [INFO]   50/90 pairs done
2026-04-09 05:08:51,780 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:52,483 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:52,733 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:54,680 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:55,398 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:55,653 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:56,954 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:58,836 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:08:58,836 [INFO]   60/90 pairs done
2026-04-09 05:09:00,076 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:00,775 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:01,082 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:01,826 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:02,530 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:02,942 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:03,194 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:03,914 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:04,360 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:04,625 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:05,329 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:05,744 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:05,999 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:05,999 [INFO]   70/90 pairs done
2026-04-09 05:09:06,563 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:06,815 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:07,528 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:07,934 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:08,202 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:08,614 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:08,868 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:09,275 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:09,530 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:09,937 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:10,188 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:10,591 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:10,845 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:11,253 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:11,504 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:11,910 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:12,167 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:12,640 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:12,914 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:12,915 [INFO]   80/90 pairs done
2026-04-09 05:09:13,318 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:13,571 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:13,984 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:14,236 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:14,646 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:14,903 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:15,312 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:15,564 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:15,971 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:16,225 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:16,632 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:16,885 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:17,295 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:17,547 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:17,956 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:18,213 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:18,621 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:18,870 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:19,276 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:19,528 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:19,528 [INFO]   90/90 pairs done
2026-04-09 05:09:19,528 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:09:19,536 [INFO]   [TCPFN] F1=0.196 SHD=41 AUROC=0.569 time=62.83s
2026-04-09 05:09:19,781 [INFO]   [Granger] F1=0.614 SHD=49 AUROC=0.538 time=0.24s
2026-04-09 05:09:19,788 [INFO] Dataset 10/50 — 41 true edges
2026-04-09 05:09:19,788 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:09:20,321 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:20,572 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:21,336 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:21,743 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:21,999 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:22,409 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:22,666 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:23,355 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:23,759 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:24,013 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:24,721 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:25,145 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:25,407 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:26,140 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:26,863 [INFO]   10/90 pairs done
2026-04-09 05:09:29,248 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:31,575 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:33,059 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:34,595 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:34,595 [INFO]   20/90 pairs done
2026-04-09 05:09:37,638 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:39,482 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:39,735 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:42,089 [INFO]   30/90 pairs done
2026-04-09 05:09:43,282 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:43,533 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:47,246 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:47,652 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:47,906 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:48,355 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:48,607 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:49,314 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:49,314 [INFO]   40/90 pairs done
2026-04-09 05:09:50,008 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:50,741 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:51,433 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:51,855 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:52,139 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:52,890 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:55,142 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:56,625 [INFO]   50/90 pairs done
2026-04-09 05:09:57,109 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:09:57,363 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:09:59,701 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:00,402 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:01,570 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:03,275 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:03,999 [INFO]   60/90 pairs done
2026-04-09 05:10:06,681 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:06,946 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:07,631 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:08,398 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:08,816 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:09,070 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:09,913 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:10,604 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:11,295 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:11,296 [INFO]   70/90 pairs done
2026-04-09 05:10:11,992 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:12,445 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:12,696 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:13,118 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:13,373 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:13,794 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:14,048 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:14,462 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:14,717 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:15,197 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:15,451 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:15,864 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:16,179 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:16,595 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:16,849 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:17,264 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:17,518 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:17,982 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:18,240 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:18,240 [INFO]   80/90 pairs done
2026-04-09 05:10:18,647 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:18,973 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:20,439 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:23,077 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:23,323 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:23,797 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:25,564 [INFO]   90/90 pairs done
2026-04-09 05:10:25,564 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:10:25,572 [INFO]   [TCPFN] F1=0.100 SHD=36 AUROC=0.710 time=65.78s
2026-04-09 05:10:25,817 [INFO]   [Granger] F1=0.583 SHD=53 AUROC=0.660 time=0.24s
2026-04-09 05:10:25,824 [INFO] Dataset 11/50 — 42 true edges
2026-04-09 05:10:25,824 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:10:26,410 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:26,660 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:27,070 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:27,322 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:27,733 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:27,986 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:28,400 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:28,658 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:29,064 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:29,312 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:29,728 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:29,983 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:30,467 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:30,718 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:31,135 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:31,391 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:31,799 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:32,051 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:32,461 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:32,714 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:32,714 [INFO]   10/90 pairs done
2026-04-09 05:10:33,124 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:33,383 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:33,797 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:34,045 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:34,455 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:34,708 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:35,113 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:35,381 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:35,790 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:36,044 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:36,514 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:36,766 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:37,175 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:37,430 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:37,845 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:38,092 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:38,559 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:38,809 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:39,219 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:39,467 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:39,467 [INFO]   20/90 pairs done
2026-04-09 05:10:39,950 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:40,205 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:40,617 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:40,885 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:41,295 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:41,543 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:41,951 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:42,208 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:42,622 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:42,876 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:43,284 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:43,535 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:43,941 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:44,191 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:44,670 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:44,920 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:45,323 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:45,587 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:45,996 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:46,250 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:46,250 [INFO]   30/90 pairs done
2026-04-09 05:10:46,661 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:46,916 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:47,322 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:47,571 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:47,976 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:48,228 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:48,652 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:48,904 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:49,324 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:49,577 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:49,986 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:50,237 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:50,641 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:51,365 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:52,074 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:52,831 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:53,079 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:53,079 [INFO]   40/90 pairs done
2026-04-09 05:10:53,489 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:53,740 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:54,147 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:54,869 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:55,566 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:55,822 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:56,232 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:10:57,151 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:57,749 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:58,394 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:59,117 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:59,714 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:10:59,714 [INFO]   50/90 pairs done
2026-04-09 05:11:00,396 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:00,997 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:01,591 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:02,227 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:02,634 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:02,887 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:03,435 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:03,684 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:04,229 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:04,479 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:04,888 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:05,145 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:05,583 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:05,849 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:06,297 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:06,545 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:06,545 [INFO]   60/90 pairs done
2026-04-09 05:11:06,956 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:07,285 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:07,694 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:07,944 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:08,351 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:08,607 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:09,013 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:09,265 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:09,680 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:09,930 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:10,359 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:10,610 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:11,020 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:11,269 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:11,740 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:11,991 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:12,397 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:12,640 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:13,190 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:13,450 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:13,450 [INFO]   70/90 pairs done
2026-04-09 05:11:13,985 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:14,238 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:14,644 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:14,958 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:15,367 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:15,650 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:16,089 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:16,339 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:16,791 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:17,045 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:17,530 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:17,782 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:18,234 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:18,520 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:18,984 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:19,234 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:19,673 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:19,934 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:20,360 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:20,758 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:20,758 [INFO]   80/90 pairs done
2026-04-09 05:11:21,168 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:21,472 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:21,880 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:22,182 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:22,673 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:22,990 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:23,405 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:23,658 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:24,101 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:24,353 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:24,762 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:25,018 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:25,532 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:25,781 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:26,193 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:26,452 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:26,871 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:27,151 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:27,562 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:27,859 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:27,859 [INFO]   90/90 pairs done
2026-04-09 05:11:27,859 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:11:27,867 [INFO]   [TCPFN] F1=0.264 SHD=39 AUROC=0.549 time=62.04s
2026-04-09 05:11:28,112 [INFO]   [Granger] F1=0.594 SHD=52 AUROC=0.658 time=0.24s
2026-04-09 05:11:28,118 [INFO] Dataset 12/50 — 45 true edges
2026-04-09 05:11:28,118 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:11:30,798 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:31,456 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:32,882 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:35,069 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:35,321 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:35,321 [INFO]   10/90 pairs done
2026-04-09 05:11:35,730 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:35,978 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:36,368 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:36,591 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:36,926 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:37,091 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:37,500 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:37,820 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:38,226 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:38,476 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:38,884 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:39,134 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:39,545 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:39,796 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:40,205 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:40,461 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:40,867 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:41,117 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:41,523 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:41,773 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:41,773 [INFO]   20/90 pairs done
2026-04-09 05:11:42,164 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:42,387 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:42,724 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:42,888 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:43,297 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:43,546 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:44,021 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:44,272 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:44,680 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:44,935 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:45,345 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:45,595 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:46,002 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:46,254 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:11:46,716 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:46,967 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:47,433 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:47,679 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:48,139 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:48,386 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:48,386 [INFO]   30/90 pairs done
2026-04-09 05:11:48,773 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:48,943 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:49,405 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:49,664 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:50,133 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:50,382 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:50,848 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:51,100 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:51,565 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:51,816 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:52,352 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:52,605 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:53,064 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:53,313 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:53,770 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:54,016 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:54,471 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:54,718 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:55,150 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:55,371 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:55,371 [INFO]   40/90 pairs done
2026-04-09 05:11:55,829 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:56,076 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:56,534 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:56,779 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:57,239 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:57,497 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:57,952 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:58,197 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:58,731 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:58,980 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:11:59,453 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:00,226 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:01,027 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:01,280 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:01,721 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:01,953 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:02,342 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:02,506 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:02,506 [INFO]   50/90 pairs done
2026-04-09 05:12:02,974 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:03,727 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:04,529 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:04,784 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:05,248 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:05,953 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:06,206 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:06,610 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:06,859 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:07,390 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:07,640 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:08,037 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:08,260 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:08,662 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:08,826 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:09,236 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:09,483 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:09,483 [INFO]   60/90 pairs done
2026-04-09 05:12:09,886 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:10,137 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:10,552 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:10,801 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:11,204 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:11,456 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:11,860 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:12,112 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:12,520 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:12,770 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:13,171 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:13,499 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:13,887 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:14,110 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:14,452 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:14,675 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:15,085 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:15,334 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:15,741 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:16,060 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:16,061 [INFO]   70/90 pairs done
2026-04-09 05:12:16,463 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:16,712 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:17,126 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:17,376 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:17,844 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:18,102 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:18,578 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:18,827 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:19,301 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:19,550 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:19,940 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:20,173 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:20,506 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:20,670 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:21,080 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:21,479 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:21,886 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:22,136 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:22,541 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:22,793 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:22,793 [INFO]   80/90 pairs done
2026-04-09 05:12:23,272 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:23,522 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:23,946 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:24,196 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:24,674 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:24,932 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:25,340 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:25,592 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:26,044 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:26,268 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:26,599 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:26,844 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:27,250 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:27,499 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:28,022 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:28,272 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:28,685 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:28,939 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:29,347 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:29,599 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:29,599 [INFO]   90/90 pairs done
2026-04-09 05:12:29,599 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:12:29,607 [INFO]   [TCPFN] F1=0.000 SHD=42 AUROC=0.485 time=61.49s
2026-04-09 05:12:29,894 [INFO]   [Granger] F1=0.605 SHD=51 AUROC=0.534 time=0.29s
2026-04-09 05:12:29,900 [INFO] Dataset 13/50 — 42 true edges
2026-04-09 05:12:29,900 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:12:30,412 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:30,630 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:31,025 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:31,244 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:31,724 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:31,965 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:32,376 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:32,622 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:33,026 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:33,264 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:33,669 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:33,902 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:34,236 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:34,402 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:34,802 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:35,038 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:35,470 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:35,784 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:36,212 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:36,212 [INFO]   10/90 pairs done
2026-04-09 05:12:36,611 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:37,041 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:37,475 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:37,897 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:38,317 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:38,658 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:39,080 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:39,504 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:39,741 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:39,992 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:40,217 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:40,436 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:40,436 [INFO]   20/90 pairs done
2026-04-09 05:12:40,673 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:40,913 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:41,161 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:41,411 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:41,648 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:41,962 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:42,197 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:42,434 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:42,661 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:42,846 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:43,077 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:43,327 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:43,562 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:43,809 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:12:44,447 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:45,015 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:45,650 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:45,650 [INFO]   30/90 pairs done
2026-04-09 05:12:46,311 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:46,968 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:47,597 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:48,185 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:48,830 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:49,428 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:49,908 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:50,155 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:50,580 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:50,797 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:51,192 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:51,411 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:51,821 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:52,059 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:52,059 [INFO]   40/90 pairs done
2026-04-09 05:12:52,462 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:52,746 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:53,141 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:53,376 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:53,827 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:53,993 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:54,470 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:54,714 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:55,120 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:55,371 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:56,109 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:56,672 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:57,240 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:57,912 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:58,603 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:58,604 [INFO]   50/90 pairs done
2026-04-09 05:12:59,227 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:12:59,806 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:00,407 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:01,075 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:01,829 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:02,395 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:02,984 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:03,700 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:04,371 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:04,982 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:04,982 [INFO]   60/90 pairs done
2026-04-09 05:13:05,571 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:06,162 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:06,822 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:07,273 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:07,573 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:08,002 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:08,216 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:08,828 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:09,043 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:09,480 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:09,789 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:10,254 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:10,499 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:10,953 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:11,193 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:11,686 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:11,918 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:11,918 [INFO]   70/90 pairs done
2026-04-09 05:13:12,351 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:12,631 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:13,074 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:13,330 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:13,742 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:13,996 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:14,391 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:14,606 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:15,002 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:15,221 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:15,633 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:15,873 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:16,291 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:16,544 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:16,946 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:17,188 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:17,592 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:17,897 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:18,290 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:18,454 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:18,454 [INFO]   80/90 pairs done
2026-04-09 05:13:18,898 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:19,145 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:20,357 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:22,863 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:23,465 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:24,041 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:24,700 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:13:24,700 [INFO]   90/90 pairs done
2026-04-09 05:13:24,700 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:13:24,708 [INFO]   [TCPFN] F1=0.163 SHD=41 AUROC=0.463 time=54.81s
2026-04-09 05:13:24,953 [INFO]   [Granger] F1=0.625 SHD=48 AUROC=0.553 time=0.24s
2026-04-09 05:13:24,959 [INFO] Dataset 14/50 — 40 true edges
2026-04-09 05:13:24,959 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:13:25,550 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:25,788 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:26,206 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:26,452 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:26,854 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:27,101 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:27,569 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:27,817 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:28,296 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:28,543 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:28,947 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:29,195 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:29,661 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:29,911 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:30,313 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:30,559 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:30,959 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:31,202 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:31,663 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:31,910 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:31,910 [INFO]   10/90 pairs done
2026-04-09 05:13:32,475 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:32,723 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:33,211 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:33,461 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:33,929 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:34,187 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:34,658 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:34,950 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:35,424 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:35,674 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:36,204 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:36,455 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:36,920 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:37,168 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:37,627 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:37,924 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:38,328 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:38,576 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:38,978 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:39,286 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:39,286 [INFO]   20/90 pairs done
2026-04-09 05:13:39,691 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:39,940 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:40,344 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:40,594 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:40,998 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:41,256 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:41,660 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:41,907 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:42,369 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:42,622 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:43,032 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:43,281 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:43,690 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:43,933 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:44,451 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:44,695 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:45,214 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:45,451 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:45,996 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:46,248 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:46,248 [INFO]   30/90 pairs done
2026-04-09 05:13:46,711 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:46,962 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:47,431 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:47,783 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:48,245 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:48,510 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:48,977 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:49,226 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:49,693 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:49,940 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:50,402 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:50,646 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:51,050 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:51,295 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:51,688 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:51,925 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:52,333 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:52,581 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:52,985 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:53,233 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:53,233 [INFO]   40/90 pairs done
2026-04-09 05:13:53,651 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:53,896 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:54,368 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:54,613 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:55,023 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:55,281 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:55,685 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:55,933 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:56,351 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:56,592 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:56,997 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:57,243 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:57,647 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:57,883 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:58,288 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:58,539 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:58,947 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:59,190 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:59,592 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:59,842 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:13:59,842 [INFO]   50/90 pairs done
2026-04-09 05:14:00,244 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:00,490 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:00,896 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:01,148 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:01,558 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:01,805 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:02,276 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:02,524 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:02,927 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:03,174 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:03,583 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:03,822 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:04,225 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:04,472 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:04,880 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:05,129 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:05,530 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:05,783 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:06,189 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:06,438 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:06,438 [INFO]   60/90 pairs done
2026-04-09 05:14:06,847 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:07,101 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:07,510 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:07,758 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:08,290 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:08,532 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:08,981 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:09,228 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:09,625 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:09,862 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:10,263 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:10,515 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:10,923 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:11,238 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:11,719 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:11,969 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:12,378 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:12,628 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:13,085 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:13,329 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:13,329 [INFO]   70/90 pairs done
2026-04-09 05:14:13,742 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:13,988 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:14,402 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:14,715 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:15,268 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:15,515 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:15,973 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:16,213 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:16,824 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:17,074 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:17,595 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:17,885 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:18,346 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:18,636 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:19,108 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:19,356 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:19,829 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:20,080 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:20,553 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:20,803 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:20,803 [INFO]   80/90 pairs done
2026-04-09 05:14:21,271 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:21,522 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:21,975 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:22,223 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:22,670 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:22,907 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:23,382 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:23,698 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:24,108 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:24,354 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:24,795 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:25,043 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:25,457 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:25,776 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:26,185 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:26,434 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:26,844 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:27,122 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:27,527 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:27,783 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:27,783 [INFO]   90/90 pairs done
2026-04-09 05:14:27,783 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:14:27,791 [INFO]   [TCPFN] F1=0.196 SHD=41 AUROC=0.505 time=62.83s
2026-04-09 05:14:28,068 [INFO]   [Granger] F1=0.571 SHD=54 AUROC=0.495 time=0.28s
2026-04-09 05:14:28,074 [INFO] Dataset 15/50 — 32 true edges
2026-04-09 05:14:28,074 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:14:28,604 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:28,890 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:29,283 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:29,511 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:29,899 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:30,116 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:30,528 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:30,782 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:31,214 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:31,462 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:31,936 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:32,185 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:32,618 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:32,875 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:33,310 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:33,562 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:33,971 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:34,219 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:34,623 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:34,894 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:34,894 [INFO]   10/90 pairs done
2026-04-09 05:14:35,288 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:35,583 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:35,968 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:36,182 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:36,590 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:36,841 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:37,246 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:37,494 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:37,904 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:38,224 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:38,673 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:38,925 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:39,404 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:39,666 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:40,074 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:40,323 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:40,783 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:41,085 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:41,548 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:41,874 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:41,874 [INFO]   20/90 pairs done
2026-04-09 05:14:42,301 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:42,513 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:42,977 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:43,295 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:43,758 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:44,007 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:44,474 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:44,787 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:45,248 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:45,574 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:46,037 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:46,298 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:46,763 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:47,122 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:47,581 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:47,890 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:48,348 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:48,676 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:49,115 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:49,343 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:49,343 [INFO]   30/90 pairs done
2026-04-09 05:14:49,805 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:50,056 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:50,519 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:50,767 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:51,288 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:51,542 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:52,001 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:52,250 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:52,715 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:52,970 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:53,431 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:53,680 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:54,447 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:54,852 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:55,102 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:55,759 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:56,395 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:56,395 [INFO]   40/90 pairs done
2026-04-09 05:14:57,137 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:57,544 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:57,798 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:58,493 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:58,899 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:14:59,154 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:14:59,845 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:00,444 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:02,297 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:02,922 [INFO]   50/90 pairs done
2026-04-09 05:15:04,267 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:04,916 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:06,075 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:06,329 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:07,023 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:07,679 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:08,398 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:09,085 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:09,776 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:09,776 [INFO]   60/90 pairs done
2026-04-09 05:15:10,535 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:11,281 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:11,685 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:12,008 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:12,414 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:12,677 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:13,085 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:13,334 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:13,759 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:13,989 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:14,448 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:14,674 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:15,131 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:15,382 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:15,791 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:16,039 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:16,553 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:16,805 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:16,805 [INFO]   70/90 pairs done
2026-04-09 05:15:17,265 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:17,524 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:17,943 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:18,243 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:18,666 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:18,988 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:19,394 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:19,647 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:20,045 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:20,273 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:20,701 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:20,915 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:21,366 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:21,619 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:22,025 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:22,305 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:22,714 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:23,066 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:23,471 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:23,778 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:23,778 [INFO]   80/90 pairs done
2026-04-09 05:15:24,186 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:24,439 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:24,844 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:25,097 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:25,544 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:25,795 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:26,272 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:26,501 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:26,892 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:27,106 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:27,512 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:27,802 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:28,282 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:28,531 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:28,940 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:29,195 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:29,617 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:29,910 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:30,319 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:30,575 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:30,575 [INFO]   90/90 pairs done
2026-04-09 05:15:30,575 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:15:30,583 [INFO]   [TCPFN] F1=0.250 SHD=30 AUROC=0.523 time=62.51s
2026-04-09 05:15:30,882 [INFO]   [Granger] F1=0.533 SHD=56 AUROC=0.675 time=0.30s
2026-04-09 05:15:30,888 [INFO] Dataset 16/50 — 39 true edges
2026-04-09 05:15:30,888 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:15:31,553 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:31,804 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:32,343 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:32,595 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:33,097 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:33,352 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:33,860 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:34,110 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:34,579 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:34,838 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:35,295 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:35,574 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:36,111 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:36,361 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:36,829 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:37,079 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:37,582 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:37,842 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:38,460 [INFO]   10/90 pairs done
2026-04-09 05:15:40,018 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:40,697 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:42,182 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:44,256 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:45,519 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:45,519 [INFO]   20/90 pairs done
2026-04-09 05:15:46,927 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:49,655 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:15:52,297 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:52,577 [INFO]   30/90 pairs done
2026-04-09 05:15:53,019 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:53,275 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:54,479 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:54,728 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:55,886 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:56,127 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:56,882 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:57,556 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:58,248 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:59,006 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:59,701 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:15:59,701 [INFO]   40/90 pairs done
2026-04-09 05:16:00,119 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:00,374 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:01,050 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:01,457 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:01,708 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:02,459 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:02,867 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:03,120 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:05,785 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:06,040 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:06,758 [INFO]   50/90 pairs done
2026-04-09 05:16:07,175 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:07,421 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:10,066 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:10,304 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:10,716 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:10,974 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:11,386 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:11,635 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:12,048 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:12,302 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:12,708 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:12,965 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:13,388 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:13,641 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:13,641 [INFO]   60/90 pairs done
2026-04-09 05:16:14,062 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:14,313 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:14,722 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:14,968 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:15,378 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:15,629 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:16,034 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:16,272 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:16,688 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:16,939 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:17,702 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:18,399 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:19,095 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:19,794 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:20,519 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:20,519 [INFO]   70/90 pairs done
2026-04-09 05:16:21,198 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:21,884 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:22,279 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:22,519 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:22,926 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:23,180 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:23,653 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:23,902 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:24,311 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:24,564 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:24,972 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:25,225 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:25,633 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:25,889 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:26,290 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:26,549 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:26,961 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:27,211 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:27,211 [INFO]   80/90 pairs done
2026-04-09 05:16:27,617 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:27,868 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:28,275 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:28,509 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:28,923 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:29,174 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:30,367 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:30,673 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:34,565 [INFO]   90/90 pairs done
2026-04-09 05:16:34,565 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:16:34,573 [INFO]   [TCPFN] F1=0.100 SHD=36 AUROC=0.599 time=63.68s
2026-04-09 05:16:34,818 [INFO]   [Granger] F1=0.583 SHD=53 AUROC=0.519 time=0.24s
2026-04-09 05:16:34,824 [INFO] Dataset 17/50 — 37 true edges
2026-04-09 05:16:34,824 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:16:35,373 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:35,811 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:36,243 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:36,664 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:37,101 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:37,605 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:38,039 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:38,450 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:38,940 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:39,543 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:39,543 [INFO]   10/90 pairs done
2026-04-09 05:16:40,137 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:41,342 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:42,554 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:43,135 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:44,863 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:45,100 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:45,580 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:45,831 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:45,831 [INFO]   20/90 pairs done
2026-04-09 05:16:46,307 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:46,614 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:47,027 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:47,330 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:47,800 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:48,048 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:48,450 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:48,698 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:49,164 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:49,403 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:49,857 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:16:50,098 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:50,633 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:50,883 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:51,385 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:51,658 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:52,116 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:52,369 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:52,883 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:53,196 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:53,196 [INFO]   30/90 pairs done
2026-04-09 05:16:53,701 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:53,936 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:54,465 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:54,754 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:55,273 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:55,615 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:56,069 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:56,362 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:56,870 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:57,099 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:57,653 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:16:57,979 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:00,077 [INFO]   40/90 pairs done
2026-04-09 05:17:03,248 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:03,872 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:04,527 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:05,122 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:05,778 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:05,778 [INFO]   50/90 pairs done
2026-04-09 05:17:06,373 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:06,964 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:07,549 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:08,191 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:08,714 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:08,958 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:09,416 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:09,665 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:10,132 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:10,401 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:10,857 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:11,103 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:11,558 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:11,801 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:12,266 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:12,517 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:12,517 [INFO]   60/90 pairs done
2026-04-09 05:17:12,970 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:13,286 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:13,735 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:13,965 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:14,502 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:14,754 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:15,207 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:15,450 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:16,036 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:16,283 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:16,784 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:17,141 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:17,664 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:17,905 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:18,359 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:18,599 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:19,115 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:19,367 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:19,824 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:20,068 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:20,068 [INFO]   70/90 pairs done
2026-04-09 05:17:20,521 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:20,799 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:21,276 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:21,526 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:21,984 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:22,222 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:22,681 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:22,928 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:23,398 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:23,647 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:24,175 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:24,435 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:24,884 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:25,122 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:25,587 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:25,832 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:26,289 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:26,535 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:26,988 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:27,227 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:27,227 [INFO]   80/90 pairs done
2026-04-09 05:17:27,689 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:27,936 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:28,530 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:29,130 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:29,732 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:30,328 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:30,951 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:31,561 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:32,282 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:32,874 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:33,458 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:33,458 [INFO]   90/90 pairs done
2026-04-09 05:17:33,458 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:17:33,466 [INFO]   [TCPFN] F1=0.286 SHD=30 AUROC=0.762 time=58.64s
2026-04-09 05:17:33,712 [INFO]   [Granger] F1=0.560 SHD=55 AUROC=0.527 time=0.25s
2026-04-09 05:17:33,718 [INFO] Dataset 18/50 — 40 true edges
2026-04-09 05:17:33,718 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:17:34,588 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:35,283 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:35,967 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:36,713 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:37,409 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:38,240 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:38,968 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:39,849 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:40,589 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:41,072 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:41,358 [INFO]   10/90 pairs done
2026-04-09 05:17:41,872 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:42,127 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:44,896 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:45,150 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:47,792 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:48,050 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:48,526 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:48,782 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:48,782 [INFO]   20/90 pairs done
2026-04-09 05:17:49,212 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:49,462 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:49,874 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:50,124 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:50,536 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:50,790 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:51,204 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:51,459 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:51,871 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:52,126 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:52,533 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:52,781 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:53,193 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:53,441 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:17:53,854 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:54,110 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:54,592 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:54,844 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:55,250 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:55,500 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:55,501 [INFO]   30/90 pairs done
2026-04-09 05:17:55,917 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:56,166 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:56,585 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:56,837 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:57,247 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:57,505 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:57,917 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:58,178 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:58,594 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:58,846 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:59,265 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:59,510 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:17:59,924 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:00,177 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:00,594 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:00,852 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:01,265 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:01,515 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:01,927 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:02,181 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:02,181 [INFO]   40/90 pairs done
2026-04-09 05:18:02,663 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:02,918 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:03,326 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:03,578 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:04,004 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:04,304 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:04,713 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:04,961 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:05,369 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:05,623 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:06,378 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:07,085 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:07,790 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:08,235 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:08,480 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:09,276 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:09,276 [INFO]   50/90 pairs done
2026-04-09 05:18:09,697 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:10,007 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:10,422 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:10,677 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:11,094 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:11,347 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:11,753 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:12,006 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:12,709 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:13,401 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:13,817 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:14,068 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:14,473 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:14,721 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:15,134 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:15,384 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:16,083 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:16,083 [INFO]   60/90 pairs done
2026-04-09 05:18:16,784 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:17,540 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:17,949 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:18,200 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:19,674 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:20,435 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:23,344 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:23,627 [INFO]   70/90 pairs done
2026-04-09 05:18:25,374 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:25,795 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:26,051 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:26,828 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:27,309 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:27,557 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:28,233 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:28,645 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:28,893 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:29,589 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:29,999 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:30,252 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:30,946 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:30,946 [INFO]   80/90 pairs done
2026-04-09 05:18:31,352 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:31,602 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:32,013 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:32,266 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:32,678 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:32,936 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:33,412 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:33,654 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:34,069 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:34,316 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:34,735 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:34,985 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:35,400 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:35,655 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:36,067 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:36,322 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:36,732 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:36,986 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:37,399 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:37,651 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:37,651 [INFO]   90/90 pairs done
2026-04-09 05:18:37,651 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:18:37,659 [INFO]   [TCPFN] F1=0.217 SHD=36 AUROC=0.617 time=63.94s
2026-04-09 05:18:37,904 [INFO]   [Granger] F1=0.605 SHD=51 AUROC=0.743 time=0.24s
2026-04-09 05:18:37,910 [INFO] Dataset 19/50 — 36 true edges
2026-04-09 05:18:37,910 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:18:38,500 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:38,748 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:39,273 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:39,523 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:40,047 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:40,297 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:40,756 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:40,994 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:41,470 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:41,717 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:42,223 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:42,436 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:42,896 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:43,142 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:43,607 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:43,848 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:44,316 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:44,565 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:45,034 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:45,287 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:45,287 [INFO]   10/90 pairs done
2026-04-09 05:18:45,748 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:45,994 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:46,466 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:46,712 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:47,190 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:47,426 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:47,887 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:48,198 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:48,706 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:48,920 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:49,390 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:49,639 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:50,179 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:50,425 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:50,953 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:51,202 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:51,673 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:51,926 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:52,395 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:52,643 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:52,643 [INFO]   20/90 pairs done
2026-04-09 05:18:53,113 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:53,358 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:53,814 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:54,053 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:54,511 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:54,755 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:55,263 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:55,481 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:55,998 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:56,249 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:56,711 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:56,958 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:57,421 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:57,676 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:18:58,145 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:58,394 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:58,867 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:59,118 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:59,583 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:59,833 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:18:59,833 [INFO]   30/90 pairs done
2026-04-09 05:19:00,293 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:00,530 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:00,991 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:01,237 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:01,691 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:01,907 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:02,452 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:02,696 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:03,161 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:03,405 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:03,936 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:04,194 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:04,663 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:04,920 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:05,406 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:05,657 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:06,213 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:06,460 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:07,011 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:07,259 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:07,259 [INFO]   40/90 pairs done
2026-04-09 05:19:07,760 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:08,005 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:08,448 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:08,694 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:09,157 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:09,402 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:09,916 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:10,157 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:10,684 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:11,002 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:11,471 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:11,722 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:12,194 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:12,447 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:12,907 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:13,155 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:13,647 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:13,888 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:14,492 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:14,776 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:14,776 [INFO]   50/90 pairs done
2026-04-09 05:19:15,242 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:15,460 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:16,061 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:16,305 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:16,769 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:17,014 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:17,505 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:17,778 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:18,307 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:18,558 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:19,180 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:19,428 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:19,885 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:20,240 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:20,702 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:20,949 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:21,400 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:21,633 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:22,091 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:22,335 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:22,335 [INFO]   60/90 pairs done
2026-04-09 05:19:22,795 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:23,039 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:23,511 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:23,756 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:24,214 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:24,469 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:24,945 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:25,191 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:25,693 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:25,948 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:26,412 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:26,694 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:27,229 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:27,480 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:27,939 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:28,176 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:28,644 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:28,890 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:29,329 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:29,547 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:29,547 [INFO]   70/90 pairs done
2026-04-09 05:19:30,012 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:30,259 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:30,727 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:30,972 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:31,439 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:31,692 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:32,163 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:32,412 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:32,873 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:33,120 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:33,584 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:33,833 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:34,289 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:34,526 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:35,050 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:35,296 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:35,884 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:36,101 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:36,675 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:36,928 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:36,928 [INFO]   80/90 pairs done
2026-04-09 05:19:37,403 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:37,710 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:38,186 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:38,436 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:39,014 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:39,275 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:39,864 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:40,111 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:40,577 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:40,874 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:41,349 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:41,584 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:42,081 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:42,327 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:42,882 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:43,107 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:43,574 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:43,883 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:44,347 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:44,593 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:44,593 [INFO]   90/90 pairs done
2026-04-09 05:19:44,593 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:19:44,601 [INFO]   [TCPFN] F1=0.250 SHD=36 AUROC=0.552 time=66.69s
2026-04-09 05:19:44,889 [INFO]   [Granger] F1=0.560 SHD=55 AUROC=0.528 time=0.29s
2026-04-09 05:19:44,895 [INFO] Dataset 20/50 — 38 true edges
2026-04-09 05:19:44,895 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:19:45,419 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:45,661 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:46,075 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:46,307 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:46,871 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:47,111 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:47,583 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:47,829 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:48,233 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:48,476 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:48,953 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:49,205 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:49,602 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:49,832 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:50,247 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:50,492 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:50,895 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:51,129 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:19:51,865 [INFO]   10/90 pairs done
2026-04-09 05:19:52,446 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:55,181 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:19:58,566 [INFO]   20/90 pairs done
2026-04-09 05:19:59,863 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:00,502 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:01,170 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:03,560 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:03,791 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:04,219 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:04,456 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:04,871 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:05,158 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:05,158 [INFO]   30/90 pairs done
2026-04-09 05:20:05,571 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:05,814 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:06,364 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:06,603 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:07,025 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:07,278 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:07,686 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:07,921 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:08,323 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:08,569 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:09,039 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:09,272 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:12,067 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:12,067 [INFO]   40/90 pairs done
2026-04-09 05:20:13,386 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:14,658 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:15,255 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:15,700 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:16,428 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:17,287 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:18,033 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:18,279 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:18,803 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:19,106 [INFO]   50/90 pairs done
2026-04-09 05:20:19,627 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:19,891 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:20,339 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:20,573 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:21,135 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:21,382 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:21,905 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:22,140 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:22,538 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:22,770 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:23,177 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:23,420 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:23,819 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:24,052 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:24,461 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:24,730 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:25,138 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:25,376 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:25,779 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:26,017 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:26,017 [INFO]   60/90 pairs done
2026-04-09 05:20:26,415 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:26,644 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:27,082 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:27,395 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:27,804 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:28,033 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:32,679 [INFO]   70/90 pairs done
2026-04-09 05:20:34,647 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:35,479 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:36,126 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:36,727 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:37,388 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:37,974 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:38,571 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:39,157 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:39,157 [INFO]   80/90 pairs done
2026-04-09 05:20:39,758 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:40,194 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:40,933 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:41,181 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:41,644 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:42,053 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:42,462 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:43,240 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:43,483 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:43,879 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:44,117 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:20:44,530 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:45,264 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:45,511 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:45,986 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:46,261 [INFO]   90/90 pairs done
2026-04-09 05:20:46,261 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:20:46,271 [INFO]   [TCPFN] F1=0.227 SHD=34 AUROC=0.473 time=61.37s
2026-04-09 05:20:46,516 [INFO]   [Granger] F1=0.560 SHD=55 AUROC=0.495 time=0.24s
2026-04-09 05:20:46,522 [INFO] Dataset 21/50 — 33 true edges
2026-04-09 05:20:46,522 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:20:47,107 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:47,403 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:47,863 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:48,104 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:48,625 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:48,871 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:49,344 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:49,598 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:50,061 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:50,422 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:50,891 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:51,190 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:51,677 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:51,921 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:52,430 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:52,671 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:53,386 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:53,629 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:54,104 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:54,350 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:54,350 [INFO]   10/90 pairs done
2026-04-09 05:20:54,798 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:55,040 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:55,438 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:55,681 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:56,086 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:56,387 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:56,794 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:57,096 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:57,578 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:57,865 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:58,268 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:58,513 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:58,963 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:59,205 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:59,610 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:20:59,848 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:00,277 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:00,523 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:00,927 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:01,172 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:01,172 [INFO]   20/90 pairs done
2026-04-09 05:21:01,573 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:01,815 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:02,218 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:02,466 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:02,873 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:03,114 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:03,520 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:03,767 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:04,166 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:04,405 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:04,802 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:05,040 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:05,501 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:05,741 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:06,141 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:06,381 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:06,788 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:07,030 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:07,434 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:07,676 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:07,676 [INFO]   30/90 pairs done
2026-04-09 05:21:08,082 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:08,332 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:08,738 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:08,983 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:09,393 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:09,640 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:10,041 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:10,298 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:10,699 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:10,939 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:11,422 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:11,670 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:12,070 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:12,309 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:12,714 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:12,958 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:13,359 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:13,601 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:14,000 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:14,245 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:14,245 [INFO]   40/90 pairs done
2026-04-09 05:21:14,676 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:14,922 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:15,398 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:15,644 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:16,046 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:16,291 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:16,685 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:16,982 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:17,405 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:17,646 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:18,112 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:18,352 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:18,759 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:19,000 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:19,515 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:19,757 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:20,231 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:20,471 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:20,891 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:21,133 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:21,133 [INFO]   50/90 pairs done
2026-04-09 05:21:21,598 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:21,874 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:22,329 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:22,575 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:22,974 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:23,290 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:23,758 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:23,998 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:24,398 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:24,638 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:25,141 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:25,388 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:25,868 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:26,179 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:26,589 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:26,829 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:27,293 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:27,546 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:27,966 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:28,206 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:28,207 [INFO]   60/90 pairs done
2026-04-09 05:21:28,674 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:28,916 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:29,329 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:29,568 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:29,976 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:30,248 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:30,705 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:30,947 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:31,414 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:31,662 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:32,142 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:32,384 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:32,894 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:33,135 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:33,642 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:33,889 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:34,351 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:34,662 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:35,183 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:35,490 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:35,490 [INFO]   70/90 pairs done
2026-04-09 05:21:35,944 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:36,199 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:36,655 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:36,902 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:37,395 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:37,638 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:38,107 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:38,350 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:38,809 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:39,053 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:39,512 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:39,752 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:40,277 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:40,525 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:40,982 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:41,227 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:41,819 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:42,063 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:42,573 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:42,818 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:42,818 [INFO]   80/90 pairs done
2026-04-09 05:21:43,294 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:43,534 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:44,004 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:44,244 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:44,754 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:44,999 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:45,456 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:45,699 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:46,160 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:46,404 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:46,872 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:47,122 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:47,582 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:47,826 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:48,285 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:48,529 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:48,985 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:49,225 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:49,682 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:49,925 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:49,925 [INFO]   90/90 pairs done
2026-04-09 05:21:49,925 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:21:49,933 [INFO]   [TCPFN] F1=0.154 SHD=33 AUROC=0.653 time=63.41s
2026-04-09 05:21:50,178 [INFO]   [Granger] F1=0.487 SHD=61 AUROC=0.491 time=0.24s
2026-04-09 05:21:50,184 [INFO] Dataset 22/50 — 39 true edges
2026-04-09 05:21:50,184 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:21:50,781 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:51,028 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:51,435 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:51,685 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:52,096 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:52,327 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:52,735 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:52,981 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:53,395 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:53,642 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:54,122 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:54,370 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:54,825 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:55,071 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:55,484 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:55,731 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:56,138 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:56,398 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:56,830 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:57,145 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:57,145 [INFO]   10/90 pairs done
2026-04-09 05:21:57,549 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:57,797 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:58,203 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:58,434 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:58,838 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:59,086 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:59,563 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:21:59,813 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:00,223 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:00,514 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:00,930 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:01,178 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:01,590 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:01,835 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:02,241 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:02,487 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:02,900 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:03,142 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:03,554 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:03,802 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:03,802 [INFO]   20/90 pairs done
2026-04-09 05:22:04,207 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:04,440 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:04,852 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:05,167 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:05,577 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:05,828 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:06,241 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:06,484 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:06,897 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:07,148 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:07,564 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:07,813 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:08,221 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:08,464 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:08,923 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:09,168 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:09,629 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:09,874 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:10,331 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:10,577 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:10,577 [INFO]   30/90 pairs done
2026-04-09 05:22:11,040 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:11,293 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:11,821 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:12,066 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:12,527 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:12,772 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:13,240 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:13,489 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:13,997 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:14,243 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:14,702 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:14,952 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:15,355 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:15,615 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:16,022 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:16,270 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:16,672 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:16,917 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:17,310 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:17,544 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:17,544 [INFO]   40/90 pairs done
2026-04-09 05:22:17,952 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:18,200 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:18,607 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:18,850 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:19,271 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:19,520 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:19,994 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:20,239 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:20,643 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:20,888 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:21,292 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:21,535 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:21,937 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:22,181 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:22,582 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:22,831 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:23,229 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:23,469 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:23,870 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:24,115 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:24,115 [INFO]   50/90 pairs done
2026-04-09 05:22:24,517 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:24,761 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:25,183 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:25,429 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:25,910 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:26,163 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:26,564 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:26,812 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:27,218 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:27,463 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:27,885 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:28,131 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:28,537 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:28,780 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:29,187 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:29,422 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:29,824 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:30,069 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:30,470 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:30,718 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:30,718 [INFO]   60/90 pairs done
2026-04-09 05:22:31,133 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:31,382 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:31,788 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:32,035 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:32,437 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:32,687 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:33,091 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:33,335 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:33,808 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:34,052 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:34,456 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:34,701 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:35,102 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:35,333 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:35,732 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:35,973 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:36,378 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:36,623 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:37,027 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:37,267 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:37,267 [INFO]   70/90 pairs done
2026-04-09 05:22:37,678 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:37,930 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:38,340 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:38,586 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:38,990 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:39,232 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:39,641 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:39,986 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:40,398 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:40,643 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:41,043 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:41,331 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:41,735 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:42,033 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:42,440 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:42,707 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:43,152 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:43,397 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:43,965 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:44,215 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:44,215 [INFO]   80/90 pairs done
2026-04-09 05:22:44,676 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:44,924 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:45,352 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:45,593 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:46,001 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:46,246 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:46,659 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:46,901 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:47,355 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:47,585 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:48,008 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:48,323 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:48,822 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:49,070 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:49,533 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:49,794 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:50,250 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:50,500 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:50,979 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:51,223 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:51,224 [INFO]   90/90 pairs done
2026-04-09 05:22:51,224 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:22:51,232 [INFO]   [TCPFN] F1=0.160 SHD=42 AUROC=0.551 time=61.05s
2026-04-09 05:22:51,482 [INFO]   [Granger] F1=0.583 SHD=53 AUROC=0.615 time=0.25s
2026-04-09 05:22:51,488 [INFO] Dataset 23/50 — 33 true edges
2026-04-09 05:22:51,489 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:22:52,065 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:52,305 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:52,712 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:52,879 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:53,328 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:53,567 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:54,019 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:54,259 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:54,707 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:55,019 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:55,462 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:55,702 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:56,110 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:56,274 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:56,729 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:56,970 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:57,447 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:57,686 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:22:58,063 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:58,229 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:58,229 [INFO]   10/90 pairs done
2026-04-09 05:22:58,562 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:58,725 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:59,123 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:59,371 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:22:59,771 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:00,016 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:00,417 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:00,663 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:01,062 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:01,306 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:01,677 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:01,842 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:02,245 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:02,556 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:02,962 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:03,206 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:03,614 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:03,780 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:04,228 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:04,470 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:04,471 [INFO]   20/90 pairs done
2026-04-09 05:23:04,917 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:05,156 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:05,624 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:05,871 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:06,315 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:06,561 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:07,044 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:07,282 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:07,693 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:07,856 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:08,306 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:08,544 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:09,059 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:09,300 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:09,668 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:09,840 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:10,242 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:10,492 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:10,862 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:11,025 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:11,026 [INFO]   30/90 pairs done
2026-04-09 05:23:11,428 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:11,674 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:12,077 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:12,325 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:12,726 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:12,969 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:13,345 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:13,510 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:13,913 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:14,159 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:14,561 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:14,812 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:15,186 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:15,352 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:15,771 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:16,013 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:16,449 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:16,620 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:17,040 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:17,283 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:17,283 [INFO]   40/90 pairs done
2026-04-09 05:23:17,686 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:17,935 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:18,342 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:18,585 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:18,956 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:19,121 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:19,520 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:19,765 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:20,184 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:20,430 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:20,939 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:21,529 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:22,100 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:22,696 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:23,280 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:23,280 [INFO]   50/90 pairs done
2026-04-09 05:23:23,873 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:24,379 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:24,975 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:25,564 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:25,929 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:26,096 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:26,502 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:26,744 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:27,112 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:27,276 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:27,679 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:27,921 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:28,324 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:28,570 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:29,043 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:29,289 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:29,290 [INFO]   60/90 pairs done
2026-04-09 05:23:29,661 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:29,828 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:30,231 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:30,478 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:30,881 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:31,124 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:31,537 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:31,700 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:32,152 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:32,392 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:32,822 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:32,985 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:33,438 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:33,696 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:34,188 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:34,428 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:34,951 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:35,266 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:35,709 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:35,951 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:35,951 [INFO]   70/90 pairs done
2026-04-09 05:23:36,399 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:36,639 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:37,084 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:37,325 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:37,742 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:37,909 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:38,410 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:38,710 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:39,130 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:39,294 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:39,776 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:40,020 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:40,474 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:40,720 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:41,181 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:41,482 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:41,939 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:42,182 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:42,605 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:42,770 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:42,770 [INFO]   80/90 pairs done
2026-04-09 05:23:43,228 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:43,544 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:23:43,920 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:44,085 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:44,486 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:44,726 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:45,124 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:45,287 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:45,689 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:45,930 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:46,338 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:46,587 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:46,988 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:47,234 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:47,700 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:47,969 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:48,375 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:48,540 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:48,955 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:49,292 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:49,292 [INFO]   90/90 pairs done
2026-04-09 05:23:49,292 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:23:49,300 [INFO]   [TCPFN] F1=0.118 SHD=30 AUROC=0.508 time=57.81s
2026-04-09 05:23:49,547 [INFO]   [Granger] F1=0.479 SHD=61 AUROC=0.605 time=0.25s
2026-04-09 05:23:49,553 [INFO] Dataset 24/50 — 39 true edges
2026-04-09 05:23:49,553 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:23:50,216 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:50,459 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:50,874 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:51,130 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:51,542 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:51,868 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:52,305 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:52,553 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:53,064 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:53,316 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:53,884 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:54,123 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:54,562 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:54,885 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:55,295 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:55,605 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:56,035 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:56,346 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:56,745 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:57,025 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:57,025 [INFO]   10/90 pairs done
2026-04-09 05:23:57,458 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:57,711 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:58,227 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:58,481 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:59,068 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:59,314 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:23:59,768 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:00,055 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:00,507 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:00,743 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:01,202 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:01,455 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:01,901 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:02,195 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:02,605 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:02,852 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:03,293 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:04,115 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:04,360 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:04,360 [INFO]   20/90 pairs done
2026-04-09 05:24:04,777 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:05,031 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:05,440 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:06,266 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:06,528 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:06,928 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:07,244 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:07,665 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:08,371 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:08,618 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:09,026 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:09,761 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:09,998 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:10,406 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:10,646 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:11,058 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:11,312 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:11,312 [INFO]   30/90 pairs done
2026-04-09 05:24:11,773 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:12,018 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:12,503 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:12,758 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:13,164 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:13,400 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:13,825 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:14,149 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:14,565 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:14,809 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:15,225 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:15,472 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:15,875 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:16,106 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:16,511 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:16,757 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:17,172 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:17,423 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:17,838 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:18,087 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:18,087 [INFO]   40/90 pairs done
2026-04-09 05:24:18,512 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:18,765 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:19,166 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:19,403 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:19,822 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:20,076 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:20,555 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:20,805 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:21,218 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:21,465 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:21,869 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:22,104 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:22,507 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:22,747 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:23,164 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:23,416 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:23,827 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:24,080 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:24,489 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:24,736 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:24,736 [INFO]   50/90 pairs done
2026-04-09 05:24:25,136 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:25,377 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:25,794 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:26,050 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:26,471 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:26,713 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:27,184 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:27,429 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:27,829 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:28,064 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:28,538 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:28,827 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:29,245 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:29,496 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:29,965 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:30,216 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:30,671 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:30,916 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:31,392 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:31,643 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:31,643 [INFO]   60/90 pairs done
2026-04-09 05:24:32,108 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:32,364 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:32,817 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:33,064 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:33,490 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:33,779 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:34,173 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:34,461 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:34,951 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:35,195 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:35,611 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:35,867 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:36,298 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:36,548 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:37,004 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:37,248 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:37,688 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:37,942 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:38,379 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:38,614 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:38,615 [INFO]   70/90 pairs done
2026-04-09 05:24:39,018 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:39,262 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:39,666 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:39,970 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:24:40,410 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:40,640 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:41,066 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:41,315 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:41,725 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:41,993 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:42,447 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:42,714 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:43,261 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:43,524 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:43,950 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:44,204 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:44,651 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:44,930 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:45,351 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:45,608 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:45,608 [INFO]   80/90 pairs done
2026-04-09 05:24:46,026 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:46,276 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:46,706 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:46,953 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:47,361 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:47,669 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:48,087 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:48,339 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:48,761 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:49,009 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:49,483 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:49,797 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:50,212 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:50,463 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:50,867 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:51,099 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:51,520 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:51,772 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:52,182 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:52,431 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:52,431 [INFO]   90/90 pairs done
2026-04-09 05:24:52,432 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:24:52,440 [INFO]   [TCPFN] F1=0.136 SHD=38 AUROC=0.686 time=62.89s
2026-04-09 05:24:52,685 [INFO]   [Granger] F1=0.639 SHD=43 AUROC=0.614 time=0.24s
2026-04-09 05:24:52,691 [INFO] Dataset 25/50 — 37 true edges
2026-04-09 05:24:52,691 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:24:53,507 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:55,727 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:57,156 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:59,183 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:24:59,434 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:00,175 [INFO]   10/90 pairs done
2026-04-09 05:25:06,263 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:08,299 [INFO]   20/90 pairs done
2026-04-09 05:25:13,127 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:15,022 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:15,844 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:16,695 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:16,695 [INFO]   30/90 pairs done
2026-04-09 05:25:17,401 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:17,808 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:18,137 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:18,548 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:18,867 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:19,282 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:19,536 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:20,302 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:21,005 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:22,360 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:23,866 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:23,866 [INFO]   40/90 pairs done
2026-04-09 05:25:25,286 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:25,957 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:26,696 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:27,379 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:28,894 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:30,074 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:30,354 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:30,768 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:31,050 [INFO]   50/90 pairs done
2026-04-09 05:25:31,577 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:31,833 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:37,434 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:38,142 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:38,974 [INFO]   60/90 pairs done
2026-04-09 05:25:41,772 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:42,027 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:42,598 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:42,859 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:43,337 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:43,592 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:44,006 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:44,261 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:44,697 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:44,953 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:45,418 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:45,675 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:46,101 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:46,356 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:46,356 [INFO]   70/90 pairs done
2026-04-09 05:25:46,770 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:47,049 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:47,529 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:25:47,829 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:48,254 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:48,507 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:48,916 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:49,208 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:49,621 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:49,879 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:50,293 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:50,546 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:50,958 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:51,216 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:51,628 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:51,960 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:52,444 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:52,703 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:53,185 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:53,439 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:53,439 [INFO]   80/90 pairs done
2026-04-09 05:25:53,901 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:54,224 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:54,961 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:55,764 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:56,463 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:57,212 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:57,623 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:57,918 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:58,616 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:25:59,332 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:00,111 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:00,844 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:00,844 [INFO]   90/90 pairs done
2026-04-09 05:26:00,844 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:26:00,852 [INFO]   [TCPFN] F1=0.250 SHD=30 AUROC=0.628 time=68.16s
2026-04-09 05:26:01,097 [INFO]   [Granger] F1=0.541 SHD=56 AUROC=0.870 time=0.24s
2026-04-09 05:26:01,103 [INFO] Dataset 26/50 — 35 true edges
2026-04-09 05:26:01,103 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:26:01,646 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:01,953 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:02,364 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:02,747 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:03,163 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:03,495 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:04,050 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:04,300 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:04,710 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:05,001 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:05,420 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:05,678 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:06,124 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:06,382 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:06,866 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:07,119 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:07,533 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:07,816 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:08,279 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:08,537 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:08,537 [INFO]   10/90 pairs done
2026-04-09 05:26:09,012 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:09,267 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:09,774 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:10,028 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:10,586 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:10,839 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:11,361 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:11,616 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:12,086 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:12,340 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:12,805 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:13,056 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:13,521 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:13,771 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:14,252 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:14,506 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:14,929 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:15,182 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:15,582 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:15,817 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:15,817 [INFO]   20/90 pairs done
2026-04-09 05:26:16,230 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:16,481 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:16,897 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:17,144 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:17,556 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:17,807 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:18,234 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:18,489 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:18,969 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:19,225 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:19,637 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:19,904 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:20,317 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:20,571 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:20,994 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:21,245 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:21,649 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:21,888 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:22,300 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:22,556 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:22,557 [INFO]   30/90 pairs done
2026-04-09 05:26:22,961 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:23,212 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:23,625 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:23,886 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:24,297 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:24,558 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:24,965 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:25,285 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:25,697 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:25,956 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:26,369 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:26,623 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:27,348 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:28,011 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:28,427 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:28,681 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:29,394 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:29,394 [INFO]   40/90 pairs done
2026-04-09 05:26:30,086 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:30,503 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:30,762 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:31,177 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:31,492 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:31,909 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:32,167 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:32,578 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:32,831 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:33,244 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:33,568 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:33,967 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:34,202 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:34,627 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:34,889 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:35,308 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:35,561 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:35,972 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:36,224 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:36,224 [INFO]   50/90 pairs done
2026-04-09 05:26:36,636 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:36,888 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:37,302 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:37,555 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:37,969 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:38,225 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:38,632 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:38,887 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:39,582 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:40,314 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:40,724 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:40,979 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:41,672 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:42,358 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:43,124 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:43,124 [INFO]   60/90 pairs done
2026-04-09 05:26:43,819 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:44,520 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:45,210 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:45,620 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:45,874 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:46,289 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:46,569 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:46,979 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:47,234 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:47,642 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:47,897 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:48,382 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:48,638 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:49,051 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:49,302 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:49,716 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:49,976 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:49,976 [INFO]   70/90 pairs done
2026-04-09 05:26:50,388 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:50,640 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:51,047 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:51,367 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:26:51,776 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:52,030 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:52,461 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:52,697 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:53,109 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:53,414 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:53,867 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:54,123 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:54,597 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:54,916 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:55,325 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:55,681 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:56,094 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:56,397 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:56,809 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:57,138 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:57,138 [INFO]   80/90 pairs done
2026-04-09 05:26:57,550 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:57,977 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:58,388 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:58,657 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:59,081 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:59,369 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:26:59,783 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:00,080 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:00,516 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:00,769 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:01,262 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:01,508 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:01,988 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:02,310 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:02,744 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:03,006 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:03,547 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:03,803 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:04,287 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:04,544 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:04,544 [INFO]   90/90 pairs done
2026-04-09 05:27:04,544 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:27:04,552 [INFO]   [TCPFN] F1=0.444 SHD=30 AUROC=0.671 time=63.45s
2026-04-09 05:27:04,864 [INFO]   [Granger] F1=0.557 SHD=54 AUROC=0.579 time=0.31s
2026-04-09 05:27:04,870 [INFO] Dataset 27/50 — 41 true edges
2026-04-09 05:27:04,870 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:27:05,530 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:05,783 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:06,326 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:06,572 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:07,035 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:07,353 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:07,812 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:08,061 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:08,543 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:08,802 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:09,289 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:09,540 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:09,924 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:10,150 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:10,646 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:10,812 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:11,352 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:11,601 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:12,019 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:12,266 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:12,266 [INFO]   10/90 pairs done
2026-04-09 05:27:12,673 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:12,920 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:13,325 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:13,579 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:14,035 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:14,282 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:14,688 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:14,935 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:15,332 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:15,582 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:16,000 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:16,164 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:16,534 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:16,698 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:17,108 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:17,353 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:17,761 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:18,012 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:18,480 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:18,724 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:18,724 [INFO]   20/90 pairs done
2026-04-09 05:27:19,122 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:19,370 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:19,798 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:20,047 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:20,469 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:20,722 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:21,178 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:21,467 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:21,915 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:22,079 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:22,448 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:22,612 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:23,016 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:23,335 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:23,744 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:23,988 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:24,408 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:24,802 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:25,207 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:25,463 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:25,464 [INFO]   30/90 pairs done
2026-04-09 05:27:25,943 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:26,191 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:26,597 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:26,841 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:27,308 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:27,558 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:27,992 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:28,193 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:28,565 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:28,793 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:29,244 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:29,491 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:29,924 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:30,171 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:30,576 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:30,824 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:31,250 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:31,499 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:32,041 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:32,289 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:32,289 [INFO]   40/90 pairs done
2026-04-09 05:27:32,699 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:33,020 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:33,481 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:33,778 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:34,189 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:34,352 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:34,696 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:34,862 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:35,351 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:35,598 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:36,001 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:36,246 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:36,678 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:36,927 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:37,337 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:37,587 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:37,992 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:38,239 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:38,646 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:38,895 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:38,895 [INFO]   50/90 pairs done
2026-04-09 05:27:39,364 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:39,616 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:39,990 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:40,160 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:40,541 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:40,707 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:41,126 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:41,397 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:41,808 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:42,058 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:42,462 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:42,710 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:43,112 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:43,362 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:43,776 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:44,026 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:44,432 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:44,680 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:45,144 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:45,395 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:45,395 [INFO]   60/90 pairs done
2026-04-09 05:27:45,766 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:45,934 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:46,311 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:46,476 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:46,949 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:47,193 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:47,648 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:47,890 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:48,352 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:48,592 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:49,093 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:49,350 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:49,882 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:50,127 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:50,580 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:50,825 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:51,276 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:51,571 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:52,027 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:52,272 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:52,272 [INFO]   70/90 pairs done
2026-04-09 05:27:52,688 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:52,852 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:53,431 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:53,671 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:27:54,164 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:54,406 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:54,860 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:55,111 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:55,563 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:55,809 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:56,263 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:56,508 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:57,013 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:57,259 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:57,790 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:58,036 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:58,487 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:58,742 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:59,162 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:59,327 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:27:59,327 [INFO]   80/90 pairs done
2026-04-09 05:27:59,782 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:28:00,027 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:28:00,457 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:00,705 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:01,114 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:01,426 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:01,907 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:02,173 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:02,590 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:02,852 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:03,254 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:03,501 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:03,908 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:04,172 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:04,591 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:04,840 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:05,215 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:05,384 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:05,839 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:06,049 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:06,049 [INFO]   90/90 pairs done
2026-04-09 05:28:06,049 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:28:06,057 [INFO]   [TCPFN] F1=0.233 SHD=33 AUROC=0.570 time=61.19s
2026-04-09 05:28:06,302 [INFO]   [Granger] F1=0.592 SHD=51 AUROC=0.573 time=0.24s
2026-04-09 05:28:06,308 [INFO] Dataset 28/50 — 39 true edges
2026-04-09 05:28:06,308 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:28:07,021 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:07,622 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:08,223 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:08,893 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:09,480 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:10,093 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:10,711 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:11,342 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:11,929 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:12,514 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:12,514 [INFO]   10/90 pairs done
2026-04-09 05:28:13,107 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:13,712 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:14,301 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:14,895 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:15,488 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:16,137 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:16,742 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:17,333 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:17,918 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:18,499 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:18,499 [INFO]   20/90 pairs done
2026-04-09 05:28:19,101 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:19,710 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:20,294 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:20,945 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:21,686 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:22,295 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:22,889 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:23,302 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:23,528 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:23,926 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:24,158 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:24,561 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:24,802 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:24,802 [INFO]   30/90 pairs done
2026-04-09 05:28:25,203 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:25,439 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:25,845 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:26,077 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:26,482 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:26,723 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:27,132 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:27,362 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:27,785 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:28,042 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:28,443 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:28,681 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:29,325 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:29,913 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:30,507 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:31,115 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:31,115 [INFO]   40/90 pairs done
2026-04-09 05:28:31,696 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:32,302 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:32,884 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:33,499 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:34,088 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:34,736 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:35,324 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:35,920 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:36,518 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:37,109 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:37,109 [INFO]   50/90 pairs done
2026-04-09 05:28:37,708 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:38,292 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:38,906 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:39,495 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:40,074 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:40,661 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:41,258 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:41,934 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:42,527 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:43,110 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:43,110 [INFO]   60/90 pairs done
2026-04-09 05:28:43,696 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:44,305 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:44,888 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:45,468 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:46,064 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:46,655 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:47,262 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:47,919 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:48,502 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:49,111 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:49,112 [INFO]   70/90 pairs done
2026-04-09 05:28:49,722 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:50,310 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:50,882 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:51,469 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:52,049 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:52,646 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:53,225 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:53,801 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:54,394 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:55,048 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:55,048 [INFO]   80/90 pairs done
2026-04-09 05:28:55,628 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:56,204 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:56,787 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:57,381 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:58,001 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:58,663 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:59,245 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:28:59,838 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:00,550 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:01,150 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:01,150 [INFO]   90/90 pairs done
2026-04-09 05:29:01,150 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:29:01,158 [INFO]   [TCPFN] F1=0.280 SHD=36 AUROC=0.645 time=54.85s
2026-04-09 05:29:01,402 [INFO]   [Granger] F1=0.553 SHD=55 AUROC=0.577 time=0.24s
2026-04-09 05:29:01,408 [INFO] Dataset 29/50 — 43 true edges
2026-04-09 05:29:01,408 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:29:03,523 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:04,267 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:05,252 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:06,689 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:07,105 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:07,358 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:07,772 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:08,474 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:08,753 [INFO]   10/90 pairs done
2026-04-09 05:29:10,760 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:15,480 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:16,274 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:16,274 [INFO]   20/90 pairs done
2026-04-09 05:29:16,689 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:16,946 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:17,634 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:18,330 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:18,741 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:19,003 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:19,698 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:20,108 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:20,361 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:21,049 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:21,459 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:22,171 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:22,866 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:23,149 [INFO]   30/90 pairs done
2026-04-09 05:29:23,572 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:23,828 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:24,303 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:24,990 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:25,693 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:26,392 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:26,648 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:27,056 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:27,318 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:27,730 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:28,482 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:29,169 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:29,871 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:30,156 [INFO]   40/90 pairs done
2026-04-09 05:29:30,575 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:31,366 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:32,063 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:32,316 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:32,728 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:33,464 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:35,258 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:35,948 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:36,640 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:37,360 [INFO]   50/90 pairs done
2026-04-09 05:29:38,063 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:39,551 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:40,691 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:42,168 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:42,868 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:44,692 [INFO]   60/90 pairs done
2026-04-09 05:29:45,444 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:45,858 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:46,114 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:46,591 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:47,290 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:47,536 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:47,949 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:48,202 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:48,669 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:48,923 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:49,338 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:49,638 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:50,049 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:50,302 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:50,715 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:50,970 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:51,466 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:51,725 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:51,725 [INFO]   70/90 pairs done
2026-04-09 05:29:52,137 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:52,458 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:52,870 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:53,196 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:53,886 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:54,630 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:55,465 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:55,944 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:56,203 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:56,614 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:29:56,880 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:57,611 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:58,316 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:59,057 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:29:59,057 [INFO]   80/90 pairs done
2026-04-09 05:29:59,749 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:00,164 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:00,877 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:01,722 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:03,295 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:04,864 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:05,865 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:06,664 [INFO]   90/90 pairs done
2026-04-09 05:30:06,665 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:30:06,673 [INFO]   [TCPFN] F1=0.174 SHD=38 AUROC=0.514 time=65.26s
2026-04-09 05:30:06,918 [INFO]   [Granger] F1=0.626 SHD=49 AUROC=0.746 time=0.24s
2026-04-09 05:30:06,924 [INFO] Dataset 30/50 — 42 true edges
2026-04-09 05:30:06,925 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:30:07,435 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:07,665 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:07,998 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:08,162 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:08,504 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:08,668 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:09,034 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:09,238 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:09,625 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:09,822 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:10,214 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:10,525 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:10,919 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:11,158 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:11,493 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:11,659 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:12,043 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:12,266 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:12,709 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:12,953 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:12,954 [INFO]   10/90 pairs done
2026-04-09 05:30:13,325 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:13,494 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:13,878 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:14,045 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:14,451 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:14,650 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:15,269 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:15,467 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:15,908 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:16,164 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:16,679 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:16,922 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:17,365 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:17,539 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:17,977 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:18,265 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:18,697 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:18,979 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:19,400 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:19,626 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:19,626 [INFO]   20/90 pairs done
2026-04-09 05:30:20,066 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:20,230 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:20,642 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:20,837 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:21,240 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:21,441 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:21,944 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:22,190 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:22,623 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:22,864 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:23,233 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:23,403 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:23,995 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:24,220 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:24,779 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:25,018 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:25,625 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:25,850 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:26,223 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:26,391 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:26,391 [INFO]   30/90 pairs done
2026-04-09 05:30:26,849 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:27,047 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:27,513 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:27,707 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:28,163 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:28,398 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:28,888 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:29,168 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:29,551 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:29,717 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:30,141 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:30,361 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:30,883 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:31,146 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:31,570 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:31,857 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:32,228 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:32,393 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:32,818 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:32,984 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:32,984 [INFO]   40/90 pairs done
2026-04-09 05:30:33,387 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:33,584 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:34,083 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:34,325 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:34,847 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:35,167 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:35,511 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:35,676 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:36,121 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:36,344 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:36,780 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:37,020 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:37,446 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:37,673 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:38,041 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:38,209 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:38,624 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:38,797 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:39,202 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:39,411 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:39,411 [INFO]   50/90 pairs done
2026-04-09 05:30:39,843 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:40,077 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:40,605 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:40,848 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:41,241 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:41,407 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:41,836 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:42,059 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:42,562 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:42,805 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:43,239 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:43,487 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:43,863 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:44,028 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:44,416 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:44,650 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:45,061 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:45,260 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:45,661 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:45,869 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:45,869 [INFO]   60/90 pairs done
2026-04-09 05:30:46,353 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:46,596 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:47,051 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:47,219 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:47,736 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:48,019 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:48,651 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:49,230 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:49,750 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:50,274 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:50,892 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:51,489 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:52,209 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:52,209 [INFO]   70/90 pairs done
2026-04-09 05:30:52,780 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:53,396 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:53,913 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:54,158 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:54,586 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:54,816 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:55,254 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:55,419 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:55,812 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:55,976 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:56,377 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:56,593 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:56,999 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:57,201 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:57,734 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:57,967 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:30:58,508 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:58,746 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:58,746 [INFO]   80/90 pairs done
2026-04-09 05:30:59,228 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:59,464 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:30:59,908 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:00,156 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:00,656 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:00,889 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:01,605 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:01,774 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:02,155 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:02,390 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:02,824 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:03,023 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:03,505 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:03,705 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:04,292 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:04,528 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:04,973 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:05,274 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:05,667 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:05,836 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:05,836 [INFO]   90/90 pairs done
2026-04-09 05:31:05,836 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:31:05,844 [INFO]   [TCPFN] F1=0.136 SHD=38 AUROC=0.649 time=58.92s
2026-04-09 05:31:06,137 [INFO]   [Granger] F1=0.629 SHD=46 AUROC=0.596 time=0.29s
2026-04-09 05:31:06,143 [INFO] Dataset 31/50 — 38 true edges
2026-04-09 05:31:06,143 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:31:06,707 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:07,089 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:07,494 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:07,733 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:08,155 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:08,400 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:08,845 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:09,095 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:09,512 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:09,832 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:10,239 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:10,493 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:10,963 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:11,211 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:11,690 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:11,932 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:12,332 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:12,580 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:13,054 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:13,295 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:13,295 [INFO]   10/90 pairs done
2026-04-09 05:31:13,826 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:14,075 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:14,478 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:14,723 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:15,128 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:15,375 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:15,778 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:16,028 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:16,489 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:16,733 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:17,141 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:17,386 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:17,836 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:18,078 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:18,492 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:18,742 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:19,188 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:19,436 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:19,835 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:20,076 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:20,076 [INFO]   20/90 pairs done
2026-04-09 05:31:20,479 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:20,722 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:21,127 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:21,376 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:21,853 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:22,100 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:22,519 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:22,768 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:23,167 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:23,410 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:23,823 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:24,069 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:24,474 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:24,721 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:25,122 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:25,363 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:25,765 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:26,009 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:26,415 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:26,654 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:26,654 [INFO]   30/90 pairs done
2026-04-09 05:31:27,055 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:27,302 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:27,769 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:28,015 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:28,417 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:28,664 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:29,068 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:29,312 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:29,719 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:29,961 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:30,358 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:30,610 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:31,011 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:31,262 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:31,666 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:31,910 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:32,307 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:32,549 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:32,953 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:33,196 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:33,196 [INFO]   40/90 pairs done
2026-04-09 05:31:33,597 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:33,841 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:34,246 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:34,491 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:34,894 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:35,142 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:35,613 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:35,856 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:36,255 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:36,499 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:36,902 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:37,148 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:37,552 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:37,798 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:38,199 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:38,449 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:38,852 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:39,096 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:39,502 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:39,746 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:39,746 [INFO]   50/90 pairs done
2026-04-09 05:31:40,155 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:40,403 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:40,806 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:41,048 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:41,455 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:41,783 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:42,184 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:42,424 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:42,829 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:43,076 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:43,476 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:43,729 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:44,130 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:44,370 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:44,776 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:45,022 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:45,422 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:45,663 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:46,066 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:46,310 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:46,310 [INFO]   60/90 pairs done
2026-04-09 05:31:46,710 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:46,960 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:47,362 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:47,609 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:48,010 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:48,255 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:48,656 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:48,899 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:49,314 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:49,627 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:50,029 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:50,269 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:50,682 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:50,928 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:51,331 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:51,579 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:51,980 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:52,220 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:52,624 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:52,870 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:52,871 [INFO]   70/90 pairs done
2026-04-09 05:31:53,275 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:53,517 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:53,916 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:54,164 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:54,572 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:54,837 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:55,241 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:55,484 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:55,955 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:56,197 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:56,600 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:56,846 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:57,256 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:57,507 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:57,908 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:58,150 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:58,550 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:58,797 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:59,241 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:59,486 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:31:59,486 [INFO]   80/90 pairs done
2026-04-09 05:31:59,944 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:00,187 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:00,591 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:00,836 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:01,244 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:01,484 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:01,886 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:02,125 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:02,526 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:02,773 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:03,173 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:03,418 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:03,888 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:04,135 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:04,580 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:04,828 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:05,238 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:05,483 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:05,953 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:06,194 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:06,194 [INFO]   90/90 pairs done
2026-04-09 05:32:06,194 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:32:06,202 [INFO]   [TCPFN] F1=0.386 SHD=35 AUROC=0.579 time=60.06s
2026-04-09 05:32:06,447 [INFO]   [Granger] F1=0.548 SHD=56 AUROC=0.518 time=0.24s
2026-04-09 05:32:06,453 [INFO] Dataset 32/50 — 35 true edges
2026-04-09 05:32:06,453 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:32:07,313 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:09,857 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:11,363 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:11,773 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:13,559 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:14,290 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:14,290 [INFO]   10/90 pairs done
2026-04-09 05:32:15,130 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:15,876 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:16,283 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:16,538 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:17,318 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:17,731 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:17,985 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:18,395 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:18,651 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:19,346 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:19,766 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:20,092 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:21,381 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:21,765 [INFO]   20/90 pairs done
2026-04-09 05:32:23,281 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:25,994 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:28,653 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:29,063 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:29,319 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:29,319 [INFO]   30/90 pairs done
2026-04-09 05:32:30,037 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:34,659 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:35,288 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:35,889 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:36,587 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:36,587 [INFO]   40/90 pairs done
2026-04-09 05:32:37,201 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:37,832 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:38,464 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:39,091 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:39,708 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:40,125 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:40,380 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:40,801 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:41,060 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:41,498 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:41,755 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:42,239 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:42,495 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:42,908 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:43,170 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:43,170 [INFO]   50/90 pairs done
2026-04-09 05:32:43,585 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:43,844 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:44,268 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:44,525 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:44,940 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:45,193 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:45,606 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:45,865 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:48,680 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:50,646 [INFO]   60/90 pairs done
2026-04-09 05:32:53,826 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:56,787 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:32:57,202 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:32:58,357 [INFO]   70/90 pairs done
2026-04-09 05:33:00,816 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:01,510 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:02,206 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:02,902 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:03,633 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:04,328 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:05,106 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:05,868 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:05,868 [INFO]   80/90 pairs done
2026-04-09 05:33:06,563 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:06,988 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:07,316 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:07,767 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:08,024 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:08,497 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:08,754 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:09,165 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:09,421 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:09,838 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:10,098 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:10,510 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:10,791 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:11,198 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:11,499 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:11,908 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:12,169 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:12,632 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:12,887 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:12,887 [INFO]   90/90 pairs done
2026-04-09 05:33:12,887 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:33:12,895 [INFO]   [TCPFN] F1=0.150 SHD=34 AUROC=0.663 time=66.44s
2026-04-09 05:33:13,141 [INFO]   [Granger] F1=0.565 SHD=54 AUROC=0.786 time=0.24s
2026-04-09 05:33:13,147 [INFO] Dataset 33/50 — 35 true edges
2026-04-09 05:33:13,147 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:33:13,652 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:13,942 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:14,327 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:14,533 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:14,942 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:15,193 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:15,602 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:15,851 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:16,261 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:16,514 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:16,982 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:17,230 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:17,639 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:17,892 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:18,306 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:18,558 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:18,961 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:19,208 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:19,671 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:19,951 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:19,951 [INFO]   10/90 pairs done
2026-04-09 05:33:20,367 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:20,531 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:20,984 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:21,236 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:21,689 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:22,010 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:22,470 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:22,718 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:23,184 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:23,430 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:23,895 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:24,147 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:24,602 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:24,849 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:25,382 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:25,628 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:26,107 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:26,353 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:26,773 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:26,976 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:26,976 [INFO]   20/90 pairs done
2026-04-09 05:33:27,486 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:27,730 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:28,256 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:28,500 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:29,030 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:29,283 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:29,738 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:29,983 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:30,446 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:30,696 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:31,149 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:31,398 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:31,873 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:32,118 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:32,524 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:32,794 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:33,174 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:33,382 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:33,769 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:33,974 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:33,974 [INFO]   30/90 pairs done
2026-04-09 05:33:34,420 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:34,670 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:35,076 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:35,329 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:35,736 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:35,983 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:36,390 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:36,645 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:37,119 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:37,369 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:37,776 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:38,022 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:38,432 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:38,686 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:39,076 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:39,284 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:39,666 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:39,874 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:40,292 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:40,542 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:40,542 [INFO]   40/90 pairs done
2026-04-09 05:33:40,951 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:41,207 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:41,613 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:41,863 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:42,272 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:42,526 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:43,005 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:43,309 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:43,718 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:43,966 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:44,380 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:44,632 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:45,015 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:45,227 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:45,605 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:45,814 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:46,216 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:46,464 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:46,870 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:47,125 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:47,125 [INFO]   50/90 pairs done
2026-04-09 05:33:47,537 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:47,787 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:48,199 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:48,449 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:48,857 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:49,108 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:49,515 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:49,763 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:33:50,175 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:50,426 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:50,881 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:51,090 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:51,471 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:51,683 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:52,093 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:52,345 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:52,770 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:53,024 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:53,435 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:53,689 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:53,689 [INFO]   60/90 pairs done
2026-04-09 05:33:54,102 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:54,358 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:54,769 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:55,019 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:55,430 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:55,678 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:56,085 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:56,339 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:56,724 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:57,003 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:57,383 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:57,590 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:57,996 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:58,253 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:58,660 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:58,910 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:59,318 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:59,571 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:33:59,978 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:00,227 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:00,227 [INFO]   70/90 pairs done
2026-04-09 05:34:00,640 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:00,894 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:01,301 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:01,554 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:01,961 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:02,212 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:02,594 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:02,804 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:03,188 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:03,395 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:03,800 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:04,052 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:04,460 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:04,780 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:05,195 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:05,448 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:05,858 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:06,114 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:06,530 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:06,784 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:06,784 [INFO]   80/90 pairs done
2026-04-09 05:34:07,200 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:07,449 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:07,870 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:08,117 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:08,501 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:08,712 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:09,096 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:09,304 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:09,716 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:09,968 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:10,390 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:10,644 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:11,124 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:11,378 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:11,795 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:12,044 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:12,459 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:12,710 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:13,127 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:13,380 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:13,380 [INFO]   90/90 pairs done
2026-04-09 05:34:13,380 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:34:13,388 [INFO]   [TCPFN] F1=0.158 SHD=32 AUROC=0.629 time=60.24s
2026-04-09 05:34:13,633 [INFO]   [Granger] F1=0.525 SHD=56 AUROC=0.742 time=0.24s
2026-04-09 05:34:13,639 [INFO] Dataset 34/50 — 36 true edges
2026-04-09 05:34:13,639 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:34:14,173 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:14,872 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:15,575 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:16,267 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:16,963 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:17,668 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:18,478 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:19,171 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:19,942 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:20,667 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:20,919 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:20,919 [INFO]   10/90 pairs done
2026-04-09 05:34:21,321 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:21,569 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:21,982 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:22,226 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:22,632 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:22,881 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:23,290 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:23,528 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:23,935 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:24,183 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:24,591 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:24,840 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:25,246 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:25,496 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:25,902 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:26,222 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:26,633 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:27,363 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:27,642 [INFO]   20/90 pairs done
2026-04-09 05:34:28,070 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:28,759 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:29,466 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:30,162 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:30,880 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:31,569 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:32,267 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:32,969 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:33,218 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:33,626 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:34,395 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:34,745 [INFO]   30/90 pairs done
2026-04-09 05:34:35,168 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:35,875 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:36,117 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:36,524 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:37,265 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:37,511 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:37,914 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:38,668 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:38,911 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:39,315 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:39,562 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:39,971 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:40,221 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:40,627 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:40,872 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:41,350 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:41,597 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:41,597 [INFO]   40/90 pairs done
2026-04-09 05:34:41,998 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:42,239 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:42,647 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:42,896 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:43,327 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:43,574 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:43,979 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:44,225 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:44,640 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:44,889 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:45,291 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:45,540 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:34:45,951 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:46,664 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:47,367 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:48,059 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:48,329 [INFO]   50/90 pairs done
2026-04-09 05:34:48,760 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:49,540 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:50,260 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:50,971 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:51,678 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:52,376 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:53,071 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:53,774 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:54,461 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:55,167 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:55,433 [INFO]   60/90 pairs done
2026-04-09 05:34:55,941 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:56,662 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:57,370 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:58,086 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:58,779 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:59,029 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:34:59,430 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:00,170 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:00,868 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:01,550 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:02,273 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:02,545 [INFO]   70/90 pairs done
2026-04-09 05:35:02,966 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:03,219 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:03,627 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:04,436 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:05,158 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:05,861 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:06,563 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:07,269 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:07,965 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:08,205 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:08,613 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:09,376 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:09,657 [INFO]   80/90 pairs done
2026-04-09 05:35:10,076 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:10,769 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:11,087 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:11,498 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:12,185 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:12,882 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:13,130 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:13,537 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:13,782 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:14,181 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:14,860 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:15,110 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:15,539 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:16,264 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:16,549 [INFO]   90/90 pairs done
2026-04-09 05:35:16,549 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:35:16,569 [INFO]   [TCPFN] F1=0.311 SHD=31 AUROC=0.681 time=62.93s
2026-04-09 05:35:16,815 [INFO]   [Granger] F1=0.537 SHD=57 AUROC=0.509 time=0.24s
2026-04-09 05:35:16,821 [INFO] Dataset 35/50 — 39 true edges
2026-04-09 05:35:16,821 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:35:17,358 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:17,599 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:17,936 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:18,100 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:18,582 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:18,822 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:19,288 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:19,534 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:19,942 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:20,186 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:20,599 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:20,845 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:21,178 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:21,368 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:21,703 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:21,868 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:22,302 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:22,548 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:23,003 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:23,245 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:23,245 [INFO]   10/90 pairs done
2026-04-09 05:35:23,636 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:23,802 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:24,297 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:24,615 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:25,079 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:25,395 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:25,865 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:26,112 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:26,589 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:26,833 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:27,210 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:27,375 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:27,767 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:27,934 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:28,409 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:28,674 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:29,122 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:29,366 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:29,869 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:30,108 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:30,108 [INFO]   20/90 pairs done
2026-04-09 05:35:30,576 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:30,808 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:31,367 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:31,611 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:32,059 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:32,349 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:32,843 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:33,083 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:33,462 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:33,698 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:34,102 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:34,268 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:34,783 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:35,024 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:35,556 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:35,805 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:36,301 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:36,590 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:36,968 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:37,132 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:37,132 [INFO]   30/90 pairs done
2026-04-09 05:35:37,676 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:37,924 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:38,374 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:38,771 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:39,228 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:39,598 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:39,981 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:40,166 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:40,705 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:40,870 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:41,465 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:41,741 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:42,243 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:42,487 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:42,990 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:43,235 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:43,682 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:43,926 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:44,375 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:44,671 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:44,671 [INFO]   40/90 pairs done
2026-04-09 05:35:45,122 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:45,412 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:45,884 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:46,130 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:46,538 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:46,702 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:47,111 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:47,276 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:47,733 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:48,051 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:48,567 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:48,858 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:49,385 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:49,656 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:50,078 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:50,242 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:50,705 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:51,003 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:51,457 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:51,702 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:51,702 [INFO]   50/90 pairs done
2026-04-09 05:35:52,199 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:52,443 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:53,003 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:53,168 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:53,590 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:53,798 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:54,253 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:54,569 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:35:55,041 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:55,333 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:55,875 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:56,179 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:56,556 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:56,720 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:57,259 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:57,500 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:58,002 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:58,256 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:58,893 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:59,137 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:59,138 [INFO]   60/90 pairs done
2026-04-09 05:35:59,591 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:35:59,760 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:00,141 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:00,306 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:00,816 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:01,060 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:01,529 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:01,771 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:02,224 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:02,463 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:02,844 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:03,010 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:03,456 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:03,692 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:04,213 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:04,453 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:04,905 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:05,146 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:05,594 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:05,835 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:05,835 [INFO]   70/90 pairs done
2026-04-09 05:36:06,232 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:06,396 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:06,898 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:07,164 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:07,684 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:07,923 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:08,380 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:08,660 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:09,129 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:09,294 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:09,771 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:10,007 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:10,476 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:10,789 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:11,260 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:11,535 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:11,976 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:12,216 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:12,663 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:12,830 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:12,830 [INFO]   80/90 pairs done
2026-04-09 05:36:13,290 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:13,598 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:14,001 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:14,245 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:14,735 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:14,977 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:15,310 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:15,475 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:15,873 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:16,116 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:16,523 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:16,766 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:17,173 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:17,418 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:17,818 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:18,062 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:18,399 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:18,638 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:18,973 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:19,137 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:19,138 [INFO]   90/90 pairs done
2026-04-09 05:36:19,138 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:36:19,145 [INFO]   [TCPFN] F1=0.196 SHD=41 AUROC=0.550 time=62.32s
2026-04-09 05:36:19,391 [INFO]   [Granger] F1=0.594 SHD=52 AUROC=0.526 time=0.24s
2026-04-09 05:36:19,397 [INFO] Dataset 36/50 — 41 true edges
2026-04-09 05:36:19,397 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:36:19,975 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:20,226 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:20,639 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:20,883 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:21,284 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:21,529 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:21,900 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:22,102 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:22,473 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:22,636 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:23,035 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:23,277 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:23,690 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:23,934 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:24,335 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:24,592 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:25,034 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:25,196 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:25,651 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:25,897 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:25,898 [INFO]   10/90 pairs done
2026-04-09 05:36:26,373 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:26,615 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:27,076 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:27,329 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:27,748 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:27,915 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:28,340 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:28,505 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:28,960 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:29,233 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:29,694 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:29,940 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:30,394 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:30,641 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:31,142 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:31,307 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:31,711 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:32,035 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:32,443 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:32,692 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:32,692 [INFO]   20/90 pairs done
2026-04-09 05:36:33,230 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:33,479 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:33,852 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:34,057 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:34,430 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:34,596 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:34,993 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:35,240 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:35,641 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:35,968 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:36,376 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:36,624 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:37,078 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:37,240 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:37,654 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:37,900 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:38,303 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:38,564 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:39,006 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:39,321 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:39,321 [INFO]   30/90 pairs done
2026-04-09 05:36:39,695 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:39,898 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:40,272 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:40,438 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:40,838 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:41,082 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:41,493 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:41,743 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:42,148 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:42,396 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:42,767 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:42,932 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:43,382 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:43,627 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:44,073 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:44,314 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:44,761 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:45,007 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:45,485 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:45,726 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:45,726 [INFO]   40/90 pairs done
2026-04-09 05:36:46,168 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:46,331 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:46,783 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:47,095 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:47,541 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:47,784 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:48,232 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:48,485 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:48,978 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:49,143 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:49,595 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:49,841 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:50,290 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:50,565 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:51,010 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:51,254 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:51,700 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:51,942 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:52,422 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:52,621 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:52,621 [INFO]   50/90 pairs done
2026-04-09 05:36:53,069 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:53,311 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:53,896 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:54,141 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:54,672 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:54,950 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:55,358 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:55,530 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:36:55,976 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:56,220 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:56,701 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:57,379 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:57,639 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:58,044 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:58,737 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:59,341 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:36:59,666 [INFO]   60/90 pairs done
2026-04-09 05:37:00,091 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:00,354 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:00,756 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:01,001 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:01,381 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:02,143 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:02,400 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:02,810 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:03,053 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:03,494 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:03,750 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:04,154 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:04,397 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:04,781 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:04,984 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:05,418 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:05,582 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:06,049 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:06,293 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:06,293 [INFO]   70/90 pairs done
2026-04-09 05:37:06,754 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:07,024 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:07,429 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:07,594 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:08,086 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:08,332 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:08,733 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:08,978 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:09,379 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:09,622 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:10,026 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:10,276 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:10,674 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:10,839 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:11,210 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:11,375 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:11,833 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:12,160 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:12,562 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:12,808 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:12,808 [INFO]   80/90 pairs done
2026-04-09 05:37:13,205 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:13,369 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:13,818 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:14,061 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:14,509 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:14,749 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:15,197 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:15,436 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:15,965 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:16,210 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:16,658 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:16,884 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:17,297 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:17,463 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:17,907 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:18,168 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:18,666 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:18,990 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:19,609 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:19,851 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:19,851 [INFO]   90/90 pairs done
2026-04-09 05:37:19,851 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:37:19,859 [INFO]   [TCPFN] F1=0.240 SHD=38 AUROC=0.705 time=60.46s
2026-04-09 05:37:20,106 [INFO]   [Granger] F1=0.605 SHD=51 AUROC=0.590 time=0.25s
2026-04-09 05:37:20,112 [INFO] Dataset 37/50 — 28 true edges
2026-04-09 05:37:20,112 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:37:20,914 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:21,593 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:22,220 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:22,922 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:23,586 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:24,197 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:24,862 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:25,578 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:26,193 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:26,795 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:26,795 [INFO]   10/90 pairs done
2026-04-09 05:37:27,398 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:28,016 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:28,662 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:29,250 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:29,846 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:30,545 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:31,232 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:31,886 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:32,482 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:33,079 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:33,079 [INFO]   20/90 pairs done
2026-04-09 05:37:33,683 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:34,280 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:34,963 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:35,605 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:36,279 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:36,875 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:37,552 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:39,755 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:40,033 [INFO]   30/90 pairs done
2026-04-09 05:37:40,472 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:41,175 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:41,894 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:44,161 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:37:45,254 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:45,918 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:46,649 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:47,259 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:47,259 [INFO]   40/90 pairs done
2026-04-09 05:37:47,880 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:48,475 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:49,104 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:49,704 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:50,306 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:50,710 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:50,977 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:51,453 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:51,770 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:52,174 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:52,490 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:52,947 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:53,201 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:53,605 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:53,877 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:53,877 [INFO]   50/90 pairs done
2026-04-09 05:37:54,305 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:54,557 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:55,027 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:55,277 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:55,709 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:56,007 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:56,420 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:37:56,674 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:01,097 [INFO]   60/90 pairs done
2026-04-09 05:38:03,801 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:04,050 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:04,458 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:04,705 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:05,149 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:05,429 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:05,867 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:06,673 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:07,371 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:08,071 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:08,321 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:08,321 [INFO]   70/90 pairs done
2026-04-09 05:38:08,725 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:08,982 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:09,390 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:10,079 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:10,331 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:10,749 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:11,000 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:11,414 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:12,168 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:12,415 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:12,821 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:13,561 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:14,282 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:15,029 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:15,303 [INFO]   80/90 pairs done
2026-04-09 05:38:15,763 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:16,462 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:16,711 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:17,116 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:17,366 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:17,769 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:18,013 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:18,424 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:18,676 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:19,081 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:19,327 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:19,731 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:19,975 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:20,386 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:20,654 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:21,061 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:21,400 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:21,813 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:22,062 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:22,062 [INFO]   90/90 pairs done
2026-04-09 05:38:22,062 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:38:22,070 [INFO]   [TCPFN] F1=0.511 SHD=23 AUROC=0.718 time=61.96s
2026-04-09 05:38:22,315 [INFO]   [Granger] F1=0.462 SHD=63 AUROC=0.500 time=0.24s
2026-04-09 05:38:22,322 [INFO] Dataset 38/50 — 43 true edges
2026-04-09 05:38:22,322 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:38:22,860 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:23,102 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:23,511 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:23,754 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:24,166 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:24,408 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:24,820 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:25,072 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:25,485 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:25,733 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:26,145 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:26,401 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:26,809 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:27,052 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:27,459 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:27,706 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:28,111 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:28,358 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:28,772 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:29,023 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:29,023 [INFO]   10/90 pairs done
2026-04-09 05:38:29,432 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:29,679 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:30,164 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:30,414 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:30,826 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:31,070 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:31,479 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:31,732 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:32,142 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:32,394 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:32,803 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:33,052 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:33,458 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:33,698 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:34,102 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:34,352 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:34,766 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:35,019 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:35,432 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:35,679 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:35,680 [INFO]   20/90 pairs done
2026-04-09 05:38:36,166 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:36,413 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:36,827 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:37,079 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:37,490 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:37,742 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:38,152 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:38,405 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:38,815 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:39,064 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:39,484 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:39,729 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:40,138 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:40,386 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:40,797 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:41,050 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:41,459 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:41,705 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:42,122 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:42,367 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:42,368 [INFO]   30/90 pairs done
2026-04-09 05:38:42,785 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:43,037 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:43,450 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:43,700 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:44,216 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:44,468 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:44,900 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:45,144 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:45,602 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:45,844 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:46,260 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:38:46,507 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:46,919 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:47,195 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:47,607 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:47,903 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:48,310 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:48,555 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:48,972 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:49,221 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:49,221 [INFO]   40/90 pairs done
2026-04-09 05:38:49,638 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:49,889 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:50,364 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:50,686 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:51,135 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:51,383 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:51,848 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:52,094 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:52,500 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:52,785 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:53,191 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:53,478 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:53,891 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:54,189 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:54,607 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:54,852 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:55,261 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:55,510 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:55,946 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:56,248 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:56,248 [INFO]   50/90 pairs done
2026-04-09 05:38:56,658 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:56,908 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:57,360 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:57,609 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:58,012 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:58,276 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:58,686 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:59,038 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:38:59,666 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:00,291 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:00,927 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:01,523 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:02,193 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:02,791 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:02,792 [INFO]   60/90 pairs done
2026-04-09 05:39:03,441 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:04,056 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:04,685 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:05,355 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:05,954 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:06,640 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:07,276 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:07,908 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:08,571 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:09,239 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:09,239 [INFO]   70/90 pairs done
2026-04-09 05:39:09,885 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:10,497 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:11,215 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:11,975 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:12,664 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:13,526 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:14,215 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:14,905 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:15,600 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:16,287 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:16,287 [INFO]   80/90 pairs done
2026-04-09 05:39:17,002 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:17,414 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:17,686 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:18,094 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:18,395 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:18,822 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:19,082 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:19,572 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:19,822 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:20,259 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:20,510 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:20,946 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:21,197 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:21,652 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:21,904 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:22,357 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:22,605 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:23,008 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:23,283 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:23,283 [INFO]   90/90 pairs done
2026-04-09 05:39:23,283 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:39:23,291 [INFO]   [TCPFN] F1=0.170 SHD=39 AUROC=0.545 time=60.97s
2026-04-09 05:39:23,536 [INFO]   [Granger] F1=0.615 SHD=50 AUROC=0.500 time=0.24s
2026-04-09 05:39:23,542 [INFO] Dataset 39/50 — 36 true edges
2026-04-09 05:39:23,542 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:39:26,650 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:27,344 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:29,272 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:29,971 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:30,676 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:30,930 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:30,931 [INFO]   10/90 pairs done
2026-04-09 05:39:31,342 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:31,590 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:32,311 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:33,060 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:33,498 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:33,746 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:34,453 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:35,227 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:35,924 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:36,662 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:37,076 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:37,389 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:37,804 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:38,080 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:38,080 [INFO]   20/90 pairs done
2026-04-09 05:39:38,497 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:38,809 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:39,290 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:39,539 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:40,010 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:40,265 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:40,727 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:40,976 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:41,410 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:41,663 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:42,071 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:42,365 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:42,776 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:43,026 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:43,504 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:43,754 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:44,516 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:45,222 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:45,222 [INFO]   30/90 pairs done
2026-04-09 05:39:45,919 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:46,331 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:46,586 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:47,273 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:47,957 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:48,438 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:48,677 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:49,433 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:49,844 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:50,212 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:50,626 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:50,888 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:51,300 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:51,550 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:51,993 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:52,242 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:52,242 [INFO]   40/90 pairs done
2026-04-09 05:39:52,656 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:52,912 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:53,324 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:53,572 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:54,017 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:54,270 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:54,677 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:54,962 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:55,371 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:55,657 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:56,070 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:56,317 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:57,024 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:57,441 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:57,692 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:58,116 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:58,454 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:59,148 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:39:59,148 [INFO]   50/90 pairs done
2026-04-09 05:39:59,554 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:39:59,799 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:00,272 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:00,529 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:00,950 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:01,210 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:01,617 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:01,872 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:02,347 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:02,592 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:03,056 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:03,305 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:03,789 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:04,039 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:04,495 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:04,742 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:05,271 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:05,518 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:05,929 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:06,189 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:06,189 [INFO]   60/90 pairs done
2026-04-09 05:40:06,597 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:06,887 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:07,285 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:07,523 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:07,929 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:08,190 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:08,605 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:08,849 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:09,307 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:09,558 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:10,024 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:10,268 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:10,721 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:10,973 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:11,431 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:11,682 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:12,093 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:12,353 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:12,761 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:13,035 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:13,035 [INFO]   70/90 pairs done
2026-04-09 05:40:13,509 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:13,748 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:14,155 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:14,479 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:14,956 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:15,205 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:15,721 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:15,974 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:16,470 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:16,714 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:17,215 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:17,465 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:17,987 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:18,236 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:18,708 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:18,960 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:19,420 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:19,672 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:20,241 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:20,489 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:20,490 [INFO]   80/90 pairs done
2026-04-09 05:40:20,954 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:21,205 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:21,900 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:22,625 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:23,440 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:23,879 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:24,132 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:24,876 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:25,568 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:26,293 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:26,988 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:27,401 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:27,636 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:27,636 [INFO]   90/90 pairs done
2026-04-09 05:40:27,637 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:40:27,645 [INFO]   [TCPFN] F1=0.244 SHD=31 AUROC=0.656 time=64.10s
2026-04-09 05:40:27,891 [INFO]   [Granger] F1=0.525 SHD=58 AUROC=0.535 time=0.25s
2026-04-09 05:40:27,897 [INFO] Dataset 40/50 — 46 true edges
2026-04-09 05:40:27,897 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:40:28,421 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:28,665 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:29,063 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:29,377 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:29,780 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:30,074 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:30,476 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:30,723 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:31,127 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:31,378 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:31,794 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:32,038 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:32,482 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:32,726 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:33,171 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:33,423 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:33,832 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:34,083 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:34,541 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:34,789 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:34,789 [INFO]   10/90 pairs done
2026-04-09 05:40:35,247 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:35,491 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:36,021 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:36,269 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:36,737 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:37,023 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:37,764 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:38,227 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:38,472 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:38,949 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:40:39,195 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:39,683 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:39,928 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:40,667 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:41,124 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:41,365 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:41,827 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:42,070 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:42,070 [INFO]   20/90 pairs done
2026-04-09 05:40:42,529 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:42,775 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:43,241 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:43,490 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:43,958 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:44,210 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:44,736 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:44,981 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:45,444 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:45,689 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:46,149 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:46,396 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:46,860 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:47,109 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:47,594 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:47,837 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:48,310 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:48,552 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:49,008 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:49,254 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:49,254 [INFO]   30/90 pairs done
2026-04-09 05:40:49,716 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:49,964 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:50,431 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:50,687 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:51,218 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:51,463 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:51,923 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:52,169 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:52,634 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:52,878 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:53,339 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:53,585 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:53,984 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:54,227 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:54,627 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:54,869 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:55,271 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:55,515 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:55,917 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:56,161 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:56,161 [INFO]   40/90 pairs done
2026-04-09 05:40:56,565 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:56,818 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:57,217 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:57,462 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:57,858 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:58,105 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:58,504 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:58,748 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:59,219 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:59,467 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:40:59,928 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:00,173 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:00,698 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:00,952 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:01,408 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:01,654 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:02,118 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:02,364 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:02,832 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:03,083 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:03,083 [INFO]   50/90 pairs done
2026-04-09 05:41:03,544 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:03,786 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:04,249 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:04,496 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:04,956 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:05,202 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:05,665 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:05,984 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:06,438 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:06,679 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:07,155 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:41:07,401 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:07,861 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:41:08,111 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:08,603 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:08,848 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:09,311 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:41:09,557 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:10,085 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:10,339 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:10,339 [INFO]   60/90 pairs done
2026-04-09 05:41:10,803 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:41:11,050 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:11,511 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:41:11,760 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:12,220 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:41:12,465 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:12,865 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:13,105 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:13,502 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:13,744 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:14,149 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:14,479 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:14,879 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:15,121 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:15,526 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:15,773 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:16,177 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:16,438 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:16,839 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:17,201 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:17,201 [INFO]   70/90 pairs done
2026-04-09 05:41:17,606 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:17,921 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:18,386 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:18,636 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:19,112 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:19,358 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:19,764 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:20,005 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:20,463 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:20,707 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:21,228 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:21,470 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:21,876 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:22,180 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:22,592 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:22,843 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:23,255 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:23,540 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:23,972 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:24,219 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:24,219 [INFO]   80/90 pairs done
2026-04-09 05:41:24,664 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:24,912 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:25,419 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:25,661 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:26,178 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:26,422 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:26,924 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:27,170 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:27,636 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:27,878 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:28,388 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:28,635 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:29,147 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:29,402 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:30,063 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:30,311 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:30,812 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:31,059 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:31,517 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:31,764 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:31,764 [INFO]   90/90 pairs done
2026-04-09 05:41:31,764 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:41:31,772 [INFO]   [TCPFN] F1=0.189 SHD=43 AUROC=0.435 time=63.87s
2026-04-09 05:41:32,017 [INFO]   [Granger] F1=0.647 SHD=47 AUROC=0.477 time=0.24s
2026-04-09 05:41:32,023 [INFO] Dataset 41/50 — 33 true edges
2026-04-09 05:41:32,024 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:41:32,750 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:41:38,865 [INFO]   10/90 pairs done
2026-04-09 05:41:44,724 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:45,471 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:45,744 [INFO]   20/90 pairs done
2026-04-09 05:41:46,177 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:46,424 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:41:46,898 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:47,575 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:48,297 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:48,978 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:49,657 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:50,394 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:51,338 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:51,939 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:52,530 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:52,531 [INFO]   30/90 pairs done
2026-04-09 05:41:53,150 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:53,782 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:54,423 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:55,073 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:55,674 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:56,273 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:41:58,957 [INFO]   40/90 pairs done
2026-04-09 05:42:00,857 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:02,551 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:03,252 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:03,968 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:04,666 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:05,463 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:05,734 [INFO]   50/90 pairs done
2026-04-09 05:42:06,162 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:06,875 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:07,583 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:08,263 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:12,391 [INFO]   60/90 pairs done
2026-04-09 05:42:14,868 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:15,557 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:16,259 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:16,974 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:17,673 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:18,388 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:19,067 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:19,478 [INFO]   70/90 pairs done
2026-04-09 05:42:19,953 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:20,666 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:26,521 [INFO]   80/90 pairs done
2026-04-09 05:42:27,863 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:28,532 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:32,458 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:33,077 [INFO]   90/90 pairs done
2026-04-09 05:42:33,077 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:42:33,085 [INFO]   [TCPFN] F1=0.449 SHD=27 AUROC=0.658 time=61.06s
2026-04-09 05:42:33,354 [INFO]   [Granger] F1=0.525 SHD=58 AUROC=0.500 time=0.27s
2026-04-09 05:42:33,361 [INFO] Dataset 42/50 — 33 true edges
2026-04-09 05:42:33,361 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:42:33,861 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:34,067 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:34,468 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:34,783 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:35,188 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:35,437 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:35,838 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:36,090 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:36,491 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:36,745 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:37,154 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:37,399 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:37,775 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:37,981 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:38,390 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:38,648 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:39,021 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:39,228 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:39,683 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:39,933 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:39,933 [INFO]   10/90 pairs done
2026-04-09 05:42:40,395 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:40,643 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:41,098 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:41,346 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:41,797 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:42,045 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:42,497 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:42,813 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:43,268 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:43,513 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:43,936 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:44,142 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:44,594 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:44,877 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:45,301 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:45,506 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:46,140 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:46,697 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:46,697 [INFO]   20/90 pairs done
2026-04-09 05:42:47,344 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:47,980 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:48,580 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:49,311 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:49,923 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:50,522 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:51,105 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:51,507 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:51,757 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:52,180 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:52,389 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:52,792 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:53,041 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:53,041 [INFO]   30/90 pairs done
2026-04-09 05:42:53,449 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:53,699 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:54,167 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:54,437 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:54,837 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:55,084 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:55,460 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:55,693 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:56,104 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:56,361 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:56,806 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:57,017 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:42:57,422 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:57,674 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:58,055 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:58,267 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:58,738 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:58,988 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:59,396 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:59,649 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:42:59,649 [INFO]   40/90 pairs done
2026-04-09 05:43:00,052 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:00,306 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:00,709 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:00,955 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:01,335 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:01,542 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:01,948 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:02,203 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:02,651 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:02,860 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:03,298 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:03,545 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:03,940 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:04,147 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:04,549 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:04,798 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:05,203 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:05,452 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:05,858 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:06,107 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:06,107 [INFO]   50/90 pairs done
2026-04-09 05:43:06,507 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:06,769 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:07,154 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:07,362 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:07,762 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:08,013 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:08,386 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:08,598 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:08,998 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:09,249 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:09,641 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:09,850 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:10,319 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:10,571 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:10,974 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:11,225 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:11,628 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:11,876 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:12,281 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:12,541 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:12,541 [INFO]   60/90 pairs done
2026-04-09 05:43:12,918 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:13,124 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:13,530 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:13,783 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:14,159 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:14,368 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:14,815 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:15,061 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:15,493 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:15,702 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:16,158 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:16,472 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:16,926 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:17,172 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:17,618 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:17,866 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:18,321 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:18,567 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:19,013 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:19,256 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:19,256 [INFO]   70/90 pairs done
2026-04-09 05:43:19,704 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:19,951 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:20,369 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:20,574 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:21,025 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:21,275 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:21,698 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:21,909 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:22,364 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:22,612 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:23,066 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:23,317 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:23,770 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:24,020 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:24,479 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:24,794 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:25,248 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:25,491 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:25,940 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:26,157 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:26,157 [INFO]   80/90 pairs done
2026-04-09 05:43:26,582 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:26,831 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:27,276 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:27,541 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:28,023 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:28,230 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:28,737 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:28,984 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:29,431 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:29,729 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:30,177 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:30,424 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:30,959 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:31,207 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:31,775 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:32,020 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:32,433 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:32,637 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:33,112 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:33,362 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:33,362 [INFO]   90/90 pairs done
2026-04-09 05:43:33,362 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:43:33,370 [INFO]   [TCPFN] F1=0.233 SHD=33 AUROC=0.549 time=60.01s
2026-04-09 05:43:33,615 [INFO]   [Granger] F1=0.525 SHD=58 AUROC=0.582 time=0.24s
2026-04-09 05:43:33,621 [INFO] Dataset 43/50 — 26 true edges
2026-04-09 05:43:33,621 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:43:34,229 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:34,485 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:34,974 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:35,229 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:35,641 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:35,897 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:36,316 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:36,569 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:37,040 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:37,297 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:37,813 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:38,068 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:38,481 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:38,795 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:39,209 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:39,464 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:39,891 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:40,213 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:40,629 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:40,916 [INFO]   10/90 pairs done
2026-04-09 05:43:41,379 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:42,179 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:42,437 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:42,883 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:43,581 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:44,365 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:44,632 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:45,111 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:45,919 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:46,678 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:46,934 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:47,416 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:47,667 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:48,080 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:48,336 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:48,336 [INFO]   20/90 pairs done
2026-04-09 05:43:49,079 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:49,491 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:49,750 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:50,164 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:50,421 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:50,845 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:51,101 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:51,543 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:51,801 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:52,505 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:53,197 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:43:53,663 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:53,933 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:54,345 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:54,603 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:55,025 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:55,357 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:55,357 [INFO]   30/90 pairs done
2026-04-09 05:43:55,839 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:56,107 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:56,520 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:56,776 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:57,258 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:57,510 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:57,924 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:58,189 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:58,612 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:58,870 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:59,351 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:43:59,605 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:01,600 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:02,833 [INFO]   40/90 pairs done
2026-04-09 05:44:03,344 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:04,389 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:05,860 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:07,065 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:07,773 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:08,475 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:09,180 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:09,908 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:10,171 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:10,171 [INFO]   50/90 pairs done
2026-04-09 05:44:10,590 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:10,845 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:11,325 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:12,074 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:12,332 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:12,746 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:13,474 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:13,729 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:14,145 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:14,413 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:14,831 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:15,096 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:15,519 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:15,776 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:16,205 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:16,460 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:16,876 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:17,209 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:17,209 [INFO]   60/90 pairs done
2026-04-09 05:44:17,636 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:18,024 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:18,441 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:18,697 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:19,159 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:19,418 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:20,170 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:20,872 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:21,567 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:22,270 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:23,052 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:23,467 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:23,773 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:24,480 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:24,480 [INFO]   70/90 pairs done
2026-04-09 05:44:25,282 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:25,988 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:26,821 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:27,575 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:28,343 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:29,069 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:29,771 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:30,208 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:30,462 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:31,157 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:31,878 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:31,879 [INFO]   80/90 pairs done
2026-04-09 05:44:32,638 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:33,243 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:33,920 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:34,522 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:35,122 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:35,736 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:36,337 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:36,940 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:37,540 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:38,146 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:38,146 [INFO]   90/90 pairs done
2026-04-09 05:44:38,146 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:44:38,154 [INFO]   [TCPFN] F1=0.424 SHD=19 AUROC=0.765 time=64.53s
2026-04-09 05:44:38,400 [INFO]   [Granger] F1=0.472 SHD=56 AUROC=0.929 time=0.24s
2026-04-09 05:44:38,406 [INFO] Dataset 44/50 — 35 true edges
2026-04-09 05:44:38,406 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:44:38,948 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:39,202 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:39,633 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:39,881 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:40,306 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:40,562 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:40,972 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:41,225 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:41,702 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:41,953 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:42,363 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:42,681 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:43,090 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:43,389 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:43,812 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:44,061 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:44,474 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:44,719 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:45,129 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:45,388 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:45,388 [INFO]   10/90 pairs done
2026-04-09 05:44:45,817 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:46,068 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:46,487 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:46,739 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:47,185 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:47,441 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:47,869 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:48,190 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:48,601 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:48,886 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:49,295 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:49,569 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:49,982 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:50,284 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:50,736 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:50,987 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:51,482 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:51,738 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:52,162 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:52,478 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:52,479 [INFO]   20/90 pairs done
2026-04-09 05:44:52,888 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:53,157 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:53,568 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:53,822 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:54,245 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:54,613 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:55,022 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:55,279 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:55,714 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:55,964 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:56,385 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:56,704 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:57,180 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:57,430 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:57,884 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:58,139 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:58,675 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:58,937 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:59,348 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:44:59,598 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:44:59,598 [INFO]   30/90 pairs done
2026-04-09 05:45:00,014 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:00,278 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:00,689 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:00,942 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:01,361 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:01,615 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:02,053 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:02,326 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:02,739 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:02,990 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:03,464 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:03,712 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:04,128 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:04,384 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:04,790 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:05,047 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:05,724 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:06,425 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:06,425 [INFO]   40/90 pairs done
2026-04-09 05:45:06,832 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:07,089 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:07,504 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:07,758 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:08,449 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:08,860 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:09,114 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:09,790 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:10,201 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:10,462 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:10,874 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:11,128 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:11,608 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:11,858 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:12,276 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:12,529 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:12,948 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:13,206 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:13,206 [INFO]   50/90 pairs done
2026-04-09 05:45:13,620 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:13,874 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:14,292 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:14,544 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:14,954 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:15,212 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:15,617 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:15,865 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:17,063 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:17,325 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:18,854 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:19,572 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:20,297 [INFO]   60/90 pairs done
2026-04-09 05:45:22,559 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:22,967 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:23,226 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:23,639 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:23,890 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:24,300 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:24,546 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:24,957 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:25,209 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:25,618 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:25,871 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:26,357 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:26,606 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:27,020 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:27,269 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:27,269 [INFO]   70/90 pairs done
2026-04-09 05:45:27,678 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:27,930 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:28,333 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:28,579 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:28,986 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:29,249 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:29,662 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:29,919 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:30,329 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:30,580 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:30,992 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:31,246 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:31,673 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:31,927 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:32,336 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:32,654 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:33,074 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:33,334 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:33,745 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:33,996 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:33,996 [INFO]   80/90 pairs done
2026-04-09 05:45:34,420 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:34,672 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:35,205 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:35,527 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:35,999 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:36,285 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:36,752 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:37,005 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:37,534 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:37,791 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:38,281 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:38,537 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:39,057 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:39,310 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:39,795 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:40,051 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:40,519 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:40,789 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:41,318 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:41,635 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:45:41,635 [INFO]   90/90 pairs done
2026-04-09 05:45:41,635 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:45:41,643 [INFO]   [TCPFN] F1=0.056 SHD=34 AUROC=0.653 time=63.24s
2026-04-09 05:45:41,925 [INFO]   [Granger] F1=0.522 SHD=55 AUROC=0.847 time=0.28s
2026-04-09 05:45:41,931 [INFO] Dataset 45/50 — 32 true edges
2026-04-09 05:45:41,931 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:45:42,448 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:42,726 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:43,132 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:43,383 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:43,807 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:44,061 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:44,477 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:44,732 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:45,158 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:45,413 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:45,821 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:46,093 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:46,505 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:46,761 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:47,172 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:47,494 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:47,902 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:48,236 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:48,712 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:48,965 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:48,965 [INFO]   10/90 pairs done
2026-04-09 05:45:49,459 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:49,713 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:50,202 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:50,462 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:50,932 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:51,184 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:51,739 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:51,992 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:52,465 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:52,720 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:53,240 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:53,491 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:54,006 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:54,259 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:54,764 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:55,014 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:55,417 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:55,712 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:56,105 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:56,357 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:56,357 [INFO]   20/90 pairs done
2026-04-09 05:45:56,766 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:57,137 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:57,548 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:57,806 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:58,252 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:58,503 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:58,934 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:59,186 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:59,617 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:45:59,872 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:00,281 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:00,534 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:00,942 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:01,202 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:01,616 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:01,915 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:02,313 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:02,542 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:02,981 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:03,238 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:03,238 [INFO]   30/90 pairs done
2026-04-09 05:46:03,744 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:04,000 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:04,458 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:04,712 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:05,158 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:05,408 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:05,878 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:06,196 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:06,613 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:06,886 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:07,296 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:07,614 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:08,023 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:08,275 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:08,703 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:08,930 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:09,361 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:09,615 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:10,060 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:10,313 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:10,313 [INFO]   40/90 pairs done
2026-04-09 05:46:10,719 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:10,977 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:11,389 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:11,681 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:12,164 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:12,419 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:12,833 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:13,091 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:13,508 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:13,759 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:14,172 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:14,420 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:14,816 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:15,046 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:15,452 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:15,704 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:16,115 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:16,390 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:16,796 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:17,054 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:17,054 [INFO]   50/90 pairs done
2026-04-09 05:46:17,471 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:17,721 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:18,196 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:18,447 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:18,855 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:19,109 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:19,522 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:19,774 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:20,185 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:20,439 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:20,837 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:21,110 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:21,532 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:21,793 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:22,214 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:22,465 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:22,882 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:23,157 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:23,573 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:23,878 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:23,878 [INFO]   60/90 pairs done
2026-04-09 05:46:24,361 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:24,613 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:25,024 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:25,285 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:25,697 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:25,948 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:26,426 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:26,680 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:27,087 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:27,316 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:27,723 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:27,983 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:28,450 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:28,706 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:29,154 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:29,410 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:29,818 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:30,070 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:30,482 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:30,732 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:30,733 [INFO]   70/90 pairs done
2026-04-09 05:46:31,141 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:31,393 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:31,801 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:32,053 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:32,495 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:32,811 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:33,252 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:33,482 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:33,890 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:34,144 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:34,551 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:34,803 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:35,233 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:35,490 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:35,893 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:36,150 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:36,557 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:36,809 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:37,259 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:37,508 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:37,508 [INFO]   80/90 pairs done
2026-04-09 05:46:37,944 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:38,193 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:38,596 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:38,846 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:39,237 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:39,465 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:39,868 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:40,169 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:40,571 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:40,893 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:41,304 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:41,561 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:41,966 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:42,216 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:42,629 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:42,877 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:43,313 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:43,569 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:43,978 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:44,231 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:44,231 [INFO]   90/90 pairs done
2026-04-09 05:46:44,231 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:46:44,239 [INFO]   [TCPFN] F1=0.464 SHD=30 AUROC=0.620 time=62.31s
2026-04-09 05:46:44,485 [INFO]   [Granger] F1=0.512 SHD=59 AUROC=0.684 time=0.24s
2026-04-09 05:46:44,491 [INFO] Dataset 46/50 — 43 true edges
2026-04-09 05:46:44,491 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:46:45,076 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:46,595 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:47,003 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:47,269 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:51,483 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:51,735 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:51,735 [INFO]   10/90 pairs done
2026-04-09 05:46:52,122 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:52,288 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:52,663 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:52,905 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:53,313 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:53,558 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:54,017 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:54,262 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:54,712 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:54,960 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:55,394 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:55,643 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:56,155 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:56,400 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:56,795 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:57,031 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:46:57,482 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:57,738 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:58,176 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:58,410 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:58,410 [INFO]   20/90 pairs done
2026-04-09 05:46:58,793 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:58,962 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:59,406 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:46:59,643 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:00,139 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:00,383 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:00,851 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:01,101 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:01,546 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:01,798 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:02,297 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:02,608 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:03,035 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:03,279 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:03,740 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:03,987 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:04,436 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:04,670 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:05,065 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:05,231 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:05,231 [INFO]   30/90 pairs done
2026-04-09 05:47:05,676 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:05,916 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:06,389 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:06,647 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:07,095 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:07,374 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:07,820 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:08,060 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:08,512 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:08,756 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:09,196 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:09,423 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:09,829 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:10,080 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:10,482 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:10,788 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:11,136 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:11,321 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:11,693 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:11,896 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:11,897 [INFO]   40/90 pairs done
2026-04-09 05:47:12,339 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:12,586 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:13,023 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:13,273 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:13,708 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:13,957 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:14,370 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:14,616 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:15,011 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:15,232 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:15,643 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:15,893 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:16,313 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:16,549 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:17,002 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:17,166 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:17,551 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:17,726 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:18,134 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:18,383 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:18,383 [INFO]   50/90 pairs done
2026-04-09 05:47:18,821 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:19,063 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:19,485 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:19,734 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:20,153 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:20,402 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:20,796 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:21,032 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:21,446 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:21,694 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:22,103 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:22,341 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:22,682 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:22,847 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:23,224 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:23,404 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:23,825 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:24,083 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:24,564 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:24,808 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:24,809 [INFO]   60/90 pairs done
2026-04-09 05:47:25,229 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:25,477 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:25,899 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:26,149 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:26,543 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:26,764 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:27,176 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:27,425 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:27,830 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:28,068 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:28,410 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:28,586 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:28,925 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:29,131 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:29,533 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:29,778 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:30,247 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:30,529 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:30,936 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:31,188 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:31,188 [INFO]   70/90 pairs done
2026-04-09 05:47:31,592 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:31,841 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:32,301 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:32,523 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:32,954 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:33,204 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:33,601 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:33,847 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:34,185 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:34,353 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:34,738 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:34,942 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:35,358 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:35,602 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:36,004 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:36,244 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:36,652 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:36,902 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:37,316 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:37,601 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:37,601 [INFO]   80/90 pairs done
2026-04-09 05:47:38,057 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:38,277 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:38,520 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:38,766 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:39,006 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:39,246 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:39,423 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:39,588 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:39,807 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:40,078 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:40,320 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:40,564 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:40,841 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:41,088 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:41,330 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:41,579 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:41,825 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:42,072 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:42,320 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:42,570 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:47:42,570 [INFO]   90/90 pairs done
2026-04-09 05:47:42,570 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:47:42,578 [INFO]   [TCPFN] F1=0.308 SHD=36 AUROC=0.699 time=58.09s
2026-04-09 05:47:42,823 [INFO]   [Granger] F1=0.634 SHD=45 AUROC=0.663 time=0.24s
2026-04-09 05:47:42,829 [INFO] Dataset 47/50 — 39 true edges
2026-04-09 05:47:42,829 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:47:43,366 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:43,614 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:44,023 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:44,269 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:44,688 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:44,942 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:45,419 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:45,673 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:46,160 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:46,408 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:46,819 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:47,072 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:47,482 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:47,731 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:48,148 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:48,408 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:48,815 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:49,063 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:49,476 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:49,724 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:49,724 [INFO]   10/90 pairs done
2026-04-09 05:47:50,134 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:50,382 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:50,841 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:51,095 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:51,508 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:51,758 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:52,212 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:52,462 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:52,873 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:53,120 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:53,598 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:53,875 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:54,295 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:54,548 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:55,088 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:55,337 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:55,873 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:56,120 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:56,597 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:56,888 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:56,888 [INFO]   20/90 pairs done
2026-04-09 05:47:57,299 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:57,551 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:58,007 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:58,261 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:58,687 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:58,969 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:59,375 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:47:59,774 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:00,260 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:00,519 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:00,955 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:01,209 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:01,631 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:01,903 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:02,325 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:02,579 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:03,046 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:03,296 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:03,766 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:04,024 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:04,024 [INFO]   30/90 pairs done
2026-04-09 05:48:04,439 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:04,698 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:05,154 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:05,407 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:05,894 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:06,142 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:06,595 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:06,882 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:07,375 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:07,627 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:08,092 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:08,349 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:08,845 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:09,102 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:09,515 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:09,764 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:10,180 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:10,430 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:10,848 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:11,099 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:11,099 [INFO]   40/90 pairs done
2026-04-09 05:48:11,513 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:11,763 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:12,185 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:12,448 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:12,865 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:13,116 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:13,535 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:13,790 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:14,204 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:14,452 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:14,858 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:15,182 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:15,590 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:15,838 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:16,257 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:16,509 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:16,923 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:17,182 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:17,593 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:17,847 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:17,847 [INFO]   50/90 pairs done
2026-04-09 05:48:18,253 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:18,501 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:18,915 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:19,165 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:19,582 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:19,834 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:20,246 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:20,489 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:20,900 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:21,150 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:21,562 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:21,811 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:22,220 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:22,471 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:22,889 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:23,213 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:23,622 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:23,871 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:24,284 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:24,541 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:24,541 [INFO]   60/90 pairs done
2026-04-09 05:48:24,954 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:25,205 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:25,621 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:25,872 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:26,299 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:26,551 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:26,962 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:27,209 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:27,614 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:27,860 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:28,271 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:28,523 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:28,938 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:29,193 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:29,669 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:29,919 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:30,342 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:30,601 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:31,010 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:31,262 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:31,262 [INFO]   70/90 pairs done
2026-04-09 05:48:31,677 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:31,937 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:32,343 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:32,595 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:33,016 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:33,273 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:33,685 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:33,937 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:34,367 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:34,617 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:35,036 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:35,287 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:35,700 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:35,978 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:36,402 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:36,655 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:37,064 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:37,313 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:37,797 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:38,050 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:38,050 [INFO]   80/90 pairs done
2026-04-09 05:48:38,473 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:38,755 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:39,159 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:39,409 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:39,819 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:40,068 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:40,477 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:40,728 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:41,138 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:41,454 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:41,926 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:42,179 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:42,619 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:42,869 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:43,319 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:43,567 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:44,072 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:44,396 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:44,810 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:45,058 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:48:45,058 [INFO]   90/90 pairs done
2026-04-09 05:48:45,058 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:48:45,066 [INFO]   [TCPFN] F1=0.125 SHD=42 AUROC=0.535 time=62.24s
2026-04-09 05:48:45,312 [INFO]   [Granger] F1=0.571 SHD=54 AUROC=0.532 time=0.24s
2026-04-09 05:48:45,318 [INFO] Dataset 48/50 — 42 true edges
2026-04-09 05:48:45,318 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:48:45,846 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:46,169 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:46,573 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:46,827 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:47,163 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:47,331 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:47,807 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:48,058 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:48,465 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:48,631 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:49,094 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:49,347 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:49,811 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:50,058 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:50,400 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:50,567 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:51,068 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:51,317 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:51,797 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:52,043 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:52,043 [INFO]   10/90 pairs done
2026-04-09 05:48:52,530 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:52,776 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:53,180 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:53,401 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:53,809 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:54,100 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:54,474 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:54,643 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:55,105 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:55,351 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:55,763 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:56,077 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:56,412 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:56,639 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:57,083 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:57,341 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:57,766 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:58,054 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:58,533 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:58,779 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:58,779 [INFO]   20/90 pairs done
2026-04-09 05:48:59,164 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:59,331 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:48:59,736 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:00,101 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:00,436 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:00,604 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:01,039 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:01,289 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:01,689 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:01,975 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:02,318 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:02,493 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:02,961 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:03,232 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:03,680 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:03,994 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:04,497 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:04,741 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:05,205 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:05,446 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:05,446 [INFO]   30/90 pairs done
2026-04-09 05:49:05,910 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:06,206 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:06,664 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:06,829 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:07,319 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:07,564 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:08,022 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:08,292 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:08,672 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:08,893 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:09,351 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:09,597 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:10,877 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:12,412 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:12,620 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:12,620 [INFO]   40/90 pairs done
2026-04-09 05:49:16,975 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:17,218 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:17,705 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:17,945 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:18,392 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:18,634 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:19,031 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:19,196 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:19,684 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:19,924 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:19,924 [INFO]   50/90 pairs done
2026-04-09 05:49:20,370 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:20,668 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:21,112 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:21,355 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:21,767 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:22,003 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:22,569 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:22,811 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:23,216 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:23,517 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:23,922 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:24,191 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:24,592 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:24,838 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:25,232 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:25,395 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:25,845 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:26,091 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:26,440 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:26,622 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:26,622 [INFO]   60/90 pairs done
2026-04-09 05:49:27,024 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:27,268 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:27,607 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:27,771 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:28,244 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:28,487 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:28,983 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:29,228 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:29,705 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:29,948 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:30,404 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:30,697 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:31,121 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:31,286 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:31,804 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:32,048 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:32,441 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:32,606 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:33,062 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:33,308 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:33,308 [INFO]   70/90 pairs done
2026-04-09 05:49:33,679 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:33,871 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:34,373 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:34,618 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:35,065 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:35,309 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:35,809 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:36,047 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:36,588 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:36,849 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:37,313 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:37,480 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:37,982 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:38,231 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:38,602 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:38,823 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:39,314 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:39,557 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:40,070 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:40,310 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:40,310 [INFO]   80/90 pairs done
2026-04-09 05:49:40,761 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:41,017 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:41,600 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:41,845 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:42,369 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:42,615 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:43,160 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:43,406 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:43,789 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:43,953 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:44,406 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:44,668 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:45,050 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:45,216 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:45,692 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:45,941 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:46,420 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:46,666 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:47,099 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:47,265 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:47,265 [INFO]   90/90 pairs done
2026-04-09 05:49:47,265 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:49:47,273 [INFO]   [TCPFN] F1=0.128 SHD=41 AUROC=0.568 time=61.95s
2026-04-09 05:49:47,519 [INFO]   [Granger] F1=0.624 SHD=47 AUROC=0.604 time=0.24s
2026-04-09 05:49:47,525 [INFO] Dataset 49/50 — 41 true edges
2026-04-09 05:49:47,525 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:49:48,077 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:48,290 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:48,714 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:48,967 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:49,481 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:49,718 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:50,119 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:50,396 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:50,806 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:51,071 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:51,474 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:51,790 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:52,184 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:52,412 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:52,853 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:53,073 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:53,497 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:53,760 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:49:54,210 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:54,476 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:54,476 [INFO]   10/90 pairs done
2026-04-09 05:49:55,014 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:55,258 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:55,754 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:56,056 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:56,511 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:56,867 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:57,352 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:57,595 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:58,084 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:58,357 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:58,863 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:59,101 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:59,557 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:49:59,774 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:00,301 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:00,533 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:01,304 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:01,913 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:01,913 [INFO]   20/90 pairs done
2026-04-09 05:50:02,348 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:02,584 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:03,356 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:04,093 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:04,814 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:05,582 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:06,273 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:06,923 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:07,469 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:07,766 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:08,191 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:08,399 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:08,886 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:09,136 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:09,136 [INFO]   30/90 pairs done
2026-04-09 05:50:09,645 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:09,888 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:10,380 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:10,626 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:11,193 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:11,445 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:11,941 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:12,215 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:12,652 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:12,874 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:13,383 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:13,631 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:14,178 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:14,456 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:14,882 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:15,091 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:15,589 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:15,837 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:16,353 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:16,587 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:16,587 [INFO]   40/90 pairs done
2026-04-09 05:50:17,045 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:17,346 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:17,831 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:18,078 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:18,555 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:18,788 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:19,342 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:19,560 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:20,006 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:20,245 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:20,647 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:20,906 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:21,283 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:21,489 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:21,897 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:22,139 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:22,635 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:22,866 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:23,271 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:23,519 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:23,519 [INFO]   50/90 pairs done
2026-04-09 05:50:23,923 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:24,169 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:24,563 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:24,797 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:25,201 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:25,442 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:25,838 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:26,070 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:26,505 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:26,748 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:27,148 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:27,358 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:27,764 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:28,011 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:28,430 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:28,765 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:29,182 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:29,483 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:29,888 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:30,133 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:30,133 [INFO]   60/90 pairs done
2026-04-09 05:50:30,549 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:30,775 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:31,233 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:31,451 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:31,956 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:32,187 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:32,684 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:32,938 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:33,361 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:33,602 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:34,075 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:34,355 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:34,801 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:35,081 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:35,539 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:35,794 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:36,302 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:36,546 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:37,102 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:37,419 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:37,419 [INFO]   70/90 pairs done
2026-04-09 05:50:37,870 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:38,099 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:38,585 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:38,814 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:39,300 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:39,547 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:39,975 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:40,175 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:40,630 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:40,922 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:41,367 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:41,606 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:42,081 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:42,323 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:42,802 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:43,100 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:43,611 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:43,858 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:44,403 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:44,633 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:44,633 [INFO]   80/90 pairs done
2026-04-09 05:50:45,117 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:45,349 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:45,850 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:46,096 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:46,522 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:46,746 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:47,266 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:47,568 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:48,080 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:48,381 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:48,832 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:49,089 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:49,558 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:49,801 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:50,302 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:50,625 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:51,112 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:51,342 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:51,831 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:52,060 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:52,060 [INFO]   90/90 pairs done
2026-04-09 05:50:52,060 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:50:52,068 [INFO]   [TCPFN] F1=0.255 SHD=35 AUROC=0.640 time=64.54s
2026-04-09 05:50:52,313 [INFO]   [Granger] F1=0.602 SHD=49 AUROC=0.609 time=0.24s
2026-04-09 05:50:52,319 [INFO] Dataset 50/50 — 41 true edges
2026-04-09 05:50:52,320 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:50:52,919 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:53,281 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:53,799 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:54,080 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:54,516 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:54,728 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:55,240 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:55,495 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:55,981 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:56,236 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:56,697 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:56,948 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:57,413 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:57,685 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:58,204 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:58,512 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:58,944 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:59,184 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:50:59,582 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:59,869 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:50:59,869 [INFO]   10/90 pairs done
2026-04-09 05:51:00,394 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:00,695 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:01,341 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:01,550 [DEBUG]   Pair (1,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:01,955 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:02,220 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:02,644 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:02,971 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:03,379 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:03,632 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:04,038 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:04,292 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:04,698 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:04,949 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:05,397 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:05,609 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:06,039 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:06,265 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:06,674 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:06,942 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:06,942 [INFO]   20/90 pairs done
2026-04-09 05:51:07,330 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:07,537 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:07,965 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:08,220 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:08,707 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:08,960 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:09,398 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:09,649 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:10,079 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:10,333 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:10,767 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:11,030 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:11,430 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:11,649 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:12,080 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:12,302 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:12,776 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:13,026 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:13,489 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:13,742 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:13,742 [INFO]   30/90 pairs done
2026-04-09 05:51:14,207 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:14,457 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:15,074 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:15,321 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:15,778 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:16,024 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:16,491 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:16,740 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:17,257 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:17,509 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:17,932 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:18,154 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:18,598 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:18,852 [DEBUG]   Pair (4,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:19,310 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:19,586 [DEBUG]   Pair (4,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:20,051 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:20,304 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:20,756 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:20,961 [DEBUG]   Pair (4,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:20,961 [INFO]   40/90 pairs done
2026-04-09 05:51:21,512 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:21,771 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:22,231 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:22,492 [DEBUG]   Pair (4,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:22,956 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:23,210 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:23,773 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:24,024 [DEBUG]   Pair (4,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:24,519 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:24,730 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:25,166 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:25,428 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:25,830 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:26,088 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:26,536 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:26,788 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:27,168 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:27,346 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:27,757 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:28,011 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:28,011 [INFO]   50/90 pairs done
2026-04-09 05:51:28,441 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:28,689 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:29,196 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:29,452 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:29,872 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:30,203 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:30,635 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:30,845 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:31,239 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:31,463 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:31,871 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:32,125 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:32,532 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:32,781 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:33,168 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:33,371 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:33,779 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:34,033 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:34,440 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:34,691 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:34,691 [INFO]   60/90 pairs done
2026-04-09 05:51:35,129 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:35,384 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:35,795 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:36,059 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:36,445 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:36,674 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:37,062 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:37,286 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:37,742 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:38,067 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:38,510 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:38,757 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:39,141 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:39,407 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:39,812 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:40,068 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:40,471 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:40,790 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:41,200 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:41,480 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:41,480 [INFO]   70/90 pairs done
2026-04-09 05:51:41,885 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:42,138 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:42,521 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:42,746 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:43,179 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:43,404 [DEBUG]   Pair (8,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:43,813 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:44,064 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:44,580 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:44,831 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:45,220 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:45,467 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:45,880 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:46,164 [DEBUG]   Pair (8,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:46,570 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:46,967 [DEBUG]   Pair (8,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:47,380 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:47,633 [DEBUG]   Pair (8,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:48,040 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:48,294 [DEBUG]   Pair (8,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:48,294 [INFO]   80/90 pairs done
2026-04-09 05:51:48,704 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:48,912 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:51:49,360 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:49,581 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:50,082 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:50,326 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:50,847 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:51,103 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:51,553 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:51,796 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:52,255 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:52,504 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:53,095 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:53,341 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:53,820 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:54,073 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:54,584 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:54,879 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:55,386 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:55,636 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:55,636 [INFO]   90/90 pairs done
2026-04-09 05:51:55,636 [INFO]   Computing Granger causality for ensemble...
2026-04-09 05:51:55,644 [INFO]   [TCPFN] F1=0.385 SHD=32 AUROC=0.614 time=63.32s
2026-04-09 05:51:55,901 [INFO]   [Granger] F1=0.592 SHD=51 AUROC=0.637 time=0.26s
2026-04-09 05:51:55,901 [INFO] 
--- Tennessee Eastman Benchmark ---
  [TennesseeEastman] No data found in data/benchmarks/tennessee_eastman, generating synthetic proxy...
2026-04-09 05:51:56,235 [INFO] Tennessee Eastman: 960 timesteps, 52 variables, 38 edges
2026-04-09 05:51:56,236 [INFO] [TemporalDiscovery] Estimating 2652 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 05:51:57,149 [DEBUG]   Pair (0,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:57,882 [DEBUG]   Pair (0,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:58,682 [DEBUG]   Pair (0,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:51:59,398 [DEBUG]   Pair (0,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:00,127 [DEBUG]   Pair (0,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:00,996 [DEBUG]   Pair (0,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:01,782 [DEBUG]   Pair (0,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:02,567 [DEBUG]   Pair (0,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:03,378 [DEBUG]   Pair (0,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:04,111 [DEBUG]   Pair (0,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:04,111 [INFO]   10/2652 pairs done
2026-04-09 05:52:04,957 [DEBUG]   Pair (0,11) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:05,730 [DEBUG]   Pair (0,12) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:06,488 [DEBUG]   Pair (0,13) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:07,240 [DEBUG]   Pair (0,14) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:08,150 [DEBUG]   Pair (0,15) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:08,888 [DEBUG]   Pair (0,16) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:09,677 [DEBUG]   Pair (0,17) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:10,403 [DEBUG]   Pair (0,18) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:11,188 [DEBUG]   Pair (0,19) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:11,981 [DEBUG]   Pair (0,20) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:11,982 [INFO]   20/2652 pairs done
2026-04-09 05:52:12,769 [DEBUG]   Pair (0,21) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:13,491 [DEBUG]   Pair (0,22) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:14,210 [DEBUG]   Pair (0,23) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:14,983 [DEBUG]   Pair (0,24) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:15,836 [DEBUG]   Pair (0,25) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:16,565 [DEBUG]   Pair (0,26) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:17,326 [DEBUG]   Pair (0,27) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:18,102 [DEBUG]   Pair (0,28) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:18,876 [DEBUG]   Pair (0,29) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:19,628 [DEBUG]   Pair (0,30) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:19,628 [INFO]   30/2652 pairs done
2026-04-09 05:52:20,382 [DEBUG]   Pair (0,31) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:21,121 [DEBUG]   Pair (0,32) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:21,881 [DEBUG]   Pair (0,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:22,592 [DEBUG]   Pair (0,34) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:23,384 [DEBUG]   Pair (0,35) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:24,091 [DEBUG]   Pair (0,36) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:24,831 [DEBUG]   Pair (0,37) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:25,670 [DEBUG]   Pair (0,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:26,388 [DEBUG]   Pair (0,39) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:27,116 [DEBUG]   Pair (0,40) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:27,116 [INFO]   40/2652 pairs done
2026-04-09 05:52:27,836 [DEBUG]   Pair (0,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:28,546 [DEBUG]   Pair (0,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:29,268 [DEBUG]   Pair (0,43) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:30,046 [DEBUG]   Pair (0,44) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:30,762 [DEBUG]   Pair (0,45) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:31,479 [DEBUG]   Pair (0,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:32,299 [DEBUG]   Pair (0,47) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:33,045 [DEBUG]   Pair (0,48) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:33,803 [DEBUG]   Pair (0,49) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:34,521 [DEBUG]   Pair (0,50) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:34,521 [INFO]   50/2652 pairs done
2026-04-09 05:52:35,283 [DEBUG]   Pair (0,51) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:35,992 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:36,766 [DEBUG]   Pair (1,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:38,269 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:39,044 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:39,823 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:40,532 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:42,000 [INFO]   60/2652 pairs done
2026-04-09 05:52:42,765 [DEBUG]   Pair (1,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:43,478 [DEBUG]   Pair (1,11) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:44,188 [DEBUG]   Pair (1,12) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:45,664 [DEBUG]   Pair (1,14) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:48,021 [DEBUG]   Pair (1,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:48,726 [DEBUG]   Pair (1,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:49,470 [INFO]   70/2652 pairs done
2026-04-09 05:52:50,967 [DEBUG]   Pair (1,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:52,480 [DEBUG]   Pair (1,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:53,190 [DEBUG]   Pair (1,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:53,923 [DEBUG]   Pair (1,25) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:52:54,696 [DEBUG]   Pair (1,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:56,164 [DEBUG]   Pair (1,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:56,866 [DEBUG]   Pair (1,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:56,866 [INFO]   80/2652 pairs done
2026-04-09 05:52:57,573 [DEBUG]   Pair (1,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:52:59,068 [DEBUG]   Pair (1,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:53:01,369 [DEBUG]   Pair (1,35) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:53:02,086 [DEBUG]   Pair (1,36) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:53:04,387 [DEBUG]   Pair (1,39) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:53:04,387 [INFO]   90/2652 pairs done
2026-04-09 05:53:05,113 [DEBUG]   Pair (1,40) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:53:05,824 [DEBUG]   Pair (1,41) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:53:09,692 [DEBUG]   Pair (1,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:53:10,405 [DEBUG]   Pair (1,47) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:53:11,184 [DEBUG]   Pair (1,48) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:53:11,887 [DEBUG]   Pair (1,49) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:53:11,887 [INFO]   100/2652 pairs done
2026-04-09 05:53:13,367 [DEBUG]   Pair (1,51) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:53:18,042 [INFO]   110/2652 pairs done
2026-04-09 05:53:24,139 [INFO]   120/2652 pairs done
2026-04-09 05:53:30,049 [INFO]   130/2652 pairs done
2026-04-09 05:53:36,059 [INFO]   140/2652 pairs done
2026-04-09 05:53:41,970 [INFO]   150/2652 pairs done
2026-04-09 05:53:47,891 [INFO]   160/2652 pairs done
2026-04-09 05:53:53,800 [INFO]   170/2652 pairs done
2026-04-09 05:53:59,827 [INFO]   180/2652 pairs done
2026-04-09 05:54:05,894 [INFO]   190/2652 pairs done
2026-04-09 05:54:11,982 [INFO]   200/2652 pairs done
2026-04-09 05:54:19,271 [INFO]   210/2652 pairs done
2026-04-09 05:54:23,370 [DEBUG]   Pair (4,11) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:54:24,954 [DEBUG]   Pair (4,13) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:54:27,396 [DEBUG]   Pair (4,16) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:54:27,396 [INFO]   220/2652 pairs done
2026-04-09 05:54:31,481 [DEBUG]   Pair (4,21) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:54:35,606 [INFO]   230/2652 pairs done
2026-04-09 05:54:38,915 [DEBUG]   Pair (4,30) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:54:40,542 [DEBUG]   Pair (4,32) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 05:54:43,752 [DEBUG]   Pair (4,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:54:43,752 [INFO]   240/2652 pairs done
2026-04-09 05:54:47,063 [DEBUG]   Pair (4,40) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:54:51,979 [INFO]   250/2652 pairs done
2026-04-09 05:54:53,484 [DEBUG]   Pair (4,48) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:54:58,975 [INFO]   260/2652 pairs done
2026-04-09 05:55:05,828 [INFO]   270/2652 pairs done
2026-04-09 05:55:11,953 [INFO]   280/2652 pairs done
2026-04-09 05:55:18,063 [INFO]   290/2652 pairs done
2026-04-09 05:55:24,110 [INFO]   300/2652 pairs done
2026-04-09 05:55:30,128 [INFO]   310/2652 pairs done
2026-04-09 05:55:35,985 [INFO]   320/2652 pairs done
2026-04-09 05:55:41,811 [INFO]   330/2652 pairs done
2026-04-09 05:55:47,711 [INFO]   340/2652 pairs done
2026-04-09 05:55:53,860 [INFO]   350/2652 pairs done
2026-04-09 05:55:59,926 [INFO]   360/2652 pairs done
2026-04-09 05:56:06,016 [INFO]   370/2652 pairs done
2026-04-09 05:56:11,993 [INFO]   380/2652 pairs done
2026-04-09 05:56:17,973 [INFO]   390/2652 pairs done
2026-04-09 05:56:23,868 [INFO]   400/2652 pairs done
2026-04-09 05:56:29,967 [INFO]   410/2652 pairs done
2026-04-09 05:56:36,246 [INFO]   420/2652 pairs done
2026-04-09 05:56:42,629 [INFO]   430/2652 pairs done
2026-04-09 05:56:49,009 [INFO]   440/2652 pairs done
2026-04-09 05:56:55,484 [INFO]   450/2652 pairs done
2026-04-09 05:57:02,109 [INFO]   460/2652 pairs done
2026-04-09 05:57:08,646 [INFO]   470/2652 pairs done
2026-04-09 05:57:14,967 [INFO]   480/2652 pairs done
2026-04-09 05:57:21,182 [INFO]   490/2652 pairs done
2026-04-09 05:57:27,322 [INFO]   500/2652 pairs done
2026-04-09 05:57:33,436 [INFO]   510/2652 pairs done
2026-04-09 05:57:39,576 [INFO]   520/2652 pairs done
2026-04-09 05:57:45,822 [INFO]   530/2652 pairs done
2026-04-09 05:57:52,114 [INFO]   540/2652 pairs done
2026-04-09 05:57:59,174 [INFO]   550/2652 pairs done
2026-04-09 05:58:05,722 [INFO]   560/2652 pairs done
2026-04-09 05:58:12,418 [INFO]   570/2652 pairs done
2026-04-09 05:58:19,105 [INFO]   580/2652 pairs done
2026-04-09 05:58:25,576 [INFO]   590/2652 pairs done
2026-04-09 05:58:31,906 [INFO]   600/2652 pairs done
2026-04-09 05:58:38,140 [INFO]   610/2652 pairs done
2026-04-09 05:58:44,420 [INFO]   620/2652 pairs done
2026-04-09 05:58:50,510 [INFO]   630/2652 pairs done
2026-04-09 05:58:56,773 [INFO]   640/2652 pairs done
2026-04-09 05:59:03,200 [INFO]   650/2652 pairs done
2026-04-09 05:59:09,957 [INFO]   660/2652 pairs done
2026-04-09 05:59:12,694 [DEBUG]   Pair (13,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:13,549 [DEBUG]   Pair (13,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:14,268 [DEBUG]   Pair (13,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:15,048 [DEBUG]   Pair (13,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:15,799 [DEBUG]   Pair (13,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:16,528 [DEBUG]   Pair (13,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:17,279 [DEBUG]   Pair (13,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:17,279 [INFO]   670/2652 pairs done
2026-04-09 05:59:18,021 [DEBUG]   Pair (13,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:18,793 [DEBUG]   Pair (13,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:19,573 [DEBUG]   Pair (13,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:20,296 [DEBUG]   Pair (13,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:21,126 [DEBUG]   Pair (13,11) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:21,850 [DEBUG]   Pair (13,12) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:22,571 [DEBUG]   Pair (13,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:23,386 [DEBUG]   Pair (13,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:24,166 [DEBUG]   Pair (13,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:24,886 [DEBUG]   Pair (13,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:24,886 [INFO]   680/2652 pairs done
2026-04-09 05:59:25,644 [DEBUG]   Pair (13,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:26,376 [DEBUG]   Pair (13,19) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:27,127 [DEBUG]   Pair (13,20) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:27,870 [DEBUG]   Pair (13,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:28,633 [DEBUG]   Pair (13,22) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:29,349 [DEBUG]   Pair (13,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:30,138 [DEBUG]   Pair (13,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:30,876 [DEBUG]   Pair (13,25) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:31,655 [DEBUG]   Pair (13,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:32,447 [DEBUG]   Pair (13,27) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:32,447 [INFO]   690/2652 pairs done
2026-04-09 05:59:33,221 [DEBUG]   Pair (13,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:34,003 [DEBUG]   Pair (13,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:34,728 [DEBUG]   Pair (13,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:35,493 [DEBUG]   Pair (13,31) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:36,238 [DEBUG]   Pair (13,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:37,035 [DEBUG]   Pair (13,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:37,767 [DEBUG]   Pair (13,34) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:38,527 [DEBUG]   Pair (13,35) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:39,275 [DEBUG]   Pair (13,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:40,015 [DEBUG]   Pair (13,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:40,016 [INFO]   700/2652 pairs done
2026-04-09 05:59:40,740 [DEBUG]   Pair (13,38) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:41,459 [DEBUG]   Pair (13,39) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:42,173 [DEBUG]   Pair (13,40) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:42,890 [DEBUG]   Pair (13,41) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:43,614 [DEBUG]   Pair (13,42) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:44,352 [DEBUG]   Pair (13,43) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:45,082 [DEBUG]   Pair (13,44) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:45,906 [DEBUG]   Pair (13,45) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:46,699 [DEBUG]   Pair (13,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:47,451 [DEBUG]   Pair (13,47) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:47,451 [INFO]   710/2652 pairs done
2026-04-09 05:59:48,190 [DEBUG]   Pair (13,48) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:48,940 [DEBUG]   Pair (13,49) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:49,655 [DEBUG]   Pair (13,50) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:50,446 [DEBUG]   Pair (13,51) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 05:59:54,108 [INFO]   720/2652 pairs done
2026-04-09 06:00:00,254 [INFO]   730/2652 pairs done
2026-04-09 06:00:06,429 [INFO]   740/2652 pairs done
2026-04-09 06:00:12,422 [INFO]   750/2652 pairs done
2026-04-09 06:00:18,680 [INFO]   760/2652 pairs done
2026-04-09 06:00:24,873 [INFO]   770/2652 pairs done
2026-04-09 06:00:30,969 [INFO]   780/2652 pairs done
2026-04-09 06:00:37,052 [INFO]   790/2652 pairs done
2026-04-09 06:00:43,106 [INFO]   800/2652 pairs done
2026-04-09 06:00:49,243 [INFO]   810/2652 pairs done
2026-04-09 06:00:55,304 [INFO]   820/2652 pairs done
2026-04-09 06:01:01,324 [INFO]   830/2652 pairs done
2026-04-09 06:01:07,278 [INFO]   840/2652 pairs done
2026-04-09 06:01:13,190 [INFO]   850/2652 pairs done
2026-04-09 06:01:19,190 [INFO]   860/2652 pairs done
2026-04-09 06:01:25,135 [INFO]   870/2652 pairs done
2026-04-09 06:01:31,034 [INFO]   880/2652 pairs done
2026-04-09 06:01:36,970 [INFO]   890/2652 pairs done
2026-04-09 06:01:42,855 [INFO]   900/2652 pairs done
2026-04-09 06:01:48,750 [INFO]   910/2652 pairs done
2026-04-09 06:01:54,592 [INFO]   920/2652 pairs done
2026-04-09 06:02:00,590 [INFO]   930/2652 pairs done
2026-04-09 06:02:06,588 [INFO]   940/2652 pairs done
2026-04-09 06:02:12,550 [INFO]   950/2652 pairs done
2026-04-09 06:02:18,755 [INFO]   960/2652 pairs done
2026-04-09 06:02:24,944 [INFO]   970/2652 pairs done
2026-04-09 06:02:31,051 [INFO]   980/2652 pairs done
2026-04-09 06:02:37,148 [INFO]   990/2652 pairs done
2026-04-09 06:02:43,338 [INFO]   1000/2652 pairs done
2026-04-09 06:02:49,515 [INFO]   1010/2652 pairs done
2026-04-09 06:02:55,710 [INFO]   1020/2652 pairs done
2026-04-09 06:03:01,566 [INFO]   1030/2652 pairs done
2026-04-09 06:03:07,649 [INFO]   1040/2652 pairs done
2026-04-09 06:03:13,708 [INFO]   1050/2652 pairs done
2026-04-09 06:03:20,001 [INFO]   1060/2652 pairs done
2026-04-09 06:03:26,339 [INFO]   1070/2652 pairs done
2026-04-09 06:03:32,543 [INFO]   1080/2652 pairs done
2026-04-09 06:03:38,770 [INFO]   1090/2652 pairs done
2026-04-09 06:03:45,231 [INFO]   1100/2652 pairs done
2026-04-09 06:03:51,595 [INFO]   1110/2652 pairs done
2026-04-09 06:03:57,760 [INFO]   1120/2652 pairs done
2026-04-09 06:04:04,052 [INFO]   1130/2652 pairs done
2026-04-09 06:04:10,449 [INFO]   1140/2652 pairs done
2026-04-09 06:04:16,675 [INFO]   1150/2652 pairs done
2026-04-09 06:04:22,963 [INFO]   1160/2652 pairs done
2026-04-09 06:04:29,135 [INFO]   1170/2652 pairs done
2026-04-09 06:04:35,412 [INFO]   1180/2652 pairs done
2026-04-09 06:04:41,540 [INFO]   1190/2652 pairs done
2026-04-09 06:04:47,753 [INFO]   1200/2652 pairs done
2026-04-09 06:04:53,834 [INFO]   1210/2652 pairs done
2026-04-09 06:04:59,888 [INFO]   1220/2652 pairs done
2026-04-09 06:05:06,323 [INFO]   1230/2652 pairs done
2026-04-09 06:05:12,463 [INFO]   1240/2652 pairs done
2026-04-09 06:05:18,870 [INFO]   1250/2652 pairs done
2026-04-09 06:05:25,194 [INFO]   1260/2652 pairs done
2026-04-09 06:05:31,427 [INFO]   1270/2652 pairs done
2026-04-09 06:05:37,599 [INFO]   1280/2652 pairs done
2026-04-09 06:05:44,014 [INFO]   1290/2652 pairs done
2026-04-09 06:05:50,201 [INFO]   1300/2652 pairs done
2026-04-09 06:05:56,365 [INFO]   1310/2652 pairs done
2026-04-09 06:06:02,475 [INFO]   1320/2652 pairs done
2026-04-09 06:06:06,755 [DEBUG]   Pair (26,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:07,479 [DEBUG]   Pair (26,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:08,210 [DEBUG]   Pair (26,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:08,927 [DEBUG]   Pair (26,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:08,927 [INFO]   1330/2652 pairs done
2026-04-09 06:06:09,689 [DEBUG]   Pair (26,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:10,414 [DEBUG]   Pair (26,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:11,187 [DEBUG]   Pair (26,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:11,948 [DEBUG]   Pair (26,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:12,670 [DEBUG]   Pair (26,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:13,533 [DEBUG]   Pair (26,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:14,251 [DEBUG]   Pair (26,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:14,967 [DEBUG]   Pair (26,11) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:15,678 [DEBUG]   Pair (26,12) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:16,397 [DEBUG]   Pair (26,13) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:16,397 [INFO]   1340/2652 pairs done
2026-04-09 06:06:17,114 [DEBUG]   Pair (26,14) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:17,827 [DEBUG]   Pair (26,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:06:18,548 [DEBUG]   Pair (26,16) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:19,262 [DEBUG]   Pair (26,17) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:19,977 [DEBUG]   Pair (26,18) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:20,696 [DEBUG]   Pair (26,19) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:21,428 [DEBUG]   Pair (26,20) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:22,211 [DEBUG]   Pair (26,21) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:22,924 [DEBUG]   Pair (26,22) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:23,637 [DEBUG]   Pair (26,23) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:23,637 [INFO]   1350/2652 pairs done
2026-04-09 06:06:24,396 [DEBUG]   Pair (26,24) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:25,177 [DEBUG]   Pair (26,25) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:25,948 [DEBUG]   Pair (26,27) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:26,674 [DEBUG]   Pair (26,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:06:27,396 [DEBUG]   Pair (26,29) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:28,115 [DEBUG]   Pair (26,30) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:28,912 [DEBUG]   Pair (26,31) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:29,649 [DEBUG]   Pair (26,32) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:30,375 [DEBUG]   Pair (26,33) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:31,088 [DEBUG]   Pair (26,34) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:31,088 [INFO]   1360/2652 pairs done
2026-04-09 06:06:31,809 [DEBUG]   Pair (26,35) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:32,532 [DEBUG]   Pair (26,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:06:33,254 [DEBUG]   Pair (26,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:06:33,977 [DEBUG]   Pair (26,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:34,705 [DEBUG]   Pair (26,39) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:35,441 [DEBUG]   Pair (26,40) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:36,184 [DEBUG]   Pair (26,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:36,911 [DEBUG]   Pair (26,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:37,724 [DEBUG]   Pair (26,43) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:38,444 [DEBUG]   Pair (26,44) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:38,444 [INFO]   1370/2652 pairs done
2026-04-09 06:06:39,204 [DEBUG]   Pair (26,45) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:39,925 [DEBUG]   Pair (26,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:40,692 [DEBUG]   Pair (26,47) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:41,415 [DEBUG]   Pair (26,48) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:42,180 [DEBUG]   Pair (26,49) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:42,923 [DEBUG]   Pair (26,50) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:43,655 [DEBUG]   Pair (26,51) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:06:45,571 [INFO]   1380/2652 pairs done
2026-04-09 06:06:51,443 [INFO]   1390/2652 pairs done
2026-04-09 06:06:57,512 [INFO]   1400/2652 pairs done
2026-04-09 06:07:03,352 [INFO]   1410/2652 pairs done
2026-04-09 06:07:09,178 [INFO]   1420/2652 pairs done
2026-04-09 06:07:14,741 [DEBUG]   Pair (28,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:15,453 [DEBUG]   Pair (28,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:15,453 [INFO]   1430/2652 pairs done
2026-04-09 06:07:16,169 [DEBUG]   Pair (28,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:16,890 [DEBUG]   Pair (28,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:17,678 [DEBUG]   Pair (28,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:18,396 [DEBUG]   Pair (28,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:19,117 [DEBUG]   Pair (28,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:19,845 [DEBUG]   Pair (28,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:20,567 [DEBUG]   Pair (28,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:21,288 [DEBUG]   Pair (28,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:22,008 [DEBUG]   Pair (28,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:22,726 [DEBUG]   Pair (28,11) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:22,726 [INFO]   1440/2652 pairs done
2026-04-09 06:07:23,443 [DEBUG]   Pair (28,12) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:24,205 [DEBUG]   Pair (28,13) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:24,983 [DEBUG]   Pair (28,14) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:25,695 [DEBUG]   Pair (28,15) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:26,437 [DEBUG]   Pair (28,16) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:27,145 [DEBUG]   Pair (28,17) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:27,866 [DEBUG]   Pair (28,18) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:28,590 [DEBUG]   Pair (28,19) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:29,335 [DEBUG]   Pair (28,20) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:30,058 [DEBUG]   Pair (28,21) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:30,058 [INFO]   1450/2652 pairs done
2026-04-09 06:07:30,787 [DEBUG]   Pair (28,22) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:31,497 [DEBUG]   Pair (28,23) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:32,216 [DEBUG]   Pair (28,24) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:32,941 [DEBUG]   Pair (28,25) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:33,777 [DEBUG]   Pair (28,26) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:34,492 [DEBUG]   Pair (28,27) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:35,251 [DEBUG]   Pair (28,29) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:35,989 [DEBUG]   Pair (28,30) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:36,702 [DEBUG]   Pair (28,31) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:37,421 [DEBUG]   Pair (28,32) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:37,421 [INFO]   1460/2652 pairs done
2026-04-09 06:07:38,139 [DEBUG]   Pair (28,33) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:38,853 [DEBUG]   Pair (28,34) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:39,565 [DEBUG]   Pair (28,35) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:40,343 [DEBUG]   Pair (28,36) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:41,065 [DEBUG]   Pair (28,37) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:41,787 [DEBUG]   Pair (28,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:42,501 [DEBUG]   Pair (28,39) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:43,221 [DEBUG]   Pair (28,40) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:43,933 [DEBUG]   Pair (28,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:44,645 [DEBUG]   Pair (28,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:44,645 [INFO]   1470/2652 pairs done
2026-04-09 06:07:45,357 [DEBUG]   Pair (28,43) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:46,083 [DEBUG]   Pair (28,44) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:46,796 [DEBUG]   Pair (28,45) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:47,510 [DEBUG]   Pair (28,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:48,214 [DEBUG]   Pair (28,47) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:48,992 [DEBUG]   Pair (28,48) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:49,711 [DEBUG]   Pair (28,49) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:50,426 [DEBUG]   Pair (28,50) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:51,133 [DEBUG]   Pair (28,51) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:07:51,756 [INFO]   1480/2652 pairs done
2026-04-09 06:07:57,781 [INFO]   1490/2652 pairs done
2026-04-09 06:08:04,033 [INFO]   1500/2652 pairs done
2026-04-09 06:08:10,166 [INFO]   1510/2652 pairs done
2026-04-09 06:08:16,470 [INFO]   1520/2652 pairs done
2026-04-09 06:08:22,718 [INFO]   1530/2652 pairs done
2026-04-09 06:08:28,754 [INFO]   1540/2652 pairs done
2026-04-09 06:08:34,982 [INFO]   1550/2652 pairs done
2026-04-09 06:08:41,079 [INFO]   1560/2652 pairs done
2026-04-09 06:08:47,267 [INFO]   1570/2652 pairs done
2026-04-09 06:08:53,581 [INFO]   1580/2652 pairs done
2026-04-09 06:09:00,023 [INFO]   1590/2652 pairs done
2026-04-09 06:09:06,285 [INFO]   1600/2652 pairs done
2026-04-09 06:09:12,455 [INFO]   1610/2652 pairs done
2026-04-09 06:09:18,940 [INFO]   1620/2652 pairs done
2026-04-09 06:09:25,157 [INFO]   1630/2652 pairs done
2026-04-09 06:09:31,436 [INFO]   1640/2652 pairs done
2026-04-09 06:09:37,765 [INFO]   1650/2652 pairs done
2026-04-09 06:09:44,259 [INFO]   1660/2652 pairs done
2026-04-09 06:09:50,501 [INFO]   1670/2652 pairs done
2026-04-09 06:09:56,668 [INFO]   1680/2652 pairs done
2026-04-09 06:10:02,559 [INFO]   1690/2652 pairs done
2026-04-09 06:10:08,434 [INFO]   1700/2652 pairs done
2026-04-09 06:10:14,288 [INFO]   1710/2652 pairs done
2026-04-09 06:10:20,241 [INFO]   1720/2652 pairs done
2026-04-09 06:10:25,986 [INFO]   1730/2652 pairs done
2026-04-09 06:10:32,071 [INFO]   1740/2652 pairs done
2026-04-09 06:10:38,043 [INFO]   1750/2652 pairs done
2026-04-09 06:10:43,961 [INFO]   1760/2652 pairs done
2026-04-09 06:10:49,913 [INFO]   1770/2652 pairs done
2026-04-09 06:10:55,926 [INFO]   1780/2652 pairs done
2026-04-09 06:11:01,919 [INFO]   1790/2652 pairs done
2026-04-09 06:11:07,940 [INFO]   1800/2652 pairs done
2026-04-09 06:11:14,061 [INFO]   1810/2652 pairs done
2026-04-09 06:11:20,155 [INFO]   1820/2652 pairs done
2026-04-09 06:11:26,146 [INFO]   1830/2652 pairs done
2026-04-09 06:11:30,427 [DEBUG]   Pair (36,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:31,143 [DEBUG]   Pair (36,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:31,919 [DEBUG]   Pair (36,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:32,682 [DEBUG]   Pair (36,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:32,682 [INFO]   1840/2652 pairs done
2026-04-09 06:11:33,483 [DEBUG]   Pair (36,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:34,252 [DEBUG]   Pair (36,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:34,978 [DEBUG]   Pair (36,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:35,701 [DEBUG]   Pair (36,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:36,425 [DEBUG]   Pair (36,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:37,157 [DEBUG]   Pair (36,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:37,873 [DEBUG]   Pair (36,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:38,660 [DEBUG]   Pair (36,11) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:39,400 [DEBUG]   Pair (36,12) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:40,126 [DEBUG]   Pair (36,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:40,127 [INFO]   1850/2652 pairs done
2026-04-09 06:11:40,844 [DEBUG]   Pair (36,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:41,559 [DEBUG]   Pair (36,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:42,278 [DEBUG]   Pair (36,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:42,993 [DEBUG]   Pair (36,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:43,708 [DEBUG]   Pair (36,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:44,425 [DEBUG]   Pair (36,19) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:45,150 [DEBUG]   Pair (36,20) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:45,861 [DEBUG]   Pair (36,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:46,578 [DEBUG]   Pair (36,22) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:47,358 [DEBUG]   Pair (36,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:47,358 [INFO]   1860/2652 pairs done
2026-04-09 06:11:48,081 [DEBUG]   Pair (36,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:48,791 [DEBUG]   Pair (36,25) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:49,503 [DEBUG]   Pair (36,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:50,224 [DEBUG]   Pair (36,27) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:50,950 [DEBUG]   Pair (36,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:51,671 [DEBUG]   Pair (36,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:52,389 [DEBUG]   Pair (36,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:53,108 [DEBUG]   Pair (36,31) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:53,898 [DEBUG]   Pair (36,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:54,612 [DEBUG]   Pair (36,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:54,612 [INFO]   1870/2652 pairs done
2026-04-09 06:11:55,329 [DEBUG]   Pair (36,34) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:56,046 [DEBUG]   Pair (36,35) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:56,770 [DEBUG]   Pair (36,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:57,492 [DEBUG]   Pair (36,38) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:58,205 [DEBUG]   Pair (36,39) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:58,923 [DEBUG]   Pair (36,40) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:11:59,638 [DEBUG]   Pair (36,41) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:12:00,358 [DEBUG]   Pair (36,42) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:12:01,080 [DEBUG]   Pair (36,43) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:12:01,801 [DEBUG]   Pair (36,44) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:12:01,801 [INFO]   1880/2652 pairs done
2026-04-09 06:12:02,586 [DEBUG]   Pair (36,45) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:12:03,301 [DEBUG]   Pair (36,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:12:04,024 [DEBUG]   Pair (36,47) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:12:04,741 [DEBUG]   Pair (36,48) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:12:05,453 [DEBUG]   Pair (36,49) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:12:06,171 [DEBUG]   Pair (36,50) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:12:06,905 [DEBUG]   Pair (36,51) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:12:08,686 [INFO]   1890/2652 pairs done
2026-04-09 06:12:14,951 [INFO]   1900/2652 pairs done
2026-04-09 06:12:21,075 [INFO]   1910/2652 pairs done
2026-04-09 06:12:27,182 [INFO]   1920/2652 pairs done
2026-04-09 06:12:33,657 [INFO]   1930/2652 pairs done
2026-04-09 06:12:39,835 [INFO]   1940/2652 pairs done
2026-04-09 06:12:45,876 [INFO]   1950/2652 pairs done
2026-04-09 06:12:52,086 [INFO]   1960/2652 pairs done
2026-04-09 06:12:58,332 [INFO]   1970/2652 pairs done
2026-04-09 06:13:04,439 [INFO]   1980/2652 pairs done
2026-04-09 06:13:10,539 [DEBUG]   Pair (39,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:10,539 [INFO]   1990/2652 pairs done
2026-04-09 06:13:11,264 [DEBUG]   Pair (39,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:11,976 [DEBUG]   Pair (39,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:12,696 [DEBUG]   Pair (39,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:13,492 [DEBUG]   Pair (39,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:14,217 [DEBUG]   Pair (39,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:14,938 [DEBUG]   Pair (39,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:15,725 [DEBUG]   Pair (39,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:16,454 [DEBUG]   Pair (39,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:17,170 [DEBUG]   Pair (39,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:17,888 [DEBUG]   Pair (39,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:17,888 [INFO]   2000/2652 pairs done
2026-04-09 06:13:18,609 [DEBUG]   Pair (39,11) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:19,324 [DEBUG]   Pair (39,12) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:20,057 [DEBUG]   Pair (39,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:20,782 [DEBUG]   Pair (39,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:21,504 [DEBUG]   Pair (39,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:22,225 [DEBUG]   Pair (39,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:22,973 [DEBUG]   Pair (39,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:23,693 [DEBUG]   Pair (39,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:24,484 [DEBUG]   Pair (39,19) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:25,218 [DEBUG]   Pair (39,20) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:25,218 [INFO]   2010/2652 pairs done
2026-04-09 06:13:25,934 [DEBUG]   Pair (39,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:26,654 [DEBUG]   Pair (39,22) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:27,381 [DEBUG]   Pair (39,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:28,102 [DEBUG]   Pair (39,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:28,827 [DEBUG]   Pair (39,25) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:29,542 [DEBUG]   Pair (39,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:30,270 [DEBUG]   Pair (39,27) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:30,999 [DEBUG]   Pair (39,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:31,787 [DEBUG]   Pair (39,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:32,506 [DEBUG]   Pair (39,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:32,507 [INFO]   2020/2652 pairs done
2026-04-09 06:13:33,230 [DEBUG]   Pair (39,31) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:33,949 [DEBUG]   Pair (39,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:34,668 [DEBUG]   Pair (39,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:35,395 [DEBUG]   Pair (39,34) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:36,116 [DEBUG]   Pair (39,35) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:36,832 [DEBUG]   Pair (39,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:37,551 [DEBUG]   Pair (39,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:38,290 [DEBUG]   Pair (39,38) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:39,015 [DEBUG]   Pair (39,40) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:39,728 [DEBUG]   Pair (39,41) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:39,728 [INFO]   2030/2652 pairs done
2026-04-09 06:13:40,558 [DEBUG]   Pair (39,42) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:41,281 [DEBUG]   Pair (39,43) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:42,014 [DEBUG]   Pair (39,44) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:42,745 [DEBUG]   Pair (39,45) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:43,472 [DEBUG]   Pair (39,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:44,190 [DEBUG]   Pair (39,47) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:44,908 [DEBUG]   Pair (39,48) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:45,638 [DEBUG]   Pair (39,49) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:46,362 [DEBUG]   Pair (39,50) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:47,164 [DEBUG]   Pair (39,51) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:13:47,164 [INFO]   2040/2652 pairs done
2026-04-09 06:13:53,028 [INFO]   2050/2652 pairs done
2026-04-09 06:13:58,916 [INFO]   2060/2652 pairs done
2026-04-09 06:14:04,831 [INFO]   2070/2652 pairs done
2026-04-09 06:14:10,779 [INFO]   2080/2652 pairs done
2026-04-09 06:14:16,660 [INFO]   2090/2652 pairs done
2026-04-09 06:14:22,747 [INFO]   2100/2652 pairs done
2026-04-09 06:14:28,858 [INFO]   2110/2652 pairs done
2026-04-09 06:14:34,959 [INFO]   2120/2652 pairs done
2026-04-09 06:14:41,028 [INFO]   2130/2652 pairs done
2026-04-09 06:14:47,134 [INFO]   2140/2652 pairs done
2026-04-09 06:14:53,143 [INFO]   2150/2652 pairs done
2026-04-09 06:14:59,187 [INFO]   2160/2652 pairs done
2026-04-09 06:15:05,199 [INFO]   2170/2652 pairs done
2026-04-09 06:15:11,205 [INFO]   2180/2652 pairs done
2026-04-09 06:15:17,219 [INFO]   2190/2652 pairs done
2026-04-09 06:15:23,246 [INFO]   2200/2652 pairs done
2026-04-09 06:15:29,448 [INFO]   2210/2652 pairs done
2026-04-09 06:15:35,675 [INFO]   2220/2652 pairs done
2026-04-09 06:15:41,976 [INFO]   2230/2652 pairs done
2026-04-09 06:15:48,278 [INFO]   2240/2652 pairs done
2026-04-09 06:15:52,372 [DEBUG]   Pair (44,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:15:54,682 [DEBUG]   Pair (44,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:15:55,427 [INFO]   2250/2652 pairs done
2026-04-09 06:15:58,661 [DEBUG]   Pair (44,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:16:00,979 [DEBUG]   Pair (44,12) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:16:02,487 [DEBUG]   Pair (44,14) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:16:03,246 [INFO]   2260/2652 pairs done
2026-04-09 06:16:04,800 [DEBUG]   Pair (44,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:16:08,200 [DEBUG]   Pair (44,21) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:16:09,779 [DEBUG]   Pair (44,23) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:16:11,409 [INFO]   2270/2652 pairs done
2026-04-09 06:16:14,649 [DEBUG]   Pair (44,29) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:16:18,025 [DEBUG]   Pair (44,33) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:16:18,808 [DEBUG]   Pair (44,34) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:16:19,624 [INFO]   2280/2652 pairs done
2026-04-09 06:16:21,195 [DEBUG]   Pair (44,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:16:21,984 [DEBUG]   Pair (44,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:16:23,658 [DEBUG]   Pair (44,40) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:16:24,440 [DEBUG]   Pair (44,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:16:25,236 [DEBUG]   Pair (44,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:16:26,810 [DEBUG]   Pair (44,45) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:16:27,777 [INFO]   2290/2652 pairs done
2026-04-09 06:16:35,065 [INFO]   2300/2652 pairs done
2026-04-09 06:16:41,433 [INFO]   2310/2652 pairs done
2026-04-09 06:16:47,494 [INFO]   2320/2652 pairs done
2026-04-09 06:16:53,547 [INFO]   2330/2652 pairs done
2026-04-09 06:16:59,568 [INFO]   2340/2652 pairs done
2026-04-09 06:17:05,456 [INFO]   2350/2652 pairs done
2026-04-09 06:17:11,454 [INFO]   2360/2652 pairs done
2026-04-09 06:17:17,326 [INFO]   2370/2652 pairs done
2026-04-09 06:17:23,233 [INFO]   2380/2652 pairs done
2026-04-09 06:17:29,334 [INFO]   2390/2652 pairs done
2026-04-09 06:17:35,364 [INFO]   2400/2652 pairs done
2026-04-09 06:17:41,471 [INFO]   2410/2652 pairs done
2026-04-09 06:17:47,666 [INFO]   2420/2652 pairs done
2026-04-09 06:17:54,013 [INFO]   2430/2652 pairs done
2026-04-09 06:18:00,569 [INFO]   2440/2652 pairs done
2026-04-09 06:18:06,984 [INFO]   2450/2652 pairs done
2026-04-09 06:18:13,304 [INFO]   2460/2652 pairs done
2026-04-09 06:18:19,759 [INFO]   2470/2652 pairs done
2026-04-09 06:18:26,019 [INFO]   2480/2652 pairs done
2026-04-09 06:18:32,415 [INFO]   2490/2652 pairs done
2026-04-09 06:18:38,782 [INFO]   2500/2652 pairs done
2026-04-09 06:18:44,962 [INFO]   2510/2652 pairs done
2026-04-09 06:18:51,057 [INFO]   2520/2652 pairs done
2026-04-09 06:18:57,369 [INFO]   2530/2652 pairs done
2026-04-09 06:19:03,571 [INFO]   2540/2652 pairs done
2026-04-09 06:19:09,627 [INFO]   2550/2652 pairs done
2026-04-09 06:19:15,533 [INFO]   2560/2652 pairs done
2026-04-09 06:19:21,541 [INFO]   2570/2652 pairs done
2026-04-09 06:19:27,536 [INFO]   2580/2652 pairs done
2026-04-09 06:19:33,567 [INFO]   2590/2652 pairs done
2026-04-09 06:19:39,485 [INFO]   2600/2652 pairs done
2026-04-09 06:19:45,536 [INFO]   2610/2652 pairs done
2026-04-09 06:19:51,491 [INFO]   2620/2652 pairs done
2026-04-09 06:19:57,390 [INFO]   2630/2652 pairs done
2026-04-09 06:20:03,335 [INFO]   2640/2652 pairs done
2026-04-09 06:20:09,286 [INFO]   2650/2652 pairs done
2026-04-09 06:20:10,451 [INFO]   Computing Granger causality for ensemble...
2026-04-09 06:20:10,788 [INFO]   [TCPFN] F1=0.483 (best=0.526@0.4) AUROC=0.947 time=1694.54s
2026-04-09 06:20:19,768 [INFO]   [Granger] F1=0.039 (best=0.126@0.9) AUROC=0.998 time=8.96s
2026-04-09 06:20:19,768 [INFO] 
--- CauseMe Benchmarks ---
2026-04-09 06:20:19,779 [INFO] CauseMe/VAR-5: 1000 timesteps, 5 vars, 5 edges
2026-04-09 06:20:19,779 [INFO] [TemporalDiscovery] Estimating 20 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:20:25,625 [INFO]   10/20 pairs done
2026-04-09 06:20:31,527 [INFO]   20/20 pairs done
2026-04-09 06:20:31,528 [INFO]   Computing Granger causality for ensemble...
2026-04-09 06:20:31,541 [INFO]   [TCPFN] F1=0.667 (best=0.667@0.5) AUROC=0.880 time=11.75s
2026-04-09 06:20:31,620 [INFO]   [Granger] F1=0.435 (best=0.714@0.9) AUROC=1.000 time=0.07s
2026-04-09 06:20:31,630 [INFO] CauseMe/VAR-10: 1000 timesteps, 10 vars, 28 edges
2026-04-09 06:20:31,630 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:20:37,679 [INFO]   10/90 pairs done
2026-04-09 06:20:43,637 [INFO]   20/90 pairs done
2026-04-09 06:20:49,640 [INFO]   30/90 pairs done
2026-04-09 06:20:55,452 [INFO]   40/90 pairs done
2026-04-09 06:21:01,353 [INFO]   50/90 pairs done
2026-04-09 06:21:07,537 [INFO]   60/90 pairs done
2026-04-09 06:21:13,790 [INFO]   70/90 pairs done
2026-04-09 06:21:19,989 [INFO]   80/90 pairs done
2026-04-09 06:21:26,296 [INFO]   90/90 pairs done
2026-04-09 06:21:26,297 [INFO]   Computing Granger causality for ensemble...
2026-04-09 06:21:26,319 [INFO]   [TCPFN] F1=0.512 (best=0.667@0.4) AUROC=0.802 time=54.68s
2026-04-09 06:21:26,639 [INFO]   [Granger] F1=0.481 (best=0.562@0.9) AUROC=0.858 time=0.31s
2026-04-09 06:21:26,660 [INFO] CauseMe/VAR-20: 2000 timesteps, 20 vars, 109 edges
2026-04-09 06:21:26,660 [INFO] [TemporalDiscovery] Estimating 380 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:21:34,676 [INFO]   10/380 pairs done
2026-04-09 06:21:42,885 [INFO]   20/380 pairs done
2026-04-09 06:21:50,946 [INFO]   30/380 pairs done
2026-04-09 06:21:58,985 [INFO]   40/380 pairs done
2026-04-09 06:22:06,880 [INFO]   50/380 pairs done
2026-04-09 06:22:14,796 [INFO]   60/380 pairs done
2026-04-09 06:22:22,709 [INFO]   70/380 pairs done
2026-04-09 06:22:30,389 [INFO]   80/380 pairs done
2026-04-09 06:22:38,191 [INFO]   90/380 pairs done
2026-04-09 06:22:45,667 [INFO]   100/380 pairs done
2026-04-09 06:22:53,198 [INFO]   110/380 pairs done
2026-04-09 06:23:00,742 [INFO]   120/380 pairs done
2026-04-09 06:23:08,450 [INFO]   130/380 pairs done
2026-04-09 06:23:16,053 [INFO]   140/380 pairs done
2026-04-09 06:23:23,634 [INFO]   150/380 pairs done
2026-04-09 06:23:31,485 [INFO]   160/380 pairs done
2026-04-09 06:23:39,456 [INFO]   170/380 pairs done
2026-04-09 06:23:47,358 [INFO]   180/380 pairs done
2026-04-09 06:23:55,166 [INFO]   190/380 pairs done
2026-04-09 06:24:03,191 [INFO]   200/380 pairs done
2026-04-09 06:24:11,224 [INFO]   210/380 pairs done
2026-04-09 06:24:18,876 [INFO]   220/380 pairs done
2026-04-09 06:24:26,416 [INFO]   230/380 pairs done
2026-04-09 06:24:34,062 [INFO]   240/380 pairs done
2026-04-09 06:24:41,742 [INFO]   250/380 pairs done
2026-04-09 06:24:49,599 [INFO]   260/380 pairs done
2026-04-09 06:24:57,758 [INFO]   270/380 pairs done
2026-04-09 06:25:05,714 [INFO]   280/380 pairs done
2026-04-09 06:25:13,869 [INFO]   290/380 pairs done
2026-04-09 06:25:22,046 [INFO]   300/380 pairs done
2026-04-09 06:25:30,224 [INFO]   310/380 pairs done
2026-04-09 06:25:38,893 [INFO]   320/380 pairs done
2026-04-09 06:25:46,698 [INFO]   330/380 pairs done
2026-04-09 06:25:54,659 [INFO]   340/380 pairs done
2026-04-09 06:26:02,562 [INFO]   350/380 pairs done
2026-04-09 06:26:10,563 [INFO]   360/380 pairs done
2026-04-09 06:26:18,165 [INFO]   370/380 pairs done
2026-04-09 06:26:25,659 [INFO]   380/380 pairs done
2026-04-09 06:26:25,659 [INFO]   Computing Granger causality for ensemble...
2026-04-09 06:26:25,799 [INFO]   [TCPFN] F1=0.178 (best=0.452@0.05) AUROC=0.579 time=299.13s
2026-04-09 06:26:27,661 [INFO]   [Granger] F1=0.446 (best=0.446@0.01) AUROC=0.509 time=1.85s
2026-04-09 06:26:27,669 [INFO] CauseMe/NVAR-5: 1000 timesteps, 5 vars, 3 edges
2026-04-09 06:26:27,669 [INFO] [TemporalDiscovery] Estimating 20 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:26:33,414 [INFO]   10/20 pairs done
2026-04-09 06:26:39,052 [INFO]   20/20 pairs done
2026-04-09 06:26:39,052 [INFO]   Computing Granger causality for ensemble...
2026-04-09 06:26:39,065 [INFO]   [TCPFN] F1=0.800 (best=0.800@0.4) AUROC=0.941 time=11.39s
2026-04-09 06:26:39,144 [INFO]   [Granger] F1=0.353 (best=0.667@0.9) AUROC=0.980 time=0.07s
2026-04-09 06:26:39,153 [INFO] CauseMe/NVAR-10: 1000 timesteps, 10 vars, 23 edges
2026-04-09 06:26:39,153 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:26:45,091 [INFO]   10/90 pairs done
2026-04-09 06:26:50,978 [INFO]   20/90 pairs done
2026-04-09 06:26:56,811 [INFO]   30/90 pairs done
2026-04-09 06:27:02,563 [INFO]   40/90 pairs done
2026-04-09 06:27:08,458 [INFO]   50/90 pairs done
2026-04-09 06:27:14,372 [INFO]   60/90 pairs done
2026-04-09 06:27:20,317 [INFO]   70/90 pairs done
2026-04-09 06:27:26,159 [INFO]   80/90 pairs done
2026-04-09 06:27:32,440 [INFO]   90/90 pairs done
2026-04-09 06:27:32,440 [INFO]   Computing Granger causality for ensemble...
2026-04-09 06:27:32,462 [INFO]   [TCPFN] F1=0.357 (best=0.450@0.2) AUROC=0.674 time=53.30s
2026-04-09 06:27:32,783 [INFO]   [Granger] F1=0.415 (best=0.532@0.9) AUROC=0.919 time=0.31s
2026-04-09 06:27:32,800 [INFO] CauseMe/NVAR-20: 2000 timesteps, 20 vars, 113 edges
2026-04-09 06:27:32,801 [INFO] [TemporalDiscovery] Estimating 380 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:27:40,540 [INFO]   10/380 pairs done
2026-04-09 06:27:48,564 [INFO]   20/380 pairs done
2026-04-09 06:27:56,264 [INFO]   30/380 pairs done
2026-04-09 06:28:04,074 [INFO]   40/380 pairs done
2026-04-09 06:28:12,084 [INFO]   50/380 pairs done
2026-04-09 06:28:20,577 [INFO]   60/380 pairs done
2026-04-09 06:28:29,495 [INFO]   70/380 pairs done
2026-04-09 06:28:37,703 [INFO]   80/380 pairs done
2026-04-09 06:28:45,644 [INFO]   90/380 pairs done
2026-04-09 06:28:53,141 [INFO]   100/380 pairs done
2026-04-09 06:29:00,651 [INFO]   110/380 pairs done
2026-04-09 06:29:08,263 [INFO]   120/380 pairs done
2026-04-09 06:29:15,905 [INFO]   130/380 pairs done
2026-04-09 06:29:23,595 [INFO]   140/380 pairs done
2026-04-09 06:29:31,787 [INFO]   150/380 pairs done
2026-04-09 06:29:39,353 [INFO]   160/380 pairs done
2026-04-09 06:29:46,965 [INFO]   170/380 pairs done
2026-04-09 06:29:54,674 [INFO]   180/380 pairs done
2026-04-09 06:30:02,520 [INFO]   190/380 pairs done
2026-04-09 06:30:10,296 [INFO]   200/380 pairs done
2026-04-09 06:30:18,043 [INFO]   210/380 pairs done
2026-04-09 06:30:25,638 [INFO]   220/380 pairs done
2026-04-09 06:30:33,374 [INFO]   230/380 pairs done
2026-04-09 06:30:41,036 [INFO]   240/380 pairs done
2026-04-09 06:30:48,797 [INFO]   250/380 pairs done
2026-04-09 06:30:56,642 [INFO]   260/380 pairs done
2026-04-09 06:31:04,621 [INFO]   270/380 pairs done
2026-04-09 06:31:12,717 [INFO]   280/380 pairs done
2026-04-09 06:31:20,841 [INFO]   290/380 pairs done
2026-04-09 06:31:29,293 [INFO]   300/380 pairs done
2026-04-09 06:31:37,835 [INFO]   310/380 pairs done
2026-04-09 06:31:45,727 [INFO]   320/380 pairs done
2026-04-09 06:31:53,644 [INFO]   330/380 pairs done
2026-04-09 06:32:01,621 [INFO]   340/380 pairs done
2026-04-09 06:32:09,317 [INFO]   350/380 pairs done
2026-04-09 06:32:17,045 [INFO]   360/380 pairs done
2026-04-09 06:32:24,504 [INFO]   370/380 pairs done
2026-04-09 06:32:31,918 [INFO]   380/380 pairs done
2026-04-09 06:32:31,918 [INFO]   Computing Granger causality for ensemble...
2026-04-09 06:32:32,057 [INFO]   [TCPFN] F1=0.185 (best=0.497@0.1) AUROC=0.664 time=299.25s
2026-04-09 06:32:33,928 [INFO]   [Granger] F1=0.459 (best=0.474@0.9) AUROC=0.728 time=1.86s
2026-04-09 06:32:35,568 [INFO] CauseMe/Lorenz96-10: 2000 timesteps, 10 vars, 37 edges
2026-04-09 06:32:35,568 [INFO] [TemporalDiscovery] Estimating 90 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:32:42,353 [INFO]   10/90 pairs done
2026-04-09 06:32:48,918 [INFO]   20/90 pairs done
2026-04-09 06:32:55,510 [INFO]   30/90 pairs done
2026-04-09 06:33:02,074 [INFO]   40/90 pairs done
2026-04-09 06:33:08,899 [INFO]   50/90 pairs done
2026-04-09 06:33:16,535 [INFO]   60/90 pairs done
2026-04-09 06:33:23,739 [INFO]   70/90 pairs done
2026-04-09 06:33:31,027 [INFO]   80/90 pairs done
2026-04-09 06:33:38,289 [INFO]   90/90 pairs done
2026-04-09 06:33:38,289 [INFO]   Computing Granger causality for ensemble...
2026-04-09 06:33:38,330 [INFO]   [TCPFN] F1=0.400 (best=0.600@0.1) AUROC=0.632 time=62.75s
2026-04-09 06:33:38,793 [INFO]   [Granger] F1=0.583 (best=0.587@0.9) AUROC=0.580 time=0.45s
2026-04-09 06:33:41,882 [INFO] CauseMe/Lorenz96-20: 2000 timesteps, 20 vars, 93 edges
2026-04-09 06:33:41,882 [INFO] [TemporalDiscovery] Estimating 380 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:33:49,671 [INFO]   10/380 pairs done
2026-04-09 06:33:57,292 [INFO]   20/380 pairs done
2026-04-09 06:34:04,833 [INFO]   30/380 pairs done
2026-04-09 06:34:12,693 [INFO]   40/380 pairs done
2026-04-09 06:34:20,572 [INFO]   50/380 pairs done
2026-04-09 06:34:27,895 [INFO]   60/380 pairs done
2026-04-09 06:34:35,404 [INFO]   70/380 pairs done
2026-04-09 06:34:42,806 [INFO]   80/380 pairs done
2026-04-09 06:34:50,134 [INFO]   90/380 pairs done
2026-04-09 06:34:57,638 [INFO]   100/380 pairs done
2026-04-09 06:35:05,480 [INFO]   110/380 pairs done
2026-04-09 06:35:13,105 [INFO]   120/380 pairs done
2026-04-09 06:35:20,659 [INFO]   130/380 pairs done
2026-04-09 06:35:28,055 [INFO]   140/380 pairs done
2026-04-09 06:35:35,956 [INFO]   150/380 pairs done
2026-04-09 06:35:43,181 [INFO]   160/380 pairs done
2026-04-09 06:35:50,315 [INFO]   170/380 pairs done
2026-04-09 06:35:57,522 [INFO]   180/380 pairs done
2026-04-09 06:36:04,843 [INFO]   190/380 pairs done
2026-04-09 06:36:12,136 [INFO]   200/380 pairs done
2026-04-09 06:36:19,320 [INFO]   210/380 pairs done
2026-04-09 06:36:26,585 [INFO]   220/380 pairs done
2026-04-09 06:36:33,678 [INFO]   230/380 pairs done
2026-04-09 06:36:40,781 [INFO]   240/380 pairs done
2026-04-09 06:36:48,007 [INFO]   250/380 pairs done
2026-04-09 06:36:55,371 [INFO]   260/380 pairs done
2026-04-09 06:37:02,969 [INFO]   270/380 pairs done
2026-04-09 06:37:10,785 [INFO]   280/380 pairs done
2026-04-09 06:37:18,379 [INFO]   290/380 pairs done
2026-04-09 06:37:25,953 [INFO]   300/380 pairs done
2026-04-09 06:37:32,992 [INFO]   310/380 pairs done
2026-04-09 06:37:40,030 [INFO]   320/380 pairs done
2026-04-09 06:37:47,128 [INFO]   330/380 pairs done
2026-04-09 06:37:54,108 [INFO]   340/380 pairs done
2026-04-09 06:38:01,501 [INFO]   350/380 pairs done
2026-04-09 06:38:09,445 [INFO]   360/380 pairs done
2026-04-09 06:38:17,408 [INFO]   370/380 pairs done
2026-04-09 06:38:25,189 [INFO]   380/380 pairs done
2026-04-09 06:38:25,190 [INFO]   Computing Granger causality for ensemble...
2026-04-09 06:38:25,329 [INFO]   [TCPFN] F1=0.244 (best=0.448@0.2) AUROC=0.655 time=283.44s
2026-04-09 06:38:27,289 [INFO]   [Granger] F1=0.403 (best=0.447@0.9) AUROC=0.804 time=1.95s
2026-04-09 06:38:27,289 [INFO] 
--- Sachs Protein Signaling ---
  [Sachs] Downloading from https://www.bnlearn.com/book-crc/code/sachs.data.txt...
  [Sachs] No data found in data/benchmarks/sachs, generating synthetic proxy...
2026-04-09 06:38:27,853 [INFO] Sachs: 853 samples, 11 proteins, 17 known edges
2026-04-09 06:38:27,854 [INFO] [TemporalDiscovery] Estimating 110 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:38:34,137 [INFO]   10/110 pairs done
2026-04-09 06:38:41,230 [INFO]   20/110 pairs done
2026-04-09 06:38:41,965 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:42,680 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:43,312 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:43,951 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:44,587 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:45,222 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:45,915 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:46,550 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:47,221 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:47,887 [DEBUG]   Pair (2,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:47,887 [INFO]   30/110 pairs done
2026-04-09 06:38:48,532 [DEBUG]   Pair (3,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:49,186 [DEBUG]   Pair (3,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:49,932 [DEBUG]   Pair (3,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:50,583 [DEBUG]   Pair (3,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:51,231 [DEBUG]   Pair (3,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:51,876 [DEBUG]   Pair (3,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:52,520 [DEBUG]   Pair (3,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:53,169 [DEBUG]   Pair (3,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:53,815 [DEBUG]   Pair (3,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:54,459 [DEBUG]   Pair (3,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:54,459 [INFO]   40/110 pairs done
2026-04-09 06:38:56,568 [DEBUG]   Pair (4,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:38:57,897 [DEBUG]   Pair (4,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:38:59,209 [DEBUG]   Pair (4,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:39:00,607 [DEBUG]   Pair (4,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:01,306 [DEBUG]   Pair (4,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:01,306 [INFO]   50/110 pairs done
2026-04-09 06:39:02,691 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:08,428 [DEBUG]   Pair (5,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:08,428 [INFO]   60/110 pairs done
2026-04-09 06:39:15,539 [INFO]   70/110 pairs done
2026-04-09 06:39:16,193 [DEBUG]   Pair (7,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:16,904 [DEBUG]   Pair (7,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:17,566 [DEBUG]   Pair (7,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:18,239 [DEBUG]   Pair (7,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:18,924 [DEBUG]   Pair (7,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:19,647 [DEBUG]   Pair (7,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:20,289 [DEBUG]   Pair (7,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:20,932 [DEBUG]   Pair (7,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:21,633 [DEBUG]   Pair (7,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:22,307 [DEBUG]   Pair (7,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:22,307 [INFO]   80/110 pairs done
2026-04-09 06:39:23,690 [DEBUG]   Pair (8,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:24,330 [DEBUG]   Pair (8,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:39:25,025 [DEBUG]   Pair (8,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:28,603 [DEBUG]   Pair (8,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:39:29,364 [INFO]   90/110 pairs done
2026-04-09 06:39:35,211 [INFO]   100/110 pairs done
2026-04-09 06:39:41,322 [INFO]   110/110 pairs done
2026-04-09 06:39:41,322 [INFO]   Computing Granger causality for ensemble...
2026-04-09 06:39:41,344 [INFO]   [TCPFN] F1=0.077 (best=0.270@0.05) AUROC=0.478 time=73.48s
2026-04-09 06:39:41,752 [INFO]   [Granger] F1=0.291 (best=0.319@0.8) AUROC=0.621 time=0.40s
2026-04-09 06:39:41,753 [INFO] 
--- SWaT (Secure Water Treatment) ---
  [SWaT] No data found in data/benchmarks/swat, generating synthetic proxy...
2026-04-09 06:39:42,150 [INFO] SWaT: 960 timesteps, 55 variables, 55 edges
2026-04-09 06:39:42,151 [INFO] [TemporalDiscovery] Estimating 2970 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 06:39:48,564 [INFO]   10/2970 pairs done
2026-04-09 06:39:54,779 [INFO]   20/2970 pairs done
2026-04-09 06:40:00,805 [INFO]   30/2970 pairs done
2026-04-09 06:40:06,896 [INFO]   40/2970 pairs done
2026-04-09 06:40:12,849 [INFO]   50/2970 pairs done
2026-04-09 06:40:18,888 [INFO]   60/2970 pairs done
2026-04-09 06:40:24,802 [INFO]   70/2970 pairs done
2026-04-09 06:40:30,930 [INFO]   80/2970 pairs done
2026-04-09 06:40:36,853 [INFO]   90/2970 pairs done
2026-04-09 06:40:42,779 [INFO]   100/2970 pairs done
2026-04-09 06:40:48,259 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:40:48,979 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:40:48,979 [INFO]   110/2970 pairs done
2026-04-09 06:40:49,710 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:40:50,439 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:40:51,163 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:40:51,885 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:40:52,679 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:40:53,402 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:40:54,133 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:40:54,860 [DEBUG]   Pair (2,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:40:55,586 [DEBUG]   Pair (2,11) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:40:56,326 [DEBUG]   Pair (2,12) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:40:56,326 [INFO]   120/2970 pairs done
2026-04-09 06:40:57,062 [DEBUG]   Pair (2,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:40:57,789 [DEBUG]   Pair (2,14) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:40:58,519 [DEBUG]   Pair (2,15) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:40:59,321 [DEBUG]   Pair (2,16) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:00,052 [DEBUG]   Pair (2,17) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:00,781 [DEBUG]   Pair (2,18) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:01,589 [DEBUG]   Pair (2,19) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:02,320 [DEBUG]   Pair (2,20) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:03,052 [DEBUG]   Pair (2,21) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:03,787 [DEBUG]   Pair (2,22) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:03,787 [INFO]   130/2970 pairs done
2026-04-09 06:41:04,534 [DEBUG]   Pair (2,23) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:05,271 [DEBUG]   Pair (2,24) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:06,001 [DEBUG]   Pair (2,25) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:06,732 [DEBUG]   Pair (2,26) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:07,463 [DEBUG]   Pair (2,27) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:08,259 [DEBUG]   Pair (2,28) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:08,987 [DEBUG]   Pair (2,29) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:09,738 [DEBUG]   Pair (2,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:41:10,470 [DEBUG]   Pair (2,31) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:11,199 [DEBUG]   Pair (2,32) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:11,199 [INFO]   140/2970 pairs done
2026-04-09 06:41:11,930 [DEBUG]   Pair (2,33) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:12,691 [DEBUG]   Pair (2,34) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:13,421 [DEBUG]   Pair (2,35) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:14,147 [DEBUG]   Pair (2,36) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:14,963 [DEBUG]   Pair (2,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:41:15,779 [DEBUG]   Pair (2,38) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:41:16,508 [DEBUG]   Pair (2,39) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:17,243 [DEBUG]   Pair (2,40) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:17,984 [DEBUG]   Pair (2,41) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:41:18,737 [DEBUG]   Pair (2,42) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:41:18,737 [INFO]   150/2970 pairs done
2026-04-09 06:41:19,459 [DEBUG]   Pair (2,43) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:20,190 [DEBUG]   Pair (2,44) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:20,938 [DEBUG]   Pair (2,45) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:21,674 [DEBUG]   Pair (2,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:22,413 [DEBUG]   Pair (2,47) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:23,151 [DEBUG]   Pair (2,48) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:41:23,963 [DEBUG]   Pair (2,49) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:41:24,692 [DEBUG]   Pair (2,50) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:25,425 [DEBUG]   Pair (2,51) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:26,162 [DEBUG]   Pair (2,52) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:26,162 [INFO]   160/2970 pairs done
2026-04-09 06:41:26,893 [DEBUG]   Pair (2,53) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:27,624 [DEBUG]   Pair (2,54) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:41:32,397 [INFO]   170/2970 pairs done
2026-04-09 06:41:38,413 [INFO]   180/2970 pairs done
2026-04-09 06:41:44,336 [INFO]   190/2970 pairs done
2026-04-09 06:41:50,373 [INFO]   200/2970 pairs done
2026-04-09 06:41:56,363 [INFO]   210/2970 pairs done
2026-04-09 06:42:02,308 [INFO]   220/2970 pairs done
2026-04-09 06:42:08,247 [INFO]   230/2970 pairs done
2026-04-09 06:42:14,155 [INFO]   240/2970 pairs done
2026-04-09 06:42:20,080 [INFO]   250/2970 pairs done
2026-04-09 06:42:26,023 [INFO]   260/2970 pairs done
2026-04-09 06:42:31,987 [INFO]   270/2970 pairs done
2026-04-09 06:42:37,963 [INFO]   280/2970 pairs done
2026-04-09 06:42:44,008 [INFO]   290/2970 pairs done
2026-04-09 06:42:50,120 [INFO]   300/2970 pairs done
2026-04-09 06:42:56,198 [INFO]   310/2970 pairs done
2026-04-09 06:43:02,319 [INFO]   320/2970 pairs done
2026-04-09 06:43:08,049 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:43:09,623 [INFO]   330/2970 pairs done
2026-04-09 06:43:11,175 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:43:11,955 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:43:17,656 [INFO]   340/2970 pairs done
2026-04-09 06:43:18,503 [DEBUG]   Pair (6,17) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:43:24,445 [DEBUG]   Pair (6,24) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:43:26,037 [INFO]   350/2970 pairs done
2026-04-09 06:43:29,302 [DEBUG]   Pair (6,30) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:43:34,568 [INFO]   360/2970 pairs done
2026-04-09 06:43:41,363 [DEBUG]   Pair (6,44) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:43:42,142 [DEBUG]   Pair (6,45) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:43:42,872 [DEBUG]   Pair (6,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:43:42,872 [INFO]   370/2970 pairs done
2026-04-09 06:43:46,890 [DEBUG]   Pair (6,51) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:43:48,692 [DEBUG]   Pair (6,53) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:43:51,041 [INFO]   380/2970 pairs done
2026-04-09 06:43:57,542 [INFO]   390/2970 pairs done
2026-04-09 06:44:03,832 [INFO]   400/2970 pairs done
2026-04-09 06:44:10,154 [INFO]   410/2970 pairs done
2026-04-09 06:44:16,553 [INFO]   420/2970 pairs done
2026-04-09 06:44:22,632 [INFO]   430/2970 pairs done
2026-04-09 06:44:28,544 [INFO]   440/2970 pairs done
2026-04-09 06:44:34,428 [INFO]   450/2970 pairs done
2026-04-09 06:44:40,297 [INFO]   460/2970 pairs done
2026-04-09 06:44:46,193 [INFO]   470/2970 pairs done
2026-04-09 06:44:52,058 [INFO]   480/2970 pairs done
2026-04-09 06:44:57,940 [INFO]   490/2970 pairs done
2026-04-09 06:45:03,815 [INFO]   500/2970 pairs done
2026-04-09 06:45:09,700 [INFO]   510/2970 pairs done
2026-04-09 06:45:15,605 [INFO]   520/2970 pairs done
2026-04-09 06:45:21,503 [INFO]   530/2970 pairs done
2026-04-09 06:45:27,312 [INFO]   540/2970 pairs done
2026-04-09 06:45:33,243 [INFO]   550/2970 pairs done
2026-04-09 06:45:39,176 [INFO]   560/2970 pairs done
2026-04-09 06:45:45,088 [INFO]   570/2970 pairs done
2026-04-09 06:45:51,064 [INFO]   580/2970 pairs done
2026-04-09 06:45:57,048 [INFO]   590/2970 pairs done
2026-04-09 06:46:03,028 [INFO]   600/2970 pairs done
2026-04-09 06:46:08,947 [INFO]   610/2970 pairs done
2026-04-09 06:46:15,200 [INFO]   620/2970 pairs done
2026-04-09 06:46:21,361 [INFO]   630/2970 pairs done
2026-04-09 06:46:27,481 [INFO]   640/2970 pairs done
2026-04-09 06:46:33,621 [INFO]   650/2970 pairs done
2026-04-09 06:46:39,805 [INFO]   660/2970 pairs done
2026-04-09 06:46:45,747 [INFO]   670/2970 pairs done
2026-04-09 06:46:51,679 [INFO]   680/2970 pairs done
2026-04-09 06:46:57,539 [INFO]   690/2970 pairs done
2026-04-09 06:47:03,620 [INFO]   700/2970 pairs done
2026-04-09 06:47:09,482 [INFO]   710/2970 pairs done
2026-04-09 06:47:15,547 [INFO]   720/2970 pairs done
2026-04-09 06:47:21,427 [INFO]   730/2970 pairs done
2026-04-09 06:47:27,318 [INFO]   740/2970 pairs done
2026-04-09 06:47:33,245 [INFO]   750/2970 pairs done
2026-04-09 06:47:37,552 [DEBUG]   Pair (14,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:47:39,083 [DEBUG]   Pair (14,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:47:39,812 [DEBUG]   Pair (14,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:47:39,812 [INFO]   760/2970 pairs done
2026-04-09 06:47:40,540 [DEBUG]   Pair (14,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:47:42,074 [DEBUG]   Pair (14,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:47:42,850 [DEBUG]   Pair (14,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:47:43,564 [DEBUG]   Pair (14,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:47:44,285 [DEBUG]   Pair (14,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:47:45,002 [DEBUG]   Pair (14,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:47:47,278 [DEBUG]   Pair (14,13) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:47:47,278 [INFO]   770/2970 pairs done
2026-04-09 06:47:47,997 [DEBUG]   Pair (14,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:47:48,746 [DEBUG]   Pair (14,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:47:49,469 [DEBUG]   Pair (14,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:47:51,856 [DEBUG]   Pair (14,20) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:47:53,397 [DEBUG]   Pair (14,22) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:47:55,017 [DEBUG]   Pair (14,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:47:55,017 [INFO]   780/2970 pairs done
2026-04-09 06:47:55,763 [DEBUG]   Pair (14,25) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:47:56,483 [DEBUG]   Pair (14,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:47:57,214 [DEBUG]   Pair (14,27) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:47:57,947 [DEBUG]   Pair (14,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:47:58,812 [DEBUG]   Pair (14,29) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:47:59,536 [DEBUG]   Pair (14,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:48:00,255 [DEBUG]   Pair (14,31) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:48:02,608 [DEBUG]   Pair (14,34) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:48:02,608 [INFO]   790/2970 pairs done
2026-04-09 06:48:04,994 [DEBUG]   Pair (14,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:48:05,795 [DEBUG]   Pair (14,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:48:06,514 [DEBUG]   Pair (14,39) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:48:07,249 [DEBUG]   Pair (14,40) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:48:09,639 [DEBUG]   Pair (14,43) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:48:10,432 [DEBUG]   Pair (14,44) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:48:10,432 [INFO]   800/2970 pairs done
2026-04-09 06:48:11,156 [DEBUG]   Pair (14,45) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:48:12,849 [DEBUG]   Pair (14,47) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:48:15,396 [DEBUG]   Pair (14,50) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:48:16,187 [DEBUG]   Pair (14,51) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:48:17,786 [DEBUG]   Pair (14,53) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:48:18,566 [DEBUG]   Pair (14,54) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 06:48:18,566 [INFO]   810/2970 pairs done
2026-04-09 06:48:25,314 [INFO]   820/2970 pairs done
2026-04-09 06:48:31,769 [INFO]   830/2970 pairs done
2026-04-09 06:48:38,076 [INFO]   840/2970 pairs done
2026-04-09 06:48:44,412 [INFO]   850/2970 pairs done
2026-04-09 06:48:50,666 [INFO]   860/2970 pairs done
2026-04-09 06:48:56,869 [INFO]   870/2970 pairs done
2026-04-09 06:49:02,914 [INFO]   880/2970 pairs done
2026-04-09 06:49:09,036 [INFO]   890/2970 pairs done
2026-04-09 06:49:15,158 [INFO]   900/2970 pairs done
2026-04-09 06:49:21,383 [INFO]   910/2970 pairs done
2026-04-09 06:49:27,717 [INFO]   920/2970 pairs done
2026-04-09 06:49:33,993 [INFO]   930/2970 pairs done
2026-04-09 06:49:40,327 [INFO]   940/2970 pairs done
2026-04-09 06:49:46,597 [INFO]   950/2970 pairs done
2026-04-09 06:49:53,050 [INFO]   960/2970 pairs done
2026-04-09 06:49:59,391 [INFO]   970/2970 pairs done
2026-04-09 06:50:05,641 [INFO]   980/2970 pairs done
2026-04-09 06:50:11,997 [INFO]   990/2970 pairs done
2026-04-09 06:50:18,364 [INFO]   1000/2970 pairs done
2026-04-09 06:50:24,678 [INFO]   1010/2970 pairs done
2026-04-09 06:50:31,002 [INFO]   1020/2970 pairs done
2026-04-09 06:50:37,196 [INFO]   1030/2970 pairs done
2026-04-09 06:50:43,759 [INFO]   1040/2970 pairs done
2026-04-09 06:50:49,897 [INFO]   1050/2970 pairs done
2026-04-09 06:50:56,133 [INFO]   1060/2970 pairs done
2026-04-09 06:51:02,220 [INFO]   1070/2970 pairs done
2026-04-09 06:51:08,411 [INFO]   1080/2970 pairs done
2026-04-09 06:51:11,691 [DEBUG]   Pair (20,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:14,766 [DEBUG]   Pair (20,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:15,489 [DEBUG]   Pair (20,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:16,264 [INFO]   1090/2970 pairs done
2026-04-09 06:51:16,985 [DEBUG]   Pair (20,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:17,702 [DEBUG]   Pair (20,11) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:19,196 [DEBUG]   Pair (20,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:20,754 [DEBUG]   Pair (20,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:21,524 [DEBUG]   Pair (20,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:23,093 [DEBUG]   Pair (20,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:23,882 [INFO]   1100/2970 pairs done
2026-04-09 06:51:26,279 [DEBUG]   Pair (20,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:31,089 [DEBUG]   Pair (20,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:31,904 [INFO]   1110/2970 pairs done
2026-04-09 06:51:34,284 [DEBUG]   Pair (20,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:35,788 [DEBUG]   Pair (20,35) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:36,519 [DEBUG]   Pair (20,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:39,707 [INFO]   1120/2970 pairs done
2026-04-09 06:51:45,368 [DEBUG]   Pair (20,47) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:46,102 [DEBUG]   Pair (20,48) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:47,665 [INFO]   1130/2970 pairs done
2026-04-09 06:51:50,775 [DEBUG]   Pair (20,54) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 06:51:54,350 [INFO]   1140/2970 pairs done
2026-04-09 06:52:00,261 [INFO]   1150/2970 pairs done
2026-04-09 06:52:06,161 [INFO]   1160/2970 pairs done
2026-04-09 06:52:12,033 [INFO]   1170/2970 pairs done
2026-04-09 06:52:17,852 [INFO]   1180/2970 pairs done
2026-04-09 06:52:23,767 [INFO]   1190/2970 pairs done
2026-04-09 06:52:29,699 [INFO]   1200/2970 pairs done
2026-04-09 06:52:35,645 [INFO]   1210/2970 pairs done
2026-04-09 06:52:41,555 [INFO]   1220/2970 pairs done
2026-04-09 06:52:47,493 [INFO]   1230/2970 pairs done
2026-04-09 06:52:53,409 [INFO]   1240/2970 pairs done
2026-04-09 06:52:59,566 [INFO]   1250/2970 pairs done
2026-04-09 06:53:05,626 [INFO]   1260/2970 pairs done
2026-04-09 06:53:11,737 [INFO]   1270/2970 pairs done
2026-04-09 06:53:17,728 [INFO]   1280/2970 pairs done
2026-04-09 06:53:23,791 [INFO]   1290/2970 pairs done
2026-04-09 06:53:30,077 [INFO]   1300/2970 pairs done
2026-04-09 06:53:36,501 [INFO]   1310/2970 pairs done
2026-04-09 06:53:42,825 [INFO]   1320/2970 pairs done
2026-04-09 06:53:48,955 [INFO]   1330/2970 pairs done
2026-04-09 06:53:55,242 [INFO]   1340/2970 pairs done
2026-04-09 06:54:01,377 [INFO]   1350/2970 pairs done
2026-04-09 06:54:07,566 [INFO]   1360/2970 pairs done
2026-04-09 06:54:13,861 [INFO]   1370/2970 pairs done
2026-04-09 06:54:20,127 [INFO]   1380/2970 pairs done
2026-04-09 06:54:26,461 [INFO]   1390/2970 pairs done
2026-04-09 06:54:32,793 [INFO]   1400/2970 pairs done
2026-04-09 06:54:38,962 [INFO]   1410/2970 pairs done
2026-04-09 06:54:45,068 [INFO]   1420/2970 pairs done
2026-04-09 06:54:51,139 [INFO]   1430/2970 pairs done
2026-04-09 06:54:57,076 [INFO]   1440/2970 pairs done
2026-04-09 06:55:03,029 [INFO]   1450/2970 pairs done
2026-04-09 06:55:09,030 [INFO]   1460/2970 pairs done
2026-04-09 06:55:14,971 [INFO]   1470/2970 pairs done
2026-04-09 06:55:20,952 [INFO]   1480/2970 pairs done
2026-04-09 06:55:26,882 [INFO]   1490/2970 pairs done
2026-04-09 06:55:32,754 [INFO]   1500/2970 pairs done
2026-04-09 06:55:38,773 [INFO]   1510/2970 pairs done
2026-04-09 06:55:44,809 [INFO]   1520/2970 pairs done
2026-04-09 06:55:50,805 [INFO]   1530/2970 pairs done
2026-04-09 06:55:56,831 [INFO]   1540/2970 pairs done
2026-04-09 06:56:02,874 [INFO]   1550/2970 pairs done
2026-04-09 06:56:08,966 [INFO]   1560/2970 pairs done
2026-04-09 06:56:14,951 [INFO]   1570/2970 pairs done
2026-04-09 06:56:21,047 [INFO]   1580/2970 pairs done
2026-04-09 06:56:27,119 [INFO]   1590/2970 pairs done
2026-04-09 06:56:33,164 [INFO]   1600/2970 pairs done
2026-04-09 06:56:39,137 [INFO]   1610/2970 pairs done
2026-04-09 06:56:45,343 [INFO]   1620/2970 pairs done
2026-04-09 06:56:51,499 [INFO]   1630/2970 pairs done
2026-04-09 06:56:57,575 [INFO]   1640/2970 pairs done
2026-04-09 06:57:03,483 [INFO]   1650/2970 pairs done
2026-04-09 06:57:09,672 [INFO]   1660/2970 pairs done
2026-04-09 06:57:15,715 [INFO]   1670/2970 pairs done
2026-04-09 06:57:21,804 [INFO]   1680/2970 pairs done
2026-04-09 06:57:27,902 [INFO]   1690/2970 pairs done
2026-04-09 06:57:34,000 [INFO]   1700/2970 pairs done
2026-04-09 06:57:40,127 [INFO]   1710/2970 pairs done
2026-04-09 06:57:46,222 [INFO]   1720/2970 pairs done
2026-04-09 06:57:52,406 [INFO]   1730/2970 pairs done
2026-04-09 06:57:58,584 [INFO]   1740/2970 pairs done
2026-04-09 06:58:05,079 [INFO]   1750/2970 pairs done
2026-04-09 06:58:11,364 [INFO]   1760/2970 pairs done
2026-04-09 06:58:17,605 [INFO]   1770/2970 pairs done
2026-04-09 06:58:23,887 [INFO]   1780/2970 pairs done
2026-04-09 06:58:30,074 [INFO]   1790/2970 pairs done
2026-04-09 06:58:36,171 [INFO]   1800/2970 pairs done
2026-04-09 06:58:42,163 [INFO]   1810/2970 pairs done
2026-04-09 06:58:48,108 [INFO]   1820/2970 pairs done
2026-04-09 06:58:54,283 [INFO]   1830/2970 pairs done
2026-04-09 06:59:00,473 [INFO]   1840/2970 pairs done
2026-04-09 06:59:06,616 [INFO]   1850/2970 pairs done
2026-04-09 06:59:13,028 [INFO]   1860/2970 pairs done
2026-04-09 06:59:19,621 [INFO]   1870/2970 pairs done
2026-04-09 06:59:26,077 [INFO]   1880/2970 pairs done
2026-04-09 06:59:32,591 [INFO]   1890/2970 pairs done
2026-04-09 06:59:38,913 [INFO]   1900/2970 pairs done
2026-04-09 06:59:45,216 [INFO]   1910/2970 pairs done
2026-04-09 06:59:51,632 [INFO]   1920/2970 pairs done
2026-04-09 06:59:58,067 [INFO]   1930/2970 pairs done
2026-04-09 07:00:04,357 [INFO]   1940/2970 pairs done
2026-04-09 07:00:07,585 [DEBUG]   Pair (36,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:08,488 [DEBUG]   Pair (36,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:09,266 [DEBUG]   Pair (36,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:11,736 [INFO]   1950/2970 pairs done
2026-04-09 07:00:13,432 [DEBUG]   Pair (36,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:00:14,908 [DEBUG]   Pair (36,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:16,671 [DEBUG]   Pair (36,11) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:00:19,327 [DEBUG]   Pair (36,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:20,157 [DEBUG]   Pair (36,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:20,157 [INFO]   1960/2970 pairs done
2026-04-09 07:00:22,630 [DEBUG]   Pair (36,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:23,449 [DEBUG]   Pair (36,19) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:24,987 [DEBUG]   Pair (36,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:26,726 [DEBUG]   Pair (36,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:28,220 [INFO]   1970/2970 pairs done
2026-04-09 07:00:30,579 [DEBUG]   Pair (36,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:31,293 [DEBUG]   Pair (36,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:36,060 [INFO]   1980/2970 pairs done
2026-04-09 07:00:38,377 [DEBUG]   Pair (36,39) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:40,688 [DEBUG]   Pair (36,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:00:43,780 [DEBUG]   Pair (36,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:00:43,781 [INFO]   1990/2970 pairs done
2026-04-09 07:00:46,079 [DEBUG]   Pair (36,49) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:46,793 [DEBUG]   Pair (36,50) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:49,097 [DEBUG]   Pair (36,53) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:00:51,137 [INFO]   2000/2970 pairs done
2026-04-09 07:00:57,240 [INFO]   2010/2970 pairs done
2026-04-09 07:01:03,238 [INFO]   2020/2970 pairs done
2026-04-09 07:01:09,463 [INFO]   2030/2970 pairs done
2026-04-09 07:01:15,756 [INFO]   2040/2970 pairs done
2026-04-09 07:01:22,191 [INFO]   2050/2970 pairs done
2026-04-09 07:01:24,209 [DEBUG]   Pair (38,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:24,933 [DEBUG]   Pair (38,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:25,654 [DEBUG]   Pair (38,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:26,501 [DEBUG]   Pair (38,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:27,279 [DEBUG]   Pair (38,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:28,087 [DEBUG]   Pair (38,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:28,798 [DEBUG]   Pair (38,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:29,561 [DEBUG]   Pair (38,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:29,561 [INFO]   2060/2970 pairs done
2026-04-09 07:01:30,344 [DEBUG]   Pair (38,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:31,066 [DEBUG]   Pair (38,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:31,781 [DEBUG]   Pair (38,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:32,505 [DEBUG]   Pair (38,11) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:33,426 [DEBUG]   Pair (38,12) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:34,202 [DEBUG]   Pair (38,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:34,965 [DEBUG]   Pair (38,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:35,705 [DEBUG]   Pair (38,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:36,416 [DEBUG]   Pair (38,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:37,153 [DEBUG]   Pair (38,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:37,153 [INFO]   2070/2970 pairs done
2026-04-09 07:01:37,899 [DEBUG]   Pair (38,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:38,635 [DEBUG]   Pair (38,19) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:39,384 [DEBUG]   Pair (38,20) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:40,133 [DEBUG]   Pair (38,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:40,871 [DEBUG]   Pair (38,22) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:41,644 [DEBUG]   Pair (38,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:42,445 [DEBUG]   Pair (38,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:43,169 [DEBUG]   Pair (38,25) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:44,060 [DEBUG]   Pair (38,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:44,806 [DEBUG]   Pair (38,27) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:44,806 [INFO]   2080/2970 pairs done
2026-04-09 07:01:45,550 [DEBUG]   Pair (38,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:46,262 [DEBUG]   Pair (38,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:46,981 [DEBUG]   Pair (38,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:47,693 [DEBUG]   Pair (38,31) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:48,411 [DEBUG]   Pair (38,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:49,142 [DEBUG]   Pair (38,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:49,930 [DEBUG]   Pair (38,34) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:50,637 [DEBUG]   Pair (38,35) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:51,353 [DEBUG]   Pair (38,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:52,068 [DEBUG]   Pair (38,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:52,068 [INFO]   2090/2970 pairs done
2026-04-09 07:01:52,789 [DEBUG]   Pair (38,39) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:53,503 [DEBUG]   Pair (38,40) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:54,236 [DEBUG]   Pair (38,41) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:54,942 [DEBUG]   Pair (38,42) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:55,662 [DEBUG]   Pair (38,43) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:56,447 [DEBUG]   Pair (38,44) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:57,170 [DEBUG]   Pair (38,45) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:57,892 [DEBUG]   Pair (38,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:58,686 [DEBUG]   Pair (38,47) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:59,472 [DEBUG]   Pair (38,48) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:01:59,472 [INFO]   2100/2970 pairs done
2026-04-09 07:02:00,183 [DEBUG]   Pair (38,49) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:00,898 [DEBUG]   Pair (38,50) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:01,695 [DEBUG]   Pair (38,51) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:02,433 [DEBUG]   Pair (38,52) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:03,154 [DEBUG]   Pair (38,53) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:03,873 [DEBUG]   Pair (38,54) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:04,635 [DEBUG]   Pair (39,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:05,414 [DEBUG]   Pair (39,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:06,142 [DEBUG]   Pair (39,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:06,861 [DEBUG]   Pair (39,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:06,862 [INFO]   2110/2970 pairs done
2026-04-09 07:02:07,588 [DEBUG]   Pair (39,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:08,312 [DEBUG]   Pair (39,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:09,029 [DEBUG]   Pair (39,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:09,750 [DEBUG]   Pair (39,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:10,470 [DEBUG]   Pair (39,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:11,192 [DEBUG]   Pair (39,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:11,914 [DEBUG]   Pair (39,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:12,638 [DEBUG]   Pair (39,11) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:13,360 [DEBUG]   Pair (39,12) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:14,143 [DEBUG]   Pair (39,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:14,143 [INFO]   2120/2970 pairs done
2026-04-09 07:02:14,869 [DEBUG]   Pair (39,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:15,591 [DEBUG]   Pair (39,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:16,311 [DEBUG]   Pair (39,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:17,039 [DEBUG]   Pair (39,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:17,763 [DEBUG]   Pair (39,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:18,481 [DEBUG]   Pair (39,19) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:19,198 [DEBUG]   Pair (39,20) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:19,921 [DEBUG]   Pair (39,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:20,709 [DEBUG]   Pair (39,22) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:21,425 [DEBUG]   Pair (39,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:21,425 [INFO]   2130/2970 pairs done
2026-04-09 07:02:22,154 [DEBUG]   Pair (39,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:22,943 [DEBUG]   Pair (39,25) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:23,699 [DEBUG]   Pair (39,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:24,473 [DEBUG]   Pair (39,27) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:25,243 [DEBUG]   Pair (39,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:25,968 [DEBUG]   Pair (39,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:26,754 [DEBUG]   Pair (39,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:27,509 [DEBUG]   Pair (39,31) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:28,237 [DEBUG]   Pair (39,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:28,999 [DEBUG]   Pair (39,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:28,999 [INFO]   2140/2970 pairs done
2026-04-09 07:02:29,845 [DEBUG]   Pair (39,34) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:30,605 [DEBUG]   Pair (39,35) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:31,389 [DEBUG]   Pair (39,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:32,188 [DEBUG]   Pair (39,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:32,922 [DEBUG]   Pair (39,38) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:33,718 [DEBUG]   Pair (39,40) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:34,459 [DEBUG]   Pair (39,41) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:35,230 [DEBUG]   Pair (39,42) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:35,983 [DEBUG]   Pair (39,43) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:36,733 [DEBUG]   Pair (39,44) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:36,734 [INFO]   2150/2970 pairs done
2026-04-09 07:02:37,550 [DEBUG]   Pair (39,45) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:38,295 [DEBUG]   Pair (39,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:39,077 [DEBUG]   Pair (39,47) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:39,823 [DEBUG]   Pair (39,48) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:40,561 [DEBUG]   Pair (39,49) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:41,280 [DEBUG]   Pair (39,50) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:42,068 [DEBUG]   Pair (39,51) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:42,851 [DEBUG]   Pair (39,52) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:43,614 [DEBUG]   Pair (39,53) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:44,396 [DEBUG]   Pair (39,54) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:02:44,397 [INFO]   2160/2970 pairs done
2026-04-09 07:02:50,648 [INFO]   2170/2970 pairs done
2026-04-09 07:02:56,868 [INFO]   2180/2970 pairs done
2026-04-09 07:03:03,161 [INFO]   2190/2970 pairs done
2026-04-09 07:03:09,239 [INFO]   2200/2970 pairs done
2026-04-09 07:03:15,368 [INFO]   2210/2970 pairs done
2026-04-09 07:03:21,356 [INFO]   2220/2970 pairs done
2026-04-09 07:03:27,319 [INFO]   2230/2970 pairs done
2026-04-09 07:03:33,480 [INFO]   2240/2970 pairs done
2026-04-09 07:03:39,512 [INFO]   2250/2970 pairs done
2026-04-09 07:03:45,629 [INFO]   2260/2970 pairs done
2026-04-09 07:03:51,766 [INFO]   2270/2970 pairs done
2026-04-09 07:03:57,783 [INFO]   2280/2970 pairs done
2026-04-09 07:04:03,780 [INFO]   2290/2970 pairs done
2026-04-09 07:04:10,248 [INFO]   2300/2970 pairs done
2026-04-09 07:04:16,348 [INFO]   2310/2970 pairs done
2026-04-09 07:04:22,647 [INFO]   2320/2970 pairs done
2026-04-09 07:04:28,972 [INFO]   2330/2970 pairs done
2026-04-09 07:04:35,173 [INFO]   2340/2970 pairs done
2026-04-09 07:04:41,276 [INFO]   2350/2970 pairs done
2026-04-09 07:04:47,559 [INFO]   2360/2970 pairs done
2026-04-09 07:04:53,988 [INFO]   2370/2970 pairs done
2026-04-09 07:05:00,575 [INFO]   2380/2970 pairs done
2026-04-09 07:05:07,075 [INFO]   2390/2970 pairs done
2026-04-09 07:05:13,372 [INFO]   2400/2970 pairs done
2026-04-09 07:05:19,802 [INFO]   2410/2970 pairs done
2026-04-09 07:05:26,364 [INFO]   2420/2970 pairs done
2026-04-09 07:05:33,081 [INFO]   2430/2970 pairs done
2026-04-09 07:05:40,165 [INFO]   2440/2970 pairs done
2026-04-09 07:05:46,639 [INFO]   2450/2970 pairs done
2026-04-09 07:05:52,959 [INFO]   2460/2970 pairs done
2026-04-09 07:05:59,445 [INFO]   2470/2970 pairs done
2026-04-09 07:06:05,811 [INFO]   2480/2970 pairs done
2026-04-09 07:06:12,571 [INFO]   2490/2970 pairs done
2026-04-09 07:06:19,004 [INFO]   2500/2970 pairs done
2026-04-09 07:06:25,240 [INFO]   2510/2970 pairs done
2026-04-09 07:06:31,484 [INFO]   2520/2970 pairs done
2026-04-09 07:06:37,776 [INFO]   2530/2970 pairs done
2026-04-09 07:06:43,777 [INFO]   2540/2970 pairs done
2026-04-09 07:06:49,780 [INFO]   2550/2970 pairs done
2026-04-09 07:06:55,793 [INFO]   2560/2970 pairs done
2026-04-09 07:07:01,809 [INFO]   2570/2970 pairs done
2026-04-09 07:07:07,827 [INFO]   2580/2970 pairs done
2026-04-09 07:07:13,829 [INFO]   2590/2970 pairs done
2026-04-09 07:07:19,892 [INFO]   2600/2970 pairs done
2026-04-09 07:07:26,068 [INFO]   2610/2970 pairs done
2026-04-09 07:07:32,223 [INFO]   2620/2970 pairs done
2026-04-09 07:07:38,156 [INFO]   2630/2970 pairs done
2026-04-09 07:07:44,415 [INFO]   2640/2970 pairs done
2026-04-09 07:07:50,575 [INFO]   2650/2970 pairs done
2026-04-09 07:07:56,789 [INFO]   2660/2970 pairs done
2026-04-09 07:08:02,962 [INFO]   2670/2970 pairs done
2026-04-09 07:08:09,460 [INFO]   2680/2970 pairs done
2026-04-09 07:08:15,903 [INFO]   2690/2970 pairs done
2026-04-09 07:08:22,573 [INFO]   2700/2970 pairs done
2026-04-09 07:08:29,001 [INFO]   2710/2970 pairs done
2026-04-09 07:08:35,132 [INFO]   2720/2970 pairs done
2026-04-09 07:08:41,185 [INFO]   2730/2970 pairs done
2026-04-09 07:08:47,224 [INFO]   2740/2970 pairs done
2026-04-09 07:08:53,139 [INFO]   2750/2970 pairs done
2026-04-09 07:08:59,322 [INFO]   2760/2970 pairs done
2026-04-09 07:09:05,373 [INFO]   2770/2970 pairs done
2026-04-09 07:09:11,386 [INFO]   2780/2970 pairs done
2026-04-09 07:09:17,867 [INFO]   2790/2970 pairs done
2026-04-09 07:09:24,166 [INFO]   2800/2970 pairs done
2026-04-09 07:09:31,054 [INFO]   2810/2970 pairs done
2026-04-09 07:09:37,331 [INFO]   2820/2970 pairs done
2026-04-09 07:09:43,426 [INFO]   2830/2970 pairs done
2026-04-09 07:09:49,526 [INFO]   2840/2970 pairs done
2026-04-09 07:09:55,440 [INFO]   2850/2970 pairs done
2026-04-09 07:10:01,354 [INFO]   2860/2970 pairs done
2026-04-09 07:10:07,345 [INFO]   2870/2970 pairs done
2026-04-09 07:10:13,330 [INFO]   2880/2970 pairs done
2026-04-09 07:10:19,300 [INFO]   2890/2970 pairs done
2026-04-09 07:10:25,289 [INFO]   2900/2970 pairs done
2026-04-09 07:10:31,413 [INFO]   2910/2970 pairs done
2026-04-09 07:10:37,619 [INFO]   2920/2970 pairs done
2026-04-09 07:10:43,643 [INFO]   2930/2970 pairs done
2026-04-09 07:10:50,072 [INFO]   2940/2970 pairs done
2026-04-09 07:10:56,163 [INFO]   2950/2970 pairs done
2026-04-09 07:11:02,317 [INFO]   2960/2970 pairs done
2026-04-09 07:11:08,842 [INFO]   2970/2970 pairs done
2026-04-09 07:11:08,844 [INFO]   Computing Granger causality for ensemble...
2026-04-09 07:11:09,218 [INFO]   [TCPFN] F1=0.319 (best=0.391@0.3) AUROC=0.901 time=1887.05s
2026-04-09 07:11:19,771 [INFO]   [Granger] F1=0.050 (best=0.143@0.9) AUROC=0.997 time=10.54s
2026-04-09 07:11:19,771 [INFO] 
--- CausalRivers (River Discharge Network) ---
  [CausalRivers] No data found in data/benchmarks/causal_rivers, generating synthetic proxy...
2026-04-09 07:11:20,090 [INFO] CausalRivers (germany_east): 960 timesteps, 48 stations, 47 edges
2026-04-09 07:11:20,090 [INFO] [TemporalDiscovery] Estimating 2256 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 07:11:26,411 [INFO]   10/2256 pairs done
2026-04-09 07:11:32,731 [INFO]   20/2256 pairs done
2026-04-09 07:11:39,055 [INFO]   30/2256 pairs done
2026-04-09 07:11:45,112 [INFO]   40/2256 pairs done
2026-04-09 07:11:50,033 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:11:51,532 [INFO]   50/2256 pairs done
2026-04-09 07:11:55,469 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:11:58,574 [DEBUG]   Pair (1,12) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:11:59,290 [DEBUG]   Pair (1,13) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:11:59,290 [INFO]   60/2256 pairs done
2026-04-09 07:12:00,772 [DEBUG]   Pair (1,15) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:12:01,488 [DEBUG]   Pair (1,16) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:12:03,869 [DEBUG]   Pair (1,19) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:12:06,975 [DEBUG]   Pair (1,23) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:12:06,975 [INFO]   70/2256 pairs done
2026-04-09 07:12:07,691 [DEBUG]   Pair (1,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:08,408 [DEBUG]   Pair (1,25) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:12:14,792 [DEBUG]   Pair (1,33) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:12:14,792 [INFO]   80/2256 pairs done
2026-04-09 07:12:16,367 [DEBUG]   Pair (1,35) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:12:21,183 [DEBUG]   Pair (1,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:12:21,937 [DEBUG]   Pair (1,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:12:22,691 [INFO]   90/2256 pairs done
2026-04-09 07:12:25,081 [DEBUG]   Pair (1,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:25,798 [DEBUG]   Pair (1,47) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:12:26,511 [DEBUG]   Pair (2,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:27,297 [DEBUG]   Pair (2,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:28,008 [DEBUG]   Pair (2,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:28,722 [DEBUG]   Pair (2,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:29,440 [DEBUG]   Pair (2,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:30,149 [DEBUG]   Pair (2,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:30,149 [INFO]   100/2256 pairs done
2026-04-09 07:12:30,864 [DEBUG]   Pair (2,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:31,582 [DEBUG]   Pair (2,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:32,288 [DEBUG]   Pair (2,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:32,997 [DEBUG]   Pair (2,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:33,707 [DEBUG]   Pair (2,11) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:34,426 [DEBUG]   Pair (2,12) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:35,153 [DEBUG]   Pair (2,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:35,932 [DEBUG]   Pair (2,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:36,643 [DEBUG]   Pair (2,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:37,366 [DEBUG]   Pair (2,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:37,366 [INFO]   110/2256 pairs done
2026-04-09 07:12:38,137 [DEBUG]   Pair (2,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:38,860 [DEBUG]   Pair (2,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:39,571 [DEBUG]   Pair (2,19) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:40,305 [DEBUG]   Pair (2,20) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:41,026 [DEBUG]   Pair (2,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:41,743 [DEBUG]   Pair (2,22) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:42,546 [DEBUG]   Pair (2,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:43,255 [DEBUG]   Pair (2,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:43,976 [DEBUG]   Pair (2,25) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:44,693 [DEBUG]   Pair (2,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:44,693 [INFO]   120/2256 pairs done
2026-04-09 07:12:45,412 [DEBUG]   Pair (2,27) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:46,141 [DEBUG]   Pair (2,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:46,859 [DEBUG]   Pair (2,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:47,580 [DEBUG]   Pair (2,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:48,302 [DEBUG]   Pair (2,31) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:49,019 [DEBUG]   Pair (2,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:49,738 [DEBUG]   Pair (2,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:50,453 [DEBUG]   Pair (2,34) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:51,246 [DEBUG]   Pair (2,35) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:51,960 [DEBUG]   Pair (2,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:51,960 [INFO]   130/2256 pairs done
2026-04-09 07:12:52,675 [DEBUG]   Pair (2,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:53,392 [DEBUG]   Pair (2,38) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:54,119 [DEBUG]   Pair (2,39) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:54,838 [DEBUG]   Pair (2,40) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:55,563 [DEBUG]   Pair (2,41) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:56,286 [DEBUG]   Pair (2,42) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:57,016 [DEBUG]   Pair (2,43) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:57,736 [DEBUG]   Pair (2,44) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:58,525 [DEBUG]   Pair (2,45) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:59,254 [DEBUG]   Pair (2,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:12:59,254 [INFO]   140/2256 pairs done
2026-04-09 07:12:59,977 [DEBUG]   Pair (2,47) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:13:05,300 [INFO]   150/2256 pairs done
2026-04-09 07:13:11,336 [INFO]   160/2256 pairs done
2026-04-09 07:13:17,275 [INFO]   170/2256 pairs done
2026-04-09 07:13:23,281 [INFO]   180/2256 pairs done
2026-04-09 07:13:29,413 [INFO]   190/2256 pairs done
2026-04-09 07:13:35,869 [INFO]   200/2256 pairs done
2026-04-09 07:13:42,324 [INFO]   210/2256 pairs done
2026-04-09 07:13:48,355 [INFO]   220/2256 pairs done
2026-04-09 07:13:54,640 [INFO]   230/2256 pairs done
2026-04-09 07:14:00,922 [INFO]   240/2256 pairs done
2026-04-09 07:14:07,176 [INFO]   250/2256 pairs done
2026-04-09 07:14:13,639 [INFO]   260/2256 pairs done
2026-04-09 07:14:19,728 [INFO]   270/2256 pairs done
2026-04-09 07:14:25,915 [INFO]   280/2256 pairs done
2026-04-09 07:14:32,325 [INFO]   290/2256 pairs done
2026-04-09 07:14:38,568 [INFO]   300/2256 pairs done
2026-04-09 07:14:44,775 [INFO]   310/2256 pairs done
2026-04-09 07:14:50,736 [INFO]   320/2256 pairs done
2026-04-09 07:14:56,848 [INFO]   330/2256 pairs done
2026-04-09 07:15:02,956 [INFO]   340/2256 pairs done
2026-04-09 07:15:09,045 [INFO]   350/2256 pairs done
2026-04-09 07:15:15,058 [INFO]   360/2256 pairs done
2026-04-09 07:15:21,030 [INFO]   370/2256 pairs done
2026-04-09 07:15:27,077 [INFO]   380/2256 pairs done
2026-04-09 07:15:33,106 [INFO]   390/2256 pairs done
2026-04-09 07:15:39,106 [INFO]   400/2256 pairs done
2026-04-09 07:15:45,132 [INFO]   410/2256 pairs done
2026-04-09 07:15:51,138 [INFO]   420/2256 pairs done
2026-04-09 07:15:53,630 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:15:54,351 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:15:55,060 [DEBUG]   Pair (9,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:15:55,771 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:15:56,549 [DEBUG]   Pair (9,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:15:57,262 [DEBUG]   Pair (9,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:15:57,973 [DEBUG]   Pair (9,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:15:57,973 [INFO]   430/2256 pairs done
2026-04-09 07:15:58,699 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:15:59,409 [DEBUG]   Pair (9,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:00,118 [DEBUG]   Pair (9,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:00,836 [DEBUG]   Pair (9,11) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:01,547 [DEBUG]   Pair (9,12) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:02,264 [DEBUG]   Pair (9,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:03,040 [DEBUG]   Pair (9,14) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:03,743 [DEBUG]   Pair (9,15) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:04,462 [DEBUG]   Pair (9,16) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:05,185 [DEBUG]   Pair (9,17) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:05,185 [INFO]   440/2256 pairs done
2026-04-09 07:16:05,908 [DEBUG]   Pair (9,18) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:06,628 [DEBUG]   Pair (9,19) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:07,353 [DEBUG]   Pair (9,20) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:08,070 [DEBUG]   Pair (9,21) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:08,783 [DEBUG]   Pair (9,22) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:09,502 [DEBUG]   Pair (9,23) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:10,207 [DEBUG]   Pair (9,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:10,925 [DEBUG]   Pair (9,25) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:11,710 [DEBUG]   Pair (9,26) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:12,422 [DEBUG]   Pair (9,27) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:12,422 [INFO]   450/2256 pairs done
2026-04-09 07:16:13,143 [DEBUG]   Pair (9,28) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:13,862 [DEBUG]   Pair (9,29) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:14,582 [DEBUG]   Pair (9,30) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:15,294 [DEBUG]   Pair (9,31) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:16,009 [DEBUG]   Pair (9,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:16,722 [DEBUG]   Pair (9,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:17,436 [DEBUG]   Pair (9,34) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:18,160 [DEBUG]   Pair (9,35) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:18,941 [DEBUG]   Pair (9,36) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:19,663 [DEBUG]   Pair (9,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:19,663 [INFO]   460/2256 pairs done
2026-04-09 07:16:20,389 [DEBUG]   Pair (9,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:21,107 [DEBUG]   Pair (9,39) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:21,827 [DEBUG]   Pair (9,40) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:22,541 [DEBUG]   Pair (9,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:23,261 [DEBUG]   Pair (9,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:23,980 [DEBUG]   Pair (9,43) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:24,698 [DEBUG]   Pair (9,44) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:25,411 [DEBUG]   Pair (9,45) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:26,129 [DEBUG]   Pair (9,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:26,852 [DEBUG]   Pair (9,47) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:16:26,852 [INFO]   470/2256 pairs done
2026-04-09 07:16:27,628 [DEBUG]   Pair (10,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:28,340 [DEBUG]   Pair (10,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:29,043 [DEBUG]   Pair (10,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:29,754 [DEBUG]   Pair (10,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:30,471 [DEBUG]   Pair (10,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:31,179 [DEBUG]   Pair (10,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:31,893 [DEBUG]   Pair (10,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:32,606 [DEBUG]   Pair (10,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:33,321 [DEBUG]   Pair (10,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:34,092 [DEBUG]   Pair (10,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:34,092 [INFO]   480/2256 pairs done
2026-04-09 07:16:34,794 [DEBUG]   Pair (10,11) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:35,501 [DEBUG]   Pair (10,12) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:36,210 [DEBUG]   Pair (10,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:37,028 [DEBUG]   Pair (10,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:37,738 [DEBUG]   Pair (10,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:38,494 [DEBUG]   Pair (10,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:39,369 [DEBUG]   Pair (10,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:40,153 [DEBUG]   Pair (10,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:40,862 [DEBUG]   Pair (10,19) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:41,642 [DEBUG]   Pair (10,20) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:41,642 [INFO]   490/2256 pairs done
2026-04-09 07:16:42,421 [DEBUG]   Pair (10,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:43,322 [DEBUG]   Pair (10,22) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:44,100 [DEBUG]   Pair (10,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:44,865 [DEBUG]   Pair (10,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:45,635 [DEBUG]   Pair (10,25) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:46,392 [DEBUG]   Pair (10,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:47,103 [DEBUG]   Pair (10,27) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:47,894 [DEBUG]   Pair (10,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:48,627 [DEBUG]   Pair (10,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:49,396 [DEBUG]   Pair (10,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:49,396 [INFO]   500/2256 pairs done
2026-04-09 07:16:50,222 [DEBUG]   Pair (10,31) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:51,006 [DEBUG]   Pair (10,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:51,790 [DEBUG]   Pair (10,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:52,514 [DEBUG]   Pair (10,34) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:53,294 [DEBUG]   Pair (10,35) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:54,074 [DEBUG]   Pair (10,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:54,872 [DEBUG]   Pair (10,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:55,647 [DEBUG]   Pair (10,38) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:56,427 [DEBUG]   Pair (10,39) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:57,190 [DEBUG]   Pair (10,40) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:57,190 [INFO]   510/2256 pairs done
2026-04-09 07:16:58,074 [DEBUG]   Pair (10,41) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:58,869 [DEBUG]   Pair (10,42) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:16:59,731 [DEBUG]   Pair (10,43) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:17:00,569 [DEBUG]   Pair (10,44) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:17:01,352 [DEBUG]   Pair (10,45) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:17:02,118 [DEBUG]   Pair (10,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:17:02,832 [DEBUG]   Pair (10,47) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:17:04,679 [INFO]   520/2256 pairs done
2026-04-09 07:17:10,972 [INFO]   530/2256 pairs done
2026-04-09 07:17:17,021 [INFO]   540/2256 pairs done
2026-04-09 07:17:23,266 [INFO]   550/2256 pairs done
2026-04-09 07:17:29,598 [INFO]   560/2256 pairs done
2026-04-09 07:17:35,689 [INFO]   570/2256 pairs done
2026-04-09 07:17:41,812 [INFO]   580/2256 pairs done
2026-04-09 07:17:47,838 [INFO]   590/2256 pairs done
2026-04-09 07:17:53,767 [INFO]   600/2256 pairs done
2026-04-09 07:17:59,663 [INFO]   610/2256 pairs done
2026-04-09 07:18:05,489 [INFO]   620/2256 pairs done
2026-04-09 07:18:11,367 [INFO]   630/2256 pairs done
2026-04-09 07:18:17,108 [INFO]   640/2256 pairs done
2026-04-09 07:18:22,922 [INFO]   650/2256 pairs done
2026-04-09 07:18:28,809 [INFO]   660/2256 pairs done
2026-04-09 07:18:34,832 [INFO]   670/2256 pairs done
2026-04-09 07:18:40,842 [INFO]   680/2256 pairs done
2026-04-09 07:18:46,815 [INFO]   690/2256 pairs done
2026-04-09 07:18:52,755 [INFO]   700/2256 pairs done
2026-04-09 07:18:58,994 [INFO]   710/2256 pairs done
2026-04-09 07:19:05,379 [INFO]   720/2256 pairs done
2026-04-09 07:19:11,709 [INFO]   730/2256 pairs done
2026-04-09 07:19:17,962 [INFO]   740/2256 pairs done
2026-04-09 07:19:24,235 [INFO]   750/2256 pairs done
2026-04-09 07:19:30,258 [INFO]   760/2256 pairs done
2026-04-09 07:19:36,617 [INFO]   770/2256 pairs done
2026-04-09 07:19:42,826 [INFO]   780/2256 pairs done
2026-04-09 07:19:48,741 [INFO]   790/2256 pairs done
2026-04-09 07:19:54,920 [INFO]   800/2256 pairs done
2026-04-09 07:19:58,076 [DEBUG]   Pair (17,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:19:59,572 [DEBUG]   Pair (17,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:20:00,288 [DEBUG]   Pair (17,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:20:02,597 [INFO]   810/2256 pairs done
2026-04-09 07:20:04,981 [DEBUG]   Pair (17,13) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:20:06,471 [DEBUG]   Pair (17,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:20:10,400 [INFO]   820/2256 pairs done
2026-04-09 07:20:14,377 [DEBUG]   Pair (17,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:20:17,481 [DEBUG]   Pair (17,30) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:20:18,233 [INFO]   830/2256 pairs done
2026-04-09 07:20:26,365 [INFO]   840/2256 pairs done
2026-04-09 07:20:33,602 [INFO]   850/2256 pairs done
2026-04-09 07:20:39,602 [INFO]   860/2256 pairs done
2026-04-09 07:20:45,573 [INFO]   870/2256 pairs done
2026-04-09 07:20:51,778 [INFO]   880/2256 pairs done
2026-04-09 07:20:57,983 [INFO]   890/2256 pairs done
2026-04-09 07:21:04,165 [INFO]   900/2256 pairs done
2026-04-09 07:21:10,407 [INFO]   910/2256 pairs done
2026-04-09 07:21:16,834 [INFO]   920/2256 pairs done
2026-04-09 07:21:23,253 [INFO]   930/2256 pairs done
2026-04-09 07:21:29,632 [INFO]   940/2256 pairs done
2026-04-09 07:21:35,915 [INFO]   950/2256 pairs done
2026-04-09 07:21:42,067 [INFO]   960/2256 pairs done
2026-04-09 07:21:48,270 [INFO]   970/2256 pairs done
2026-04-09 07:21:54,363 [INFO]   980/2256 pairs done
2026-04-09 07:22:00,517 [INFO]   990/2256 pairs done
2026-04-09 07:22:06,754 [INFO]   1000/2256 pairs done
2026-04-09 07:22:12,856 [INFO]   1010/2256 pairs done
2026-04-09 07:22:19,154 [INFO]   1020/2256 pairs done
2026-04-09 07:22:25,585 [INFO]   1030/2256 pairs done
2026-04-09 07:22:32,153 [INFO]   1040/2256 pairs done
2026-04-09 07:22:38,539 [INFO]   1050/2256 pairs done
2026-04-09 07:22:44,960 [INFO]   1060/2256 pairs done
2026-04-09 07:22:51,609 [INFO]   1070/2256 pairs done
2026-04-09 07:22:58,005 [INFO]   1080/2256 pairs done
2026-04-09 07:22:59,368 [DEBUG]   Pair (23,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:00,094 [DEBUG]   Pair (23,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:00,814 [DEBUG]   Pair (23,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:01,541 [DEBUG]   Pair (23,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:02,272 [DEBUG]   Pair (23,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:03,000 [DEBUG]   Pair (23,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:03,723 [DEBUG]   Pair (23,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:04,519 [DEBUG]   Pair (23,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:05,250 [DEBUG]   Pair (23,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:05,250 [INFO]   1090/2256 pairs done
2026-04-09 07:23:06,042 [DEBUG]   Pair (23,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:06,767 [DEBUG]   Pair (23,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:07,487 [DEBUG]   Pair (23,11) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:08,216 [DEBUG]   Pair (23,12) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:08,989 [DEBUG]   Pair (23,13) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:09,709 [DEBUG]   Pair (23,14) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:10,473 [DEBUG]   Pair (23,15) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:11,248 [DEBUG]   Pair (23,16) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:12,087 [DEBUG]   Pair (23,17) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:12,868 [DEBUG]   Pair (23,18) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:12,868 [INFO]   1100/2256 pairs done
2026-04-09 07:23:13,629 [DEBUG]   Pair (23,19) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:14,395 [DEBUG]   Pair (23,20) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:15,194 [DEBUG]   Pair (23,21) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:15,982 [DEBUG]   Pair (23,22) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:16,706 [DEBUG]   Pair (23,24) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:17,437 [DEBUG]   Pair (23,25) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:18,239 [DEBUG]   Pair (23,26) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:18,965 [DEBUG]   Pair (23,27) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:19,726 [DEBUG]   Pair (23,28) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:20,500 [DEBUG]   Pair (23,29) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:20,500 [INFO]   1110/2256 pairs done
2026-04-09 07:23:21,368 [DEBUG]   Pair (23,30) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:22,087 [DEBUG]   Pair (23,31) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:22,826 [DEBUG]   Pair (23,32) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:23,570 [DEBUG]   Pair (23,33) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:24,295 [DEBUG]   Pair (23,34) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:25,063 [DEBUG]   Pair (23,35) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:25,833 [DEBUG]   Pair (23,36) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:26,602 [DEBUG]   Pair (23,37) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:27,330 [DEBUG]   Pair (23,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:28,127 [DEBUG]   Pair (23,39) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:28,127 [INFO]   1120/2256 pairs done
2026-04-09 07:23:28,853 [DEBUG]   Pair (23,40) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:29,576 [DEBUG]   Pair (23,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:30,305 [DEBUG]   Pair (23,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:31,035 [DEBUG]   Pair (23,43) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:31,766 [DEBUG]   Pair (23,44) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:32,491 [DEBUG]   Pair (23,45) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:33,216 [DEBUG]   Pair (23,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:33,931 [DEBUG]   Pair (23,47) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:23:35,103 [INFO]   1130/2256 pairs done
2026-04-09 07:23:41,051 [INFO]   1140/2256 pairs done
2026-04-09 07:23:46,971 [INFO]   1150/2256 pairs done
2026-04-09 07:23:52,929 [INFO]   1160/2256 pairs done
2026-04-09 07:23:58,879 [INFO]   1170/2256 pairs done
2026-04-09 07:24:03,369 [DEBUG]   Pair (25,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:24:04,883 [DEBUG]   Pair (25,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:24:05,680 [INFO]   1180/2256 pairs done
2026-04-09 07:24:07,958 [DEBUG]   Pair (25,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:24:08,734 [DEBUG]   Pair (25,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:24:12,449 [DEBUG]   Pair (25,13) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:24:13,188 [INFO]   1190/2256 pairs done
2026-04-09 07:24:15,490 [DEBUG]   Pair (25,17) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:24:16,968 [DEBUG]   Pair (25,19) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:24:20,904 [INFO]   1200/2256 pairs done
2026-04-09 07:24:22,465 [DEBUG]   Pair (25,27) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:24:23,176 [DEBUG]   Pair (25,28) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:24:25,471 [DEBUG]   Pair (25,31) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:24:28,572 [DEBUG]   Pair (25,35) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:24:28,573 [INFO]   1210/2256 pairs done
2026-04-09 07:24:31,672 [DEBUG]   Pair (25,39) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:24:33,179 [DEBUG]   Pair (25,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:24:34,765 [DEBUG]   Pair (25,43) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:24:36,294 [INFO]   1220/2256 pairs done
2026-04-09 07:24:43,068 [INFO]   1230/2256 pairs done
2026-04-09 07:24:49,219 [INFO]   1240/2256 pairs done
2026-04-09 07:24:55,408 [INFO]   1250/2256 pairs done
2026-04-09 07:25:01,692 [INFO]   1260/2256 pairs done
2026-04-09 07:25:08,010 [INFO]   1270/2256 pairs done
2026-04-09 07:25:14,196 [INFO]   1280/2256 pairs done
2026-04-09 07:25:20,674 [INFO]   1290/2256 pairs done
2026-04-09 07:25:26,895 [INFO]   1300/2256 pairs done
2026-04-09 07:25:33,167 [INFO]   1310/2256 pairs done
2026-04-09 07:25:39,411 [INFO]   1320/2256 pairs done
2026-04-09 07:25:45,516 [INFO]   1330/2256 pairs done
2026-04-09 07:25:51,789 [INFO]   1340/2256 pairs done
2026-04-09 07:25:58,060 [INFO]   1350/2256 pairs done
2026-04-09 07:26:04,154 [INFO]   1360/2256 pairs done
2026-04-09 07:26:10,238 [INFO]   1370/2256 pairs done
2026-04-09 07:26:16,177 [INFO]   1380/2256 pairs done
2026-04-09 07:26:22,126 [INFO]   1390/2256 pairs done
2026-04-09 07:26:28,161 [INFO]   1400/2256 pairs done
2026-04-09 07:26:34,165 [INFO]   1410/2256 pairs done
2026-04-09 07:26:40,325 [INFO]   1420/2256 pairs done
2026-04-09 07:26:46,825 [INFO]   1430/2256 pairs done
2026-04-09 07:26:53,122 [INFO]   1440/2256 pairs done
2026-04-09 07:26:59,495 [INFO]   1450/2256 pairs done
2026-04-09 07:27:04,613 [DEBUG]   Pair (31,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:05,338 [DEBUG]   Pair (31,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:06,068 [DEBUG]   Pair (31,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:06,068 [INFO]   1460/2256 pairs done
2026-04-09 07:27:06,858 [DEBUG]   Pair (31,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:07,656 [DEBUG]   Pair (31,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:08,400 [DEBUG]   Pair (31,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:09,145 [DEBUG]   Pair (31,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:09,933 [DEBUG]   Pair (31,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:10,723 [DEBUG]   Pair (31,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:11,446 [DEBUG]   Pair (31,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:12,176 [DEBUG]   Pair (31,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:12,913 [DEBUG]   Pair (31,11) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:13,639 [DEBUG]   Pair (31,12) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:13,639 [INFO]   1470/2256 pairs done
2026-04-09 07:27:14,383 [DEBUG]   Pair (31,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:15,175 [DEBUG]   Pair (31,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:16,034 [DEBUG]   Pair (31,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:16,761 [DEBUG]   Pair (31,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:17,488 [DEBUG]   Pair (31,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:18,215 [DEBUG]   Pair (31,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:18,943 [DEBUG]   Pair (31,19) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:19,667 [DEBUG]   Pair (31,20) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:20,391 [DEBUG]   Pair (31,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:21,127 [DEBUG]   Pair (31,22) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:21,127 [INFO]   1480/2256 pairs done
2026-04-09 07:27:21,861 [DEBUG]   Pair (31,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:22,588 [DEBUG]   Pair (31,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:23,383 [DEBUG]   Pair (31,25) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:24,110 [DEBUG]   Pair (31,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:24,838 [DEBUG]   Pair (31,27) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:25,563 [DEBUG]   Pair (31,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:26,290 [DEBUG]   Pair (31,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:27,021 [DEBUG]   Pair (31,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:27,749 [DEBUG]   Pair (31,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:28,470 [DEBUG]   Pair (31,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:28,470 [INFO]   1490/2256 pairs done
2026-04-09 07:27:29,197 [DEBUG]   Pair (31,34) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:29,926 [DEBUG]   Pair (31,35) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:30,649 [DEBUG]   Pair (31,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:31,374 [DEBUG]   Pair (31,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:32,169 [DEBUG]   Pair (31,38) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:32,888 [DEBUG]   Pair (31,39) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:33,618 [DEBUG]   Pair (31,40) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:34,344 [DEBUG]   Pair (31,41) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:35,072 [DEBUG]   Pair (31,42) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:35,798 [DEBUG]   Pair (31,43) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:35,798 [INFO]   1500/2256 pairs done
2026-04-09 07:27:36,522 [DEBUG]   Pair (31,44) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:37,246 [DEBUG]   Pair (31,45) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:37,968 [DEBUG]   Pair (31,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:38,756 [DEBUG]   Pair (31,47) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:27:42,299 [INFO]   1510/2256 pairs done
2026-04-09 07:27:48,305 [INFO]   1520/2256 pairs done
2026-04-09 07:27:54,308 [INFO]   1530/2256 pairs done
2026-04-09 07:28:00,300 [INFO]   1540/2256 pairs done
2026-04-09 07:28:06,306 [INFO]   1550/2256 pairs done
2026-04-09 07:28:07,623 [DEBUG]   Pair (33,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:08,346 [DEBUG]   Pair (33,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:09,061 [DEBUG]   Pair (33,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:11,370 [DEBUG]   Pair (33,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:13,671 [DEBUG]   Pair (33,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:13,671 [INFO]   1560/2256 pairs done
2026-04-09 07:28:15,173 [DEBUG]   Pair (33,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:20,661 [DEBUG]   Pair (33,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:21,381 [DEBUG]   Pair (33,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:21,381 [INFO]   1570/2256 pairs done
2026-04-09 07:28:23,697 [DEBUG]   Pair (33,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:28,379 [DEBUG]   Pair (33,27) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:29,194 [INFO]   1580/2256 pairs done
2026-04-09 07:28:31,697 [DEBUG]   Pair (33,31) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:32,423 [DEBUG]   Pair (33,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:34,954 [DEBUG]   Pair (33,36) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:28:35,732 [DEBUG]   Pair (33,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:37,359 [INFO]   1590/2256 pairs done
2026-04-09 07:28:38,082 [DEBUG]   Pair (33,40) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:39,593 [DEBUG]   Pair (33,42) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:40,345 [DEBUG]   Pair (33,43) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:42,786 [DEBUG]   Pair (33,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:28:44,784 [INFO]   1600/2256 pairs done
2026-04-09 07:28:51,008 [INFO]   1610/2256 pairs done
2026-04-09 07:28:57,353 [INFO]   1620/2256 pairs done
2026-04-09 07:29:03,558 [INFO]   1630/2256 pairs done
2026-04-09 07:29:09,863 [INFO]   1640/2256 pairs done
2026-04-09 07:29:15,855 [INFO]   1650/2256 pairs done
2026-04-09 07:29:21,799 [INFO]   1660/2256 pairs done
2026-04-09 07:29:27,727 [INFO]   1670/2256 pairs done
2026-04-09 07:29:33,661 [INFO]   1680/2256 pairs done
2026-04-09 07:29:39,592 [INFO]   1690/2256 pairs done
2026-04-09 07:29:45,511 [INFO]   1700/2256 pairs done
2026-04-09 07:29:51,452 [INFO]   1710/2256 pairs done
2026-04-09 07:29:57,445 [INFO]   1720/2256 pairs done
2026-04-09 07:30:03,391 [INFO]   1730/2256 pairs done
2026-04-09 07:30:09,489 [DEBUG]   Pair (37,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:09,489 [INFO]   1740/2256 pairs done
2026-04-09 07:30:10,209 [DEBUG]   Pair (37,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:10,932 [DEBUG]   Pair (37,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:11,669 [DEBUG]   Pair (37,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:12,392 [DEBUG]   Pair (37,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:30:13,121 [DEBUG]   Pair (37,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:13,846 [DEBUG]   Pair (37,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:30:14,562 [DEBUG]   Pair (37,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:15,279 [DEBUG]   Pair (37,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:16,008 [DEBUG]   Pair (37,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:16,718 [DEBUG]   Pair (37,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:16,718 [INFO]   1750/2256 pairs done
2026-04-09 07:30:17,513 [DEBUG]   Pair (37,11) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:18,229 [DEBUG]   Pair (37,12) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:18,943 [DEBUG]   Pair (37,13) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:19,662 [DEBUG]   Pair (37,14) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:20,375 [DEBUG]   Pair (37,15) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:21,096 [DEBUG]   Pair (37,16) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:21,823 [DEBUG]   Pair (37,17) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:22,549 [DEBUG]   Pair (37,18) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:23,283 [DEBUG]   Pair (37,19) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:24,126 [DEBUG]   Pair (37,20) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:24,127 [INFO]   1760/2256 pairs done
2026-04-09 07:30:24,915 [DEBUG]   Pair (37,21) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:25,660 [DEBUG]   Pair (37,22) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:26,421 [DEBUG]   Pair (37,23) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:27,278 [DEBUG]   Pair (37,24) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:28,039 [DEBUG]   Pair (37,25) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:28,768 [DEBUG]   Pair (37,26) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:29,539 [DEBUG]   Pair (37,27) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:30,287 [DEBUG]   Pair (37,28) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:31,043 [DEBUG]   Pair (37,29) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:31,788 [DEBUG]   Pair (37,30) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:31,788 [INFO]   1770/2256 pairs done
2026-04-09 07:30:32,577 [DEBUG]   Pair (37,31) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:33,495 [DEBUG]   Pair (37,32) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:34,288 [DEBUG]   Pair (37,33) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:35,048 [DEBUG]   Pair (37,34) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:35,850 [DEBUG]   Pair (37,35) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:36,573 [DEBUG]   Pair (37,36) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:37,295 [DEBUG]   Pair (37,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:38,190 [DEBUG]   Pair (37,39) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:38,962 [DEBUG]   Pair (37,40) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:39,705 [DEBUG]   Pair (37,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:39,705 [INFO]   1780/2256 pairs done
2026-04-09 07:30:40,533 [DEBUG]   Pair (37,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:41,285 [DEBUG]   Pair (37,43) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:42,033 [DEBUG]   Pair (37,44) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:42,806 [DEBUG]   Pair (37,45) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:43,577 [DEBUG]   Pair (37,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:44,388 [DEBUG]   Pair (37,47) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:30:45,908 [DEBUG]   Pair (38,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:30:47,765 [INFO]   1790/2256 pairs done
2026-04-09 07:30:53,389 [DEBUG]   Pair (38,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:30:55,875 [DEBUG]   Pair (38,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:30:55,875 [INFO]   1800/2256 pairs done
2026-04-09 07:31:04,027 [INFO]   1810/2256 pairs done
2026-04-09 07:31:04,780 [DEBUG]   Pair (38,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:31:05,521 [DEBUG]   Pair (38,25) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:31:07,955 [DEBUG]   Pair (38,28) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:31:08,673 [DEBUG]   Pair (38,29) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:31:11,813 [INFO]   1820/2256 pairs done
2026-04-09 07:31:19,791 [INFO]   1830/2256 pairs done
2026-04-09 07:31:21,377 [DEBUG]   Pair (38,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:31:26,362 [INFO]   1840/2256 pairs done
2026-04-09 07:31:32,352 [INFO]   1850/2256 pairs done
2026-04-09 07:31:38,356 [INFO]   1860/2256 pairs done
2026-04-09 07:31:44,374 [INFO]   1870/2256 pairs done
2026-04-09 07:31:50,461 [INFO]   1880/2256 pairs done
2026-04-09 07:31:56,866 [INFO]   1890/2256 pairs done
2026-04-09 07:32:03,386 [INFO]   1900/2256 pairs done
2026-04-09 07:32:09,666 [INFO]   1910/2256 pairs done
2026-04-09 07:32:16,084 [INFO]   1920/2256 pairs done
2026-04-09 07:32:22,346 [INFO]   1930/2256 pairs done
2026-04-09 07:32:28,557 [INFO]   1940/2256 pairs done
2026-04-09 07:32:34,961 [INFO]   1950/2256 pairs done
2026-04-09 07:32:41,352 [INFO]   1960/2256 pairs done
2026-04-09 07:32:47,662 [INFO]   1970/2256 pairs done
2026-04-09 07:32:53,894 [INFO]   1980/2256 pairs done
2026-04-09 07:32:59,952 [INFO]   1990/2256 pairs done
2026-04-09 07:33:05,928 [INFO]   2000/2256 pairs done
2026-04-09 07:33:11,930 [INFO]   2010/2256 pairs done
2026-04-09 07:33:17,974 [INFO]   2020/2256 pairs done
2026-04-09 07:33:23,991 [INFO]   2030/2256 pairs done
2026-04-09 07:33:30,056 [INFO]   2040/2256 pairs done
2026-04-09 07:33:36,103 [INFO]   2050/2256 pairs done
2026-04-09 07:33:42,312 [INFO]   2060/2256 pairs done
2026-04-09 07:33:48,283 [INFO]   2070/2256 pairs done
2026-04-09 07:33:54,360 [INFO]   2080/2256 pairs done
2026-04-09 07:34:00,309 [INFO]   2090/2256 pairs done
2026-04-09 07:34:06,347 [INFO]   2100/2256 pairs done
2026-04-09 07:34:12,414 [INFO]   2110/2256 pairs done
2026-04-09 07:34:18,452 [INFO]   2120/2256 pairs done
2026-04-09 07:34:24,444 [INFO]   2130/2256 pairs done
2026-04-09 07:34:30,407 [INFO]   2140/2256 pairs done
2026-04-09 07:34:36,403 [INFO]   2150/2256 pairs done
2026-04-09 07:34:42,359 [INFO]   2160/2256 pairs done
2026-04-09 07:34:44,291 [DEBUG]   Pair (46,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:45,078 [DEBUG]   Pair (46,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:45,941 [DEBUG]   Pair (46,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:46,692 [DEBUG]   Pair (46,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:47,436 [DEBUG]   Pair (46,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:34:48,182 [DEBUG]   Pair (46,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:48,995 [DEBUG]   Pair (46,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:49,725 [DEBUG]   Pair (46,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:49,725 [INFO]   2170/2256 pairs done
2026-04-09 07:34:50,462 [DEBUG]   Pair (46,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:51,186 [DEBUG]   Pair (46,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:51,915 [DEBUG]   Pair (46,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:52,626 [DEBUG]   Pair (46,11) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:53,405 [DEBUG]   Pair (46,12) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:54,164 [DEBUG]   Pair (46,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:34:54,981 [DEBUG]   Pair (46,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:34:55,691 [DEBUG]   Pair (46,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:34:56,437 [DEBUG]   Pair (46,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:34:57,215 [DEBUG]   Pair (46,17) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:57,215 [INFO]   2180/2256 pairs done
2026-04-09 07:34:57,984 [DEBUG]   Pair (46,18) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:58,782 [DEBUG]   Pair (46,19) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:34:59,541 [DEBUG]   Pair (46,20) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:35:00,264 [DEBUG]   Pair (46,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:35:00,976 [DEBUG]   Pair (46,22) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:01,712 [DEBUG]   Pair (46,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:35:02,504 [DEBUG]   Pair (46,24) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:03,214 [DEBUG]   Pair (46,25) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:03,974 [DEBUG]   Pair (46,26) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:04,732 [DEBUG]   Pair (46,27) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:35:04,732 [INFO]   2190/2256 pairs done
2026-04-09 07:35:05,456 [DEBUG]   Pair (46,28) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:06,177 [DEBUG]   Pair (46,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:35:06,932 [DEBUG]   Pair (46,30) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:07,642 [DEBUG]   Pair (46,31) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:08,354 [DEBUG]   Pair (46,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:35:09,122 [DEBUG]   Pair (46,33) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:09,835 [DEBUG]   Pair (46,34) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:35:10,625 [DEBUG]   Pair (46,35) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:11,430 [DEBUG]   Pair (46,36) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:12,177 [DEBUG]   Pair (46,37) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:12,177 [INFO]   2200/2256 pairs done
2026-04-09 07:35:12,900 [DEBUG]   Pair (46,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:13,646 [DEBUG]   Pair (46,39) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:14,385 [DEBUG]   Pair (46,40) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:15,123 [DEBUG]   Pair (46,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:15,853 [DEBUG]   Pair (46,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:16,661 [DEBUG]   Pair (46,43) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:35:17,434 [DEBUG]   Pair (46,44) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:18,217 [DEBUG]   Pair (46,45) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:18,986 [DEBUG]   Pair (46,47) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:35:19,579 [INFO]   2210/2256 pairs done
2026-04-09 07:35:25,660 [INFO]   2220/2256 pairs done
2026-04-09 07:35:31,601 [INFO]   2230/2256 pairs done
2026-04-09 07:35:37,454 [INFO]   2240/2256 pairs done
2026-04-09 07:35:43,392 [INFO]   2250/2256 pairs done
2026-04-09 07:35:46,983 [INFO]   Computing Granger causality for ensemble...
2026-04-09 07:35:47,261 [INFO]   [TCPFN] F1=0.430 (best=0.519@0.4) AUROC=0.978 time=1467.16s
2026-04-09 07:35:54,870 [INFO]   [Granger] F1=0.047 (best=0.074@0.9) AUROC=0.938 time=7.59s
2026-04-09 07:35:54,870 [INFO] 
--- causRCA (CNC Vertical Lathe, Fraunhofer) ---
  [causRCA] No data found in data/benchmarks/causrca, generating synthetic proxy...
2026-04-09 07:35:55,880 [INFO] causRCA: 960 timesteps, 92 variables, 104 edges
2026-04-09 07:35:55,881 [INFO] [TemporalDiscovery] Estimating 8372 pairwise effects (natural_exp=True, continuous_t=True, n_lags=3)...
2026-04-09 07:36:02,332 [INFO]   10/8372 pairs done
2026-04-09 07:36:08,494 [INFO]   20/8372 pairs done
2026-04-09 07:36:14,571 [INFO]   30/8372 pairs done
2026-04-09 07:36:20,836 [INFO]   40/8372 pairs done
2026-04-09 07:36:27,208 [INFO]   50/8372 pairs done
2026-04-09 07:36:33,279 [INFO]   60/8372 pairs done
2026-04-09 07:36:39,506 [INFO]   70/8372 pairs done
2026-04-09 07:36:45,753 [INFO]   80/8372 pairs done
2026-04-09 07:36:51,629 [INFO]   90/8372 pairs done
2026-04-09 07:36:53,037 [DEBUG]   Pair (1,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:36:55,504 [DEBUG]   Pair (1,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:36:56,228 [DEBUG]   Pair (1,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:36:56,968 [DEBUG]   Pair (1,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:36:57,682 [DEBUG]   Pair (1,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:36:58,421 [DEBUG]   Pair (1,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:36:59,245 [DEBUG]   Pair (1,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:36:59,245 [INFO]   100/8372 pairs done
2026-04-09 07:37:00,813 [DEBUG]   Pair (1,11) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:02,286 [DEBUG]   Pair (1,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:05,382 [DEBUG]   Pair (1,17) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:06,099 [DEBUG]   Pair (1,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:06,865 [INFO]   110/8372 pairs done
2026-04-09 07:37:11,983 [DEBUG]   Pair (1,25) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:12,703 [DEBUG]   Pair (1,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:15,176 [DEBUG]   Pair (1,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:15,177 [INFO]   120/8372 pairs done
2026-04-09 07:37:18,283 [DEBUG]   Pair (1,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:18,999 [DEBUG]   Pair (1,34) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:21,272 [DEBUG]   Pair (1,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:21,992 [DEBUG]   Pair (1,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:22,706 [DEBUG]   Pair (1,39) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:22,706 [INFO]   130/8372 pairs done
2026-04-09 07:37:24,175 [DEBUG]   Pair (1,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:24,901 [DEBUG]   Pair (1,42) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:26,481 [DEBUG]   Pair (1,44) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:27,197 [DEBUG]   Pair (1,45) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:28,667 [DEBUG]   Pair (1,47) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:30,169 [DEBUG]   Pair (1,49) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:30,169 [INFO]   140/8372 pairs done
2026-04-09 07:37:34,083 [DEBUG]   Pair (1,54) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:34,804 [DEBUG]   Pair (1,55) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:36,276 [DEBUG]   Pair (1,57) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:37,769 [DEBUG]   Pair (1,59) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:37,769 [INFO]   150/8372 pairs done
2026-04-09 07:37:39,271 [DEBUG]   Pair (1,61) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:40,787 [DEBUG]   Pair (1,63) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:42,375 [DEBUG]   Pair (1,65) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:44,685 [DEBUG]   Pair (1,68) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:45,438 [INFO]   160/8372 pairs done
2026-04-09 07:37:46,183 [DEBUG]   Pair (1,70) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:46,911 [DEBUG]   Pair (1,71) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:47,632 [DEBUG]   Pair (1,72) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:49,178 [DEBUG]   Pair (1,74) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:51,462 [DEBUG]   Pair (1,77) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:52,976 [DEBUG]   Pair (1,79) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:37:52,976 [INFO]   170/8372 pairs done
2026-04-09 07:37:56,879 [DEBUG]   Pair (1,84) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:58,473 [DEBUG]   Pair (1,86) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:37:59,194 [DEBUG]   Pair (1,87) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:38:00,675 [DEBUG]   Pair (1,89) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:38:00,675 [INFO]   180/8372 pairs done
2026-04-09 07:38:02,193 [DEBUG]   Pair (1,91) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:38:06,913 [INFO]   190/8372 pairs done
2026-04-09 07:38:12,800 [INFO]   200/8372 pairs done
2026-04-09 07:38:18,681 [INFO]   210/8372 pairs done
2026-04-09 07:38:24,576 [INFO]   220/8372 pairs done
2026-04-09 07:38:30,467 [INFO]   230/8372 pairs done
2026-04-09 07:38:36,383 [INFO]   240/8372 pairs done
2026-04-09 07:38:42,285 [INFO]   250/8372 pairs done
2026-04-09 07:38:48,111 [INFO]   260/8372 pairs done
2026-04-09 07:38:54,031 [INFO]   270/8372 pairs done
2026-04-09 07:39:00,001 [INFO]   280/8372 pairs done
2026-04-09 07:39:06,154 [INFO]   290/8372 pairs done
2026-04-09 07:39:12,250 [INFO]   300/8372 pairs done
2026-04-09 07:39:18,614 [INFO]   310/8372 pairs done
2026-04-09 07:39:24,957 [INFO]   320/8372 pairs done
2026-04-09 07:39:31,254 [INFO]   330/8372 pairs done
2026-04-09 07:39:37,617 [INFO]   340/8372 pairs done
2026-04-09 07:39:44,036 [INFO]   350/8372 pairs done
2026-04-09 07:39:50,258 [INFO]   360/8372 pairs done
2026-04-09 07:39:56,296 [INFO]   370/8372 pairs done
2026-04-09 07:40:02,359 [INFO]   380/8372 pairs done
2026-04-09 07:40:08,667 [INFO]   390/8372 pairs done
2026-04-09 07:40:14,819 [INFO]   400/8372 pairs done
2026-04-09 07:40:20,895 [INFO]   410/8372 pairs done
2026-04-09 07:40:27,123 [INFO]   420/8372 pairs done
2026-04-09 07:40:33,092 [INFO]   430/8372 pairs done
2026-04-09 07:40:39,177 [INFO]   440/8372 pairs done
2026-04-09 07:40:45,279 [INFO]   450/8372 pairs done
2026-04-09 07:40:49,097 [DEBUG]   Pair (5,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:49,821 [DEBUG]   Pair (5,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:50,559 [DEBUG]   Pair (5,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:51,295 [DEBUG]   Pair (5,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:52,025 [DEBUG]   Pair (5,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:52,026 [INFO]   460/8372 pairs done
2026-04-09 07:40:52,752 [DEBUG]   Pair (5,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:53,470 [DEBUG]   Pair (5,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:54,264 [DEBUG]   Pair (5,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:54,992 [DEBUG]   Pair (5,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:55,719 [DEBUG]   Pair (5,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:56,445 [DEBUG]   Pair (5,11) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:57,167 [DEBUG]   Pair (5,12) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:57,897 [DEBUG]   Pair (5,13) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:58,621 [DEBUG]   Pair (5,14) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:59,406 [DEBUG]   Pair (5,15) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:40:59,406 [INFO]   470/8372 pairs done
2026-04-09 07:41:00,239 [DEBUG]   Pair (5,16) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:00,978 [DEBUG]   Pair (5,17) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:01,723 [DEBUG]   Pair (5,18) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:02,449 [DEBUG]   Pair (5,19) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:03,268 [DEBUG]   Pair (5,20) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:04,034 [DEBUG]   Pair (5,21) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:04,811 [DEBUG]   Pair (5,22) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:05,561 [DEBUG]   Pair (5,23) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:06,321 [DEBUG]   Pair (5,24) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:07,092 [DEBUG]   Pair (5,25) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:07,092 [INFO]   480/8372 pairs done
2026-04-09 07:41:07,864 [DEBUG]   Pair (5,26) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:08,598 [DEBUG]   Pair (5,27) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:09,357 [DEBUG]   Pair (5,28) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:10,161 [DEBUG]   Pair (5,29) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:10,895 [DEBUG]   Pair (5,30) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:11,654 [DEBUG]   Pair (5,31) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:12,428 [DEBUG]   Pair (5,32) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:13,179 [DEBUG]   Pair (5,33) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:13,970 [DEBUG]   Pair (5,34) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:14,778 [DEBUG]   Pair (5,35) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:14,778 [INFO]   490/8372 pairs done
2026-04-09 07:41:15,544 [DEBUG]   Pair (5,36) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:16,292 [DEBUG]   Pair (5,37) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:17,031 [DEBUG]   Pair (5,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:17,799 [DEBUG]   Pair (5,39) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:18,562 [DEBUG]   Pair (5,40) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:19,426 [DEBUG]   Pair (5,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:20,242 [DEBUG]   Pair (5,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:20,993 [DEBUG]   Pair (5,43) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:21,791 [DEBUG]   Pair (5,44) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:22,561 [DEBUG]   Pair (5,45) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:22,561 [INFO]   500/8372 pairs done
2026-04-09 07:41:23,288 [DEBUG]   Pair (5,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:24,033 [DEBUG]   Pair (5,47) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:24,768 [DEBUG]   Pair (5,48) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:25,520 [DEBUG]   Pair (5,49) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:26,293 [DEBUG]   Pair (5,50) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:27,104 [DEBUG]   Pair (5,51) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:27,899 [DEBUG]   Pair (5,52) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:28,694 [DEBUG]   Pair (5,53) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:29,460 [DEBUG]   Pair (5,54) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:30,207 [DEBUG]   Pair (5,55) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:30,208 [INFO]   510/8372 pairs done
2026-04-09 07:41:30,956 [DEBUG]   Pair (5,56) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:31,733 [DEBUG]   Pair (5,57) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:32,464 [DEBUG]   Pair (5,58) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:33,245 [DEBUG]   Pair (5,59) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:33,991 [DEBUG]   Pair (5,60) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:34,777 [DEBUG]   Pair (5,61) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:35,555 [DEBUG]   Pair (5,62) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:36,412 [DEBUG]   Pair (5,63) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:37,159 [DEBUG]   Pair (5,64) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:37,899 [DEBUG]   Pair (5,65) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:37,899 [INFO]   520/8372 pairs done
2026-04-09 07:41:38,651 [DEBUG]   Pair (5,66) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:39,382 [DEBUG]   Pair (5,67) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:40,116 [DEBUG]   Pair (5,68) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:40,851 [DEBUG]   Pair (5,69) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:41,583 [DEBUG]   Pair (5,70) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:42,319 [DEBUG]   Pair (5,71) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:43,129 [DEBUG]   Pair (5,72) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:43,874 [DEBUG]   Pair (5,73) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:44,610 [DEBUG]   Pair (5,74) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:45,347 [DEBUG]   Pair (5,75) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:45,347 [INFO]   530/8372 pairs done
2026-04-09 07:41:46,087 [DEBUG]   Pair (5,76) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:46,827 [DEBUG]   Pair (5,77) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:47,560 [DEBUG]   Pair (5,78) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:48,285 [DEBUG]   Pair (5,79) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:49,016 [DEBUG]   Pair (5,80) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:49,737 [DEBUG]   Pair (5,81) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:50,462 [DEBUG]   Pair (5,82) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:51,185 [DEBUG]   Pair (5,83) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:51,971 [DEBUG]   Pair (5,84) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:52,697 [DEBUG]   Pair (5,85) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:52,697 [INFO]   540/8372 pairs done
2026-04-09 07:41:53,426 [DEBUG]   Pair (5,86) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:54,159 [DEBUG]   Pair (5,87) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:54,890 [DEBUG]   Pair (5,88) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:55,616 [DEBUG]   Pair (5,89) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:56,346 [DEBUG]   Pair (5,90) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:57,080 [DEBUG]   Pair (5,91) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:41:57,794 [DEBUG]   Pair (6,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:41:58,576 [DEBUG]   Pair (6,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:41:59,294 [DEBUG]   Pair (6,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:00,007 [DEBUG]   Pair (6,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:00,007 [INFO]   550/8372 pairs done
2026-04-09 07:42:00,719 [DEBUG]   Pair (6,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:01,428 [DEBUG]   Pair (6,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:02,142 [DEBUG]   Pair (6,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:02,872 [DEBUG]   Pair (6,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:03,593 [DEBUG]   Pair (6,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:04,313 [DEBUG]   Pair (6,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:05,030 [DEBUG]   Pair (6,11) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:05,748 [DEBUG]   Pair (6,12) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:06,468 [DEBUG]   Pair (6,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:07,253 [DEBUG]   Pair (6,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:07,253 [INFO]   560/8372 pairs done
2026-04-09 07:42:07,972 [DEBUG]   Pair (6,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:08,694 [DEBUG]   Pair (6,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:09,403 [DEBUG]   Pair (6,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:10,127 [DEBUG]   Pair (6,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:10,834 [DEBUG]   Pair (6,19) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:11,550 [DEBUG]   Pair (6,20) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:12,266 [DEBUG]   Pair (6,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:12,984 [DEBUG]   Pair (6,22) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:13,695 [DEBUG]   Pair (6,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:14,477 [DEBUG]   Pair (6,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:14,477 [INFO]   570/8372 pairs done
2026-04-09 07:42:15,195 [DEBUG]   Pair (6,25) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:15,920 [DEBUG]   Pair (6,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:16,658 [DEBUG]   Pair (6,27) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:17,378 [DEBUG]   Pair (6,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:18,096 [DEBUG]   Pair (6,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:18,812 [DEBUG]   Pair (6,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:19,523 [DEBUG]   Pair (6,31) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:20,242 [DEBUG]   Pair (6,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:20,973 [DEBUG]   Pair (6,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:21,690 [DEBUG]   Pair (6,34) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:21,690 [INFO]   580/8372 pairs done
2026-04-09 07:42:22,419 [DEBUG]   Pair (6,35) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:23,203 [DEBUG]   Pair (6,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:23,925 [DEBUG]   Pair (6,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:24,644 [DEBUG]   Pair (6,38) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:25,381 [DEBUG]   Pair (6,39) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:26,101 [DEBUG]   Pair (6,40) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:26,827 [DEBUG]   Pair (6,41) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:27,545 [DEBUG]   Pair (6,42) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:28,262 [DEBUG]   Pair (6,43) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:28,992 [DEBUG]   Pair (6,44) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:28,992 [INFO]   590/8372 pairs done
2026-04-09 07:42:29,771 [DEBUG]   Pair (6,45) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:30,495 [DEBUG]   Pair (6,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:31,299 [DEBUG]   Pair (6,47) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:32,070 [DEBUG]   Pair (6,48) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:32,804 [DEBUG]   Pair (6,49) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:33,531 [DEBUG]   Pair (6,50) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:34,260 [DEBUG]   Pair (6,51) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:34,974 [DEBUG]   Pair (6,52) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:35,687 [DEBUG]   Pair (6,53) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:36,406 [DEBUG]   Pair (6,54) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:36,406 [INFO]   600/8372 pairs done
2026-04-09 07:42:37,126 [DEBUG]   Pair (6,55) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:37,853 [DEBUG]   Pair (6,56) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:38,636 [DEBUG]   Pair (6,57) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:39,357 [DEBUG]   Pair (6,58) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:40,078 [DEBUG]   Pair (6,59) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:40,794 [DEBUG]   Pair (6,60) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:41,512 [DEBUG]   Pair (6,61) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:42,256 [DEBUG]   Pair (6,62) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:42,984 [DEBUG]   Pair (6,63) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:43,700 [DEBUG]   Pair (6,64) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:43,700 [INFO]   610/8372 pairs done
2026-04-09 07:42:44,410 [DEBUG]   Pair (6,65) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:45,188 [DEBUG]   Pair (6,66) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:45,902 [DEBUG]   Pair (6,67) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:46,622 [DEBUG]   Pair (6,68) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:47,387 [DEBUG]   Pair (6,69) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:48,111 [DEBUG]   Pair (6,70) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:48,832 [DEBUG]   Pair (6,71) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:49,543 [DEBUG]   Pair (6,72) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:50,262 [DEBUG]   Pair (6,73) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:50,994 [DEBUG]   Pair (6,74) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:50,994 [INFO]   620/8372 pairs done
2026-04-09 07:42:51,714 [DEBUG]   Pair (6,75) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:52,437 [DEBUG]   Pair (6,76) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:53,157 [DEBUG]   Pair (6,77) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:53,943 [DEBUG]   Pair (6,78) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:54,655 [DEBUG]   Pair (6,79) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:55,382 [DEBUG]   Pair (6,80) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:56,100 [DEBUG]   Pair (6,81) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:56,815 [DEBUG]   Pair (6,82) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:57,540 [DEBUG]   Pair (6,83) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:58,255 [DEBUG]   Pair (6,84) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:58,255 [INFO]   630/8372 pairs done
2026-04-09 07:42:58,979 [DEBUG]   Pair (6,85) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:42:59,697 [DEBUG]   Pair (6,86) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:43:00,409 [DEBUG]   Pair (6,87) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:43:01,197 [DEBUG]   Pair (6,88) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:43:01,914 [DEBUG]   Pair (6,89) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:43:02,634 [DEBUG]   Pair (6,90) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:43:03,343 [DEBUG]   Pair (6,91) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:43:05,112 [INFO]   640/8372 pairs done
2026-04-09 07:43:11,097 [INFO]   650/8372 pairs done
2026-04-09 07:43:17,091 [INFO]   660/8372 pairs done
2026-04-09 07:43:23,072 [INFO]   670/8372 pairs done
2026-04-09 07:43:29,126 [INFO]   680/8372 pairs done
2026-04-09 07:43:35,445 [INFO]   690/8372 pairs done
2026-04-09 07:43:42,012 [INFO]   700/8372 pairs done
2026-04-09 07:43:48,602 [INFO]   710/8372 pairs done
2026-04-09 07:43:55,071 [INFO]   720/8372 pairs done
2026-04-09 07:44:01,416 [INFO]   730/8372 pairs done
2026-04-09 07:44:07,721 [INFO]   740/8372 pairs done
2026-04-09 07:44:13,725 [INFO]   750/8372 pairs done
2026-04-09 07:44:19,744 [INFO]   760/8372 pairs done
2026-04-09 07:44:25,855 [INFO]   770/8372 pairs done
2026-04-09 07:44:31,899 [INFO]   780/8372 pairs done
2026-04-09 07:44:37,912 [INFO]   790/8372 pairs done
2026-04-09 07:44:43,949 [INFO]   800/8372 pairs done
2026-04-09 07:44:49,957 [INFO]   810/8372 pairs done
2026-04-09 07:44:56,129 [DEBUG]   Pair (9,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:44:56,129 [INFO]   820/8372 pairs done
2026-04-09 07:44:56,863 [DEBUG]   Pair (9,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:44:58,383 [DEBUG]   Pair (9,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:01,500 [DEBUG]   Pair (9,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:03,806 [INFO]   830/8372 pairs done
2026-04-09 07:45:06,184 [DEBUG]   Pair (9,14) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:11,687 [DEBUG]   Pair (9,21) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:11,687 [INFO]   840/8372 pairs done
2026-04-09 07:45:15,481 [DEBUG]   Pair (9,26) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:17,879 [DEBUG]   Pair (9,29) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:19,465 [INFO]   850/8372 pairs done
2026-04-09 07:45:27,427 [INFO]   860/8372 pairs done
2026-04-09 07:45:28,184 [DEBUG]   Pair (9,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:28,913 [DEBUG]   Pair (9,43) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:31,188 [DEBUG]   Pair (9,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:32,685 [DEBUG]   Pair (9,48) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:45:34,278 [DEBUG]   Pair (9,50) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:35,033 [INFO]   870/8372 pairs done
2026-04-09 07:45:35,769 [DEBUG]   Pair (9,52) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:36,503 [DEBUG]   Pair (9,53) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:39,574 [DEBUG]   Pair (9,57) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:40,294 [DEBUG]   Pair (9,58) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:42,663 [DEBUG]   Pair (9,61) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:42,663 [INFO]   880/8372 pairs done
2026-04-09 07:45:44,992 [DEBUG]   Pair (9,64) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:48,087 [DEBUG]   Pair (9,68) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:45:50,487 [INFO]   890/8372 pairs done
2026-04-09 07:45:51,284 [DEBUG]   Pair (9,72) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:55,998 [DEBUG]   Pair (9,78) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:45:58,401 [INFO]   900/8372 pairs done
2026-04-09 07:46:01,792 [DEBUG]   Pair (9,85) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:46:02,539 [DEBUG]   Pair (9,86) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:46:03,362 [DEBUG]   Pair (9,87) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:46:04,117 [DEBUG]   Pair (9,88) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:46:04,890 [DEBUG]   Pair (9,89) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:46:06,580 [INFO]   910/8372 pairs done
2026-04-09 07:46:13,250 [INFO]   920/8372 pairs done
2026-04-09 07:46:19,876 [INFO]   930/8372 pairs done
2026-04-09 07:46:26,172 [INFO]   940/8372 pairs done
2026-04-09 07:46:32,878 [INFO]   950/8372 pairs done
2026-04-09 07:46:39,255 [INFO]   960/8372 pairs done
2026-04-09 07:46:45,779 [INFO]   970/8372 pairs done
2026-04-09 07:46:52,159 [INFO]   980/8372 pairs done
2026-04-09 07:46:58,668 [INFO]   990/8372 pairs done
2026-04-09 07:47:05,084 [INFO]   1000/8372 pairs done
2026-04-09 07:47:06,659 [DEBUG]   Pair (11,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:07,424 [DEBUG]   Pair (11,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:08,196 [DEBUG]   Pair (11,2) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:08,974 [DEBUG]   Pair (11,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:09,695 [DEBUG]   Pair (11,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:10,449 [DEBUG]   Pair (11,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:11,298 [DEBUG]   Pair (11,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:12,060 [DEBUG]   Pair (11,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:12,792 [DEBUG]   Pair (11,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:12,792 [INFO]   1010/8372 pairs done
2026-04-09 07:47:13,544 [DEBUG]   Pair (11,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:14,268 [DEBUG]   Pair (11,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:14,978 [DEBUG]   Pair (11,12) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:15,699 [DEBUG]   Pair (11,13) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:16,496 [DEBUG]   Pair (11,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:17,263 [DEBUG]   Pair (11,15) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:17,991 [DEBUG]   Pair (11,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:18,848 [DEBUG]   Pair (11,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:19,567 [DEBUG]   Pair (11,18) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:20,275 [DEBUG]   Pair (11,19) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:20,275 [INFO]   1020/8372 pairs done
2026-04-09 07:47:21,012 [DEBUG]   Pair (11,20) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:21,758 [DEBUG]   Pair (11,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:22,518 [DEBUG]   Pair (11,22) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:23,290 [DEBUG]   Pair (11,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:24,006 [DEBUG]   Pair (11,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:24,727 [DEBUG]   Pair (11,25) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:25,497 [DEBUG]   Pair (11,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:26,275 [DEBUG]   Pair (11,27) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:27,004 [DEBUG]   Pair (11,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:27,817 [DEBUG]   Pair (11,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:27,817 [INFO]   1030/8372 pairs done
2026-04-09 07:47:28,532 [DEBUG]   Pair (11,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:29,277 [DEBUG]   Pair (11,31) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:30,016 [DEBUG]   Pair (11,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:30,768 [DEBUG]   Pair (11,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:31,492 [DEBUG]   Pair (11,34) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:32,244 [DEBUG]   Pair (11,35) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:32,968 [DEBUG]   Pair (11,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:33,680 [DEBUG]   Pair (11,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:34,535 [DEBUG]   Pair (11,38) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:35,291 [DEBUG]   Pair (11,39) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:35,291 [INFO]   1040/8372 pairs done
2026-04-09 07:47:36,027 [DEBUG]   Pair (11,40) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:36,797 [DEBUG]   Pair (11,41) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:37,597 [DEBUG]   Pair (11,42) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:38,321 [DEBUG]   Pair (11,43) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:39,055 [DEBUG]   Pair (11,44) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:39,827 [DEBUG]   Pair (11,45) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:40,551 [DEBUG]   Pair (11,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:41,281 [DEBUG]   Pair (11,47) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:42,041 [DEBUG]   Pair (11,48) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:42,758 [DEBUG]   Pair (11,49) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:42,758 [INFO]   1050/8372 pairs done
2026-04-09 07:47:43,598 [DEBUG]   Pair (11,50) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:44,326 [DEBUG]   Pair (11,51) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:45,091 [DEBUG]   Pair (11,52) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:45,862 [DEBUG]   Pair (11,53) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:46,576 [DEBUG]   Pair (11,54) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:47,296 [DEBUG]   Pair (11,55) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:48,012 [DEBUG]   Pair (11,56) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:48,774 [DEBUG]   Pair (11,57) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:49,542 [DEBUG]   Pair (11,58) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:50,331 [DEBUG]   Pair (11,59) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:50,331 [INFO]   1060/8372 pairs done
2026-04-09 07:47:51,126 [DEBUG]   Pair (11,60) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:51,907 [DEBUG]   Pair (11,61) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:52,680 [DEBUG]   Pair (11,62) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:53,402 [DEBUG]   Pair (11,63) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:54,135 [DEBUG]   Pair (11,64) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:54,893 [DEBUG]   Pair (11,65) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:55,652 [DEBUG]   Pair (11,66) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:56,376 [DEBUG]   Pair (11,67) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:57,147 [DEBUG]   Pair (11,68) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:57,882 [DEBUG]   Pair (11,69) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:57,882 [INFO]   1070/8372 pairs done
2026-04-09 07:47:58,651 [DEBUG]   Pair (11,70) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:47:59,442 [DEBUG]   Pair (11,71) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:00,166 [DEBUG]   Pair (11,72) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:00,938 [DEBUG]   Pair (11,73) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:01,686 [DEBUG]   Pair (11,74) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:02,448 [DEBUG]   Pair (11,75) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:03,195 [DEBUG]   Pair (11,76) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:03,940 [DEBUG]   Pair (11,77) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:04,706 [DEBUG]   Pair (11,78) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:05,431 [DEBUG]   Pair (11,79) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:05,432 [INFO]   1080/8372 pairs done
2026-04-09 07:48:06,157 [DEBUG]   Pair (11,80) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:06,991 [DEBUG]   Pair (11,81) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:07,740 [DEBUG]   Pair (11,82) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:08,482 [DEBUG]   Pair (11,83) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:09,230 [DEBUG]   Pair (11,84) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:09,999 [DEBUG]   Pair (11,85) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:10,753 [DEBUG]   Pair (11,86) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:11,544 [DEBUG]   Pair (11,87) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:12,303 [DEBUG]   Pair (11,88) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:13,084 [DEBUG]   Pair (11,89) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:13,084 [INFO]   1090/8372 pairs done
2026-04-09 07:48:13,839 [DEBUG]   Pair (11,90) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:14,562 [DEBUG]   Pair (11,91) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:48:19,586 [INFO]   1100/8372 pairs done
2026-04-09 07:48:25,759 [INFO]   1110/8372 pairs done
2026-04-09 07:48:32,165 [INFO]   1120/8372 pairs done
2026-04-09 07:48:38,233 [INFO]   1130/8372 pairs done
2026-04-09 07:48:44,234 [INFO]   1140/8372 pairs done
2026-04-09 07:48:50,258 [INFO]   1150/8372 pairs done
2026-04-09 07:48:56,349 [INFO]   1160/8372 pairs done
2026-04-09 07:49:02,440 [INFO]   1170/8372 pairs done
2026-04-09 07:49:08,916 [INFO]   1180/8372 pairs done
2026-04-09 07:49:16,566 [INFO]   1190/8372 pairs done
2026-04-09 07:49:24,906 [INFO]   1200/8372 pairs done
2026-04-09 07:49:27,395 [DEBUG]   Pair (13,20) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:49:33,293 [DEBUG]   Pair (13,27) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:49:33,293 [INFO]   1210/8372 pairs done
2026-04-09 07:49:34,177 [DEBUG]   Pair (13,28) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:49:41,584 [INFO]   1220/8372 pairs done
2026-04-09 07:49:49,914 [INFO]   1230/8372 pairs done
2026-04-09 07:49:50,750 [DEBUG]   Pair (13,48) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:49:52,279 [DEBUG]   Pair (13,50) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:49:55,446 [DEBUG]   Pair (13,54) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:49:57,820 [INFO]   1240/8372 pairs done
2026-04-09 07:50:05,087 [DEBUG]   Pair (13,66) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:50:05,862 [INFO]   1250/8372 pairs done
2026-04-09 07:50:13,279 [DEBUG]   Pair (13,76) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:50:14,068 [INFO]   1260/8372 pairs done
2026-04-09 07:50:18,881 [DEBUG]   Pair (13,83) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:50:22,045 [INFO]   1270/8372 pairs done
2026-04-09 07:50:29,065 [INFO]   1280/8372 pairs done
2026-04-09 07:50:35,251 [INFO]   1290/8372 pairs done
2026-04-09 07:50:41,370 [INFO]   1300/8372 pairs done
2026-04-09 07:50:47,602 [INFO]   1310/8372 pairs done
2026-04-09 07:50:53,852 [INFO]   1320/8372 pairs done
2026-04-09 07:51:00,060 [INFO]   1330/8372 pairs done
2026-04-09 07:51:06,147 [INFO]   1340/8372 pairs done
2026-04-09 07:51:12,205 [INFO]   1350/8372 pairs done
2026-04-09 07:51:18,272 [INFO]   1360/8372 pairs done
2026-04-09 07:51:24,181 [INFO]   1370/8372 pairs done
2026-04-09 07:51:30,229 [INFO]   1380/8372 pairs done
2026-04-09 07:51:36,067 [INFO]   1390/8372 pairs done
2026-04-09 07:51:42,022 [INFO]   1400/8372 pairs done
2026-04-09 07:51:48,009 [INFO]   1410/8372 pairs done
2026-04-09 07:51:54,017 [INFO]   1420/8372 pairs done
2026-04-09 07:51:59,985 [INFO]   1430/8372 pairs done
2026-04-09 07:52:05,959 [INFO]   1440/8372 pairs done
2026-04-09 07:52:11,940 [INFO]   1450/8372 pairs done
2026-04-09 07:52:18,691 [DEBUG]   Pair (16,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:52:18,691 [INFO]   1460/8372 pairs done
2026-04-09 07:52:21,944 [DEBUG]   Pair (16,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:52:23,702 [DEBUG]   Pair (16,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:52:25,966 [DEBUG]   Pair (16,12) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:52:26,723 [INFO]   1470/8372 pairs done
2026-04-09 07:52:35,034 [INFO]   1480/8372 pairs done
2026-04-09 07:52:39,967 [DEBUG]   Pair (16,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:52:43,332 [INFO]   1490/8372 pairs done
2026-04-09 07:52:46,492 [DEBUG]   Pair (16,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:52:49,682 [DEBUG]   Pair (16,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:52:51,365 [INFO]   1500/8372 pairs done
2026-04-09 07:52:59,812 [INFO]   1510/8372 pairs done
2026-04-09 07:53:07,984 [INFO]   1520/8372 pairs done
2026-04-09 07:53:16,098 [INFO]   1530/8372 pairs done
2026-04-09 07:53:24,443 [DEBUG]   Pair (16,84) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:53:24,444 [INFO]   1540/8372 pairs done
2026-04-09 07:53:30,899 [DEBUG]   Pair (17,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:32,426 [INFO]   1550/8372 pairs done
2026-04-09 07:53:35,754 [DEBUG]   Pair (17,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:37,288 [DEBUG]   Pair (17,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:38,823 [DEBUG]   Pair (17,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:39,586 [DEBUG]   Pair (17,11) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:40,470 [INFO]   1560/8372 pairs done
2026-04-09 07:53:42,084 [DEBUG]   Pair (17,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:43,728 [DEBUG]   Pair (17,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:46,141 [DEBUG]   Pair (17,20) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:48,606 [INFO]   1570/8372 pairs done
2026-04-09 07:53:51,128 [DEBUG]   Pair (17,26) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:51,902 [DEBUG]   Pair (17,27) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:54,277 [DEBUG]   Pair (17,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:55,868 [DEBUG]   Pair (17,32) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:56,613 [DEBUG]   Pair (17,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:56,613 [INFO]   1580/8372 pairs done
2026-04-09 07:53:58,274 [DEBUG]   Pair (17,35) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:59,044 [DEBUG]   Pair (17,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:53:59,893 [DEBUG]   Pair (17,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:04,629 [INFO]   1590/8372 pairs done
2026-04-09 07:54:07,101 [DEBUG]   Pair (17,46) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:10,491 [DEBUG]   Pair (17,50) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:12,125 [DEBUG]   Pair (17,52) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:12,854 [DEBUG]   Pair (17,53) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:12,854 [INFO]   1600/8372 pairs done
2026-04-09 07:54:13,594 [DEBUG]   Pair (17,54) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:15,892 [DEBUG]   Pair (17,57) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:16,648 [DEBUG]   Pair (17,58) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:19,099 [DEBUG]   Pair (17,61) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:20,829 [INFO]   1610/8372 pairs done
2026-04-09 07:54:22,391 [DEBUG]   Pair (17,65) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:24,763 [DEBUG]   Pair (17,68) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:28,681 [DEBUG]   Pair (17,73) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:28,682 [INFO]   1620/8372 pairs done
2026-04-09 07:54:33,483 [DEBUG]   Pair (17,79) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:34,280 [DEBUG]   Pair (17,80) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:35,013 [DEBUG]   Pair (17,81) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:35,741 [DEBUG]   Pair (17,82) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:36,502 [INFO]   1630/8372 pairs done
2026-04-09 07:54:38,083 [DEBUG]   Pair (17,85) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:38,810 [DEBUG]   Pair (17,86) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:40,307 [DEBUG]   Pair (17,88) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:41,111 [DEBUG]   Pair (17,89) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 07:54:43,858 [INFO]   1640/8372 pairs done
2026-04-09 07:54:49,838 [INFO]   1650/8372 pairs done
2026-04-09 07:54:55,893 [INFO]   1660/8372 pairs done
2026-04-09 07:55:01,881 [INFO]   1670/8372 pairs done
2026-04-09 07:55:08,146 [INFO]   1680/8372 pairs done
2026-04-09 07:55:14,369 [INFO]   1690/8372 pairs done
2026-04-09 07:55:20,877 [INFO]   1700/8372 pairs done
2026-04-09 07:55:26,893 [INFO]   1710/8372 pairs done
2026-04-09 07:55:33,166 [INFO]   1720/8372 pairs done
2026-04-09 07:55:39,386 [INFO]   1730/8372 pairs done
2026-04-09 07:55:45,575 [INFO]   1740/8372 pairs done
2026-04-09 07:55:51,651 [INFO]   1750/8372 pairs done
2026-04-09 07:55:57,757 [INFO]   1760/8372 pairs done
2026-04-09 07:56:03,814 [INFO]   1770/8372 pairs done
2026-04-09 07:56:09,929 [INFO]   1780/8372 pairs done
2026-04-09 07:56:16,026 [INFO]   1790/8372 pairs done
2026-04-09 07:56:22,449 [INFO]   1800/8372 pairs done
2026-04-09 07:56:29,019 [INFO]   1810/8372 pairs done
2026-04-09 07:56:35,626 [INFO]   1820/8372 pairs done
2026-04-09 07:56:42,019 [INFO]   1830/8372 pairs done
2026-04-09 07:56:48,617 [INFO]   1840/8372 pairs done
2026-04-09 07:56:54,921 [INFO]   1850/8372 pairs done
2026-04-09 07:57:01,073 [INFO]   1860/8372 pairs done
2026-04-09 07:57:07,352 [INFO]   1870/8372 pairs done
2026-04-09 07:57:13,596 [INFO]   1880/8372 pairs done
2026-04-09 07:57:19,603 [INFO]   1890/8372 pairs done
2026-04-09 07:57:26,034 [INFO]   1900/8372 pairs done
2026-04-09 07:57:32,272 [INFO]   1910/8372 pairs done
2026-04-09 07:57:38,398 [INFO]   1920/8372 pairs done
2026-04-09 07:57:44,645 [INFO]   1930/8372 pairs done
2026-04-09 07:57:51,044 [INFO]   1940/8372 pairs done
2026-04-09 07:57:57,367 [INFO]   1950/8372 pairs done
2026-04-09 07:58:03,572 [INFO]   1960/8372 pairs done
2026-04-09 07:58:09,924 [INFO]   1970/8372 pairs done
2026-04-09 07:58:16,246 [INFO]   1980/8372 pairs done
2026-04-09 07:58:22,358 [INFO]   1990/8372 pairs done
2026-04-09 07:58:28,398 [INFO]   2000/8372 pairs done
2026-04-09 07:58:34,323 [INFO]   2010/8372 pairs done
2026-04-09 07:58:40,410 [INFO]   2020/8372 pairs done
2026-04-09 07:58:46,323 [INFO]   2030/8372 pairs done
2026-04-09 07:58:52,430 [INFO]   2040/8372 pairs done
2026-04-09 07:58:58,855 [INFO]   2050/8372 pairs done
2026-04-09 07:59:05,143 [INFO]   2060/8372 pairs done
2026-04-09 07:59:11,361 [INFO]   2070/8372 pairs done
2026-04-09 07:59:17,456 [INFO]   2080/8372 pairs done
2026-04-09 07:59:23,760 [INFO]   2090/8372 pairs done
2026-04-09 07:59:27,200 [DEBUG]   Pair (23,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:59:27,994 [DEBUG]   Pair (23,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:59:31,103 [DEBUG]   Pair (23,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:59:31,103 [INFO]   2100/8372 pairs done
2026-04-09 07:59:32,587 [DEBUG]   Pair (23,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:59:36,506 [DEBUG]   Pair (23,13) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:59:37,225 [DEBUG]   Pair (23,14) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:59:38,805 [INFO]   2110/8372 pairs done
2026-04-09 07:59:40,378 [DEBUG]   Pair (23,18) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:59:41,902 [DEBUG]   Pair (23,20) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:59:43,383 [DEBUG]   Pair (23,22) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:59:46,511 [INFO]   2120/8372 pairs done
2026-04-09 07:59:48,075 [DEBUG]   Pair (23,29) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:59:52,046 [DEBUG]   Pair (23,34) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:59:52,784 [DEBUG]   Pair (23,35) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:59:54,314 [INFO]   2130/8372 pairs done
2026-04-09 07:59:55,096 [DEBUG]   Pair (23,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:59:57,389 [DEBUG]   Pair (23,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 07:59:58,106 [DEBUG]   Pair (23,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:00:02,014 [INFO]   2140/8372 pairs done
2026-04-09 08:00:07,574 [DEBUG]   Pair (23,54) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:00:09,978 [DEBUG]   Pair (23,57) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:00:09,978 [INFO]   2150/8372 pairs done
2026-04-09 08:00:11,472 [DEBUG]   Pair (23,59) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:00:12,192 [DEBUG]   Pair (23,60) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:00:13,678 [DEBUG]   Pair (23,62) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:00:17,680 [INFO]   2160/8372 pairs done
2026-04-09 08:00:25,774 [INFO]   2170/8372 pairs done
2026-04-09 08:00:27,274 [DEBUG]   Pair (23,79) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:00:28,014 [DEBUG]   Pair (23,80) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:00:29,483 [DEBUG]   Pair (23,82) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:00:33,379 [DEBUG]   Pair (23,87) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:00:33,379 [INFO]   2180/8372 pairs done
2026-04-09 08:00:36,590 [DEBUG]   Pair (23,91) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:00:40,100 [INFO]   2190/8372 pairs done
2026-04-09 08:00:45,950 [INFO]   2200/8372 pairs done
2026-04-09 08:00:51,959 [INFO]   2210/8372 pairs done
2026-04-09 08:00:57,797 [INFO]   2220/8372 pairs done
2026-04-09 08:01:03,671 [INFO]   2230/8372 pairs done
2026-04-09 08:01:09,521 [INFO]   2240/8372 pairs done
2026-04-09 08:01:15,442 [INFO]   2250/8372 pairs done
2026-04-09 08:01:21,360 [INFO]   2260/8372 pairs done
2026-04-09 08:01:27,198 [INFO]   2270/8372 pairs done
2026-04-09 08:01:33,188 [DEBUG]   Pair (25,3) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:01:33,910 [DEBUG]   Pair (25,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:01:33,911 [INFO]   2280/8372 pairs done
2026-04-09 08:01:34,635 [DEBUG]   Pair (25,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:01:35,358 [DEBUG]   Pair (25,6) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:01:36,078 [DEBUG]   Pair (25,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:01:36,869 [DEBUG]   Pair (25,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:01:38,422 [DEBUG]   Pair (25,10) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:01:39,958 [DEBUG]   Pair (25,12) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:01:41,475 [DEBUG]   Pair (25,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:01:41,475 [INFO]   2290/8372 pairs done
2026-04-09 08:01:43,031 [DEBUG]   Pair (25,16) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:01:49,585 [DEBUG]   Pair (25,24) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:01:49,585 [INFO]   2300/8372 pairs done
2026-04-09 08:01:51,922 [DEBUG]   Pair (25,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:01:54,183 [DEBUG]   Pair (25,31) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:01:56,482 [DEBUG]   Pair (25,34) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:01:57,318 [INFO]   2310/8372 pairs done
2026-04-09 08:01:58,074 [DEBUG]   Pair (25,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:01:58,795 [DEBUG]   Pair (25,37) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:01:59,521 [DEBUG]   Pair (25,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:00,285 [DEBUG]   Pair (25,39) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:02:02,576 [DEBUG]   Pair (25,42) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:02:04,143 [DEBUG]   Pair (25,44) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:04,859 [DEBUG]   Pair (25,45) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:04,859 [INFO]   2320/8372 pairs done
2026-04-09 08:02:05,606 [DEBUG]   Pair (25,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:06,381 [DEBUG]   Pair (25,47) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:07,879 [DEBUG]   Pair (25,49) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:08,601 [DEBUG]   Pair (25,50) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:02:10,943 [DEBUG]   Pair (25,53) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:12,546 [DEBUG]   Pair (25,55) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:02:12,546 [INFO]   2330/8372 pairs done
2026-04-09 08:02:14,092 [DEBUG]   Pair (25,57) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:02:15,590 [DEBUG]   Pair (25,59) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:16,324 [DEBUG]   Pair (25,60) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:02:18,684 [DEBUG]   Pair (25,63) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:02:19,414 [DEBUG]   Pair (25,64) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:02:20,219 [DEBUG]   Pair (25,65) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:02:20,219 [INFO]   2340/8372 pairs done
2026-04-09 08:02:22,505 [DEBUG]   Pair (25,68) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:23,230 [DEBUG]   Pair (25,69) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:02:23,956 [DEBUG]   Pair (25,70) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:27,897 [INFO]   2350/8372 pairs done
2026-04-09 08:02:29,549 [DEBUG]   Pair (25,77) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:02:30,278 [DEBUG]   Pair (25,78) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:31,006 [DEBUG]   Pair (25,79) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:33,274 [DEBUG]   Pair (25,82) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:35,573 [DEBUG]   Pair (25,85) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:35,573 [INFO]   2360/8372 pairs done
2026-04-09 08:02:38,773 [DEBUG]   Pair (25,89) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:02:39,507 [DEBUG]   Pair (25,90) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:02:40,236 [DEBUG]   Pair (25,91) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:02:42,607 [INFO]   2370/8372 pairs done
2026-04-09 08:02:48,683 [INFO]   2380/8372 pairs done
2026-04-09 08:02:54,724 [INFO]   2390/8372 pairs done
2026-04-09 08:03:00,749 [INFO]   2400/8372 pairs done
2026-04-09 08:03:06,855 [INFO]   2410/8372 pairs done
2026-04-09 08:03:12,836 [INFO]   2420/8372 pairs done
2026-04-09 08:03:19,072 [INFO]   2430/8372 pairs done
2026-04-09 08:03:25,163 [INFO]   2440/8372 pairs done
2026-04-09 08:03:31,561 [INFO]   2450/8372 pairs done
2026-04-09 08:03:38,432 [DEBUG]   Pair (27,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:03:38,433 [INFO]   2460/8372 pairs done
2026-04-09 08:03:39,188 [DEBUG]   Pair (27,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:03:41,499 [DEBUG]   Pair (27,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:03:42,240 [DEBUG]   Pair (27,7) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:03:42,983 [DEBUG]   Pair (27,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:03:45,473 [DEBUG]   Pair (27,11) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:03:46,271 [INFO]   2470/8372 pairs done
2026-04-09 08:03:53,405 [DEBUG]   Pair (27,20) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:03:54,981 [INFO]   2480/8372 pairs done
2026-04-09 08:03:55,705 [DEBUG]   Pair (27,23) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:04:02,935 [DEBUG]   Pair (27,33) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:04:02,935 [INFO]   2490/8372 pairs done
2026-04-09 08:04:05,286 [DEBUG]   Pair (27,36) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:04:10,903 [INFO]   2500/8372 pairs done
2026-04-09 08:04:11,679 [DEBUG]   Pair (27,44) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:04:13,278 [DEBUG]   Pair (27,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:04:14,790 [DEBUG]   Pair (27,48) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:04:17,875 [DEBUG]   Pair (27,52) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:04:18,626 [INFO]   2510/8372 pairs done
2026-04-09 08:04:24,988 [DEBUG]   Pair (27,61) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:04:26,543 [INFO]   2520/8372 pairs done
2026-04-09 08:04:28,944 [DEBUG]   Pair (27,66) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:04:30,405 [DEBUG]   Pair (27,68) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:04:31,125 [DEBUG]   Pair (27,69) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:04:31,850 [DEBUG]   Pair (27,70) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:04:32,569 [DEBUG]   Pair (27,71) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:04:33,286 [DEBUG]   Pair (27,72) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:04:34,010 [DEBUG]   Pair (27,73) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:04:34,010 [INFO]   2530/8372 pairs done
2026-04-09 08:04:37,978 [DEBUG]   Pair (27,78) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:04:40,273 [DEBUG]   Pair (27,81) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:04:41,771 [DEBUG]   Pair (27,83) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:04:41,771 [INFO]   2540/8372 pairs done
2026-04-09 08:04:46,489 [DEBUG]   Pair (27,89) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:04:49,248 [INFO]   2550/8372 pairs done
2026-04-09 08:04:55,328 [INFO]   2560/8372 pairs done
2026-04-09 08:05:01,430 [INFO]   2570/8372 pairs done
2026-04-09 08:05:07,565 [INFO]   2580/8372 pairs done
2026-04-09 08:05:13,590 [INFO]   2590/8372 pairs done
2026-04-09 08:05:19,658 [INFO]   2600/8372 pairs done
2026-04-09 08:05:25,683 [INFO]   2610/8372 pairs done
2026-04-09 08:05:31,758 [INFO]   2620/8372 pairs done
2026-04-09 08:05:37,816 [INFO]   2630/8372 pairs done
2026-04-09 08:05:44,069 [DEBUG]   Pair (29,0) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:05:44,069 [INFO]   2640/8372 pairs done
2026-04-09 08:05:44,801 [DEBUG]   Pair (29,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:05:47,873 [DEBUG]   Pair (29,5) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:05:48,594 [DEBUG]   Pair (29,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:05:51,783 [DEBUG]   Pair (29,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:05:51,783 [INFO]   2650/8372 pairs done
2026-04-09 08:05:54,969 [DEBUG]   Pair (29,14) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:05:57,272 [DEBUG]   Pair (29,17) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:05:59,666 [INFO]   2660/8372 pairs done
2026-04-09 08:06:00,385 [DEBUG]   Pair (29,21) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:01,883 [DEBUG]   Pair (29,23) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:02,600 [DEBUG]   Pair (29,24) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:07,292 [DEBUG]   Pair (29,31) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:07,292 [INFO]   2670/8372 pairs done
2026-04-09 08:06:08,852 [DEBUG]   Pair (29,33) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:06:09,571 [DEBUG]   Pair (29,34) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:10,297 [DEBUG]   Pair (29,35) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:06:11,017 [DEBUG]   Pair (29,36) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:14,877 [DEBUG]   Pair (29,41) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:06:14,877 [INFO]   2680/8372 pairs done
2026-04-09 08:06:17,975 [DEBUG]   Pair (29,45) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:06:18,686 [DEBUG]   Pair (29,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:20,963 [DEBUG]   Pair (29,49) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:21,675 [DEBUG]   Pair (29,50) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:06:22,464 [INFO]   2690/8372 pairs done
2026-04-09 08:06:23,984 [DEBUG]   Pair (29,53) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:25,541 [DEBUG]   Pair (29,55) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:26,263 [DEBUG]   Pair (29,56) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:27,769 [DEBUG]   Pair (29,58) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:29,270 [DEBUG]   Pair (29,60) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:30,016 [INFO]   2700/8372 pairs done
2026-04-09 08:06:33,187 [DEBUG]   Pair (29,65) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:06:34,678 [DEBUG]   Pair (29,67) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:06:36,179 [DEBUG]   Pair (29,69) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:37,707 [INFO]   2710/8372 pairs done
2026-04-09 08:06:40,072 [DEBUG]   Pair (29,74) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:06:41,656 [DEBUG]   Pair (29,76) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:06:42,386 [DEBUG]   Pair (29,77) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:43,116 [DEBUG]   Pair (29,78) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:45,403 [INFO]   2720/8372 pairs done
2026-04-09 08:06:46,983 [DEBUG]   Pair (29,83) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:48,545 [DEBUG]   Pair (29,85) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:50,890 [DEBUG]   Pair (29,88) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:53,171 [DEBUG]   Pair (29,91) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:06:53,171 [INFO]   2730/8372 pairs done
2026-04-09 08:06:59,078 [INFO]   2740/8372 pairs done
2026-04-09 08:07:05,251 [INFO]   2750/8372 pairs done
2026-04-09 08:07:11,253 [INFO]   2760/8372 pairs done
2026-04-09 08:07:17,169 [INFO]   2770/8372 pairs done
2026-04-09 08:07:23,092 [INFO]   2780/8372 pairs done
2026-04-09 08:07:28,998 [INFO]   2790/8372 pairs done
2026-04-09 08:07:34,948 [INFO]   2800/8372 pairs done
2026-04-09 08:07:40,865 [INFO]   2810/8372 pairs done
2026-04-09 08:07:46,713 [INFO]   2820/8372 pairs done
2026-04-09 08:07:52,660 [INFO]   2830/8372 pairs done
2026-04-09 08:07:58,639 [INFO]   2840/8372 pairs done
2026-04-09 08:08:04,626 [INFO]   2850/8372 pairs done
2026-04-09 08:08:10,912 [INFO]   2860/8372 pairs done
2026-04-09 08:08:16,868 [INFO]   2870/8372 pairs done
2026-04-09 08:08:22,865 [INFO]   2880/8372 pairs done
2026-04-09 08:08:28,847 [INFO]   2890/8372 pairs done
2026-04-09 08:08:34,866 [INFO]   2900/8372 pairs done
2026-04-09 08:08:40,971 [INFO]   2910/8372 pairs done
2026-04-09 08:08:46,841 [INFO]   2920/8372 pairs done
2026-04-09 08:08:52,836 [INFO]   2930/8372 pairs done
2026-04-09 08:08:58,711 [INFO]   2940/8372 pairs done
2026-04-09 08:09:04,665 [INFO]   2950/8372 pairs done
2026-04-09 08:09:10,600 [INFO]   2960/8372 pairs done
2026-04-09 08:09:16,472 [INFO]   2970/8372 pairs done
2026-04-09 08:09:22,511 [INFO]   2980/8372 pairs done
2026-04-09 08:09:28,310 [INFO]   2990/8372 pairs done
2026-04-09 08:09:34,205 [INFO]   3000/8372 pairs done
2026-04-09 08:09:40,149 [INFO]   3010/8372 pairs done
2026-04-09 08:09:46,079 [INFO]   3020/8372 pairs done
2026-04-09 08:09:52,147 [INFO]   3030/8372 pairs done
2026-04-09 08:09:58,205 [INFO]   3040/8372 pairs done
2026-04-09 08:10:04,160 [INFO]   3050/8372 pairs done
2026-04-09 08:10:10,107 [INFO]   3060/8372 pairs done
2026-04-09 08:10:16,065 [INFO]   3070/8372 pairs done
2026-04-09 08:10:22,112 [INFO]   3080/8372 pairs done
2026-04-09 08:10:28,224 [INFO]   3090/8372 pairs done
2026-04-09 08:10:34,339 [INFO]   3100/8372 pairs done
2026-04-09 08:10:40,445 [INFO]   3110/8372 pairs done
2026-04-09 08:10:46,430 [INFO]   3120/8372 pairs done
2026-04-09 08:10:52,405 [INFO]   3130/8372 pairs done
2026-04-09 08:10:58,335 [INFO]   3140/8372 pairs done
2026-04-09 08:11:04,301 [INFO]   3150/8372 pairs done
2026-04-09 08:11:10,689 [INFO]   3160/8372 pairs done
2026-04-09 08:11:16,967 [INFO]   3170/8372 pairs done
2026-04-09 08:11:23,432 [INFO]   3180/8372 pairs done
2026-04-09 08:11:29,542 [INFO]   3190/8372 pairs done
2026-04-09 08:11:35,526 [INFO]   3200/8372 pairs done
2026-04-09 08:11:41,602 [INFO]   3210/8372 pairs done
2026-04-09 08:11:47,772 [INFO]   3220/8372 pairs done
2026-04-09 08:11:53,953 [INFO]   3230/8372 pairs done
2026-04-09 08:11:59,881 [INFO]   3240/8372 pairs done
2026-04-09 08:12:05,943 [INFO]   3250/8372 pairs done
2026-04-09 08:12:11,966 [INFO]   3260/8372 pairs done
2026-04-09 08:12:18,069 [INFO]   3270/8372 pairs done
2026-04-09 08:12:24,378 [INFO]   3280/8372 pairs done
2026-04-09 08:12:30,183 [INFO]   3290/8372 pairs done
2026-04-09 08:12:36,122 [INFO]   3300/8372 pairs done
2026-04-09 08:12:41,956 [INFO]   3310/8372 pairs done
2026-04-09 08:12:47,833 [INFO]   3320/8372 pairs done
2026-04-09 08:12:53,943 [INFO]   3330/8372 pairs done
2026-04-09 08:13:00,134 [INFO]   3340/8372 pairs done
2026-04-09 08:13:06,106 [INFO]   3350/8372 pairs done
2026-04-09 08:13:12,214 [INFO]   3360/8372 pairs done
2026-04-09 08:13:18,114 [INFO]   3370/8372 pairs done
2026-04-09 08:13:24,003 [INFO]   3380/8372 pairs done
2026-04-09 08:13:30,486 [INFO]   3390/8372 pairs done
2026-04-09 08:13:36,563 [INFO]   3400/8372 pairs done
2026-04-09 08:13:42,507 [INFO]   3410/8372 pairs done
2026-04-09 08:13:48,556 [INFO]   3420/8372 pairs done
2026-04-09 08:13:54,608 [INFO]   3430/8372 pairs done
2026-04-09 08:14:00,623 [INFO]   3440/8372 pairs done
2026-04-09 08:14:06,554 [INFO]   3450/8372 pairs done
2026-04-09 08:14:12,571 [INFO]   3460/8372 pairs done
2026-04-09 08:14:18,744 [INFO]   3470/8372 pairs done
2026-04-09 08:14:24,878 [INFO]   3480/8372 pairs done
2026-04-09 08:14:31,111 [INFO]   3490/8372 pairs done
2026-04-09 08:14:37,118 [INFO]   3500/8372 pairs done
2026-04-09 08:14:43,043 [INFO]   3510/8372 pairs done
2026-04-09 08:14:48,947 [INFO]   3520/8372 pairs done
2026-04-09 08:14:55,010 [INFO]   3530/8372 pairs done
2026-04-09 08:15:01,148 [INFO]   3540/8372 pairs done
2026-04-09 08:15:07,446 [INFO]   3550/8372 pairs done
2026-04-09 08:15:14,161 [INFO]   3560/8372 pairs done
2026-04-09 08:15:20,857 [INFO]   3570/8372 pairs done
2026-04-09 08:15:27,170 [INFO]   3580/8372 pairs done
2026-04-09 08:15:33,336 [INFO]   3590/8372 pairs done
2026-04-09 08:15:39,705 [INFO]   3600/8372 pairs done
2026-04-09 08:15:45,969 [INFO]   3610/8372 pairs done
2026-04-09 08:15:52,264 [INFO]   3620/8372 pairs done
2026-04-09 08:15:58,553 [INFO]   3630/8372 pairs done
2026-04-09 08:16:05,054 [INFO]   3640/8372 pairs done
2026-04-09 08:16:11,151 [INFO]   3650/8372 pairs done
2026-04-09 08:16:17,257 [INFO]   3660/8372 pairs done
2026-04-09 08:16:23,524 [INFO]   3670/8372 pairs done
2026-04-09 08:16:29,653 [INFO]   3680/8372 pairs done
2026-04-09 08:16:35,731 [INFO]   3690/8372 pairs done
2026-04-09 08:16:41,868 [INFO]   3700/8372 pairs done
2026-04-09 08:16:47,852 [INFO]   3710/8372 pairs done
2026-04-09 08:16:53,961 [INFO]   3720/8372 pairs done
2026-04-09 08:16:59,991 [INFO]   3730/8372 pairs done
2026-04-09 08:17:06,134 [INFO]   3740/8372 pairs done
2026-04-09 08:17:12,176 [INFO]   3750/8372 pairs done
2026-04-09 08:17:18,531 [INFO]   3760/8372 pairs done
2026-04-09 08:17:24,639 [INFO]   3770/8372 pairs done
2026-04-09 08:17:30,573 [INFO]   3780/8372 pairs done
2026-04-09 08:17:36,509 [INFO]   3790/8372 pairs done
2026-04-09 08:17:42,474 [INFO]   3800/8372 pairs done
2026-04-09 08:17:48,381 [INFO]   3810/8372 pairs done
2026-04-09 08:17:54,325 [INFO]   3820/8372 pairs done
2026-04-09 08:18:00,311 [INFO]   3830/8372 pairs done
2026-04-09 08:18:06,429 [INFO]   3840/8372 pairs done
2026-04-09 08:18:12,556 [INFO]   3850/8372 pairs done
2026-04-09 08:18:18,652 [INFO]   3860/8372 pairs done
2026-04-09 08:18:24,647 [INFO]   3870/8372 pairs done
2026-04-09 08:18:30,608 [INFO]   3880/8372 pairs done
2026-04-09 08:18:36,662 [INFO]   3890/8372 pairs done
2026-04-09 08:18:42,929 [INFO]   3900/8372 pairs done
2026-04-09 08:18:49,135 [INFO]   3910/8372 pairs done
2026-04-09 08:18:55,437 [INFO]   3920/8372 pairs done
2026-04-09 08:19:01,396 [INFO]   3930/8372 pairs done
2026-04-09 08:19:07,462 [INFO]   3940/8372 pairs done
2026-04-09 08:19:13,445 [INFO]   3950/8372 pairs done
2026-04-09 08:19:19,668 [INFO]   3960/8372 pairs done
2026-04-09 08:19:25,864 [INFO]   3970/8372 pairs done
2026-04-09 08:19:31,824 [INFO]   3980/8372 pairs done
2026-04-09 08:19:37,820 [INFO]   3990/8372 pairs done
2026-04-09 08:19:43,800 [INFO]   4000/8372 pairs done
2026-04-09 08:19:49,789 [INFO]   4010/8372 pairs done
2026-04-09 08:19:55,827 [INFO]   4020/8372 pairs done
2026-04-09 08:20:02,079 [INFO]   4030/8372 pairs done
2026-04-09 08:20:08,318 [INFO]   4040/8372 pairs done
2026-04-09 08:20:14,734 [INFO]   4050/8372 pairs done
2026-04-09 08:20:20,975 [INFO]   4060/8372 pairs done
2026-04-09 08:20:27,050 [INFO]   4070/8372 pairs done
2026-04-09 08:20:33,034 [INFO]   4080/8372 pairs done
2026-04-09 08:20:39,262 [INFO]   4090/8372 pairs done
2026-04-09 08:20:45,807 [INFO]   4100/8372 pairs done
2026-04-09 08:20:51,810 [INFO]   4110/8372 pairs done
2026-04-09 08:20:58,143 [INFO]   4120/8372 pairs done
2026-04-09 08:21:04,425 [INFO]   4130/8372 pairs done
2026-04-09 08:21:10,573 [INFO]   4140/8372 pairs done
2026-04-09 08:21:16,580 [INFO]   4150/8372 pairs done
2026-04-09 08:21:22,592 [INFO]   4160/8372 pairs done
2026-04-09 08:21:28,643 [INFO]   4170/8372 pairs done
2026-04-09 08:21:34,708 [INFO]   4180/8372 pairs done
2026-04-09 08:21:40,713 [INFO]   4190/8372 pairs done
2026-04-09 08:21:46,779 [INFO]   4200/8372 pairs done
2026-04-09 08:21:52,842 [INFO]   4210/8372 pairs done
2026-04-09 08:21:58,996 [INFO]   4220/8372 pairs done
2026-04-09 08:22:05,370 [INFO]   4230/8372 pairs done
2026-04-09 08:22:11,912 [INFO]   4240/8372 pairs done
2026-04-09 08:22:18,016 [INFO]   4250/8372 pairs done
2026-04-09 08:22:24,165 [INFO]   4260/8372 pairs done
2026-04-09 08:22:30,154 [INFO]   4270/8372 pairs done
2026-04-09 08:22:36,371 [INFO]   4280/8372 pairs done
2026-04-09 08:22:42,273 [INFO]   4290/8372 pairs done
2026-04-09 08:22:48,274 [INFO]   4300/8372 pairs done
2026-04-09 08:22:54,279 [INFO]   4310/8372 pairs done
2026-04-09 08:23:00,333 [INFO]   4320/8372 pairs done
2026-04-09 08:23:06,535 [INFO]   4330/8372 pairs done
2026-04-09 08:23:12,691 [INFO]   4340/8372 pairs done
2026-04-09 08:23:18,563 [INFO]   4350/8372 pairs done
2026-04-09 08:23:24,629 [INFO]   4360/8372 pairs done
2026-04-09 08:23:30,812 [INFO]   4370/8372 pairs done
2026-04-09 08:23:37,169 [INFO]   4380/8372 pairs done
2026-04-09 08:23:43,373 [INFO]   4390/8372 pairs done
2026-04-09 08:23:49,961 [INFO]   4400/8372 pairs done
2026-04-09 08:23:56,231 [INFO]   4410/8372 pairs done
2026-04-09 08:24:02,430 [INFO]   4420/8372 pairs done
2026-04-09 08:24:08,669 [INFO]   4430/8372 pairs done
2026-04-09 08:24:15,320 [INFO]   4440/8372 pairs done
2026-04-09 08:24:21,959 [INFO]   4450/8372 pairs done
2026-04-09 08:24:28,507 [DEBUG]   Pair (49,0) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:28,507 [INFO]   4460/8372 pairs done
2026-04-09 08:24:29,306 [DEBUG]   Pair (49,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:30,091 [DEBUG]   Pair (49,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:30,831 [DEBUG]   Pair (49,3) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:31,628 [DEBUG]   Pair (49,4) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:32,361 [DEBUG]   Pair (49,5) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:33,120 [DEBUG]   Pair (49,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:33,936 [DEBUG]   Pair (49,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:34,701 [DEBUG]   Pair (49,8) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:35,528 [DEBUG]   Pair (49,9) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:36,318 [DEBUG]   Pair (49,10) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:36,318 [INFO]   4470/8372 pairs done
2026-04-09 08:24:37,053 [DEBUG]   Pair (49,11) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:37,891 [DEBUG]   Pair (49,12) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:38,654 [DEBUG]   Pair (49,13) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:39,523 [DEBUG]   Pair (49,14) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:40,459 [DEBUG]   Pair (49,15) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:41,220 [DEBUG]   Pair (49,16) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:42,013 [DEBUG]   Pair (49,17) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:42,822 [DEBUG]   Pair (49,18) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:43,540 [DEBUG]   Pair (49,19) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:44,346 [DEBUG]   Pair (49,20) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:44,346 [INFO]   4480/8372 pairs done
2026-04-09 08:24:45,071 [DEBUG]   Pair (49,21) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:45,801 [DEBUG]   Pair (49,22) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:46,540 [DEBUG]   Pair (49,23) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:47,272 [DEBUG]   Pair (49,24) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:48,005 [DEBUG]   Pair (49,25) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:24:48,801 [DEBUG]   Pair (49,26) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:49,533 [DEBUG]   Pair (49,27) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:50,280 [DEBUG]   Pair (49,28) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:51,010 [DEBUG]   Pair (49,29) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:51,791 [DEBUG]   Pair (49,30) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:51,791 [INFO]   4490/8372 pairs done
2026-04-09 08:24:52,525 [DEBUG]   Pair (49,31) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:53,246 [DEBUG]   Pair (49,32) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:54,053 [DEBUG]   Pair (49,33) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:54,784 [DEBUG]   Pair (49,34) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:55,659 [DEBUG]   Pair (49,35) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:56,400 [DEBUG]   Pair (49,36) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:57,192 [DEBUG]   Pair (49,37) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:24:57,978 [DEBUG]   Pair (49,38) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:58,716 [DEBUG]   Pair (49,39) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:59,443 [DEBUG]   Pair (49,40) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:24:59,443 [INFO]   4500/8372 pairs done
2026-04-09 08:25:00,173 [DEBUG]   Pair (49,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:00,900 [DEBUG]   Pair (49,42) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:01,682 [DEBUG]   Pair (49,43) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:02,519 [DEBUG]   Pair (49,44) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:25:03,304 [DEBUG]   Pair (49,45) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:04,094 [DEBUG]   Pair (49,46) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:04,976 [DEBUG]   Pair (49,47) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:05,764 [DEBUG]   Pair (49,48) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:06,488 [DEBUG]   Pair (49,50) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:07,257 [DEBUG]   Pair (49,51) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:25:07,257 [INFO]   4510/8372 pairs done
2026-04-09 08:25:07,985 [DEBUG]   Pair (49,52) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:08,721 [DEBUG]   Pair (49,53) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:09,465 [DEBUG]   Pair (49,54) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:25:10,379 [DEBUG]   Pair (49,55) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:11,210 [DEBUG]   Pair (49,56) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:12,018 [DEBUG]   Pair (49,57) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:12,735 [DEBUG]   Pair (49,58) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:13,472 [DEBUG]   Pair (49,59) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:14,190 [DEBUG]   Pair (49,60) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:14,971 [DEBUG]   Pair (49,61) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:14,971 [INFO]   4520/8372 pairs done
2026-04-09 08:25:15,706 [DEBUG]   Pair (49,62) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:16,446 [DEBUG]   Pair (49,63) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:17,177 [DEBUG]   Pair (49,64) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:17,920 [DEBUG]   Pair (49,65) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:18,710 [DEBUG]   Pair (49,66) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:19,428 [DEBUG]   Pair (49,67) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:20,162 [DEBUG]   Pair (49,68) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:21,033 [DEBUG]   Pair (49,69) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:21,756 [DEBUG]   Pair (49,70) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:22,482 [DEBUG]   Pair (49,71) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:22,482 [INFO]   4530/8372 pairs done
2026-04-09 08:25:23,211 [DEBUG]   Pair (49,72) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:23,936 [DEBUG]   Pair (49,73) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:24,661 [DEBUG]   Pair (49,74) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:25,415 [DEBUG]   Pair (49,75) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:26,150 [DEBUG]   Pair (49,76) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:26,880 [DEBUG]   Pair (49,77) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:27,632 [DEBUG]   Pair (49,78) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:28,424 [DEBUG]   Pair (49,79) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:29,275 [DEBUG]   Pair (49,80) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:30,076 [DEBUG]   Pair (49,81) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:30,076 [INFO]   4540/8372 pairs done
2026-04-09 08:25:30,800 [DEBUG]   Pair (49,82) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:31,578 [DEBUG]   Pair (49,83) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:32,359 [DEBUG]   Pair (49,84) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:33,087 [DEBUG]   Pair (49,85) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:33,857 [DEBUG]   Pair (49,86) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:34,587 [DEBUG]   Pair (49,87) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:35,311 [DEBUG]   Pair (49,88) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:36,035 [DEBUG]   Pair (49,89) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:36,756 [DEBUG]   Pair (49,90) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:37,554 [DEBUG]   Pair (49,91) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:25:37,554 [INFO]   4550/8372 pairs done
2026-04-09 08:25:43,564 [INFO]   4560/8372 pairs done
2026-04-09 08:25:49,525 [INFO]   4570/8372 pairs done
2026-04-09 08:25:55,826 [INFO]   4580/8372 pairs done
2026-04-09 08:26:02,180 [INFO]   4590/8372 pairs done
2026-04-09 08:26:08,619 [INFO]   4600/8372 pairs done
2026-04-09 08:26:15,082 [INFO]   4610/8372 pairs done
2026-04-09 08:26:21,355 [INFO]   4620/8372 pairs done
2026-04-09 08:26:27,771 [INFO]   4630/8372 pairs done
2026-04-09 08:26:34,080 [INFO]   4640/8372 pairs done
2026-04-09 08:26:40,051 [INFO]   4650/8372 pairs done
2026-04-09 08:26:46,085 [INFO]   4660/8372 pairs done
2026-04-09 08:26:52,284 [INFO]   4670/8372 pairs done
2026-04-09 08:26:58,441 [INFO]   4680/8372 pairs done
2026-04-09 08:27:04,504 [INFO]   4690/8372 pairs done
2026-04-09 08:27:10,565 [INFO]   4700/8372 pairs done
2026-04-09 08:27:16,499 [INFO]   4710/8372 pairs done
2026-04-09 08:27:22,463 [INFO]   4720/8372 pairs done
2026-04-09 08:27:28,374 [INFO]   4730/8372 pairs done
2026-04-09 08:27:34,303 [INFO]   4740/8372 pairs done
2026-04-09 08:27:40,333 [INFO]   4750/8372 pairs done
2026-04-09 08:27:46,378 [INFO]   4760/8372 pairs done
2026-04-09 08:27:52,427 [INFO]   4770/8372 pairs done
2026-04-09 08:27:58,525 [INFO]   4780/8372 pairs done
2026-04-09 08:28:04,567 [INFO]   4790/8372 pairs done
2026-04-09 08:28:10,732 [INFO]   4800/8372 pairs done
2026-04-09 08:28:17,066 [INFO]   4810/8372 pairs done
2026-04-09 08:28:23,353 [INFO]   4820/8372 pairs done
2026-04-09 08:28:29,545 [INFO]   4830/8372 pairs done
2026-04-09 08:28:35,682 [INFO]   4840/8372 pairs done
2026-04-09 08:28:41,967 [INFO]   4850/8372 pairs done
2026-04-09 08:28:48,456 [INFO]   4860/8372 pairs done
2026-04-09 08:28:55,113 [INFO]   4870/8372 pairs done
2026-04-09 08:29:01,286 [INFO]   4880/8372 pairs done
2026-04-09 08:29:07,125 [INFO]   4890/8372 pairs done
2026-04-09 08:29:13,174 [INFO]   4900/8372 pairs done
2026-04-09 08:29:19,115 [INFO]   4910/8372 pairs done
2026-04-09 08:29:25,228 [INFO]   4920/8372 pairs done
2026-04-09 08:29:31,308 [INFO]   4930/8372 pairs done
2026-04-09 08:29:37,304 [INFO]   4940/8372 pairs done
2026-04-09 08:29:43,355 [INFO]   4950/8372 pairs done
2026-04-09 08:29:49,460 [INFO]   4960/8372 pairs done
2026-04-09 08:29:55,592 [INFO]   4970/8372 pairs done
2026-04-09 08:30:01,740 [INFO]   4980/8372 pairs done
2026-04-09 08:30:07,950 [INFO]   4990/8372 pairs done
2026-04-09 08:30:14,553 [INFO]   5000/8372 pairs done
2026-04-09 08:30:19,368 [DEBUG]   Pair (55,1) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:20,157 [DEBUG]   Pair (55,2) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:21,689 [INFO]   5010/8372 pairs done
2026-04-09 08:30:23,276 [DEBUG]   Pair (55,6) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:23,994 [DEBUG]   Pair (55,7) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:29,964 [INFO]   5020/8372 pairs done
2026-04-09 08:30:30,675 [DEBUG]   Pair (55,15) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:31,482 [DEBUG]   Pair (55,16) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:35,599 [DEBUG]   Pair (55,21) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:38,083 [DEBUG]   Pair (55,24) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:38,083 [INFO]   5030/8372 pairs done
2026-04-09 08:30:38,853 [DEBUG]   Pair (55,25) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:41,331 [DEBUG]   Pair (55,28) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:42,918 [DEBUG]   Pair (55,30) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:44,479 [DEBUG]   Pair (55,32) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:46,565 [INFO]   5040/8372 pairs done
2026-04-09 08:30:50,590 [DEBUG]   Pair (55,39) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:52,133 [DEBUG]   Pair (55,41) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:54,448 [DEBUG]   Pair (55,44) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:54,448 [INFO]   5050/8372 pairs done
2026-04-09 08:30:57,616 [DEBUG]   Pair (55,48) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:30:58,387 [DEBUG]   Pair (55,49) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:31:02,263 [DEBUG]   Pair (55,54) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:31:02,263 [INFO]   5060/8372 pairs done
2026-04-09 08:31:07,089 [DEBUG]   Pair (55,61) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:31:08,586 [DEBUG]   Pair (55,63) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:31:10,144 [INFO]   5070/8372 pairs done
2026-04-09 08:31:10,997 [DEBUG]   Pair (55,66) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:31:12,557 [DEBUG]   Pair (55,68) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:31:14,125 [DEBUG]   Pair (55,70) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:31:16,446 [DEBUG]   Pair (55,73) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:31:17,163 [DEBUG]   Pair (55,74) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:31:17,879 [DEBUG]   Pair (55,75) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:31:17,879 [INFO]   5080/8372 pairs done
2026-04-09 08:31:18,597 [DEBUG]   Pair (55,76) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:31:20,132 [DEBUG]   Pair (55,78) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:31:25,665 [INFO]   5090/8372 pairs done
2026-04-09 08:31:33,020 [INFO]   5100/8372 pairs done
2026-04-09 08:31:39,137 [INFO]   5110/8372 pairs done
2026-04-09 08:31:45,206 [INFO]   5120/8372 pairs done
2026-04-09 08:31:51,351 [INFO]   5130/8372 pairs done
2026-04-09 08:31:57,603 [INFO]   5140/8372 pairs done
2026-04-09 08:32:04,059 [INFO]   5150/8372 pairs done
2026-04-09 08:32:10,601 [INFO]   5160/8372 pairs done
2026-04-09 08:32:17,126 [INFO]   5170/8372 pairs done
2026-04-09 08:32:23,434 [INFO]   5180/8372 pairs done
2026-04-09 08:32:30,047 [INFO]   5190/8372 pairs done
2026-04-09 08:32:36,282 [INFO]   5200/8372 pairs done
2026-04-09 08:32:42,313 [INFO]   5210/8372 pairs done
2026-04-09 08:32:48,769 [INFO]   5220/8372 pairs done
2026-04-09 08:32:55,142 [INFO]   5230/8372 pairs done
2026-04-09 08:33:01,488 [INFO]   5240/8372 pairs done
2026-04-09 08:33:07,747 [INFO]   5250/8372 pairs done
2026-04-09 08:33:13,753 [INFO]   5260/8372 pairs done
2026-04-09 08:33:19,784 [INFO]   5270/8372 pairs done
2026-04-09 08:33:25,736 [INFO]   5280/8372 pairs done
2026-04-09 08:33:31,680 [INFO]   5290/8372 pairs done
2026-04-09 08:33:37,627 [INFO]   5300/8372 pairs done
2026-04-09 08:33:43,642 [INFO]   5310/8372 pairs done
2026-04-09 08:33:49,624 [INFO]   5320/8372 pairs done
2026-04-09 08:33:55,677 [INFO]   5330/8372 pairs done
2026-04-09 08:34:01,657 [INFO]   5340/8372 pairs done
2026-04-09 08:34:07,582 [INFO]   5350/8372 pairs done
2026-04-09 08:34:13,514 [INFO]   5360/8372 pairs done
2026-04-09 08:34:19,860 [INFO]   5370/8372 pairs done
2026-04-09 08:34:20,585 [DEBUG]   Pair (59,1) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:22,979 [DEBUG]   Pair (59,4) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:26,092 [DEBUG]   Pair (59,8) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:26,862 [DEBUG]   Pair (59,9) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:27,640 [INFO]   5380/8372 pairs done
2026-04-09 08:34:33,296 [DEBUG]   Pair (59,17) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:34,935 [DEBUG]   Pair (59,19) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:35,713 [INFO]   5390/8372 pairs done
2026-04-09 08:34:36,603 [DEBUG]   Pair (59,21) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:39,056 [DEBUG]   Pair (59,24) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:41,498 [DEBUG]   Pair (59,27) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:42,261 [DEBUG]   Pair (59,28) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:42,985 [DEBUG]   Pair (59,29) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:43,745 [DEBUG]   Pair (59,30) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:43,745 [INFO]   5400/8372 pairs done
2026-04-09 08:34:44,463 [DEBUG]   Pair (59,31) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:48,599 [DEBUG]   Pair (59,36) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:51,874 [DEBUG]   Pair (59,40) failed: Found unknown categories [np.float64(1.0)] in column 0 during transform
2026-04-09 08:34:51,874 [INFO]   5410/8372 pairs done
2026-04-09 08:34:58,280 [DEBUG]   Pair (59,48) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:59,006 [DEBUG]   Pair (59,49) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:59,731 [DEBUG]   Pair (59,50) failed: Found unknown categories [np.float64(0.0)] in column 0 during transform
2026-04-09 08:34:59,731 [INFO]   5420/8372 pairs done