mkdir -p failed for path /.config/matplotlib: [Errno 13] Permission denied: '/.config'
Matplotlib created a temporary cache directory at /tmp/matplotlib-xy7ea03b because there was an issue with the default path (/.config/matplotlib); it is highly recommended to set the MPLCONFIGDIR environment variable to a writable directory, in particular to speed up the import of Matplotlib and to better support multiprocessing.
2026-06-03 04:40:54,592 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Load count data for processing
2026-06-03 04:41:16,470 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Data loaded
2026-06-03 04:41:16,477 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Find low probe mask, low sample mask, and 2D outlier mask. Autosomes only.
2026-06-03 04:41:16,591 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 0, outliers: 1396152
2026-06-03 04:41:22,127 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 1, outliers: 356812
2026-06-03 04:41:27,042 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 2, outliers: 36260
2026-06-03 04:41:32,591 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 3, outliers: 19245
2026-06-03 04:41:38,751 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 4, outliers: 15463
2026-06-03 04:41:44,893 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 5, outliers: 13742
2026-06-03 04:41:50,858 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 6, outliers: 13165
2026-06-03 04:41:56,687 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 7, outliers: 13961
2026-06-03 04:42:01,874 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 8, outliers: 15093
2026-06-03 04:42:07,032 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 9, outliers: 16493
2026-06-03 04:42:12,055 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 10, outliers: 18493
2026-06-03 04:42:16,824 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 11, outliers: 21111
2026-06-03 04:42:21,626 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 12, outliers: 25848
2026-06-03 04:42:26,550 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 13, outliers: 32645
2026-06-03 04:42:31,896 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 14, outliers: 41194
2026-06-03 04:42:37,509 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 15, outliers: 50662
2026-06-03 04:42:43,174 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 16, outliers: 53119
2026-06-03 04:42:48,851 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 17, outliers: 38636
2026-06-03 04:42:54,490 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 18, outliers: 9400
2026-06-03 04:43:00,243 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 19, outliers: 471
2026-06-03 04:43:06,893 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 20, outliers: 244
2026-06-03 04:43:12,830 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 21, outliers: 33
2026-06-03 04:43:18,859 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 22, outliers: 5
2026-06-03 04:43:24,956 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 23, outliers: 3
2026-06-03 04:43:31,110 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 24, outliers: 0
2026-06-03 04:43:37,520 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Masks obtained
2026-06-03 04:43:37,520 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Correct counts based on melting temperature
2026-06-03 04:43:42,830 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Corrected counts obtained
2026-06-03 04:43:42,836 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Refind masks with melting-temperature corrected counts. Autosomes only.
2026-06-03 04:43:42,973 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 0, outliers: 1396152
2026-06-03 04:43:50,976 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 1, outliers: 342444
2026-06-03 04:43:58,052 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 2, outliers: 34472
2026-06-03 04:44:05,088 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 3, outliers: 18378
2026-06-03 04:44:12,086 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 4, outliers: 14841
2026-06-03 04:44:18,986 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 5, outliers: 13487
2026-06-03 04:44:25,904 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 6, outliers: 12873
2026-06-03 04:44:32,514 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 7, outliers: 13686
2026-06-03 04:44:38,386 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 8, outliers: 14994
2026-06-03 04:44:43,958 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 9, outliers: 16422
2026-06-03 04:44:49,201 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 10, outliers: 18325
2026-06-03 04:44:54,472 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 11, outliers: 20996
2026-06-03 04:44:59,993 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 12, outliers: 25769
2026-06-03 04:45:05,892 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 13, outliers: 32447
2026-06-03 04:45:11,852 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 14, outliers: 40941
2026-06-03 04:45:17,751 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 15, outliers: 50476
2026-06-03 04:45:23,531 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 16, outliers: 53432
2026-06-03 04:45:29,137 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 17, outliers: 38941
2026-06-03 04:45:34,961 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 18, outliers: 9647
2026-06-03 04:45:41,245 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 19, outliers: 509
2026-06-03 04:45:48,267 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 20, outliers: 267
2026-06-03 04:45:54,529 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 21, outliers: 61
2026-06-03 04:46:00,551 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 22, outliers: 22
2026-06-03 04:46:06,325 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 23, outliers: 10
2026-06-03 04:46:11,880 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 24, outliers: 2
2026-06-03 04:46:17,630 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Masks obtained, from melting-temperature corrected counts
2026-06-03 04:46:17,631 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Redo melting-temperature correction with new masks
2026-06-03 04:47:05,038 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Corrected counts obtained, using second round of masks
2026-06-03 04:47:05,038 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Get effective sample size per probe from covariance of nearby probes, autosomes
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-77.128717070897451 > -112.749249757508096). You may want to try with a higher value of support_fraction (current value: 0.600).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-76.509429575626783 > -111.580198662506618). You may want to try with a higher value of support_fraction (current value: 0.606).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-78.240948168443907 > -147.037730833498358). You may want to try with a higher value of support_fraction (current value: 0.606).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-7.626334953046565 > -42.878621722518943). You may want to try with a higher value of support_fraction (current value: 0.525).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-7.626334953046565 > -42.878621722518943). You may want to try with a higher value of support_fraction (current value: 0.525).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-7.626334953046565 > -42.878621722518943). You may want to try with a higher value of support_fraction (current value: 0.525).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-7.626334953046565 > -42.878621722518943). You may want to try with a higher value of support_fraction (current value: 0.525).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-7.626334953046565 > -42.878621722518943). You may want to try with a higher value of support_fraction (current value: 0.525).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-7.626334953046565 > -42.878621722518943). You may want to try with a higher value of support_fraction (current value: 0.525).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-7.626334953046565 > -42.878621722518943). You may want to try with a higher value of support_fraction (current value: 0.525).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-7.626334953046565 > -42.878621722518943). You may want to try with a higher value of support_fraction (current value: 0.525).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-7.626334953046565 > -42.878621722518943). You may want to try with a higher value of support_fraction (current value: 0.525).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-109.315273922139966 > -111.365875833322704). You may want to try with a higher value of support_fraction (current value: 0.645).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-112.408517667186771 > -113.318619894690940). You may want to try with a higher value of support_fraction (current value: 0.645).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-173.106339088095353 > -211.310490773867514). You may want to try with a higher value of support_fraction (current value: 0.591).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-62.772842691395169 > -118.941739869533507). You may want to try with a higher value of support_fraction (current value: 0.629).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-62.772842691395169 > -118.941739869533507). You may want to try with a higher value of support_fraction (current value: 0.629).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-62.772842691395169 > -118.941739869533507). You may want to try with a higher value of support_fraction (current value: 0.629).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-62.772842691395169 > -118.941739869533507). You may want to try with a higher value of support_fraction (current value: 0.629).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-62.772842691395169 > -118.941739869533507). You may want to try with a higher value of support_fraction (current value: 0.629).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-9.880036315172489 > -45.176573549341626). You may want to try with a higher value of support_fraction (current value: 0.538).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-9.880036315172489 > -45.176573549341626). You may want to try with a higher value of support_fraction (current value: 0.538).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-9.880036315172489 > -45.176573549341626). You may want to try with a higher value of support_fraction (current value: 0.538).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-9.880036315172489 > -45.176573549341626). You may want to try with a higher value of support_fraction (current value: 0.538).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-9.880036315172489 > -45.176573549341626). You may want to try with a higher value of support_fraction (current value: 0.538).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-9.880036315172489 > -45.176573549341626). You may want to try with a higher value of support_fraction (current value: 0.538).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-9.880036315172489 > -45.176573549341626). You may want to try with a higher value of support_fraction (current value: 0.538).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-9.880036315172489 > -45.176573549341626). You may want to try with a higher value of support_fraction (current value: 0.538).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-167.102727754310422 > -168.199310840663912). You may want to try with a higher value of support_fraction (current value: 0.621).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-107.934308744013407 > -249.309311512407135). You may want to try with a higher value of support_fraction (current value: 0.621).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-197.866853011163983 > -198.605765229507142). You may want to try with a higher value of support_fraction (current value: 0.621).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-39.562435232635522 > -97.042616966837159). You may want to try with a higher value of support_fraction (current value: 0.622).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-39.689848144554098 > -97.016970977600678). You may want to try with a higher value of support_fraction (current value: 0.622).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-39.562435232635522 > -97.042616966837159). You may want to try with a higher value of support_fraction (current value: 0.622).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-39.689848144554098 > -97.016970977600678). You may want to try with a higher value of support_fraction (current value: 0.622).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-39.562435232635522 > -97.042616966837159). You may want to try with a higher value of support_fraction (current value: 0.622).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-39.689848144554098 > -97.016970977600678). You may want to try with a higher value of support_fraction (current value: 0.622).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-144.893504770879531 > -146.404746920432672). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-129.584518696051617 > -129.808076196434740). You may want to try with a higher value of support_fraction (current value: 0.621).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-124.508867510187429 > -124.764436288015276). You may want to try with a higher value of support_fraction (current value: 0.621).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-163.979500793421323 > -164.160228766442799). You may want to try with a higher value of support_fraction (current value: 0.623).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-164.050795272287871 > -167.791575933556061). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-197.729035202492270 > -225.345775817777280). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-164.050795272287871 > -167.791575933556061). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-197.729035202492270 > -225.345775817777280). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-164.050795272287871 > -167.791575933556061). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-197.729035202492270 > -225.345775817777280). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-164.050795272287871 > -167.791575933556061). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-197.729035202492270 > -225.345775817777280). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-164.050795272287871 > -167.791575933556061). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-197.729035202492270 > -225.345775817777280). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-164.050795272287871 > -167.791575933556061). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-197.729035202492270 > -225.345775817777280). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-164.050795272287871 > -167.791575933556061). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-197.729035202492270 > -225.345775817777280). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-164.050795272287871 > -167.791575933556061). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-197.729035202492270 > -225.345775817777280). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-164.050795272287871 > -167.791575933556061). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-197.729035202492270 > -225.345775817777280). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-191.585927418660646 > -194.976099784417869). You may want to try with a higher value of support_fraction (current value: 0.635).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-190.926257476305267 > -193.092954247085544). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-190.236243940582256 > -191.412738752500957). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-134.364718087675357 > -134.596525238202872). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-140.981296838609808 > -142.217077413400688). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-136.660231960392736 > -139.357004021663244). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-140.798406195389390 > -145.859445492810579). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-163.098229610315855 > -163.109945315399159). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-130.559309158323089 > -130.563901191418068). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-6.769530189198125 > -44.060314388491570). You may want to try with a higher value of support_fraction (current value: 0.625).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-211.913373744579474 > -216.127156014492215). You may want to try with a higher value of support_fraction (current value: 0.676).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-211.913373744579474 > -216.127156014492215). You may want to try with a higher value of support_fraction (current value: 0.676).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-211.913373744579474 > -216.127156014492215). You may want to try with a higher value of support_fraction (current value: 0.676).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-211.913373744579474 > -216.127156014492215). You may want to try with a higher value of support_fraction (current value: 0.676).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-211.913373744579474 > -216.127156014492215). You may want to try with a higher value of support_fraction (current value: 0.676).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-193.586921713139077 > -240.670832293612563). You may want to try with a higher value of support_fraction (current value: 0.676).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-194.210840550301583 > -195.136191263169565). You may want to try with a higher value of support_fraction (current value: 0.676).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-198.091390236754336 > -252.240754560495816). You may want to try with a higher value of support_fraction (current value: 0.706).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-169.943857045848603 > -290.394124344042893). You may want to try with a higher value of support_fraction (current value: 0.706).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-196.738371168435151 > -247.891810250703799). You may want to try with a higher value of support_fraction (current value: 0.706).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-130.654200468553171 > -185.480779888502923). You may want to try with a higher value of support_fraction (current value: 0.686).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-183.287470717743986 > -184.268513805415154). You may want to try with a higher value of support_fraction (current value: 0.686).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-134.935182518951024 > -183.287470717743986). You may want to try with a higher value of support_fraction (current value: 0.686).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-51.223891096587138 > -55.608129015465003). You may want to try with a higher value of support_fraction (current value: 0.568).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-23.127694395238979 > -51.255143640091092). You may want to try with a higher value of support_fraction (current value: 0.568).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-23.127694395238979 > -51.255143640091092). You may want to try with a higher value of support_fraction (current value: 0.568).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-23.127694395238979 > -51.255143640091092). You may want to try with a higher value of support_fraction (current value: 0.568).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-23.127694395238979 > -51.255143640091092). You may want to try with a higher value of support_fraction (current value: 0.568).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-37.976246297000017 > -68.330644685313388). You may want to try with a higher value of support_fraction (current value: 0.554).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-37.976246297000017 > -68.330644685313388). You may want to try with a higher value of support_fraction (current value: 0.554).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-37.976246297000017 > -68.330644685313388). You may want to try with a higher value of support_fraction (current value: 0.554).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-37.976246297000017 > -68.330644685313388). You may want to try with a higher value of support_fraction (current value: 0.554).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-37.976246297000017 > -68.330644685313388). You may want to try with a higher value of support_fraction (current value: 0.554).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-37.976246297000017 > -68.330644685313388). You may want to try with a higher value of support_fraction (current value: 0.554).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-37.976246297000017 > -68.330644685313388). You may want to try with a higher value of support_fraction (current value: 0.554).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-37.976246297000017 > -68.330644685313388). You may want to try with a higher value of support_fraction (current value: 0.554).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-37.976246297000017 > -68.330644685313388). You may want to try with a higher value of support_fraction (current value: 0.554).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-37.976246297000017 > -68.330644685313388). You may want to try with a higher value of support_fraction (current value: 0.554).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-162.427135322594779 > -163.049689364487733). You may want to try with a higher value of support_fraction (current value: 0.615).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-156.562378421276492 > -156.901239626348456). You may want to try with a higher value of support_fraction (current value: 0.615).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-140.333532724125462 > -140.809594445153920). You may want to try with a higher value of support_fraction (current value: 0.619).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-167.409587638690198 > -167.484391278310454). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-167.409587638690198 > -167.484391278310454). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-167.409587638690198 > -167.484391278310454). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-167.409587638690198 > -167.484391278310454). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-167.409587638690198 > -167.484391278310454). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-167.409587638690198 > -167.484391278310454). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-224.461370134934242 > -226.832474292648158). You may want to try with a higher value of support_fraction (current value: 0.655).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-172.755913744630789 > -173.577944625151446). You may want to try with a higher value of support_fraction (current value: 0.655).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-170.673063468644045 > -170.962850389245716). You may want to try with a higher value of support_fraction (current value: 0.648).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-224.435873449170174 > -224.685942964119192). You may want to try with a higher value of support_fraction (current value: 0.648).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-170.673063468644045 > -170.962850389245716). You may want to try with a higher value of support_fraction (current value: 0.648).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-224.435873449170174 > -224.685942964119192). You may want to try with a higher value of support_fraction (current value: 0.648).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-170.673063468644045 > -170.962850389245716). You may want to try with a higher value of support_fraction (current value: 0.648).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-224.435873449170174 > -224.685942964119192). You may want to try with a higher value of support_fraction (current value: 0.648).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-170.673063468644045 > -170.962850389245716). You may want to try with a higher value of support_fraction (current value: 0.648).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-224.435873449170174 > -224.685942964119192). You may want to try with a higher value of support_fraction (current value: 0.648).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-139.413164914587526 > -140.194802207009019). You may want to try with a higher value of support_fraction (current value: 0.635).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-139.413164914587526 > -140.194802207009019). You may want to try with a higher value of support_fraction (current value: 0.635).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-123.985646753471272 > -124.035786074745943). You may want to try with a higher value of support_fraction (current value: 0.615).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-179.160643908441642 > -180.496353873384237). You may want to try with a higher value of support_fraction (current value: 0.629).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-179.160643908441642 > -180.496353873384237). You may want to try with a higher value of support_fraction (current value: 0.629).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-229.944652712379991 > -231.439442815034852). You may want to try with a higher value of support_fraction (current value: 0.661).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-210.578154667413060 > -211.287786461925521). You may want to try with a higher value of support_fraction (current value: 0.661).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-229.155516702317840 > -230.701843731211596). You may want to try with a higher value of support_fraction (current value: 0.661).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-234.219408411391839 > -235.283221049819332). You may want to try with a higher value of support_fraction (current value: 0.661).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-229.944652712379991 > -231.439442815034852). You may want to try with a higher value of support_fraction (current value: 0.661).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-210.578154667413060 > -211.287786461925521). You may want to try with a higher value of support_fraction (current value: 0.661).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-229.155516702317840 > -230.701843731211596). You may want to try with a higher value of support_fraction (current value: 0.661).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-234.219408411391839 > -235.283221049819332). You may want to try with a higher value of support_fraction (current value: 0.661).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-116.538766682996780 > -117.311979494077718). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-114.745650296334560 > -114.953295824108110). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-113.281600217459172 > -113.555010528725632). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-114.593577948763595 > -114.926727622946359). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-104.089918814896549 > -105.411674654818000). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-116.538766682996780 > -116.906495319933541). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-105.619531793968804 > -106.312678974472306). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-117.022586828755777 > -118.353972010402089). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-117.263029054088051 > -117.715014535225919). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-116.538766682996780 > -117.311979494077718). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-114.745650296334560 > -114.953295824108110). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-113.281600217459172 > -113.555010528725632). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-114.593577948763595 > -114.926727622946359). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-104.089918814896549 > -105.411674654818000). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-116.538766682996780 > -116.906495319933541). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-105.619531793968804 > -106.312678974472306). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-117.022586828755777 > -118.353972010402089). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-117.263029054088051 > -117.715014535225919). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-116.538766682996780 > -117.311979494077718). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-114.745650296334560 > -114.953295824108110). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-113.281600217459172 > -113.555010528725632). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-114.593577948763595 > -114.926727622946359). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-104.089918814896549 > -105.411674654818000). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-116.538766682996780 > -116.906495319933541). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-105.619531793968804 > -106.312678974472306). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-117.022586828755777 > -118.353972010402089). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-117.263029054088051 > -117.715014535225919). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-116.538766682996780 > -117.311979494077718). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-114.745650296334560 > -114.953295824108110). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-113.281600217459172 > -113.555010528725632). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-114.593577948763595 > -114.926727622946359). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-104.089918814896549 > -105.411674654818000). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-116.538766682996780 > -116.906495319933541). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-105.619531793968804 > -106.312678974472306). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-117.022586828755777 > -118.353972010402089). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-117.263029054088051 > -117.715014535225919). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-116.538766682996780 > -117.311979494077718). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-114.745650296334560 > -114.953295824108110). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-113.281600217459172 > -113.555010528725632). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-114.593577948763595 > -114.926727622946359). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-104.089918814896549 > -105.411674654818000). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-116.538766682996780 > -116.906495319933541). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-105.619531793968804 > -106.312678974472306). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-117.022586828755777 > -118.353972010402089). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-117.263029054088051 > -117.715014535225919). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-116.538766682996780 > -117.311979494077718). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-114.745650296334560 > -114.953295824108110). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-113.281600217459172 > -113.555010528725632). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-114.593577948763595 > -114.926727622946359). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-104.089918814896549 > -105.411674654818000). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-116.538766682996780 > -116.906495319933541). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-105.619531793968804 > -106.312678974472306). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-117.022586828755777 > -118.353972010402089). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-117.263029054088051 > -117.715014535225919). You may want to try with a higher value of support_fraction (current value: 0.604).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-109.767043920776928 > -110.722555365744114). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-109.767043920776928 > -110.722555365744114). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-109.767043920776928 > -110.722555365744114). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-109.767043920776928 > -110.722555365744114). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-133.124307107224638 > -134.127263087449023). You may want to try with a higher value of support_fraction (current value: 0.569).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-133.124307107224638 > -134.127263087449023). You may want to try with a higher value of support_fraction (current value: 0.569).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-133.124307107224638 > -134.127263087449023). You may want to try with a higher value of support_fraction (current value: 0.569).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-133.124307107224638 > -134.127263087449023). You may want to try with a higher value of support_fraction (current value: 0.569).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-133.124307107224638 > -134.127263087449023). You may want to try with a higher value of support_fraction (current value: 0.569).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-133.124307107224638 > -134.127263087449023). You may want to try with a higher value of support_fraction (current value: 0.569).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-133.124307107224638 > -134.127263087449023). You may want to try with a higher value of support_fraction (current value: 0.569).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-133.124307107224638 > -134.127263087449023). You may want to try with a higher value of support_fraction (current value: 0.569).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-197.590052322181350 > -233.665277714559409). You may want to try with a higher value of support_fraction (current value: 0.606).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-169.348949895574066 > -202.001174824877097). You may want to try with a higher value of support_fraction (current value: 0.606).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-45.309229209619218 > -49.963186882720017). You may want to try with a higher value of support_fraction (current value: 0.647).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-45.309229209619218 > -49.963186882720017). You may want to try with a higher value of support_fraction (current value: 0.647).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-45.309229209619218 > -49.963186882720017). You may want to try with a higher value of support_fraction (current value: 0.647).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-87.376310590337880 > -89.390563993223594). You may want to try with a higher value of support_fraction (current value: 0.609).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-92.303373612085750 > -92.755009597833777). You may want to try with a higher value of support_fraction (current value: 0.609).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-90.950572425911531 > -91.356037534023670). You may want to try with a higher value of support_fraction (current value: 0.609).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-88.885226932698913 > -88.886369947608060). You may want to try with a higher value of support_fraction (current value: 0.609).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-110.078959780659588 > -110.723591343521065). You may want to try with a higher value of support_fraction (current value: 0.639).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-113.824687154961424 > -114.257741293301024). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-74.911260948063074 > -75.045637648632393). You may want to try with a higher value of support_fraction (current value: 0.579).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-58.969212117805540 > -59.064522297609869). You may want to try with a higher value of support_fraction (current value: 0.543).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-58.969212117805540 > -59.064522297609869). You may want to try with a higher value of support_fraction (current value: 0.543).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-56.057152959724839 > -56.068848999405390). You may want to try with a higher value of support_fraction (current value: 0.543).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-56.057152959642195 > -56.080683457093706). You may want to try with a higher value of support_fraction (current value: 0.543).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-56.045592137323766 > -56.104781008672767). You may want to try with a higher value of support_fraction (current value: 0.543).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-56.045592137323766 > -56.080683457093706). You may want to try with a higher value of support_fraction (current value: 0.543).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-58.969212117805540 > -59.064522297609869). You may want to try with a higher value of support_fraction (current value: 0.543).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-58.969212117805540 > -59.064522297609869). You may want to try with a higher value of support_fraction (current value: 0.543).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-56.057152959724839 > -56.068848999405390). You may want to try with a higher value of support_fraction (current value: 0.543).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-56.057152959642195 > -56.080683457093706). You may want to try with a higher value of support_fraction (current value: 0.543).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-56.045592137323766 > -56.104781008672767). You may want to try with a higher value of support_fraction (current value: 0.543).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-56.045592137323766 > -56.080683457093706). You may want to try with a higher value of support_fraction (current value: 0.543).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.764840731326345). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.764840731326345). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -106.625404273320783). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.909807930476177). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.909807930476177). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-72.299966202562388 > -73.858965635935533). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-41.848692060772684 > -70.121055347228761). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.764840731326345). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.764840731326345). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -106.625404273320783). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.909807930476177). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.909807930476177). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-72.299966202562388 > -73.858965635935533). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-41.848692060772684 > -70.121055347228761). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.764840731326345). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.764840731326345). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -106.625404273320783). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.909807930476177). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.909807930476177). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-72.299966202562388 > -73.858965635935533). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-41.848692060772684 > -70.121055347228761). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.764840731326345). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.764840731326345). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -106.625404273320783). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.909807930476177). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.909807930476177). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-72.299966202562388 > -73.858965635935533). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-41.848692060772684 > -70.121055347228761). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.764840731326345). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.764840731326345). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -106.625404273320783). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.909807930476177). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.909807930476177). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-72.299966202562388 > -73.858965635935533). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-41.848692060772684 > -70.121055347228761). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.764840731326345). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.764840731326345). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -106.625404273320783). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.909807930476177). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-70.404883562803363 > -72.909807930476177). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-72.299966202562388 > -73.858965635935533). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-41.848692060772684 > -70.121055347228761). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-25.351794162582593 > -54.279089123469319). You may want to try with a higher value of support_fraction (current value: 0.547).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-25.351794162582593 > -54.279089123469319). You may want to try with a higher value of support_fraction (current value: 0.547).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-25.351794162582593 > -54.279089123469319). You may want to try with a higher value of support_fraction (current value: 0.547).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-25.351794162582593 > -54.279089123469319). You may want to try with a higher value of support_fraction (current value: 0.547).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-25.351794162582593 > -54.279089123469319). You may want to try with a higher value of support_fraction (current value: 0.547).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-25.351794162582593 > -54.279089123469319). You may want to try with a higher value of support_fraction (current value: 0.547).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-25.351794162582593 > -54.279089123469319). You may want to try with a higher value of support_fraction (current value: 0.547).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-25.351794162582593 > -54.279089123469319). You may want to try with a higher value of support_fraction (current value: 0.547).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-25.351794162582593 > -54.279089123469319). You may want to try with a higher value of support_fraction (current value: 0.547).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-25.351794162582593 > -54.279089123469319). You may want to try with a higher value of support_fraction (current value: 0.547).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-48.625022308149354 > -80.514880888906646). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-48.625022308149354 > -80.514880888906646). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-48.625022308149354 > -80.514880888906646). You may want to try with a higher value of support_fraction (current value: 0.561).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.319439928471752). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-200.723876045702241 > -203.404460800556592). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.330382752670744). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.319439928471752). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-200.723876045702241 > -203.404460800556592). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.330382752670744). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.319439928471752). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-200.723876045702241 > -203.404460800556592). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.330382752670744). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.319439928471752). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-200.723876045702241 > -203.404460800556592). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.330382752670744). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.319439928471752). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-200.723876045702241 > -203.404460800556592). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.330382752670744). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.319439928471752). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-200.723876045702241 > -203.404460800556592). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.330382752670744). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.319439928471752). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-200.723876045702241 > -203.404460800556592). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.330382752670744). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.319439928471752). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-200.723876045702241 > -203.404460800556592). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.330382752670744). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.319439928471752). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-200.723876045702241 > -203.404460800556592). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-203.007732445948079 > -203.330382752670744). You may want to try with a higher value of support_fraction (current value: 0.586).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-22.352874050993922 > -51.903890757740811). You may want to try with a higher value of support_fraction (current value: 0.541).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-22.352874050993922 > -51.903890757740811). You may want to try with a higher value of support_fraction (current value: 0.541).
2026-06-03 04:58:03,146 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Effective sample size obtained
2026-06-03 04:58:03,147 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Get ploidy, all chromosomes
/opt/venv/lib/python3.12/site-packages/cnv_pipe/sca/pipeline.py:302: RuntimeWarning: Mean of empty slice
/opt/venv/lib/python3.12/site-packages/cnv_pipe/sca/pipeline.py:303: RuntimeWarning: Mean of empty slice
/opt/venv/lib/python3.12/site-packages/plotnine/ggplot.py:623: PlotnineWarning: Saving 6 x 5 in image.
/opt/venv/lib/python3.12/site-packages/plotnine/ggplot.py:624: PlotnineWarning: Filename: <_io.BufferedWriter name='B23H2GYLT3_1__sex_calls.png'>
/opt/venv/lib/python3.12/site-packages/plotnine/layer.py:374: PlotnineWarning: geom_point : Removed 5 rows containing missing values.
2026-06-03 04:58:46,646 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Ploidy obtained
2026-06-03 04:58:46,646 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Get sample medians adjusting for ploidy and effective sample size
2026-06-03 04:58:48,115 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Sample medians obtained
2026-06-03 04:58:48,115 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Use ploidy information to get the proper masks for chrX and chrY
2026-06-03 04:58:48,115 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - 
2026-06-03 04:58:48,121 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 0, outliers: 109866
2026-06-03 04:58:48,247 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 1, outliers: 28931
2026-06-03 04:58:48,379 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 2, outliers: 2033
2026-06-03 04:58:48,507 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 3, outliers: 803
2026-06-03 04:58:48,623 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 4, outliers: 300
2026-06-03 04:58:48,752 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 5, outliers: 111
2026-06-03 04:58:48,883 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 6, outliers: 22
2026-06-03 04:58:48,993 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 7, outliers: 3
2026-06-03 04:58:49,131 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 8, outliers: 0
2026-06-03 04:58:49,244 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 0, outliers: 6438
2026-06-03 04:58:49,247 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 1, outliers: 1650
2026-06-03 04:58:49,252 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 2, outliers: 149
2026-06-03 04:58:49,254 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 3, outliers: 31
2026-06-03 04:58:49,258 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 4, outliers: 10
2026-06-03 04:58:49,261 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 5, outliers: 3
2026-06-03 04:58:49,263 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 6, outliers: 4
2026-06-03 04:58:49,266 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 7, outliers: 1
2026-06-03 04:58:49,269 - cnv_pipe.cnv_pipe.batch.mask - INFO - Iteration 8, outliers: 0
2026-06-03 04:58:49,273 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Masks for chrX and chrY obtained
2026-06-03 04:58:49,273 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Get effective sample size for chrX and chrY
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
2026-06-03 04:58:51,003 - cnv_pipe.cnv_pipe.batch.ess - WARNING - No valid samples remain for probe 106 after NaN filtering. Assigning default weight of 1.0.
2026-06-03 04:58:51,004 - cnv_pipe.cnv_pipe.batch.ess - WARNING - No valid samples remain for probe 107 after NaN filtering. Assigning default weight of 1.0.
2026-06-03 04:58:51,915 - cnv_pipe.cnv_pipe.batch.ess - WARNING - Not enough samples (2) compared to nearby probes (2) for probe 201. MinCovDet requires more samples than features.
2026-06-03 04:58:51,916 - cnv_pipe.cnv_pipe.batch.ess - WARNING - Not enough samples (2) compared to nearby probes (2) for probe 202. MinCovDet requires more samples than features.
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:188: RuntimeWarning: Determinant has increased; this should not happen: log(det) > log(previous_det) (-10.936614565170199 > -45.497574247716123). You may want to try with a higher value of support_fraction (current value: 0.565).
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
/opt/venv/lib/python3.12/site-packages/sklearn/covariance/_robust_covariance.py:793: UserWarning: The covariance matrix associated to your dataset is not full rank
2026-06-03 04:59:20,432 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Effective sample size for chrX and chrY obtained
2026-06-03 04:59:20,433 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Get the final double norm values, adjusting for ploidies
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:239: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:239: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: divide by zero encountered in divide
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:249: RuntimeWarning: invalid value encountered in divide
2026-06-03 04:59:21,578 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Double norm values obtained
2026-06-03 04:59:21,578 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Format and write the data for sample-probe combinations
2026-06-03 04:59:44,500 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Sample-probe data written
2026-06-03 04:59:44,501 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Sample-level metrics. Calculating, formatting, and saving
/opt/venv/lib/python3.12/site-packages/numpy/lib/_nanfunctions_impl.py:1213: RuntimeWarning: Mean of empty slice
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:316: SmallSampleWarning: One or more sample arguments is too small; all returned values will be NaN. See documentation for sample size requirements.
/opt/venv/lib/python3.12/site-packages/numpy/lib/_nanfunctions_impl.py:1997: RuntimeWarning: Degrees of freedom <= 0 for slice.
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:318: SmallSampleWarning: One or more sample arguments is too small; all returned values will be NaN. See documentation for sample size requirements.
/opt/venv/lib/python3.12/site-packages/numpy/lib/_nanfunctions_impl.py:1213: RuntimeWarning: Mean of empty slice
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:316: SmallSampleWarning: One or more sample arguments is too small; all returned values will be NaN. See documentation for sample size requirements.
/opt/venv/lib/python3.12/site-packages/numpy/lib/_nanfunctions_impl.py:1997: RuntimeWarning: Degrees of freedom <= 0 for slice.
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:318: SmallSampleWarning: One or more sample arguments is too small; all returned values will be NaN. See documentation for sample size requirements.
/opt/venv/lib/python3.12/site-packages/numpy/lib/_nanfunctions_impl.py:1213: RuntimeWarning: Mean of empty slice
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:316: SmallSampleWarning: One or more sample arguments is too small; all returned values will be NaN. See documentation for sample size requirements.
/opt/venv/lib/python3.12/site-packages/numpy/lib/_nanfunctions_impl.py:1997: RuntimeWarning: Degrees of freedom <= 0 for slice.
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:318: SmallSampleWarning: One or more sample arguments is too small; all returned values will be NaN. See documentation for sample size requirements.
/opt/venv/lib/python3.12/site-packages/numpy/lib/_nanfunctions_impl.py:1213: RuntimeWarning: Mean of empty slice
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:316: SmallSampleWarning: One or more sample arguments is too small; all returned values will be NaN. See documentation for sample size requirements.
/opt/venv/lib/python3.12/site-packages/numpy/lib/_nanfunctions_impl.py:1997: RuntimeWarning: Degrees of freedom <= 0 for slice.
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:318: SmallSampleWarning: One or more sample arguments is too small; all returned values will be NaN. See documentation for sample size requirements.
/opt/venv/lib/python3.12/site-packages/numpy/lib/_nanfunctions_impl.py:1213: RuntimeWarning: Mean of empty slice
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:316: SmallSampleWarning: One or more sample arguments is too small; all returned values will be NaN. See documentation for sample size requirements.
/opt/venv/lib/python3.12/site-packages/numpy/lib/_nanfunctions_impl.py:1997: RuntimeWarning: Degrees of freedom <= 0 for slice.
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:318: SmallSampleWarning: One or more sample arguments is too small; all returned values will be NaN. See documentation for sample size requirements.
/opt/venv/lib/python3.12/site-packages/numpy/lib/_nanfunctions_impl.py:1213: RuntimeWarning: Mean of empty slice
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:316: SmallSampleWarning: One or more sample arguments is too small; all returned values will be NaN. See documentation for sample size requirements.
/opt/venv/lib/python3.12/site-packages/numpy/lib/_nanfunctions_impl.py:1997: RuntimeWarning: Degrees of freedom <= 0 for slice.
/opt/venv/lib/python3.12/site-packages/cnv_pipe/batch/preprocess.py:318: SmallSampleWarning: One or more sample arguments is too small; all returned values will be NaN. See documentation for sample size requirements.
2026-06-03 04:59:47,199 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Sample-level metrics written
2026-06-03 04:59:47,199 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Save ploidy estimates
2026-06-03 04:59:47,212 - cnv_pipe.cnv_pipe.batch.preprocess - INFO - Batch pre-processing complete