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forecast years ... 2026-09-15 02:27:44,327 INFO preloading obs + 20 forecast years ... 2026-09-15 02:27:44,340 INFO preloading obs + 20 forecast years ... 2026-09-15 02:27:44,341 INFO preloading obs + 20 forecast years ... 2026-09-15 02:27:44,383 INFO preloading obs + 20 forecast years ... 2026-09-15 02:27:44,407 INFO preloading obs + 20 forecast years ... 2026-09-15 02:27:56,913 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,914 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,914 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,914 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,914 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,915 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,915 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,915 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,924 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,924 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,924 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,927 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,928 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,928 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,928 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,929 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,941 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,941 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,944 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 2026-09-15 02:27:56,957 INFO families=['cnn', 'ann_torch'] grid=65x41 ncell=541 /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, /home/tanpv/.conda/envs/ehd/lib/python3.11/site-packages/numpy/lib/_nanfunctions_impl.py:1593: RuntimeWarning: All-NaN slice encountered return fnb._ureduce(a, 2026-09-15 02:30:59,387 INFO fold 2021 W1 done (182s elapsed) 2026-09-15 02:31:01,994 INFO fold 2020 W1 done (185s elapsed) 2026-09-15 02:31:09,756 INFO fold 2022 W1 done (193s elapsed) 2026-09-15 02:31:25,034 INFO fold 2016 W1 done (208s elapsed) 2026-09-15 02:31:26,424 INFO fold 2004 W1 done (209s elapsed) 2026-09-15 02:31:32,575 INFO fold 2017 W1 done (216s elapsed) 2026-09-15 02:31:37,242 INFO fold 2018 W1 done (220s elapsed) 2026-09-15 02:31:43,173 INFO fold 2010 W1 done (226s elapsed) 2026-09-15 02:31:46,997 INFO fold 2019 W1 done (230s elapsed) 2026-09-15 02:31:52,007 INFO fold 2005 W1 done (235s elapsed) 2026-09-15 02:31:53,839 INFO fold 2015 W1 done (237s elapsed) 2026-09-15 02:32:05,973 INFO fold 2006 W1 done (249s elapsed) 2026-09-15 02:32:07,210 INFO fold 2007 W1 done (250s elapsed) 2026-09-15 02:32:08,173 INFO fold 2009 W1 done (251s elapsed) 2026-09-15 02:32:08,893 INFO fold 2003 W1 done (252s elapsed) 2026-09-15 02:32:16,929 INFO fold 2008 W1 done (260s elapsed) 2026-09-15 02:32:50,679 INFO fold 2020 W2 done (294s elapsed) 2026-09-15 02:33:52,572 INFO fold 2013 W1 done (356s elapsed) 2026-09-15 02:33:55,665 INFO fold 2021 W2 done (359s elapsed) 2026-09-15 02:33:56,560 INFO fold 2014 W1 done (360s elapsed) 2026-09-15 02:33:57,325 INFO fold 2016 W2 done (360s elapsed) 2026-09-15 02:34:05,461 INFO fold 2005 W2 done (369s elapsed) 2026-09-15 02:34:13,276 INFO fold 2003 W2 done (376s elapsed) 2026-09-15 02:34:18,796 INFO fold 2017 W2 done (382s elapsed) 2026-09-15 02:34:21,270 INFO fold 2022 W2 done (384s elapsed) 2026-09-15 02:34:23,183 INFO fold 2019 W2 done (386s elapsed) 2026-09-15 02:34:27,152 INFO fold 2007 W2 done (390s elapsed) 2026-09-15 02:34:27,770 INFO fold 2012 W1 done (391s elapsed) 2026-09-15 02:34:29,588 INFO fold 2020 W3 done (393s elapsed) 2026-09-15 02:34:33,554 INFO fold 2018 W2 done (397s elapsed) 2026-09-15 02:34:40,283 INFO fold 2006 W2 done (403s elapsed) 2026-09-15 02:34:43,030 INFO fold 2009 W2 done (406s elapsed) 2026-09-15 02:34:46,874 INFO fold 2015 W2 done (410s elapsed) 2026-09-15 02:34:47,361 INFO fold 2008 W2 done (410s elapsed) 2026-09-15 02:34:50,351 INFO fold 2010 W2 done (413s elapsed) 2026-09-15 02:34:51,766 INFO fold 2004 W2 done (415s elapsed) 2026-09-15 02:35:08,848 INFO fold 2011 W1 done (432s elapsed) 2026-09-15 02:35:58,167 INFO fold 2003 W3 done (481s elapsed) 2026-09-15 02:35:59,441 INFO fold 2019 W3 done (483s elapsed) 2026-09-15 02:36:05,353 INFO fold 2018 W3 done (488s elapsed) 2026-09-15 02:36:14,759 INFO fold 2005 W3 done (498s elapsed) 2026-09-15 02:36:16,828 INFO fold 2014 W2 done (500s elapsed) 2026-09-15 02:36:23,573 INFO fold 2015 W3 done (507s elapsed) 2026-09-15 02:36:33,906 INFO fold 2010 W3 done (517s elapsed) 2026-09-15 02:36:38,853 INFO fold 2016 W3 done (522s elapsed) 2026-09-15 02:36:40,127 INFO fold 2021 W3 done (523s elapsed) 2026-09-15 02:36:48,225 INFO fold 2007 W3 done (531s elapsed) 2026-09-15 02:36:49,058 INFO fold 2022 W3 done (532s elapsed) 2026-09-15 02:36:49,851 INFO fold 2004 W3 done (533s elapsed) 2026-09-15 02:36:51,307 INFO fold 2017 W3 done (534s elapsed) 2026-09-15 02:36:53,101 INFO fold 2009 W3 done (536s elapsed) 2026-09-15 02:37:15,736 INFO fold 2006 W3 done (559s elapsed) 2026-09-15 02:37:16,607 INFO fold 2008 W3 done (560s elapsed) 2026-09-15 02:37:21,549 INFO fold 2020 W4 done (565s elapsed) 2026-09-15 02:37:28,275 INFO fold 2013 W2 done (571s elapsed) 2026-09-15 02:38:19,782 INFO fold 2020 W5 done (623s elapsed) 2026-09-15 02:38:26,089 INFO fold 2019 W4 done (629s elapsed) 2026-09-15 02:38:34,637 INFO fold 2011 W2 done (638s elapsed) 2026-09-15 02:38:39,194 INFO fold 2014 W3 done (642s elapsed) 2026-09-15 02:38:39,799 INFO fold 2005 W4 done (643s elapsed) 2026-09-15 02:38:55,797 INFO fold 2021 W4 done (659s elapsed) 2026-09-15 02:38:57,500 INFO fold 2012 W2 done (661s elapsed) 2026-09-15 02:38:58,830 INFO fold 2018 W4 done (662s elapsed) 2026-09-15 02:39:02,275 INFO fold 2015 W4 done (665s elapsed) 2026-09-15 02:39:04,900 INFO fold 2003 W4 done (668s elapsed) 2026-09-15 02:39:16,386 INFO fold 2017 W4 done (679s elapsed) 2026-09-15 02:39:25,942 INFO fold 2010 W4 done (689s elapsed) 2026-09-15 02:39:26,392 INFO fold 2006 W4 done (689s elapsed) 2026-09-15 02:39:26,811 INFO fold 2016 W4 done (690s elapsed) 2026-09-15 02:39:28,234 INFO fold 2009 W4 done (691s elapsed) 2026-09-15 02:39:34,097 INFO fold 2007 W4 done (697s elapsed) 2026-09-15 02:39:35,338 INFO fold 2004 W4 done (698s elapsed) 2026-09-15 02:39:41,264 INFO fold 2020 W6 done (704s elapsed) 2026-09-15 02:39:41,549 INFO fold 2020 cnn done in 705s | W1 AUC=0.862 -> pred_v2cnn_2020.npz 2026-09-15 02:39:41,576 INFO fold 2020 ann_torch done in 705s | W1 AUC=0.832 -> pred_v2cnn_2020.npz 2026-09-15 02:39:50,691 INFO fold 2008 W4 done (714s elapsed) 2026-09-15 02:39:52,583 INFO fold 2022 W4 done (716s elapsed) 2026-09-15 02:39:54,451 INFO fold 2013 W3 done (718s elapsed) 2026-09-15 02:40:40,014 INFO fold 2019 W5 done (763s elapsed) 2026-09-15 02:40:45,520 INFO fold 2005 W5 done (769s elapsed) 2026-09-15 02:40:51,701 INFO fold 2014 W4 done (775s elapsed) 2026-09-15 02:40:55,104 INFO fold 2010 W5 done (778s elapsed) 2026-09-15 02:41:01,148 INFO fold 2003 W5 done (784s elapsed) 2026-09-15 02:41:02,736 INFO fold 2015 W5 done (786s elapsed) 2026-09-15 02:41:14,970 INFO fold 2009 W5 done (798s elapsed) 2026-09-15 02:41:18,082 INFO fold 2011 W3 done (801s elapsed) 2026-09-15 02:41:30,016 INFO fold 2018 W5 done (813s elapsed) 2026-09-15 02:41:38,447 INFO fold 2004 W5 done (822s elapsed) 2026-09-15 02:41:38,548 INFO fold 2019 W6 done (822s elapsed) 2026-09-15 02:41:38,696 INFO fold 2007 W5 done (822s elapsed) 2026-09-15 02:41:38,815 INFO fold 2019 cnn done in 822s | W1 AUC=0.853 -> pred_v2cnn_2019.npz 2026-09-15 02:41:38,844 INFO fold 2019 ann_torch done in 822s | W1 AUC=0.811 -> pred_v2cnn_2019.npz 2026-09-15 02:41:40,303 INFO fold 2006 W5 done (823s elapsed) 2026-09-15 02:41:42,859 INFO fold 2017 W5 done (826s elapsed) 2026-09-15 02:41:48,143 INFO fold 2022 W5 done (831s elapsed) 2026-09-15 02:41:52,228 INFO fold 2021 W5 done (835s elapsed) 2026-09-15 02:41:52,852 INFO fold 2016 W5 done (836s elapsed) 2026-09-15 02:42:01,755 INFO fold 2008 W5 done (845s elapsed) 2026-09-15 02:42:19,151 INFO fold 2013 W4 done (862s elapsed) 2026-09-15 02:42:29,767 INFO fold 2005 W6 done (873s elapsed) 2026-09-15 02:42:30,076 INFO fold 2005 cnn done in 873s | W1 AUC=0.843 -> pred_v2cnn_2005.npz 2026-09-15 02:42:30,107 INFO fold 2005 ann_torch done in 873s | W1 AUC=0.796 -> pred_v2cnn_2005.npz 2026-09-15 02:42:38,755 INFO fold 2010 W6 done (882s elapsed) 2026-09-15 02:42:39,041 INFO fold 2010 cnn done in 882s | W1 AUC=0.871 -> pred_v2cnn_2010.npz 2026-09-15 02:42:39,073 INFO fold 2010 ann_torch done in 882s | W1 AUC=0.829 -> pred_v2cnn_2010.npz 2026-09-15 02:42:39,470 INFO fold 2003 W6 done (883s elapsed) 2026-09-15 02:42:39,787 INFO fold 2003 cnn done in 883s | W1 AUC=0.830 -> pred_v2cnn_2003.npz 2026-09-15 02:42:39,820 INFO fold 2003 ann_torch done in 883s | W1 AUC=0.798 -> pred_v2cnn_2003.npz 2026-09-15 02:42:43,844 INFO fold 2022 W6 done (887s elapsed) 2026-09-15 02:42:44,090 INFO fold 2022 cnn done in 887s | W1 AUC=0.833 -> pred_v2cnn_2022.npz 2026-09-15 02:42:44,115 INFO fold 2022 ann_torch done in 887s | W1 AUC=0.807 -> pred_v2cnn_2022.npz 2026-09-15 02:42:50,942 INFO fold 2018 W6 done (894s elapsed) 2026-09-15 02:42:51,255 INFO fold 2018 cnn done in 894s | W1 AUC=0.829 -> pred_v2cnn_2018.npz 2026-09-15 02:42:51,289 INFO fold 2018 ann_torch done in 894s | W1 AUC=0.793 -> pred_v2cnn_2018.npz 2026-09-15 02:42:54,582 INFO fold 2009 W6 done (898s elapsed) 2026-09-15 02:42:54,858 INFO fold 2009 cnn done in 898s | W1 AUC=0.859 -> pred_v2cnn_2009.npz 2026-09-15 02:42:54,887 INFO fold 2009 ann_torch done in 898s | W1 AUC=0.834 -> pred_v2cnn_2009.npz 2026-09-15 02:43:05,702 INFO fold 2004 W6 done (909s elapsed) 2026-09-15 02:43:05,951 INFO fold 2021 W6 done (909s elapsed) 2026-09-15 02:43:05,960 INFO fold 2004 cnn done in 909s | W1 AUC=0.812 -> pred_v2cnn_2004.npz 2026-09-15 02:43:05,985 INFO fold 2004 ann_torch done in 909s | W1 AUC=0.781 -> pred_v2cnn_2004.npz 2026-09-15 02:43:06,194 INFO fold 2021 cnn done in 909s | W1 AUC=0.851 -> pred_v2cnn_2021.npz 2026-09-15 02:43:06,218 INFO fold 2021 ann_torch done in 909s | W1 AUC=0.817 -> pred_v2cnn_2021.npz 2026-09-15 02:43:06,411 INFO fold 2006 W6 done (909s elapsed) 2026-09-15 02:43:06,647 INFO fold 2006 cnn done in 910s | W1 AUC=0.830 -> pred_v2cnn_2006.npz 2026-09-15 02:43:06,671 INFO fold 2006 ann_torch done in 910s | W1 AUC=0.789 -> pred_v2cnn_2006.npz 2026-09-15 02:43:20,907 INFO fold 2007 W6 done (924s elapsed) 2026-09-15 02:43:21,140 INFO fold 2007 cnn done in 924s | W1 AUC=0.853 -> pred_v2cnn_2007.npz 2026-09-15 02:43:21,165 INFO fold 2007 ann_torch done in 924s | W1 AUC=0.820 -> pred_v2cnn_2007.npz 2026-09-15 02:43:24,696 INFO fold 2012 W3 done (928s elapsed) 2026-09-15 02:43:25,526 INFO fold 2016 W6 done (929s elapsed) 2026-09-15 02:43:25,815 INFO fold 2016 cnn done in 929s | W1 AUC=0.864 -> pred_v2cnn_2016.npz 2026-09-15 02:43:25,843 INFO fold 2016 ann_torch done in 929s | W1 AUC=0.824 -> pred_v2cnn_2016.npz 2026-09-15 02:43:39,330 INFO fold 2008 W6 done (942s elapsed) 2026-09-15 02:43:39,556 INFO fold 2008 cnn done in 943s | W1 AUC=0.878 -> pred_v2cnn_2008.npz 2026-09-15 02:43:39,579 INFO fold 2008 ann_torch done in 943s | W1 AUC=0.826 -> pred_v2cnn_2008.npz 2026-09-15 02:43:39,878 INFO fold 2015 W6 done (943s elapsed) 2026-09-15 02:43:40,151 INFO fold 2015 cnn done in 943s | W1 AUC=0.852 -> pred_v2cnn_2015.npz 2026-09-15 02:43:40,179 INFO fold 2015 ann_torch done in 943s | W1 AUC=0.812 -> pred_v2cnn_2015.npz 2026-09-15 02:43:41,821 INFO fold 2014 W5 done (945s elapsed) 2026-09-15 02:43:54,149 INFO fold 2017 W6 done (957s elapsed) 2026-09-15 02:43:54,371 INFO fold 2017 cnn done in 957s | W1 AUC=0.865 -> pred_v2cnn_2017.npz 2026-09-15 02:43:54,395 INFO fold 2017 ann_torch done in 957s | W1 AUC=0.835 -> pred_v2cnn_2017.npz 2026-09-15 02:45:21,958 INFO fold 2013 W5 done (1045s elapsed) 2026-09-15 02:45:59,716 INFO fold 2011 W4 done (1083s elapsed) 2026-09-15 02:46:40,637 INFO fold 2012 W4 done (1124s elapsed) 2026-09-15 02:47:31,675 INFO fold 2013 W6 done (1175s elapsed) 2026-09-15 02:47:32,099 INFO fold 2013 cnn done in 1175s | W1 AUC=0.826 -> pred_v2cnn_2013.npz 2026-09-15 02:47:32,134 INFO fold 2013 ann_torch done in 1175s | W1 AUC=0.784 -> pred_v2cnn_2013.npz 2026-09-15 02:47:38,965 INFO fold 2014 W6 done (1182s elapsed) 2026-09-15 02:47:39,265 INFO fold 2014 cnn done in 1182s | W1 AUC=0.844 -> pred_v2cnn_2014.npz 2026-09-15 02:47:39,295 INFO fold 2014 ann_torch done in 1182s | W1 AUC=0.807 -> pred_v2cnn_2014.npz 2026-09-15 02:47:59,579 INFO fold 2011 W5 done (1203s elapsed) 2026-09-15 02:48:08,571 INFO fold 2012 W5 done (1212s elapsed) 2026-09-15 02:50:01,370 INFO fold 2011 W6 done (1324s elapsed) 2026-09-15 02:50:01,613 INFO fold 2011 cnn done in 1325s | W1 AUC=0.828 -> pred_v2cnn_2011.npz 2026-09-15 02:50:01,639 INFO fold 2011 ann_torch done in 1325s | W1 AUC=0.808 -> pred_v2cnn_2011.npz 2026-09-15 02:50:27,220 INFO fold 2012 W6 done (1350s elapsed) 2026-09-15 02:50:27,458 INFO fold 2012 cnn done in 1351s | W1 AUC=0.852 -> pred_v2cnn_2012.npz 2026-09-15 02:50:27,481 INFO fold 2012 ann_torch done in 1351s | W1 AUC=0.818 -> pred_v2cnn_2012.npz