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ann.log
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2019-02-15 10:23:34,439 - __main__ - INFO - ================= Start new run =================
2019-02-15 10:23:34,439 - __main__ - INFO - predictions/ann_predictions20190215_1023.csv
2019-02-15 10:35:02,381 - __main__ - INFO - Train AUC: 0.629 Test AUC: 0.628
2019-02-15 10:52:44,458 - __main__ - INFO - Train AUC: 0.647 Test AUC: 0.645
2019-02-15 11:33:29,311 - __main__ - INFO - Train AUC: 0.613 Test AUC: 0.612
2019-02-15 11:38:37,705 - __main__ - INFO - Train AUC: 0.743 Test AUC: 0.690
2019-02-15 11:40:30,136 - __main__ - INFO - Train AUC: 0.643 Test AUC: 0.642
2019-02-15 11:55:45,498 - __main__ - INFO - Train AUC: 0.597 Test AUC: 0.595
2019-02-15 11:57:28,873 - __main__ - INFO - Train AUC: 0.484 Test AUC: 0.488
2019-02-15 12:16:13,210 - __main__ - INFO - Train AUC: 0.600 Test AUC: 0.595
2019-02-15 12:20:06,123 - __main__ - INFO - Train AUC: 0.533 Test AUC: 0.527
2019-02-15 12:23:04,180 - __main__ - INFO - Train AUC: 0.654 Test AUC: 0.649
2019-02-15 12:25:20,439 - __main__ - INFO - Train AUC: 0.613 Test AUC: 0.613
2019-02-15 12:26:12,371 - __main__ - INFO - Train AUC: 0.645 Test AUC: 0.643
2019-02-15 12:31:01,967 - __main__ - INFO - Train AUC: 0.565 Test AUC: 0.569
2019-02-15 12:49:06,904 - __main__ - INFO - Train AUC: 0.644 Test AUC: 0.642
2019-02-15 13:02:15,469 - __main__ - INFO - Train AUC: 0.604 Test AUC: 0.603
2019-02-15 13:24:13,526 - __main__ - INFO - Train AUC: 0.626 Test AUC: 0.626
2019-02-15 13:29:51,656 - __main__ - INFO - Train AUC: 0.622 Test AUC: 0.621
2019-02-15 13:43:19,965 - __main__ - INFO - Train AUC: 0.708 Test AUC: 0.682
2019-02-15 13:52:28,257 - __main__ - INFO - Train AUC: 0.647 Test AUC: 0.645
2019-02-15 13:56:37,126 - __main__ - INFO - Train AUC: 0.646 Test AUC: 0.643
2019-02-15 14:17:19,714 - __main__ - INFO - Train AUC: 0.689 Test AUC: 0.678
2019-02-15 14:20:57,129 - __main__ - INFO - Train AUC: 0.735 Test AUC: 0.698
2019-02-15 14:23:13,944 - __main__ - INFO - Train AUC: 0.706 Test AUC: 0.682
2019-02-15 14:36:22,931 - __main__ - INFO - Train AUC: 0.712 Test AUC: 0.679
2019-02-15 14:38:29,723 - __main__ - INFO - Train AUC: 0.694 Test AUC: 0.680
2019-02-15 14:51:19,388 - __main__ - INFO - Train AUC: 0.699 Test AUC: 0.678
2019-02-15 14:55:06,531 - __main__ - INFO - Train AUC: 0.718 Test AUC: 0.686
2019-02-15 14:57:13,109 - __main__ - INFO - Train AUC: 0.699 Test AUC: 0.680
2019-02-15 15:13:38,636 - __main__ - INFO - Train AUC: 0.716 Test AUC: 0.684
2019-02-15 15:16:39,641 - __main__ - INFO - Train AUC: 0.697 Test AUC: 0.679
2019-02-15 15:27:19,087 - __main__ - INFO - Train AUC: 0.645 Test AUC: 0.643
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2019-02-15 19:03:54,015 - __main__ - INFO - Train AUC: 0.644 Test AUC: 0.642
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2019-02-15 19:35:04,184 - __main__ - INFO - Train AUC: 0.703 Test AUC: 0.697
2019-02-15 19:48:34,974 - __main__ - INFO - Train AUC: 0.647 Test AUC: 0.646
2019-02-15 20:00:50,903 - __main__ - INFO - Train AUC: 0.617 Test AUC: 0.616
2019-02-15 20:05:55,294 - __main__ - INFO - Train AUC: 0.704 Test AUC: 0.699
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2019-02-15 21:06:30,653 - __main__ - INFO - Train AUC: 0.709 Test AUC: 0.705
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2019-02-15 21:15:52,318 - __main__ - INFO - Train AUC: 0.705 Test AUC: 0.699
2019-02-15 21:19:03,280 - __main__ - INFO - Train AUC: 0.646 Test AUC: 0.644
2019-02-15 21:23:08,489 - __main__ - INFO - Train AUC: 0.708 Test AUC: 0.678
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2019-02-15 21:46:47,812 - __main__ - INFO - Train AUC: 0.709 Test AUC: 0.705
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2019-02-15 21:55:13,456 - __main__ - INFO - Train AUC: 0.617 Test AUC: 0.617
2019-02-15 22:05:46,523 - __main__ - INFO - Train AUC: 0.647 Test AUC: 0.645
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2019-02-15 22:14:25,184 - __main__ - INFO - Train AUC: 0.704 Test AUC: 0.699
2019-02-15 22:53:10,646 - __main__ - INFO - Train AUC: 0.622 Test AUC: 0.621
2019-02-15 23:00:54,585 - __main__ - INFO - Train AUC: 0.708 Test AUC: 0.703
2019-02-15 23:03:49,904 - __main__ - INFO - Train AUC: 0.700 Test AUC: 0.683
2019-02-15 23:16:58,886 - __main__ - INFO - Train AUC: 0.646 Test AUC: 0.644
2019-02-15 23:36:56,685 - __main__ - INFO - Train AUC: 0.624 Test AUC: 0.623
2019-02-15 23:42:42,735 - __main__ - INFO - Train AUC: 0.646 Test AUC: 0.644
2019-02-15 23:48:21,223 - __main__ - INFO - Train AUC: 0.702 Test AUC: 0.697
2019-02-16 00:06:32,396 - __main__ - INFO - Train AUC: 0.647 Test AUC: 0.644
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2019-02-16 00:38:07,757 - __main__ - INFO - Train AUC: 0.703 Test AUC: 0.700
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2019-02-16 03:20:09,953 - __main__ - INFO - Train AUC: 0.699 Test AUC: 0.697
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2019-02-16 03:47:56,076 - __main__ - INFO - Train AUC: 0.648 Test AUC: 0.645
2019-02-16 03:58:33,812 - __main__ - INFO - Train AUC: 0.615 Test AUC: 0.612
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2019-02-17 21:42:15,333 - __main__ - INFO - Train AUC: 0.708 Test AUC: 0.703
2019-02-17 21:46:29,938 - __main__ - INFO - Train AUC: 0.696 Test AUC: 0.694
2019-02-17 21:52:59,563 - __main__ - INFO - Train AUC: 0.705 Test AUC: 0.701
2019-02-17 21:54:07,457 - __main__ - INFO - Train AUC: 0.646 Test AUC: 0.644
2019-02-17 22:00:20,142 - __main__ - INFO - Train AUC: 0.706 Test AUC: 0.702
2019-02-17 22:05:48,165 - __main__ - INFO - Train AUC: 0.646 Test AUC: 0.644
2019-02-17 22:17:11,573 - __main__ - INFO - Train AUC: 0.626 Test AUC: 0.625
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2019-02-17 22:29:52,846 - __main__ - INFO - Train AUC: 0.696 Test AUC: 0.694
2019-02-17 22:35:16,751 - __main__ - INFO - Train AUC: 0.731 Test AUC: 0.686
2019-02-17 22:42:31,725 - __main__ - INFO - Train AUC: 0.707 Test AUC: 0.699
2019-02-17 22:52:05,132 - __main__ - INFO - Train AUC: 0.645 Test AUC: 0.643
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2019-02-17 23:01:29,566 - __main__ - INFO - Train AUC: 0.647 Test AUC: 0.645
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2019-02-17 23:23:24,034 - __main__ - INFO - Train AUC: 0.649 Test AUC: 0.647
2019-02-17 23:28:29,886 - __main__ - INFO - Train AUC: 0.702 Test AUC: 0.699
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2019-02-17 23:41:12,362 - __main__ - INFO - Train AUC: 0.705 Test AUC: 0.702
2019-02-17 23:59:27,266 - __main__ - INFO - Train AUC: 0.714 Test AUC: 0.682
2019-02-18 00:04:24,209 - __main__ - INFO - Train AUC: 0.694 Test AUC: 0.692
2019-02-18 00:10:27,426 - __main__ - INFO - Train AUC: 0.703 Test AUC: 0.700
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2019-02-18 00:51:53,781 - __main__ - INFO - Train AUC: 0.709 Test AUC: 0.704
2019-02-18 00:53:31,839 - __main__ - INFO - Train AUC: 0.645 Test AUC: 0.643
2019-02-18 00:59:02,862 - __main__ - INFO - Train AUC: 0.701 Test AUC: 0.699
2019-02-18 01:11:11,614 - __main__ - INFO - Train AUC: 0.714 Test AUC: 0.682
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2019-02-18 02:22:30,109 - __main__ - INFO - Train AUC: 0.655 Test AUC: 0.653
2019-02-18 02:29:31,530 - __main__ - INFO - Train AUC: 0.708 Test AUC: 0.703
2019-02-18 02:36:33,062 - __main__ - INFO - Train AUC: 0.648 Test AUC: 0.645
2019-02-18 02:50:29,641 - __main__ - INFO - Train AUC: 0.617 Test AUC: 0.618
2019-02-18 02:53:09,112 - __main__ - INFO - Train AUC: 0.694 Test AUC: 0.680
2019-02-18 02:59:30,677 - __main__ - INFO - Train AUC: 0.704 Test AUC: 0.701
2019-02-18 03:05:32,196 - __main__ - INFO - Train AUC: 0.646 Test AUC: 0.644
2019-02-18 03:10:29,167 - __main__ - INFO - Train AUC: 0.700 Test AUC: 0.699
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2019-02-18 03:32:52,832 - __main__ - INFO - Train AUC: 0.710 Test AUC: 0.703
2019-02-18 03:49:53,282 - __main__ - INFO - Train AUC: 0.623 Test AUC: 0.622
2019-02-18 04:03:27,708 - __main__ - INFO - Train AUC: 0.645 Test AUC: 0.644
2019-02-18 04:14:34,237 - __main__ - INFO - Train AUC: 0.716 Test AUC: 0.703
2019-02-18 04:22:00,468 - __main__ - INFO - Train AUC: 0.708 Test AUC: 0.701
2019-02-18 04:27:15,701 - __main__ - INFO - Train AUC: 0.712 Test AUC: 0.695
2019-02-18 04:28:14,111 - __main__ - INFO - Train AUC: 0.645 Test AUC: 0.644
2019-02-18 04:33:54,346 - __main__ - INFO - Train AUC: 0.703 Test AUC: 0.701
2019-02-18 04:41:47,465 - __main__ - INFO - Train AUC: 0.647 Test AUC: 0.645
2019-02-18 04:56:18,462 - __main__ - INFO - Train AUC: 0.631 Test AUC: 0.628
2019-02-18 05:05:32,611 - __main__ - INFO - Train AUC: 0.645 Test AUC: 0.643
2019-02-18 05:10:30,937 - __main__ - INFO - Train AUC: 0.698 Test AUC: 0.695
2019-02-18 05:18:18,315 - __main__ - INFO - Train AUC: 0.710 Test AUC: 0.703
2019-02-18 05:24:30,859 - __main__ - INFO - Train AUC: 0.648 Test AUC: 0.644
2019-02-18 05:28:25,982 - __main__ - INFO - Train AUC: 0.721 Test AUC: 0.699
2019-02-18 05:36:48,883 - __main__ - INFO - Train AUC: 0.644 Test AUC: 0.642
2019-02-18 05:43:09,681 - __main__ - INFO - Train AUC: 0.703 Test AUC: 0.699
2019-02-18 05:48:47,255 - __main__ - INFO - Train AUC: 0.707 Test AUC: 0.702
2019-02-18 05:52:13,007 - __main__ - INFO - Train AUC: 0.615 Test AUC: 0.615
2019-02-18 05:59:47,465 - __main__ - INFO - Train AUC: 0.709 Test AUC: 0.702
2019-02-18 06:08:02,162 - __main__ - INFO - Train AUC: 0.647 Test AUC: 0.645
2019-02-18 06:15:40,423 - __main__ - INFO - Train AUC: 0.708 Test AUC: 0.702
2019-02-18 06:15:40,425 - __main__ - INFO - ------------ Optimal Parameter Space ------------
2019-02-18 06:15:40,425 - __main__ - INFO - ann__hidden_layer_sizes: (100, 100, 100)
2019-02-18 06:15:40,425 - __main__ - INFO - ann__batch_size: 468
2019-02-18 06:15:40,425 - __main__ - INFO - ann__solver: adam
2019-02-18 06:15:40,425 - __main__ - INFO - ann__momentum: 0.596170367024812
2019-02-18 06:15:40,425 - __main__ - INFO - ann__alpha: 0.00038329244322348556
2019-02-18 06:15:40,425 - __main__ - INFO - ann__activation: tanh
2019-02-18 06:23:15,180 - __main__ - INFO - Approximate score: 0.709
2019-02-25 10:22:50,751 - __main__ - INFO - ================= Start new run =================
2019-02-25 10:22:50,752 - __main__ - INFO - predictions/ann_predictions20190225_1022.csv
2019-02-25 10:23:22,439 - __main__ - INFO - Train AUC: 0.567 Test AUC: 0.571
2019-02-25 10:24:10,222 - __main__ - INFO - ================= Start new run =================
2019-02-25 10:24:10,222 - __main__ - INFO - predictions/ann_predictions20190225_1024.csv
2019-02-25 10:24:54,337 - __main__ - INFO - Train AUC: 0.568 Test AUC: 0.571
2019-02-25 10:25:46,213 - __main__ - INFO - Train AUC: 0.672 Test AUC: 0.677
2019-02-25 10:26:28,985 - __main__ - INFO - Train AUC: 0.504 Test AUC: 0.507
2019-02-25 10:26:37,460 - __main__ - INFO - Train AUC: 0.494 Test AUC: 0.498
2019-02-25 10:27:22,801 - __main__ - INFO - Train AUC: 0.594 Test AUC: 0.597
2019-02-25 10:27:31,156 - __main__ - INFO - Train AUC: 0.690 Test AUC: 0.696
2019-02-25 10:28:00,754 - __main__ - INFO - Train AUC: 0.675 Test AUC: 0.680
2019-02-25 10:28:25,961 - __main__ - INFO - Train AUC: 0.613 Test AUC: 0.615
2019-02-25 10:28:36,980 - __main__ - INFO - Train AUC: 0.610 Test AUC: 0.613
2019-02-25 10:29:34,826 - __main__ - INFO - Train AUC: 0.595 Test AUC: 0.597
2019-02-25 10:29:38,456 - __main__ - INFO - Train AUC: 0.614 Test AUC: 0.617
2019-02-25 10:31:14,384 - __main__ - INFO - Train AUC: 0.615 Test AUC: 0.616
2019-02-25 10:31:47,341 - __main__ - INFO - Train AUC: 0.668 Test AUC: 0.672
2019-02-25 10:32:49,794 - __main__ - INFO - Train AUC: 0.614 Test AUC: 0.617
2019-02-25 10:33:00,482 - __main__ - INFO - Train AUC: 0.587 Test AUC: 0.587
2019-02-25 10:33:22,613 - __main__ - INFO - Train AUC: 0.599 Test AUC: 0.603
2019-02-25 10:33:57,280 - __main__ - INFO - Train AUC: 0.615 Test AUC: 0.618
2019-02-25 10:34:18,521 - __main__ - INFO - Train AUC: 0.610 Test AUC: 0.612
2019-02-25 10:34:40,904 - __main__ - INFO - Train AUC: 0.604 Test AUC: 0.607
2019-02-25 10:35:33,466 - __main__ - INFO - Train AUC: 0.613 Test AUC: 0.615
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2019-02-25 10:41:39,118 - __main__ - INFO - Train AUC: 0.691 Test AUC: 0.695
2019-02-25 10:41:42,454 - __main__ - INFO - Train AUC: 0.671 Test AUC: 0.675
2019-02-25 10:41:46,921 - __main__ - INFO - Train AUC: 0.689 Test AUC: 0.693
2019-02-25 10:42:31,582 - __main__ - INFO - Train AUC: 0.696 Test AUC: 0.701
2019-02-25 10:42:41,024 - __main__ - INFO - Train AUC: 0.696 Test AUC: 0.702
2019-02-25 10:42:57,420 - __main__ - INFO - Train AUC: 0.677 Test AUC: 0.683
2019-02-25 10:43:00,098 - __main__ - INFO - Train AUC: 0.655 Test AUC: 0.659
2019-02-25 10:43:07,475 - __main__ - INFO - Train AUC: 0.516 Test AUC: 0.518
2019-02-25 10:43:30,928 - __main__ - INFO - Train AUC: 0.674 Test AUC: 0.678
2019-02-25 10:43:33,327 - __main__ - INFO - Train AUC: 0.596 Test AUC: 0.597
2019-02-25 10:43:40,520 - __main__ - INFO - Train AUC: 0.694 Test AUC: 0.699
2019-02-25 10:43:50,440 - __main__ - INFO - Train AUC: 0.696 Test AUC: 0.700
2019-02-25 10:44:02,000 - __main__ - INFO - Train AUC: 0.610 Test AUC: 0.613
2019-02-25 10:44:31,593 - __main__ - INFO - Train AUC: 0.588 Test AUC: 0.591
2019-02-25 10:44:35,492 - __main__ - INFO - Train AUC: 0.615 Test AUC: 0.618
2019-02-25 10:44:38,487 - __main__ - INFO - Train AUC: 0.662 Test AUC: 0.666
2019-02-25 10:44:54,629 - __main__ - INFO - Train AUC: 0.598 Test AUC: 0.602
2019-02-25 10:45:12,061 - __main__ - INFO - Train AUC: 0.613 Test AUC: 0.616
2019-02-25 10:45:20,710 - __main__ - INFO - Train AUC: 0.691 Test AUC: 0.698
2019-02-25 10:45:28,622 - __main__ - INFO - Train AUC: 0.616 Test AUC: 0.618
2019-02-25 10:47:14,887 - __main__ - INFO - Train AUC: 0.634 Test AUC: 0.635
2019-02-25 10:47:27,898 - __main__ - INFO - Train AUC: 0.614 Test AUC: 0.616
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2019-02-25 10:47:43,538 - __main__ - INFO - Train AUC: 0.586 Test AUC: 0.589
2019-02-25 10:47:48,820 - __main__ - INFO - Train AUC: 0.614 Test AUC: 0.617
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2019-02-25 10:48:50,719 - __main__ - INFO - Train AUC: 0.692 Test AUC: 0.696
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