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EPOCH TIMESTAMP BAD_EPOCHS LEARNING_RATE TRAIN_LOSS TRAIN_PRECISION TRAIN_RECALL TRAIN_ACCURACY TRAIN_F-SCORE DEV_LOSS DEV_PRECISION DEV_RECALL DEV_ACCURACY DEV_F-SCORE TEST_LOSS TEST_PRECISION TEST_RECALL TEST_ACCURACY TEST_F-SCORE |
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0 10:59:00 0 0.1000 2.953475790447307 _ _ _ _ _ _ _ _ _ _ 0.7908 0.7848 0.7878 0.7878 |
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1 11:03:26 0 0.1000 1.5613928847477874 _ _ _ _ _ _ _ _ _ _ 0.8328 0.7913 0.8115 0.8115 |
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2 11:07:47 0 0.1000 1.3328234553044571 _ _ _ _ _ _ _ _ _ _ 0.8269 0.8103 0.8185 0.8185 |
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3 11:12:10 0 0.1000 1.1894718631716301 _ _ _ _ _ _ _ _ _ _ 0.8479 0.8346 0.8412 0.8412 |
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4 11:16:31 0 0.1000 1.1186298550029252 _ _ _ _ _ _ _ _ _ _ 0.8536 0.828 0.8406 0.8406 |
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5 11:20:59 0 0.1000 1.0496702689508508 _ _ _ _ _ _ _ _ _ _ 0.8618 0.8418 0.8517 0.8517 |
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6 11:25:22 0 0.1000 0.9990235921427482 _ _ _ _ _ _ _ _ _ _ 0.854 0.852 0.853 0.853 |
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7 11:29:41 0 0.1000 0.961911206602871 _ _ _ _ _ _ _ _ _ _ 0.8673 0.8407 0.8538 0.8538 |
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8 11:34:05 0 0.1000 0.9181876736129632 _ _ _ _ _ _ _ _ _ _ 0.8708 0.8539 0.8623 0.8623 |
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9 11:38:30 0 0.1000 0.907997776430991 _ _ _ _ _ _ _ _ _ _ 0.8633 0.8567 0.86 0.86 |
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10 11:42:57 0 0.1000 0.8613800380307894 _ _ _ _ _ _ _ _ _ _ 0.8679 0.8518 0.8598 0.8598 |
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11 11:47:27 0 0.1000 0.849987226690182 _ _ _ _ _ _ _ _ _ _ 0.8631 0.8565 0.8598 0.8598 |
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12 11:51:48 0 0.1000 0.830854225634283 _ _ _ _ _ _ _ _ _ _ 0.873 0.8513 0.862 0.862 |
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13 11:56:08 0 0.1000 0.8218251601785131 _ _ _ _ _ _ _ _ _ _ 0.8759 0.8565 0.8661 0.8661 |
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14 12:00:32 0 0.1000 0.8054646737349248 _ _ _ _ _ _ _ _ _ _ 0.8756 0.8589 0.8672 0.8672 |
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15 12:04:53 0 0.1000 0.7794681299046988 _ _ _ _ _ _ _ _ _ _ 0.8746 0.8583 0.8663 0.8664 |
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16 12:09:13 0 0.1000 0.7848604690242548 _ _ _ _ _ _ _ _ _ _ 0.8802 0.8594 0.8697 0.8697 |
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17 12:13:34 1 0.1000 0.7637730026230019 _ _ _ _ _ _ _ _ _ _ 0.8732 0.8601 0.8666 0.8666 |
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18 12:17:54 0 0.1000 0.7584837641142651 _ _ _ _ _ _ _ _ _ _ 0.8809 0.8626 0.8716 0.8717 |
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19 12:22:14 0 0.1000 0.7435564011696313 _ _ _ _ _ _ _ _ _ _ 0.8783 0.8606 0.8694 0.8694 |
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20 12:26:37 0 0.1000 0.7319077155977514 _ _ _ _ _ _ _ _ _ _ 0.8839 0.8621 0.8728 0.8729 |
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21 12:30:57 0 0.1000 0.7107181243636796 _ _ _ _ _ _ _ _ _ _ 0.8647 0.8614 0.863 0.863 |
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22 12:35:17 0 0.1000 0.7171132942111534 _ _ _ _ _ _ _ _ _ _ 0.8764 0.8651 0.8707 0.8707 |
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23 12:39:40 1 0.1000 0.7009657600265137 _ _ _ _ _ _ _ _ _ _ 0.8738 0.8665 0.8701 0.8701 |
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24 12:44:00 0 0.1000 0.6989209016579343 _ _ _ _ _ _ _ _ _ _ 0.8829 0.8594 0.871 0.871 |
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25 12:48:21 0 0.1000 0.6951734939474944 _ _ _ _ _ _ _ _ _ _ 0.8827 0.8569 0.8696 0.8696 |
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26 12:52:43 0 0.1000 0.6822735162280682 _ _ _ _ _ _ _ _ _ _ 0.8842 0.857 0.8704 0.8704 |
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27 12:57:07 0 0.1000 0.6838434803809537 _ _ _ _ _ _ _ _ _ _ 0.8753 0.8681 0.8717 0.8717 |
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28 13:01:31 1 0.1000 0.6716522983858122 _ _ _ _ _ _ _ _ _ _ 0.8788 0.861 0.8698 0.8698 |
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29 13:05:47 0 0.1000 0.6634576296755379 _ _ _ _ _ _ _ _ _ _ 0.877 0.8626 0.8697 0.8697 |
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30 13:10:06 0 0.1000 0.6633003305447108 _ _ _ _ _ _ _ _ _ _ 0.8754 0.8626 0.869 0.869 |
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31 13:14:26 0 0.1000 0.6601696083931253 _ _ _ _ _ _ _ _ _ _ 0.8841 0.8606 0.8722 0.8722 |
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32 13:18:44 0 0.1000 0.6539714311143616 _ _ _ _ _ _ _ _ _ _ 0.8754 0.8662 0.8707 0.8708 |
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33 13:23:01 0 0.1000 0.6405916364668743 _ _ _ _ _ _ _ _ _ _ 0.8819 0.8654 0.8736 0.8736 |
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34 13:27:21 0 0.1000 0.642544928475003 _ _ _ _ _ _ _ _ _ _ 0.882 0.864 0.8729 0.8729 |
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35 13:31:45 1 0.1000 0.641501997323611 _ _ _ _ _ _ _ _ _ _ 0.8767 0.8663 0.8715 0.8715 |
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36 13:36:09 2 0.1000 0.635029950176255 _ _ _ _ _ _ _ _ _ _ 0.877 0.8708 0.8739 0.8739 |
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37 13:40:36 0 0.1000 0.6317766632252801 _ _ _ _ _ _ _ _ _ _ 0.8828 0.8678 0.8752 0.8752 |
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38 13:44:55 0 0.1000 0.6303625095185952 _ _ _ _ _ _ _ _ _ _ 0.8761 0.8667 0.8714 0.8714 |
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39 13:49:12 0 0.1000 0.6248182013889186 _ _ _ _ _ _ _ _ _ _ 0.8877 0.8609 0.8741 0.8741 |
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40 13:53:34 0 0.1000 0.6206092986888428 _ _ _ _ _ _ _ _ _ _ 0.8792 0.8651 0.8721 0.8721 |
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41 13:57:59 0 0.1000 0.6217844312872125 _ _ _ _ _ _ _ _ _ _ 0.8822 0.8692 0.8756 0.8757 |
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42 14:02:20 1 0.1000 0.6284974648759417 _ _ _ _ _ _ _ _ _ _ 0.8747 0.8647 0.8696 0.8697 |
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43 14:06:42 2 0.1000 0.613935504287663 _ _ _ _ _ _ _ _ _ _ 0.8793 0.8622 0.8707 0.8707 |
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44 14:10:58 0 0.1000 0.6208729479739985 _ _ _ _ _ _ _ _ _ _ 0.8809 0.8699 0.8754 0.8754 |
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45 14:15:26 1 0.1000 0.61270951145969 _ _ _ _ _ _ _ _ _ _ 0.8794 0.8614 0.8703 0.8703 |
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46 14:19:48 0 0.1000 0.6128666626890906 _ _ _ _ _ _ _ _ _ _ 0.8793 0.8676 0.8734 0.8734 |
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47 14:24:18 1 0.1000 0.6043824241760176 _ _ _ _ _ _ _ _ _ _ 0.8854 0.862 0.8736 0.8735 |
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48 14:28:40 0 0.1000 0.5973783223691089 _ _ _ _ _ _ _ _ _ _ 0.8801 0.8669 0.8735 0.8735 |
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49 14:32:56 0 0.1000 0.6026040092081145 _ _ _ _ _ _ _ _ _ _ 0.8817 0.8623 0.8719 0.8719 |
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50 14:37:26 1 0.1000 0.5987746510701575 _ _ _ _ _ _ _ _ _ _ 0.8747 0.868 0.8713 0.8713 |
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51 14:41:50 2 0.1000 0.5947843462103743 _ _ _ _ _ _ _ _ _ _ 0.8775 0.8675 0.8724 0.8725 |
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52 14:46:16 0 0.1000 0.5919834629086921 _ _ _ _ _ _ _ _ _ _ 0.8813 0.8647 0.8729 0.8729 |
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53 14:50:34 0 0.1000 0.5937702719695134 _ _ _ _ _ _ _ _ _ _ 0.8823 0.8702 0.8762 0.8762 |
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54 14:54:55 1 0.1000 0.5917879479803156 _ _ _ _ _ _ _ _ _ _ 0.8805 0.8622 0.8713 0.8713 |
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55 14:59:18 0 0.1000 0.5933259962781406 _ _ _ _ _ _ _ _ _ _ 0.8819 0.8626 0.8721 0.8721 |
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56 15:03:37 1 0.1000 0.5928614687883759 _ _ _ _ _ _ _ _ _ _ 0.8779 0.8681 0.873 0.873 |
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57 15:07:55 2 0.1000 0.5851544519694847 _ _ _ _ _ _ _ _ _ _ 0.882 0.8651 0.8735 0.8735 |
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58 15:12:12 0 0.1000 0.5841915451073357 _ _ _ _ _ _ _ _ _ _ 0.8788 0.8674 0.8731 0.8731 |
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59 15:16:31 0 0.1000 0.59194735543873 _ _ _ _ _ _ _ _ _ _ 0.8793 0.8678 0.8735 0.8735 |
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60 15:20:51 1 0.1000 0.5790510222227323 _ _ _ _ _ _ _ _ _ _ 0.8737 0.8687 0.8712 0.8712 |
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61 15:25:10 0 0.1000 0.5804060975380279 _ _ _ _ _ _ _ _ _ _ 0.8782 0.8652 0.8717 0.8717 |
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62 15:29:39 1 0.1000 0.585388834950364 _ _ _ _ _ _ _ _ _ _ 0.8735 0.867 0.8702 0.8702 |
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63 15:33:56 2 0.1000 0.5736780315191722 _ _ _ _ _ _ _ _ _ _ 0.8826 0.8628 0.8726 0.8726 |
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64 15:38:19 0 0.1000 0.5671733145606986 _ _ _ _ _ _ _ _ _ _ 0.8769 0.8624 0.8696 0.8696 |
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65 15:42:45 0 0.1000 0.5727116274737428 _ _ _ _ _ _ _ _ _ _ 0.8822 0.8609 0.8714 0.8714 |
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66 15:47:18 1 0.1000 0.5807550209185521 _ _ _ _ _ _ _ _ _ _ 0.8807 0.8672 0.8739 0.8739 |
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67 15:51:42 2 0.1000 0.5776320083779413 _ _ _ _ _ _ _ _ _ _ 0.8787 0.8712 0.875 0.8749 |
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68 15:56:01 3 0.1000 0.5778845083474792 _ _ _ _ _ _ _ _ _ _ 0.8781 0.8673 0.8726 0.8727 |
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69 16:00:29 0 0.0500 0.5233265276618764 _ _ _ _ _ _ _ _ _ _ 0.881 0.8682 0.8746 0.8746 |
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70 16:04:55 0 0.0500 0.5091402300838657 _ _ _ _ _ _ _ _ _ _ 0.8804 0.8699 0.8751 0.8751 |
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71 16:09:22 0 0.0500 0.48569875567842435 _ _ _ _ _ _ _ _ _ _ 0.8841 0.869 0.8765 0.8765 |
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72 16:13:42 0 0.0500 0.47439900001701624 _ _ _ _ _ _ _ _ _ _ 0.8834 0.8712 0.8773 0.8773 |
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73 16:17:59 0 0.0500 0.46478448706398684 _ _ _ _ _ _ _ _ _ _ 0.8816 0.8712 0.8764 0.8764 |
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74 16:22:18 0 0.0500 0.4667157404082863 _ _ _ _ _ _ _ _ _ _ 0.8767 0.8718 0.8742 0.8742 |
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75 16:26:39 1 0.0500 0.4609185567276217 _ _ _ _ _ _ _ _ _ _ 0.8858 0.8714 0.8785 0.8785 |
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76 16:31:02 0 0.0500 0.4479405909302511 _ _ _ _ _ _ _ _ _ _ 0.8851 0.8672 0.8761 0.8761 |
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77 16:35:21 0 0.0500 0.4526363062460368 _ _ _ _ _ _ _ _ _ _ 0.8813 0.87 0.8756 0.8756 |
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78 16:39:40 1 0.0500 0.4462794515947487 _ _ _ _ _ _ _ _ _ _ 0.8783 0.8696 0.8739 0.8739 |
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79 16:44:05 0 0.0500 0.43589636060524034 _ _ _ _ _ _ _ _ _ _ 0.8823 0.8707 0.8765 0.8765 |
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80 16:48:24 0 0.0500 0.4365409203967733 _ _ _ _ _ _ _ _ _ _ 0.8838 0.8702 0.877 0.8769 |
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81 16:52:43 1 0.0500 0.43502475776572713 _ _ _ _ _ _ _ _ _ _ 0.8792 0.8733 0.8762 0.8762 |
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82 16:57:03 0 0.0500 0.4373334978176562 _ _ _ _ _ _ _ _ _ _ 0.882 0.8707 0.8763 0.8763 |
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83 17:01:26 1 0.0500 0.4334466782543237 _ _ _ _ _ _ _ _ _ _ 0.8808 0.8683 0.8745 0.8745 |
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84 17:05:54 0 0.0500 0.4254087798321586 _ _ _ _ _ _ _ _ _ _ 0.8839 0.87 0.8769 0.8769 |
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85 17:10:19 0 0.0500 0.4255044488190453 _ _ _ _ _ _ _ _ _ _ 0.8822 0.8675 0.8748 0.8748 |
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86 17:14:47 1 0.0500 0.4202859611302876 _ _ _ _ _ _ _ _ _ _ 0.8817 0.872 0.8768 0.8768 |
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87 17:19:05 0 0.0500 0.41523468196793106 _ _ _ _ _ _ _ _ _ _ 0.8786 0.8695 0.874 0.874 |
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88 17:23:25 0 0.0500 0.4162545773211675 _ _ _ _ _ _ _ _ _ _ 0.8803 0.8712 0.8757 0.8757 |
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89 17:27:55 1 0.0500 0.4111110245408652 _ _ _ _ _ _ _ _ _ _ 0.8788 0.8717 0.8753 0.8752 |
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90 17:32:31 0 0.0500 0.4167104086720782 _ _ _ _ _ _ _ _ _ _ 0.8783 0.8687 0.8735 0.8735 |
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91 17:37:03 1 0.0500 0.41473309594586694 _ _ _ _ _ _ _ _ _ _ 0.88 0.8707 0.8753 0.8753 |
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92 17:41:27 2 0.0500 0.41171511629929425 _ _ _ _ _ _ _ _ _ _ 0.8839 0.8683 0.8761 0.876 |
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93 17:45:59 3 0.0500 0.4053407998584393 _ _ _ _ _ _ _ _ _ _ 0.8832 0.8707 0.8769 0.8769 |
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94 17:50:21 0 0.0500 0.4051551429164539 _ _ _ _ _ _ _ _ _ _ 0.8825 0.871 0.8767 0.8767 |
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95 17:54:42 0 0.0500 0.40289974819591906 _ _ _ _ _ _ _ _ _ _ 0.8832 0.8712 0.8771 0.8772 |
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96 17:59:04 0 0.0500 0.3960453512888854 _ _ _ _ _ _ _ _ _ _ 0.881 0.8744 0.8777 0.8777 |
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97 18:03:37 0 0.0500 0.4043394380894219 _ _ _ _ _ _ _ _ _ _ 0.8784 0.8728 0.8756 0.8756 |
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98 18:07:59 1 0.0500 0.40074241869638155 _ _ _ _ _ _ _ _ _ _ 0.8811 0.8704 0.8757 0.8757 |
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99 18:12:20 2 0.0500 0.4009374214579409 _ _ _ _ _ _ _ _ _ _ 0.8828 0.8684 0.8755 0.8755 |
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100 18:16:44 3 0.0500 0.39415279716963364 _ _ _ _ _ _ _ _ _ _ 0.8837 0.8751 0.8794 0.8794 |
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101 18:21:07 0 0.0500 0.39470267033507134 _ _ _ _ _ _ _ _ _ _ 0.8786 0.8718 0.8752 0.8752 |
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102 18:25:27 1 0.0500 0.3907430959372549 _ _ _ _ _ _ _ _ _ _ 0.8818 0.8725 0.8771 0.8771 |
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103 18:29:48 0 0.0500 0.3938351009347457 _ _ _ _ _ _ _ _ _ _ 0.8817 0.8707 0.8762 0.8762 |
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104 18:34:16 1 0.0500 0.38270939616572686 _ _ _ _ _ _ _ _ _ _ 0.8821 0.8677 0.8749 0.8748 |
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105 18:38:37 0 0.0500 0.3885159160635453 _ _ _ _ _ _ _ _ _ _ 0.883 0.8727 0.8778 0.8778 |
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106 18:43:10 1 0.0500 0.3883291266625618 _ _ _ _ _ _ _ _ _ _ 0.886 0.8705 0.8782 0.8782 |
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107 18:47:40 2 0.0500 0.38669439267632816 _ _ _ _ _ _ _ _ _ _ 0.8839 0.8701 0.8769 0.8769 |
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108 18:52:10 3 0.0500 0.38662982775500127 _ _ _ _ _ _ _ _ _ _ 0.8825 0.8705 0.8765 0.8765 |
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109 18:56:31 0 0.0250 0.3666808893379931 _ _ _ _ _ _ _ _ _ _ 0.8832 0.8721 0.8776 0.8776 |
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110 19:00:55 0 0.0250 0.3527461102972647 _ _ _ _ _ _ _ _ _ _ 0.8798 0.8733 0.8766 0.8765 |
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111 19:05:19 0 0.0250 0.3453178777930988 _ _ _ _ _ _ _ _ _ _ 0.8846 0.8704 0.8774 0.8774 |
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112 19:09:39 0 0.0250 0.3501398392813719 _ _ _ _ _ _ _ _ _ _ 0.8822 0.873 0.8776 0.8776 |
|
113 19:14:09 1 0.0250 0.3436550526062968 _ _ _ _ _ _ _ _ _ _ 0.8858 0.8725 0.8791 0.8791 |
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114 19:18:46 0 0.0250 0.3465682747716397 _ _ _ _ _ _ _ _ _ _ 0.8839 0.873 0.8784 0.8784 |
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115 19:23:17 1 0.0250 0.3389248694715256 _ _ _ _ _ _ _ _ _ _ 0.8843 0.8736 0.8789 0.8789 |
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116 19:27:41 0 0.0250 0.3388266236616183 _ _ _ _ _ _ _ _ _ _ 0.8823 0.8742 0.8782 0.8782 |
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117 19:32:02 0 0.0250 0.3426530549034204 _ _ _ _ _ _ _ _ _ _ 0.8824 0.8717 0.877 0.877 |
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118 19:36:36 1 0.0250 0.33444241207663017 _ _ _ _ _ _ _ _ _ _ 0.8824 0.8726 0.8775 0.8775 |
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119 19:41:13 0 0.0250 0.3356248891977349 _ _ _ _ _ _ _ _ _ _ 0.8833 0.8704 0.8768 0.8768 |
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120 19:45:40 1 0.0250 0.3277514071869546 _ _ _ _ _ _ _ _ _ _ 0.8822 0.8754 0.8788 0.8788 |
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121 19:50:00 0 0.0250 0.3324392681232043 _ _ _ _ _ _ _ _ _ _ 0.8829 0.8739 0.8784 0.8784 |
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122 19:54:18 1 0.0250 0.32520957710642356 _ _ _ _ _ _ _ _ _ _ 0.8853 0.874 0.8796 0.8796 |
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123 19:58:38 0 0.0250 0.3207463735829413 _ _ _ _ _ _ _ _ _ _ 0.8826 0.8746 0.8786 0.8786 |
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124 20:02:57 0 0.0250 0.32199384285757643 _ _ _ _ _ _ _ _ _ _ 0.8843 0.8738 0.879 0.879 |
|
125 20:07:22 1 0.0250 0.32214300781759714 _ _ _ _ _ _ _ _ _ _ 0.8851 0.8716 0.8783 0.8783 |
|
126 20:11:41 2 0.0250 0.3181642439872496 _ _ _ _ _ _ _ _ _ _ 0.8848 0.873 0.8788 0.8789 |
|
127 20:15:58 0 0.0250 0.31885623830727194 _ _ _ _ _ _ _ _ _ _ 0.8833 0.8725 0.8779 0.8779 |
|
128 20:20:16 1 0.0250 0.31512833852472777 _ _ _ _ _ _ _ _ _ _ 0.8824 0.8718 0.8771 0.8771 |
|
129 20:24:36 0 0.0250 0.3152116099719734 _ _ _ _ _ _ _ _ _ _ 0.8867 0.873 0.8798 0.8798 |
|
130 20:28:55 1 0.0250 0.32019182619040343 _ _ _ _ _ _ _ _ _ _ 0.8847 0.8711 0.8779 0.8778 |
|
131 20:33:19 2 0.0250 0.3163907725520554 _ _ _ _ _ _ _ _ _ _ 0.8819 0.8723 0.877 0.8771 |
|
132 20:37:36 3 0.0250 0.3078251098573024 _ _ _ _ _ _ _ _ _ _ 0.8842 0.8717 0.8779 0.8779 |
|
133 20:42:02 0 0.0250 0.3111053387984559 _ _ _ _ _ _ _ _ _ _ 0.8839 0.8725 0.8781 0.8782 |
|
134 20:46:23 1 0.0250 0.3092448969837757 _ _ _ _ _ _ _ _ _ _ 0.8845 0.8732 0.8788 0.8788 |
|
135 20:50:44 2 0.0250 0.3134185765273288 _ _ _ _ _ _ _ _ _ _ 0.8838 0.8734 0.8785 0.8786 |
|
136 20:55:02 3 0.0250 0.3033614675062414 _ _ _ _ _ _ _ _ _ _ 0.8824 0.8723 0.8773 0.8773 |
|
137 20:59:22 0 0.0250 0.3163979164883878 _ _ _ _ _ _ _ _ _ _ 0.882 0.8731 0.8776 0.8775 |
|
138 21:03:39 1 0.0250 0.30996306355280934 _ _ _ _ _ _ _ _ _ _ 0.8818 0.8724 0.8771 0.8771 |
|
139 21:07:56 2 0.0250 0.30494013050054886 _ _ _ _ _ _ _ _ _ _ 0.8838 0.8712 0.8775 0.8775 |
|
140 21:12:21 3 0.0250 0.3057546090411619 _ _ _ _ _ _ _ _ _ _ 0.8857 0.8717 0.8787 0.8786 |
|
141 21:16:41 0 0.0125 0.2974806412130884 _ _ _ _ _ _ _ _ _ _ 0.8852 0.8742 0.8796 0.8797 |
|
142 21:21:00 0 0.0125 0.2924100736045671 _ _ _ _ _ _ _ _ _ _ 0.8826 0.8733 0.8779 0.8779 |
|
143 21:25:17 0 0.0125 0.28917630017535056 _ _ _ _ _ _ _ _ _ _ 0.8841 0.8744 0.8792 0.8792 |
|
144 21:29:37 0 0.0125 0.2891165876694287 _ _ _ _ _ _ _ _ _ _ 0.8855 0.8749 0.8801 0.8802 |
|
145 21:33:56 0 0.0125 0.2874728485910039 _ _ _ _ _ _ _ _ _ _ 0.884 0.8732 0.8786 0.8786 |
|
146 21:38:13 0 0.0125 0.28690377793817484 _ _ _ _ _ _ _ _ _ _ 0.8847 0.8717 0.8782 0.8782 |
|
147 21:42:38 0 0.0125 0.2853494226248391 _ _ _ _ _ _ _ _ _ _ 0.8851 0.874 0.8795 0.8795 |
|
148 21:47:06 0 0.0125 0.282234717166538 _ _ _ _ _ _ _ _ _ _ 0.8853 0.8744 0.8798 0.8798 |
|
149 21:51:23 0 0.0125 0.278328151237858 _ _ _ _ _ _ _ _ _ _ 0.8849 0.8734 0.8791 0.8791 |
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