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ner-english

Token Classification
Flair
PyTorch
English
sequence-tagger-model
Model card Files
xet
 Community
4
alanakbik commited on
Commit
8280ada
·
1 Parent(s): 3a68a6b

new version of English NER

Browse files
Files changed (3) hide show
  1. loss.tsv +149 -113
  2. pytorch_model.bin +2 -2
  3. training.log +0 -0
loss.tsv CHANGED
@@ -1,113 +1,149 @@
1
- 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
2
- 0 11:54:34 0 0.1000 2.73538844317839 _ _ _ _ _ _ _ _ _ _ 0.8821 0.8849 0.8835 0.8835
3
- 1 11:56:11 0 0.1000 1.118676934314344 _ _ _ _ _ _ _ _ _ _ 0.9033 0.9033 0.9033 0.9033
4
- 2 11:57:48 0 0.1000 0.8625876535434152 _ _ _ _ _ _ _ _ _ _ 0.9033 0.906 0.9046 0.9046
5
- 3 11:59:25 0 0.1000 0.7509978762139655 _ _ _ _ _ _ _ _ _ _ 0.9033 0.9117 0.9075 0.9075
6
- 4 12:01:02 0 0.1000 0.6714545077168508 _ _ _ _ _ _ _ _ _ _ 0.9169 0.9129 0.9149 0.9149
7
- 5 12:02:41 0 0.1000 0.6137293781658204 _ _ _ _ _ _ _ _ _ _ 0.9075 0.9157 0.9116 0.9116
8
- 6 12:04:18 0 0.1000 0.5599488914352068 _ _ _ _ _ _ _ _ _ _ 0.9142 0.923 0.9186 0.9186
9
- 7 12:05:53 0 0.1000 0.5161069346102171 _ _ _ _ _ _ _ _ _ _ 0.9163 0.9193 0.9178 0.9178
10
- 8 12:07:29 0 0.1000 0.5244319860007404 _ _ _ _ _ _ _ _ _ _ 0.9247 0.9263 0.9255 0.9255
11
- 9 12:09:06 1 0.1000 0.4650024102062725 _ _ _ _ _ _ _ _ _ _ 0.9156 0.9201 0.9179 0.9178
12
- 10 12:10:43 0 0.1000 0.45536044239190343 _ _ _ _ _ _ _ _ _ _ 0.9147 0.924 0.9193 0.9193
13
- 11 12:12:20 0 0.1000 0.4311140479611516 _ _ _ _ _ _ _ _ _ _ 0.9076 0.9221 0.9148 0.9148
14
- 12 12:13:57 0 0.1000 0.41773630422427716 _ _ _ _ _ _ _ _ _ _ 0.9135 0.9232 0.9183 0.9183
15
- 13 12:15:34 0 0.1000 0.39989252508555506 _ _ _ _ _ _ _ _ _ _ 0.9127 0.924 0.9184 0.9183
16
- 14 12:17:11 0 0.1000 0.41186320149258326 _ _ _ _ _ _ _ _ _ _ 0.917 0.9235 0.9203 0.9202
17
- 15 12:18:46 1 0.1000 0.39109092455649835 _ _ _ _ _ _ _ _ _ _ 0.9237 0.9278 0.9257 0.9257
18
- 16 12:20:22 0 0.1000 0.36358819198835796 _ _ _ _ _ _ _ _ _ _ 0.9223 0.9253 0.9238 0.9238
19
- 17 12:21:58 0 0.1000 0.3543564788127071 _ _ _ _ _ _ _ _ _ _ 0.923 0.9338 0.9284 0.9284
20
- 18 12:23:34 0 0.1000 0.3434745372229977 _ _ _ _ _ _ _ _ _ _ 0.9254 0.9306 0.928 0.928
21
- 19 12:25:09 0 0.1000 0.33744065085704467 _ _ _ _ _ _ _ _ _ _ 0.9228 0.9297 0.9263 0.9262
22
- 20 12:26:46 0 0.1000 0.33369330760877464 _ _ _ _ _ _ _ _ _ _ 0.9226 0.9283 0.9254 0.9254
23
- 21 12:28:23 0 0.1000 0.3400332434277014 _ _ _ _ _ _ _ _ _ _ 0.9217 0.9249 0.9233 0.9233
24
- 22 12:29:59 1 0.1000 0.3198289048708545 _ _ _ _ _ _ _ _ _ _ 0.9199 0.9297 0.9248 0.9248
25
- 23 12:31:37 0 0.1000 0.319529091976577 _ _ _ _ _ _ _ _ _ _ 0.9218 0.9302 0.926 0.926
26
- 24 12:33:12 0 0.1000 0.3116783418222823 _ _ _ _ _ _ _ _ _ _ 0.9233 0.9267 0.925 0.925
27
- 25 12:34:49 0 0.1000 0.29937481850471265 _ _ _ _ _ _ _ _ _ _ 0.9233 0.9295 0.9264 0.9264
28
- 26 12:36:25 0 0.1000 0.29989841146752844 _ _ _ _ _ _ _ _ _ _ 0.9201 0.9281 0.9241 0.9241
29
- 27 12:38:00 1 0.1000 0.29239999280869716 _ _ _ _ _ _ _ _ _ _ 0.9173 0.9285 0.9228 0.9229
30
- 28 12:39:36 0 0.1000 0.28970547210283215 _ _ _ _ _ _ _ _ _ _ 0.9251 0.9313 0.9282 0.9282
31
- 29 12:41:12 0 0.1000 0.29258880794568354 _ _ _ _ _ _ _ _ _ _ 0.926 0.9304 0.9282 0.9282
32
- 30 12:42:47 1 0.1000 0.2881326142581234 _ _ _ _ _ _ _ _ _ _ 0.9233 0.9292 0.9262 0.9262
33
- 31 12:44:24 0 0.1000 0.2810851916358289 _ _ _ _ _ _ _ _ _ _ 0.926 0.9285 0.9272 0.9272
34
- 32 12:46:02 0 0.1000 0.2719097940707177 _ _ _ _ _ _ _ _ _ _ 0.9236 0.9295 0.9266 0.9265
35
- 33 12:47:37 0 0.1000 0.2713488189016313 _ _ _ _ _ _ _ _ _ _ 0.9221 0.9327 0.9274 0.9274
36
- 34 12:49:14 0 0.1000 0.2809630265140549 _ _ _ _ _ _ _ _ _ _ 0.9258 0.9304 0.9281 0.9281
37
- 35 12:50:52 1 0.1000 0.26241666142846076 _ _ _ _ _ _ _ _ _ _ 0.9227 0.9294 0.926 0.926
38
- 36 12:52:28 0 0.1000 0.24546798556075666 _ _ _ _ _ _ _ _ _ _ 0.9239 0.9304 0.9271 0.9271
39
- 37 12:54:05 0 0.1000 0.252687362127625 _ _ _ _ _ _ _ _ _ _ 0.9199 0.9297 0.9248 0.9248
40
- 38 12:55:40 1 0.1000 0.25465273592250237 _ _ _ _ _ _ _ _ _ _ 0.9212 0.929 0.9251 0.9251
41
- 39 12:57:16 2 0.1000 0.25537284292813234 _ _ _ _ _ _ _ _ _ _ 0.9227 0.9294 0.926 0.926
42
- 40 12:58:52 3 0.1000 0.25918467180622834 _ _ _ _ _ _ _ _ _ _ 0.9238 0.9338 0.9288 0.9288
43
- 41 13:00:27 0 0.0500 0.2266597393010875 _ _ _ _ _ _ _ _ _ _ 0.9241 0.9313 0.9277 0.9277
44
- 42 13:02:04 0 0.0500 0.20563673338696012 _ _ _ _ _ _ _ _ _ _ 0.9249 0.9309 0.9279 0.9279
45
- 43 13:03:47 0 0.0500 0.2099513485329213 _ _ _ _ _ _ _ _ _ _ 0.9242 0.9302 0.9272 0.9272
46
- 44 13:05:28 1 0.0500 0.20067912960016313 _ _ _ _ _ _ _ _ _ _ 0.9267 0.9329 0.9298 0.9298
47
- 45 13:07:09 0 0.0500 0.18854872132422626 _ _ _ _ _ _ _ _ _ _ 0.9244 0.9327 0.9285 0.9285
48
- 46 13:08:49 0 0.0500 0.19183702602726538 _ _ _ _ _ _ _ _ _ _ 0.9249 0.9336 0.9292 0.9292
49
- 47 13:10:29 1 0.0500 0.18874652515044027 _ _ _ _ _ _ _ _ _ _ 0.926 0.9308 0.9284 0.9284
50
- 48 13:12:07 2 0.0500 0.18504279042132687 _ _ _ _ _ _ _ _ _ _ 0.9255 0.9322 0.9288 0.9288
51
- 49 13:13:44 0 0.0500 0.18426746800876997 _ _ _ _ _ _ _ _ _ _ 0.9226 0.9304 0.9265 0.9265
52
- 50 13:15:22 0 0.0500 0.18763158002636435 _ _ _ _ _ _ _ _ _ _ 0.9223 0.9295 0.9259 0.9259
53
- 51 13:17:00 1 0.0500 0.1793311693310085 _ _ _ _ _ _ _ _ _ _ 0.9251 0.9317 0.9284 0.9284
54
- 52 13:18:38 0 0.0500 0.17924908532725758 _ _ _ _ _ _ _ _ _ _ 0.9282 0.9322 0.9302 0.9302
55
- 53 13:20:16 0 0.0500 0.16567363577768138 _ _ _ _ _ _ _ _ _ _ 0.9251 0.9313 0.9282 0.9282
56
- 54 13:21:53 0 0.0500 0.1709139728354922 _ _ _ _ _ _ _ _ _ _ 0.9259 0.9313 0.9286 0.9286
57
- 55 13:23:30 1 0.0500 0.1622482556505513 _ _ _ _ _ _ _ _ _ _ 0.9266 0.9317 0.9291 0.9291
58
- 56 13:25:07 0 0.0500 0.1750158140835436 _ _ _ _ _ _ _ _ _ _ 0.9263 0.9304 0.9284 0.9283
59
- 57 13:26:43 1 0.0500 0.16699462409059007 _ _ _ _ _ _ _ _ _ _ 0.9252 0.9313 0.9283 0.9282
60
- 58 13:28:21 2 0.0500 0.17495543460745686 _ _ _ _ _ _ _ _ _ _ 0.9304 0.9343 0.9323 0.9323
61
- 59 13:29:58 3 0.0500 0.15922732715754498 _ _ _ _ _ _ _ _ _ _ 0.9255 0.9327 0.9291 0.9291
62
- 60 13:31:34 0 0.0500 0.1611535432493371 _ _ _ _ _ _ _ _ _ _ 0.9238 0.9299 0.9269 0.9268
63
- 61 13:33:12 1 0.0500 0.16398702251525493 _ _ _ _ _ _ _ _ _ _ 0.9255 0.9322 0.9288 0.9288
64
- 62 13:34:47 2 0.0500 0.1708997069468235 _ _ _ _ _ _ _ _ _ _ 0.926 0.9309 0.9285 0.9284
65
- 63 13:36:22 3 0.0500 0.15964372034144714 _ _ _ _ _ _ _ _ _ _ 0.9287 0.9313 0.93 0.93
66
- 64 13:37:57 0 0.0250 0.15631725272208263 _ _ _ _ _ _ _ _ _ _ 0.9262 0.9327 0.9294 0.9294
67
- 65 13:39:35 0 0.0250 0.14626933712691323 _ _ _ _ _ _ _ _ _ _ 0.9247 0.9327 0.9287 0.9287
68
- 66 13:41:11 0 0.0250 0.1442983325810857 _ _ _ _ _ _ _ _ _ _ 0.9247 0.9325 0.9286 0.9286
69
- 67 13:42:48 0 0.0250 0.13470685914209696 _ _ _ _ _ _ _ _ _ _ 0.9266 0.932 0.9293 0.9293
70
- 68 13:44:25 0 0.0250 0.12936415235853993 _ _ _ _ _ _ _ _ _ _ 0.9243 0.9333 0.9287 0.9288
71
- 69 13:46:01 0 0.0250 0.14095035943275402 _ _ _ _ _ _ _ _ _ _ 0.9272 0.9329 0.93 0.93
72
- 70 13:47:37 1 0.0250 0.1347877641412318 _ _ _ _ _ _ _ _ _ _ 0.9278 0.9327 0.9302 0.9302
73
- 71 13:49:11 2 0.0250 0.13894263496310033 _ _ _ _ _ _ _ _ _ _ 0.9238 0.9317 0.9277 0.9277
74
- 72 13:50:48 3 0.0250 0.1443860820139132 _ _ _ _ _ _ _ _ _ _ 0.9258 0.9318 0.9288 0.9288
75
- 73 13:52:25 0 0.0125 0.12581411408310833 _ _ _ _ _ _ _ _ _ _ 0.9274 0.9334 0.9304 0.9304
76
- 74 13:54:01 0 0.0125 0.12721009627335866 _ _ _ _ _ _ _ _ _ _ 0.9274 0.9334 0.9304 0.9304
77
- 75 13:55:37 1 0.0125 0.1278715432384683 _ _ _ _ _ _ _ _ _ _ 0.9272 0.9334 0.9303 0.9303
78
- 76 13:57:12 2 0.0125 0.12584064525297675 _ _ _ _ _ _ _ _ _ _ 0.9268 0.9324 0.9296 0.9296
79
- 77 13:58:47 3 0.0125 0.1265358718140677 _ _ _ _ _ _ _ _ _ _ 0.9272 0.9329 0.93 0.93
80
- 78 14:00:23 0 0.0063 0.12764276347302203 _ _ _ _ _ _ _ _ _ _ 0.9272 0.9329 0.93 0.93
81
- 79 14:01:59 1 0.0063 0.12714154495622113 _ _ _ _ _ _ _ _ _ _ 0.9271 0.9322 0.9296 0.9296
82
- 80 14:03:37 2 0.0063 0.1286786236311048 _ _ _ _ _ _ _ _ _ _ 0.9271 0.932 0.9295 0.9295
83
- 81 14:05:14 3 0.0063 0.12327975417478088 _ _ _ _ _ _ _ _ _ _ 0.9277 0.932 0.9299 0.9298
84
- 82 14:06:49 0 0.0063 0.12612910181023929 _ _ _ _ _ _ _ _ _ _ 0.9277 0.9334 0.9305 0.9305
85
- 83 14:08:24 1 0.0063 0.11570722295915842 _ _ _ _ _ _ _ _ _ _ 0.9285 0.9336 0.931 0.931
86
- 84 14:10:00 0 0.0063 0.11755319823354639 _ _ _ _ _ _ _ _ _ _ 0.9275 0.9329 0.9302 0.9302
87
- 85 14:11:35 1 0.0063 0.11165953258741182 _ _ _ _ _ _ _ _ _ _ 0.9262 0.9327 0.9294 0.9294
88
- 86 14:13:11 0 0.0063 0.10628769204318475 _ _ _ _ _ _ _ _ _ _ 0.9284 0.9341 0.9313 0.9312
89
- 87 14:14:50 0 0.0063 0.11921017647874857 _ _ _ _ _ _ _ _ _ _ 0.9281 0.9343 0.9312 0.9312
90
- 88 14:16:25 1 0.0063 0.11036880946718812 _ _ _ _ _ _ _ _ _ _ 0.9282 0.9334 0.9308 0.9308
91
- 89 14:18:01 2 0.0063 0.11956419991534725 _ _ _ _ _ _ _ _ _ _ 0.9269 0.9338 0.9303 0.9303
92
- 90 14:19:37 3 0.0063 0.11449584954218936 _ _ _ _ _ _ _ _ _ _ 0.9277 0.9343 0.931 0.931
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- 91 14:21:15 0 0.0031 0.11985806564015179 _ _ _ _ _ _ _ _ _ _ 0.9274 0.9338 0.9306 0.9306
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- 92 14:22:49 1 0.0031 0.11379744750351425 _ _ _ _ _ _ _ _ _ _ 0.9278 0.9333 0.9305 0.9305
95
- 93 14:24:26 2 0.0031 0.12914000581817717 _ _ _ _ _ _ _ _ _ _ 0.9277 0.9334 0.9305 0.9305
96
- 94 14:26:01 3 0.0031 0.11716058269358712 _ _ _ _ _ _ _ _ _ _ 0.9277 0.9338 0.9307 0.9307
97
- 95 14:28:00 0 0.0016 0.1204525799710712 _ _ _ _ _ _ _ _ _ _ 0.9278 0.9334 0.9306 0.9306
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- 96 14:29:41 1 0.0016 0.11789309700052311 _ _ _ _ _ _ _ _ _ _ 0.9278 0.9333 0.9305 0.9305
99
- 97 14:32:51 2 0.0016 0.11506359194608418 _ _ _ _ _ _ _ _ _ _ 0.9282 0.9334 0.9308 0.9308
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- 98 14:36:39 3 0.0016 0.11743626397896258 _ _ _ _ _ _ _ _ _ _ 0.9279 0.9336 0.9307 0.9307
101
- 99 14:38:46 0 0.0008 0.11851828922484035 _ _ _ _ _ _ _ _ _ _ 0.9275 0.9334 0.9305 0.9304
102
- 100 14:40:52 1 0.0008 0.11981437879804349 _ _ _ _ _ _ _ _ _ _ 0.9277 0.9334 0.9305 0.9305
103
- 101 14:43:49 2 0.0008 0.11978041002280485 _ _ _ _ _ _ _ _ _ _ 0.9277 0.9334 0.9305 0.9305
104
- 102 14:46:01 3 0.0008 0.1271665156879238 _ _ _ _ _ _ _ _ _ _ 0.928 0.9334 0.9307 0.9307
105
- 103 14:48:22 0 0.0004 0.1229250064769851 _ _ _ _ _ _ _ _ _ _ 0.9278 0.9334 0.9306 0.9306
106
- 104 14:50:40 1 0.0004 0.1170557794264453 _ _ _ _ _ _ _ _ _ _ 0.9278 0.9334 0.9306 0.9306
107
- 105 14:52:46 2 0.0004 0.11941440940219807 _ _ _ _ _ _ _ _ _ _ 0.928 0.9334 0.9307 0.9307
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- 106 14:55:43 3 0.0004 0.10896147789105241 _ _ _ _ _ _ _ _ _ _ 0.9275 0.9333 0.9304 0.9304
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- 107 14:58:20 0 0.0002 0.10579175638492298 _ _ _ _ _ _ _ _ _ _ 0.9275 0.9333 0.9304 0.9304
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- 108 15:00:31 0 0.0002 0.12743578397477667 _ _ _ _ _ _ _ _ _ _ 0.9275 0.9333 0.9304 0.9304
111
- 109 15:03:02 1 0.0002 0.11809778236757544 _ _ _ _ _ _ _ _ _ _ 0.9273 0.9331 0.9302 0.9302
112
- 110 15:05:55 2 0.0002 0.1163037369672841 _ _ _ _ _ _ _ _ _ _ 0.9273 0.9331 0.9302 0.9302
113
- 111 15:07:57 3 0.0002 0.1237109458744316 _ _ _ _ _ _ _ _ _ _ 0.9275 0.9331 0.9303 0.9303
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ EPOCH TIMESTAMP BAD_EPOCHS LEARNING_RATE TRAIN_LOSS
2
+ 1 15:38:16 0 0.1000 3.2508978927625884
3
+ 2 15:39:44 0 0.1000 1.4551565493398075
4
+ 3 15:41:11 0 0.1000 1.1321184955348698
5
+ 4 15:42:38 0 0.1000 0.9697545245761359
6
+ 5 15:44:05 0 0.1000 0.8617985784488765
7
+ 6 15:45:33 0 0.1000 0.7949584737608705
8
+ 7 15:47:00 0 0.1000 0.7289603600585008
9
+ 8 15:48:27 0 0.1000 0.681588217757548
10
+ 9 15:49:54 0 0.1000 0.6456078125894824
11
+ 10 15:51:21 0 0.1000 0.609420338362644
12
+ 11 15:52:48 0 0.1000 0.5831829433011103
13
+ 12 15:54:15 0 0.1000 0.5559384247783241
14
+ 13 15:55:43 0 0.1000 0.5454963440712117
15
+ 14 15:57:10 0 0.1000 0.5060112891553701
16
+ 15 15:58:37 0 0.1000 0.5001992047115972
17
+ 16 16:00:05 0 0.1000 0.4784422037722189
18
+ 17 16:01:32 0 0.1000 0.4686067128153164
19
+ 18 16:02:59 0 0.1000 0.44489761960657337
20
+ 19 16:04:26 0 0.1000 0.4313777485461552
21
+ 20 16:05:52 0 0.1000 0.42515124286277384
22
+ 21 16:07:19 0 0.1000 0.4174720394318994
23
+ 22 16:08:45 0 0.1000 0.3975363901427275
24
+ 23 16:10:12 0 0.1000 0.3952107595256235
25
+ 24 16:11:38 0 0.1000 0.3847968596021963
26
+ 25 16:13:04 0 0.1000 0.3722864259505951
27
+ 26 16:14:31 1 0.1000 0.3754029168122554
28
+ 27 16:15:58 0 0.1000 0.35781340602832507
29
+ 28 16:17:24 0 0.1000 0.35624912763132327
30
+ 29 16:18:50 0 0.1000 0.3451970621613385
31
+ 30 16:20:14 0 0.1000 0.34441546487468705
32
+ 31 16:21:39 0 0.1000 0.3261874479394925
33
+ 32 16:23:11 0 0.1000 0.31702128073931496
34
+ 33 16:24:44 1 0.1000 0.3291841048181434
35
+ 34 16:26:10 0 0.1000 0.30998371713617934
36
+ 35 16:27:35 1 0.1000 0.3102180094847196
37
+ 36 16:29:00 0 0.1000 0.3039648767702187
38
+ 37 16:30:25 1 0.1000 0.3042019395086962
39
+ 38 16:31:50 0 0.1000 0.29249296243054956
40
+ 39 16:33:15 0 0.1000 0.29123804142958
41
+ 40 16:34:40 0 0.1000 0.2795813933627892
42
+ 41 16:36:05 0 0.1000 0.2771378314664847
43
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44
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45
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48
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49
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50
+ 49 16:47:27 0 0.1000 0.24815672673756564
51
+ 50 16:48:52 1 0.1000 0.2578841547564238
52
+ 51 16:50:17 0 0.1000 0.24639214638950704
53
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54
+ 53 16:53:06 0 0.1000 0.24215119744686386
55
+ 54 16:54:32 1 0.1000 0.24765821513307246
56
+ 55 16:55:57 0 0.1000 0.23628895010657702
57
+ 56 16:57:23 0 0.1000 0.22148121216723435
58
+ 57 16:58:48 1 0.1000 0.23176202213368083
59
+ 58 17:00:14 2 0.1000 0.2301542733477641
60
+ 59 17:01:38 3 0.1000 0.2264141108180526
61
+ 60 17:03:03 4 0.1000 0.22596683169278917
62
+ 61 17:04:28 0 0.0500 0.21379705926379824
63
+ 62 17:05:52 0 0.0500 0.20074274129222466
64
+ 63 17:07:17 0 0.0500 0.19190841278980805
65
+ 64 17:08:42 1 0.0500 0.19453441002700902
66
+ 65 17:10:07 2 0.0500 0.19527982951059372
67
+ 66 17:11:31 0 0.0500 0.17855786791519274
68
+ 67 17:12:55 1 0.0500 0.18614325552141364
69
+ 68 17:14:20 2 0.0500 0.18274250011183793
70
+ 69 17:15:44 0 0.0500 0.17844757173634782
71
+ 70 17:17:09 0 0.0500 0.1733783444130345
72
+ 71 17:18:36 0 0.0500 0.16866998975695688
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+ 72 17:20:01 0 0.0500 0.16380233282246923
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+ 74 17:22:59 2 0.0500 0.1719902559077438
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+ 76 17:25:49 0 0.0500 0.16360964344319287
78
+ 77 17:27:14 1 0.0500 0.1667842840705114
79
+ 78 17:28:39 0 0.0500 0.1629482010568056
80
+ 79 17:30:04 0 0.0500 0.16183482964016213
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+ 80 17:31:29 1 0.0500 0.1629872725262672
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+ 81 17:32:54 2 0.0500 0.16309744195093082
83
+ 82 17:34:19 0 0.0500 0.1605624380886932
84
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