bogdanraduta commited on
Commit
e2dd543
·
verified ·
1 Parent(s): e4a177f

Upload eval/calibration.json with huggingface_hub

Browse files
Files changed (1) hide show
  1. eval/calibration.json +278 -278
eval/calibration.json CHANGED
@@ -1,575 +1,575 @@
1
  {
2
  "threshold": 0.02,
3
  "objective": "recall_at_fpr",
4
- "value_on_val": 0.9926,
5
  "default_threshold": 0.5,
6
- "default_value_on_val": 0.9852,
7
- "improvement": 0.0074,
8
  "chosen_on": "validation split, never test",
9
  "curve": [
10
  {
11
  "threshold": 0.02,
12
- "macro_f1": 0.959,
13
- "any_label_recall": 0.9926,
14
- "any_label_fpr": 0.0089
15
  },
16
  {
17
  "threshold": 0.03,
18
- "macro_f1": 0.9659,
19
- "any_label_recall": 0.9907,
20
- "any_label_fpr": 0.0071
21
  },
22
  {
23
  "threshold": 0.04,
24
- "macro_f1": 0.9677,
25
  "any_label_recall": 0.9898,
26
- "any_label_fpr": 0.0062
27
  },
28
  {
29
  "threshold": 0.05,
30
- "macro_f1": 0.9687,
31
  "any_label_recall": 0.9898,
32
- "any_label_fpr": 0.0059
33
  },
34
  {
35
  "threshold": 0.06,
36
- "macro_f1": 0.9687,
37
  "any_label_recall": 0.9898,
38
- "any_label_fpr": 0.0059
39
  },
40
  {
41
  "threshold": 0.07,
42
- "macro_f1": 0.9692,
43
  "any_label_recall": 0.9898,
44
- "any_label_fpr": 0.0055
45
  },
46
  {
47
  "threshold": 0.08,
48
- "macro_f1": 0.9688,
49
  "any_label_recall": 0.9898,
50
- "any_label_fpr": 0.0052
51
  },
52
  {
53
  "threshold": 0.09,
54
- "macro_f1": 0.9692,
55
- "any_label_recall": 0.9889,
56
- "any_label_fpr": 0.0052
57
  },
58
  {
59
  "threshold": 0.1,
60
- "macro_f1": 0.9684,
61
- "any_label_recall": 0.988,
62
- "any_label_fpr": 0.0049
63
  },
64
  {
65
  "threshold": 0.11,
66
- "macro_f1": 0.968,
67
- "any_label_recall": 0.987,
68
- "any_label_fpr": 0.0049
69
  },
70
  {
71
  "threshold": 0.12,
72
- "macro_f1": 0.9686,
73
- "any_label_recall": 0.987,
74
- "any_label_fpr": 0.0049
75
  },
76
  {
77
  "threshold": 0.13,
78
- "macro_f1": 0.9692,
79
- "any_label_recall": 0.987,
80
- "any_label_fpr": 0.0043
81
  },
82
  {
83
  "threshold": 0.14,
84
- "macro_f1": 0.9696,
85
- "any_label_recall": 0.987,
86
- "any_label_fpr": 0.0043
87
  },
88
  {
89
  "threshold": 0.15,
90
- "macro_f1": 0.9699,
91
- "any_label_recall": 0.987,
92
- "any_label_fpr": 0.004
93
  },
94
  {
95
  "threshold": 0.16,
96
- "macro_f1": 0.9703,
97
- "any_label_recall": 0.987,
98
- "any_label_fpr": 0.004
99
  },
100
  {
101
  "threshold": 0.17,
102
- "macro_f1": 0.9703,
103
- "any_label_recall": 0.987,
104
- "any_label_fpr": 0.004
105
  },
106
  {
107
  "threshold": 0.18,
108
- "macro_f1": 0.9703,
109
- "any_label_recall": 0.987,
110
- "any_label_fpr": 0.004
111
  },
112
  {
113
  "threshold": 0.19,
114
- "macro_f1": 0.9713,
115
- "any_label_recall": 0.987,
116
- "any_label_fpr": 0.004
117
  },
118
  {
119
  "threshold": 0.2,
120
- "macro_f1": 0.9713,
121
- "any_label_recall": 0.987,
122
- "any_label_fpr": 0.004
123
  },
124
  {
125
  "threshold": 0.21,
126
- "macro_f1": 0.9717,
127
- "any_label_recall": 0.987,
128
- "any_label_fpr": 0.0037
129
  },
130
  {
131
  "threshold": 0.22,
132
- "macro_f1": 0.9717,
133
- "any_label_recall": 0.987,
134
- "any_label_fpr": 0.0037
135
  },
136
  {
137
  "threshold": 0.23,
138
- "macro_f1": 0.9717,
139
- "any_label_recall": 0.987,
140
- "any_label_fpr": 0.0037
141
  },
142
  {
143
  "threshold": 0.24,
144
- "macro_f1": 0.9717,
145
- "any_label_recall": 0.987,
146
- "any_label_fpr": 0.0037
147
  },
148
  {
149
  "threshold": 0.25,
150
- "macro_f1": 0.9717,
151
- "any_label_recall": 0.987,
152
- "any_label_fpr": 0.0037
153
  },
154
  {
155
  "threshold": 0.26,
156
- "macro_f1": 0.972,
157
- "any_label_recall": 0.987,
158
- "any_label_fpr": 0.0037
159
  },
160
  {
161
  "threshold": 0.27,
162
- "macro_f1": 0.972,
163
- "any_label_recall": 0.987,
164
- "any_label_fpr": 0.0037
165
  },
166
  {
167
  "threshold": 0.28,
168
- "macro_f1": 0.9716,
169
- "any_label_recall": 0.9861,
170
- "any_label_fpr": 0.0037
171
  },
172
  {
173
  "threshold": 0.29,
174
- "macro_f1": 0.9716,
175
- "any_label_recall": 0.9861,
176
- "any_label_fpr": 0.0037
177
  },
178
  {
179
  "threshold": 0.3,
180
- "macro_f1": 0.9722,
181
- "any_label_recall": 0.9861,
182
- "any_label_fpr": 0.0034
183
  },
184
  {
185
  "threshold": 0.31,
186
- "macro_f1": 0.9725,
187
- "any_label_recall": 0.9861,
188
- "any_label_fpr": 0.0034
189
  },
190
  {
191
  "threshold": 0.32,
192
- "macro_f1": 0.9725,
193
- "any_label_recall": 0.9861,
194
- "any_label_fpr": 0.0034
195
  },
196
  {
197
  "threshold": 0.33,
198
- "macro_f1": 0.9725,
199
- "any_label_recall": 0.9861,
200
- "any_label_fpr": 0.0034
201
  },
202
  {
203
  "threshold": 0.34,
204
- "macro_f1": 0.9731,
205
- "any_label_recall": 0.9861,
206
- "any_label_fpr": 0.0031
207
  },
208
  {
209
  "threshold": 0.35,
210
- "macro_f1": 0.9734,
211
- "any_label_recall": 0.9861,
212
- "any_label_fpr": 0.0031
213
  },
214
  {
215
  "threshold": 0.36,
216
- "macro_f1": 0.9728,
217
- "any_label_recall": 0.9852,
218
- "any_label_fpr": 0.0031
219
  },
220
  {
221
  "threshold": 0.37,
222
- "macro_f1": 0.9728,
223
- "any_label_recall": 0.9852,
224
- "any_label_fpr": 0.0031
225
  },
226
  {
227
  "threshold": 0.38,
228
- "macro_f1": 0.9728,
229
- "any_label_recall": 0.9852,
230
- "any_label_fpr": 0.0031
231
  },
232
  {
233
  "threshold": 0.39,
234
- "macro_f1": 0.9728,
235
- "any_label_recall": 0.9852,
236
- "any_label_fpr": 0.0031
237
  },
238
  {
239
  "threshold": 0.4,
240
- "macro_f1": 0.9728,
241
- "any_label_recall": 0.9852,
242
- "any_label_fpr": 0.0031
243
  },
244
  {
245
  "threshold": 0.41,
246
- "macro_f1": 0.9732,
247
- "any_label_recall": 0.9852,
248
- "any_label_fpr": 0.0028
249
  },
250
  {
251
  "threshold": 0.42,
252
- "macro_f1": 0.9732,
253
- "any_label_recall": 0.9852,
254
- "any_label_fpr": 0.0028
255
  },
256
  {
257
  "threshold": 0.43,
258
- "macro_f1": 0.9732,
259
- "any_label_recall": 0.9852,
260
- "any_label_fpr": 0.0028
261
  },
262
  {
263
  "threshold": 0.44,
264
- "macro_f1": 0.9732,
265
- "any_label_recall": 0.9852,
266
- "any_label_fpr": 0.0028
267
  },
268
  {
269
  "threshold": 0.45,
270
- "macro_f1": 0.9732,
271
- "any_label_recall": 0.9852,
272
- "any_label_fpr": 0.0028
273
  },
274
  {
275
  "threshold": 0.46,
276
- "macro_f1": 0.9732,
277
- "any_label_recall": 0.9852,
278
- "any_label_fpr": 0.0028
279
  },
280
  {
281
  "threshold": 0.47,
282
- "macro_f1": 0.9728,
283
- "any_label_recall": 0.9852,
284
- "any_label_fpr": 0.0028
285
  },
286
  {
287
  "threshold": 0.48,
288
- "macro_f1": 0.9732,
289
- "any_label_recall": 0.9852,
290
- "any_label_fpr": 0.0025
291
  },
292
  {
293
  "threshold": 0.49,
294
- "macro_f1": 0.9732,
295
- "any_label_recall": 0.9852,
296
- "any_label_fpr": 0.0025
297
  },
298
  {
299
  "threshold": 0.5,
300
- "macro_f1": 0.9728,
301
- "any_label_recall": 0.9852,
302
- "any_label_fpr": 0.0025
303
  },
304
  {
305
  "threshold": 0.51,
306
- "macro_f1": 0.9728,
307
- "any_label_recall": 0.9852,
308
- "any_label_fpr": 0.0025
309
  },
310
  {
311
  "threshold": 0.52,
312
- "macro_f1": 0.9724,
313
- "any_label_recall": 0.9852,
314
- "any_label_fpr": 0.0025
315
  },
316
  {
317
  "threshold": 0.53,
318
- "macro_f1": 0.9724,
319
- "any_label_recall": 0.9852,
320
- "any_label_fpr": 0.0025
321
  },
322
  {
323
  "threshold": 0.54,
324
- "macro_f1": 0.9724,
325
- "any_label_recall": 0.9852,
326
- "any_label_fpr": 0.0025
327
  },
328
  {
329
  "threshold": 0.55,
330
- "macro_f1": 0.9724,
331
- "any_label_recall": 0.9852,
332
- "any_label_fpr": 0.0025
333
  },
334
  {
335
  "threshold": 0.56,
336
- "macro_f1": 0.9721,
337
- "any_label_recall": 0.9852,
338
- "any_label_fpr": 0.0025
339
  },
340
  {
341
  "threshold": 0.57,
342
- "macro_f1": 0.9721,
343
- "any_label_recall": 0.9852,
344
- "any_label_fpr": 0.0025
345
  },
346
  {
347
  "threshold": 0.58,
348
- "macro_f1": 0.9724,
349
  "any_label_recall": 0.9852,
350
- "any_label_fpr": 0.0022
351
  },
352
  {
353
  "threshold": 0.59,
354
- "macro_f1": 0.9724,
355
  "any_label_recall": 0.9852,
356
- "any_label_fpr": 0.0022
357
  },
358
  {
359
  "threshold": 0.6,
360
- "macro_f1": 0.9724,
361
- "any_label_recall": 0.9852,
362
- "any_label_fpr": 0.0022
363
  },
364
  {
365
  "threshold": 0.61,
366
- "macro_f1": 0.9724,
367
- "any_label_recall": 0.9852,
368
- "any_label_fpr": 0.0022
369
  },
370
  {
371
  "threshold": 0.62,
372
- "macro_f1": 0.9724,
373
- "any_label_recall": 0.9852,
374
- "any_label_fpr": 0.0022
375
  },
376
  {
377
  "threshold": 0.63,
378
- "macro_f1": 0.9724,
379
- "any_label_recall": 0.9852,
380
- "any_label_fpr": 0.0022
381
  },
382
  {
383
  "threshold": 0.64,
384
- "macro_f1": 0.9724,
385
- "any_label_recall": 0.9852,
386
- "any_label_fpr": 0.0022
387
  },
388
  {
389
  "threshold": 0.65,
390
- "macro_f1": 0.9724,
391
- "any_label_recall": 0.9852,
392
- "any_label_fpr": 0.0022
393
  },
394
  {
395
  "threshold": 0.66,
396
- "macro_f1": 0.9724,
397
- "any_label_recall": 0.9852,
398
- "any_label_fpr": 0.0022
399
  },
400
  {
401
  "threshold": 0.67,
402
- "macro_f1": 0.9724,
403
- "any_label_recall": 0.9852,
404
- "any_label_fpr": 0.0022
405
  },
406
  {
407
  "threshold": 0.68,
408
- "macro_f1": 0.9724,
409
- "any_label_recall": 0.9852,
410
- "any_label_fpr": 0.0022
411
  },
412
  {
413
  "threshold": 0.69,
414
- "macro_f1": 0.9724,
415
- "any_label_recall": 0.9852,
416
- "any_label_fpr": 0.0022
417
  },
418
  {
419
  "threshold": 0.7,
420
- "macro_f1": 0.9724,
421
- "any_label_recall": 0.9852,
422
- "any_label_fpr": 0.0022
423
  },
424
  {
425
  "threshold": 0.71,
426
- "macro_f1": 0.9724,
427
- "any_label_recall": 0.9852,
428
- "any_label_fpr": 0.0022
429
  },
430
  {
431
  "threshold": 0.72,
432
- "macro_f1": 0.9724,
433
- "any_label_recall": 0.9852,
434
- "any_label_fpr": 0.0022
435
  },
436
  {
437
  "threshold": 0.73,
438
- "macro_f1": 0.9724,
439
- "any_label_recall": 0.9852,
440
- "any_label_fpr": 0.0022
441
  },
442
  {
443
  "threshold": 0.74,
444
- "macro_f1": 0.9717,
445
- "any_label_recall": 0.9852,
446
- "any_label_fpr": 0.0022
447
  },
448
  {
449
  "threshold": 0.75,
450
- "macro_f1": 0.9717,
451
- "any_label_recall": 0.9852,
452
- "any_label_fpr": 0.0022
453
  },
454
  {
455
  "threshold": 0.76,
456
- "macro_f1": 0.9713,
457
- "any_label_recall": 0.9852,
458
- "any_label_fpr": 0.0022
459
  },
460
  {
461
  "threshold": 0.77,
462
- "macro_f1": 0.9709,
463
- "any_label_recall": 0.9852,
464
- "any_label_fpr": 0.0022
465
  },
466
  {
467
  "threshold": 0.78,
468
- "macro_f1": 0.9706,
469
- "any_label_recall": 0.9852,
470
- "any_label_fpr": 0.0022
471
  },
472
  {
473
  "threshold": 0.79,
474
- "macro_f1": 0.9702,
475
- "any_label_recall": 0.9852,
476
- "any_label_fpr": 0.0022
477
  },
478
  {
479
  "threshold": 0.8,
480
- "macro_f1": 0.9702,
481
- "any_label_recall": 0.9852,
482
- "any_label_fpr": 0.0022
483
  },
484
  {
485
  "threshold": 0.81,
486
- "macro_f1": 0.9702,
487
- "any_label_recall": 0.9852,
488
- "any_label_fpr": 0.0022
489
  },
490
  {
491
  "threshold": 0.82,
492
- "macro_f1": 0.9702,
493
- "any_label_recall": 0.9852,
494
- "any_label_fpr": 0.0022
495
  },
496
  {
497
  "threshold": 0.83,
498
- "macro_f1": 0.9698,
499
- "any_label_recall": 0.9852,
500
- "any_label_fpr": 0.0022
501
  },
502
  {
503
  "threshold": 0.84,
504
- "macro_f1": 0.9698,
505
- "any_label_recall": 0.9852,
506
- "any_label_fpr": 0.0022
507
  },
508
  {
509
  "threshold": 0.85,
510
- "macro_f1": 0.9698,
511
- "any_label_recall": 0.9852,
512
- "any_label_fpr": 0.0022
513
  },
514
  {
515
  "threshold": 0.86,
516
- "macro_f1": 0.9692,
517
- "any_label_recall": 0.9843,
518
- "any_label_fpr": 0.0022
519
  },
520
  {
521
  "threshold": 0.87,
522
- "macro_f1": 0.9689,
523
- "any_label_recall": 0.9833,
524
- "any_label_fpr": 0.0022
525
  },
526
  {
527
  "threshold": 0.88,
528
- "macro_f1": 0.9685,
529
- "any_label_recall": 0.9833,
530
- "any_label_fpr": 0.0022
531
  },
532
  {
533
  "threshold": 0.89,
534
- "macro_f1": 0.9685,
535
- "any_label_recall": 0.9833,
536
- "any_label_fpr": 0.0022
537
  },
538
  {
539
  "threshold": 0.9,
540
- "macro_f1": 0.9679,
541
- "any_label_recall": 0.9824,
542
- "any_label_fpr": 0.0022
543
  },
544
  {
545
  "threshold": 0.91,
546
- "macro_f1": 0.9679,
547
- "any_label_recall": 0.9824,
548
- "any_label_fpr": 0.0022
549
  },
550
  {
551
  "threshold": 0.92,
552
- "macro_f1": 0.9679,
553
- "any_label_recall": 0.9824,
554
- "any_label_fpr": 0.0022
555
  },
556
  {
557
  "threshold": 0.93,
558
- "macro_f1": 0.9672,
559
- "any_label_recall": 0.9815,
560
- "any_label_fpr": 0.0022
561
  },
562
  {
563
  "threshold": 0.94,
564
- "macro_f1": 0.9671,
565
- "any_label_recall": 0.9796,
566
- "any_label_fpr": 0.0022
567
  },
568
  {
569
  "threshold": 0.95,
570
- "macro_f1": 0.9671,
571
- "any_label_recall": 0.9796,
572
- "any_label_fpr": 0.0022
573
  }
574
  ],
575
  "notes": [
 
1
  {
2
  "threshold": 0.02,
3
  "objective": "recall_at_fpr",
4
+ "value_on_val": 0.9907,
5
  "default_threshold": 0.5,
6
+ "default_value_on_val": 0.9861,
7
+ "improvement": 0.0046,
8
  "chosen_on": "validation split, never test",
9
  "curve": [
10
  {
11
  "threshold": 0.02,
12
+ "macro_f1": 0.9678,
13
+ "any_label_recall": 0.9907,
14
+ "any_label_fpr": 0.007
15
  },
16
  {
17
  "threshold": 0.03,
18
+ "macro_f1": 0.9693,
19
+ "any_label_recall": 0.9898,
20
+ "any_label_fpr": 0.0064
21
  },
22
  {
23
  "threshold": 0.04,
24
+ "macro_f1": 0.9705,
25
  "any_label_recall": 0.9898,
26
+ "any_label_fpr": 0.0058
27
  },
28
  {
29
  "threshold": 0.05,
30
+ "macro_f1": 0.9712,
31
  "any_label_recall": 0.9898,
32
+ "any_label_fpr": 0.0055
33
  },
34
  {
35
  "threshold": 0.06,
36
+ "macro_f1": 0.9729,
37
  "any_label_recall": 0.9898,
38
+ "any_label_fpr": 0.0052
39
  },
40
  {
41
  "threshold": 0.07,
42
+ "macro_f1": 0.9725,
43
  "any_label_recall": 0.9898,
44
+ "any_label_fpr": 0.0052
45
  },
46
  {
47
  "threshold": 0.08,
48
+ "macro_f1": 0.9723,
49
  "any_label_recall": 0.9898,
50
+ "any_label_fpr": 0.005
51
  },
52
  {
53
  "threshold": 0.09,
54
+ "macro_f1": 0.9727,
55
+ "any_label_recall": 0.9898,
56
+ "any_label_fpr": 0.005
57
  },
58
  {
59
  "threshold": 0.1,
60
+ "macro_f1": 0.9737,
61
+ "any_label_recall": 0.9898,
62
+ "any_label_fpr": 0.0044
63
  },
64
  {
65
  "threshold": 0.11,
66
+ "macro_f1": 0.9733,
67
+ "any_label_recall": 0.9898,
68
+ "any_label_fpr": 0.0044
69
  },
70
  {
71
  "threshold": 0.12,
72
+ "macro_f1": 0.9733,
73
+ "any_label_recall": 0.9898,
74
+ "any_label_fpr": 0.0044
75
  },
76
  {
77
  "threshold": 0.13,
78
+ "macro_f1": 0.9733,
79
+ "any_label_recall": 0.9898,
80
+ "any_label_fpr": 0.0044
81
  },
82
  {
83
  "threshold": 0.14,
84
+ "macro_f1": 0.9733,
85
+ "any_label_recall": 0.9889,
86
+ "any_label_fpr": 0.0044
87
  },
88
  {
89
  "threshold": 0.15,
90
+ "macro_f1": 0.9731,
91
+ "any_label_recall": 0.988,
92
+ "any_label_fpr": 0.0041
93
  },
94
  {
95
  "threshold": 0.16,
96
+ "macro_f1": 0.9731,
97
+ "any_label_recall": 0.988,
98
+ "any_label_fpr": 0.0041
99
  },
100
  {
101
  "threshold": 0.17,
102
+ "macro_f1": 0.9727,
103
+ "any_label_recall": 0.988,
104
+ "any_label_fpr": 0.0041
105
  },
106
  {
107
  "threshold": 0.18,
108
+ "macro_f1": 0.9722,
109
+ "any_label_recall": 0.988,
110
+ "any_label_fpr": 0.0041
111
  },
112
  {
113
  "threshold": 0.19,
114
+ "macro_f1": 0.9718,
115
+ "any_label_recall": 0.988,
116
+ "any_label_fpr": 0.0041
117
  },
118
  {
119
  "threshold": 0.2,
120
+ "macro_f1": 0.9718,
121
+ "any_label_recall": 0.988,
122
+ "any_label_fpr": 0.0041
123
  },
124
  {
125
  "threshold": 0.21,
126
+ "macro_f1": 0.9718,
127
+ "any_label_recall": 0.988,
128
+ "any_label_fpr": 0.0041
129
  },
130
  {
131
  "threshold": 0.22,
132
+ "macro_f1": 0.9718,
133
+ "any_label_recall": 0.988,
134
+ "any_label_fpr": 0.0041
135
  },
136
  {
137
  "threshold": 0.23,
138
+ "macro_f1": 0.9718,
139
+ "any_label_recall": 0.988,
140
+ "any_label_fpr": 0.0041
141
  },
142
  {
143
  "threshold": 0.24,
144
+ "macro_f1": 0.9714,
145
+ "any_label_recall": 0.988,
146
+ "any_label_fpr": 0.0041
147
  },
148
  {
149
  "threshold": 0.25,
150
+ "macro_f1": 0.9714,
151
+ "any_label_recall": 0.988,
152
+ "any_label_fpr": 0.0041
153
  },
154
  {
155
  "threshold": 0.26,
156
+ "macro_f1": 0.9714,
157
+ "any_label_recall": 0.988,
158
+ "any_label_fpr": 0.0041
159
  },
160
  {
161
  "threshold": 0.27,
162
+ "macro_f1": 0.9718,
163
+ "any_label_recall": 0.988,
164
+ "any_label_fpr": 0.0041
165
  },
166
  {
167
  "threshold": 0.28,
168
+ "macro_f1": 0.9718,
169
+ "any_label_recall": 0.988,
170
+ "any_label_fpr": 0.0041
171
  },
172
  {
173
  "threshold": 0.29,
174
+ "macro_f1": 0.9718,
175
+ "any_label_recall": 0.988,
176
+ "any_label_fpr": 0.0041
177
  },
178
  {
179
  "threshold": 0.3,
180
+ "macro_f1": 0.9718,
181
+ "any_label_recall": 0.988,
182
+ "any_label_fpr": 0.0041
183
  },
184
  {
185
  "threshold": 0.31,
186
+ "macro_f1": 0.9714,
187
+ "any_label_recall": 0.987,
188
+ "any_label_fpr": 0.0041
189
  },
190
  {
191
  "threshold": 0.32,
192
+ "macro_f1": 0.9714,
193
+ "any_label_recall": 0.987,
194
+ "any_label_fpr": 0.0041
195
  },
196
  {
197
  "threshold": 0.33,
198
+ "macro_f1": 0.9717,
199
+ "any_label_recall": 0.987,
200
+ "any_label_fpr": 0.0038
201
  },
202
  {
203
  "threshold": 0.34,
204
+ "macro_f1": 0.9717,
205
+ "any_label_recall": 0.987,
206
+ "any_label_fpr": 0.0038
207
  },
208
  {
209
  "threshold": 0.35,
210
+ "macro_f1": 0.9714,
211
+ "any_label_recall": 0.987,
212
+ "any_label_fpr": 0.0038
213
  },
214
  {
215
  "threshold": 0.36,
216
+ "macro_f1": 0.9713,
217
+ "any_label_recall": 0.987,
218
+ "any_label_fpr": 0.0038
219
  },
220
  {
221
  "threshold": 0.37,
222
+ "macro_f1": 0.9713,
223
+ "any_label_recall": 0.987,
224
+ "any_label_fpr": 0.0038
225
  },
226
  {
227
  "threshold": 0.38,
228
+ "macro_f1": 0.971,
229
+ "any_label_recall": 0.9861,
230
+ "any_label_fpr": 0.0038
231
  },
232
  {
233
  "threshold": 0.39,
234
+ "macro_f1": 0.971,
235
+ "any_label_recall": 0.9861,
236
+ "any_label_fpr": 0.0038
237
  },
238
  {
239
  "threshold": 0.4,
240
+ "macro_f1": 0.971,
241
+ "any_label_recall": 0.9861,
242
+ "any_label_fpr": 0.0038
243
  },
244
  {
245
  "threshold": 0.41,
246
+ "macro_f1": 0.971,
247
+ "any_label_recall": 0.9861,
248
+ "any_label_fpr": 0.0038
249
  },
250
  {
251
  "threshold": 0.42,
252
+ "macro_f1": 0.971,
253
+ "any_label_recall": 0.9861,
254
+ "any_label_fpr": 0.0038
255
  },
256
  {
257
  "threshold": 0.43,
258
+ "macro_f1": 0.9706,
259
+ "any_label_recall": 0.9861,
260
+ "any_label_fpr": 0.0038
261
  },
262
  {
263
  "threshold": 0.44,
264
+ "macro_f1": 0.9706,
265
+ "any_label_recall": 0.9861,
266
+ "any_label_fpr": 0.0038
267
  },
268
  {
269
  "threshold": 0.45,
270
+ "macro_f1": 0.971,
271
+ "any_label_recall": 0.9861,
272
+ "any_label_fpr": 0.0038
273
  },
274
  {
275
  "threshold": 0.46,
276
+ "macro_f1": 0.971,
277
+ "any_label_recall": 0.9861,
278
+ "any_label_fpr": 0.0038
279
  },
280
  {
281
  "threshold": 0.47,
282
+ "macro_f1": 0.9704,
283
+ "any_label_recall": 0.9861,
284
+ "any_label_fpr": 0.0038
285
  },
286
  {
287
  "threshold": 0.48,
288
+ "macro_f1": 0.9704,
289
+ "any_label_recall": 0.9861,
290
+ "any_label_fpr": 0.0038
291
  },
292
  {
293
  "threshold": 0.49,
294
+ "macro_f1": 0.9704,
295
+ "any_label_recall": 0.9861,
296
+ "any_label_fpr": 0.0038
297
  },
298
  {
299
  "threshold": 0.5,
300
+ "macro_f1": 0.9704,
301
+ "any_label_recall": 0.9861,
302
+ "any_label_fpr": 0.0038
303
  },
304
  {
305
  "threshold": 0.51,
306
+ "macro_f1": 0.9704,
307
+ "any_label_recall": 0.9861,
308
+ "any_label_fpr": 0.0038
309
  },
310
  {
311
  "threshold": 0.52,
312
+ "macro_f1": 0.9704,
313
+ "any_label_recall": 0.9861,
314
+ "any_label_fpr": 0.0038
315
  },
316
  {
317
  "threshold": 0.53,
318
+ "macro_f1": 0.9704,
319
+ "any_label_recall": 0.9861,
320
+ "any_label_fpr": 0.0038
321
  },
322
  {
323
  "threshold": 0.54,
324
+ "macro_f1": 0.9707,
325
+ "any_label_recall": 0.9861,
326
+ "any_label_fpr": 0.0035
327
  },
328
  {
329
  "threshold": 0.55,
330
+ "macro_f1": 0.9707,
331
+ "any_label_recall": 0.9861,
332
+ "any_label_fpr": 0.0035
333
  },
334
  {
335
  "threshold": 0.56,
336
+ "macro_f1": 0.9707,
337
+ "any_label_recall": 0.9861,
338
+ "any_label_fpr": 0.0035
339
  },
340
  {
341
  "threshold": 0.57,
342
+ "macro_f1": 0.9707,
343
+ "any_label_recall": 0.9861,
344
+ "any_label_fpr": 0.0035
345
  },
346
  {
347
  "threshold": 0.58,
348
+ "macro_f1": 0.9702,
349
  "any_label_recall": 0.9852,
350
+ "any_label_fpr": 0.0035
351
  },
352
  {
353
  "threshold": 0.59,
354
+ "macro_f1": 0.9702,
355
  "any_label_recall": 0.9852,
356
+ "any_label_fpr": 0.0035
357
  },
358
  {
359
  "threshold": 0.6,
360
+ "macro_f1": 0.9705,
361
+ "any_label_recall": 0.9843,
362
+ "any_label_fpr": 0.0035
363
  },
364
  {
365
  "threshold": 0.61,
366
+ "macro_f1": 0.9705,
367
+ "any_label_recall": 0.9843,
368
+ "any_label_fpr": 0.0035
369
  },
370
  {
371
  "threshold": 0.62,
372
+ "macro_f1": 0.9705,
373
+ "any_label_recall": 0.9843,
374
+ "any_label_fpr": 0.0035
375
  },
376
  {
377
  "threshold": 0.63,
378
+ "macro_f1": 0.9705,
379
+ "any_label_recall": 0.9843,
380
+ "any_label_fpr": 0.0035
381
  },
382
  {
383
  "threshold": 0.64,
384
+ "macro_f1": 0.9705,
385
+ "any_label_recall": 0.9843,
386
+ "any_label_fpr": 0.0035
387
  },
388
  {
389
  "threshold": 0.65,
390
+ "macro_f1": 0.9709,
391
+ "any_label_recall": 0.9843,
392
+ "any_label_fpr": 0.0035
393
  },
394
  {
395
  "threshold": 0.66,
396
+ "macro_f1": 0.9709,
397
+ "any_label_recall": 0.9843,
398
+ "any_label_fpr": 0.0035
399
  },
400
  {
401
  "threshold": 0.67,
402
+ "macro_f1": 0.9712,
403
+ "any_label_recall": 0.9843,
404
+ "any_label_fpr": 0.0032
405
  },
406
  {
407
  "threshold": 0.68,
408
+ "macro_f1": 0.9712,
409
+ "any_label_recall": 0.9843,
410
+ "any_label_fpr": 0.0032
411
  },
412
  {
413
  "threshold": 0.69,
414
+ "macro_f1": 0.9716,
415
+ "any_label_recall": 0.9843,
416
+ "any_label_fpr": 0.0032
417
  },
418
  {
419
  "threshold": 0.7,
420
+ "macro_f1": 0.9712,
421
+ "any_label_recall": 0.9843,
422
+ "any_label_fpr": 0.0032
423
  },
424
  {
425
  "threshold": 0.71,
426
+ "macro_f1": 0.9712,
427
+ "any_label_recall": 0.9843,
428
+ "any_label_fpr": 0.0032
429
  },
430
  {
431
  "threshold": 0.72,
432
+ "macro_f1": 0.9708,
433
+ "any_label_recall": 0.9843,
434
+ "any_label_fpr": 0.0032
435
  },
436
  {
437
  "threshold": 0.73,
438
+ "macro_f1": 0.9708,
439
+ "any_label_recall": 0.9843,
440
+ "any_label_fpr": 0.0032
441
  },
442
  {
443
  "threshold": 0.74,
444
+ "macro_f1": 0.9708,
445
+ "any_label_recall": 0.9843,
446
+ "any_label_fpr": 0.0032
447
  },
448
  {
449
  "threshold": 0.75,
450
+ "macro_f1": 0.9708,
451
+ "any_label_recall": 0.9843,
452
+ "any_label_fpr": 0.0032
453
  },
454
  {
455
  "threshold": 0.76,
456
+ "macro_f1": 0.9708,
457
+ "any_label_recall": 0.9843,
458
+ "any_label_fpr": 0.0032
459
  },
460
  {
461
  "threshold": 0.77,
462
+ "macro_f1": 0.9708,
463
+ "any_label_recall": 0.9843,
464
+ "any_label_fpr": 0.0032
465
  },
466
  {
467
  "threshold": 0.78,
468
+ "macro_f1": 0.9704,
469
+ "any_label_recall": 0.9833,
470
+ "any_label_fpr": 0.0032
471
  },
472
  {
473
  "threshold": 0.79,
474
+ "macro_f1": 0.9704,
475
+ "any_label_recall": 0.9833,
476
+ "any_label_fpr": 0.0032
477
  },
478
  {
479
  "threshold": 0.8,
480
+ "macro_f1": 0.9704,
481
+ "any_label_recall": 0.9833,
482
+ "any_label_fpr": 0.0032
483
  },
484
  {
485
  "threshold": 0.81,
486
+ "macro_f1": 0.9708,
487
+ "any_label_recall": 0.9833,
488
+ "any_label_fpr": 0.0029
489
  },
490
  {
491
  "threshold": 0.82,
492
+ "macro_f1": 0.9708,
493
+ "any_label_recall": 0.9833,
494
+ "any_label_fpr": 0.0029
495
  },
496
  {
497
  "threshold": 0.83,
498
+ "macro_f1": 0.9704,
499
+ "any_label_recall": 0.9833,
500
+ "any_label_fpr": 0.0029
501
  },
502
  {
503
  "threshold": 0.84,
504
+ "macro_f1": 0.971,
505
+ "any_label_recall": 0.9833,
506
+ "any_label_fpr": 0.0029
507
  },
508
  {
509
  "threshold": 0.85,
510
+ "macro_f1": 0.971,
511
+ "any_label_recall": 0.9833,
512
+ "any_label_fpr": 0.0029
513
  },
514
  {
515
  "threshold": 0.86,
516
+ "macro_f1": 0.9706,
517
+ "any_label_recall": 0.9833,
518
+ "any_label_fpr": 0.0029
519
  },
520
  {
521
  "threshold": 0.87,
522
+ "macro_f1": 0.9696,
523
+ "any_label_recall": 0.9824,
524
+ "any_label_fpr": 0.0029
525
  },
526
  {
527
  "threshold": 0.88,
528
+ "macro_f1": 0.9693,
529
+ "any_label_recall": 0.9815,
530
+ "any_label_fpr": 0.0029
531
  },
532
  {
533
  "threshold": 0.89,
534
+ "macro_f1": 0.9692,
535
+ "any_label_recall": 0.9815,
536
+ "any_label_fpr": 0.0026
537
  },
538
  {
539
  "threshold": 0.9,
540
+ "macro_f1": 0.9692,
541
+ "any_label_recall": 0.9815,
542
+ "any_label_fpr": 0.0026
543
  },
544
  {
545
  "threshold": 0.91,
546
+ "macro_f1": 0.9692,
547
+ "any_label_recall": 0.9806,
548
+ "any_label_fpr": 0.0023
549
  },
550
  {
551
  "threshold": 0.92,
552
+ "macro_f1": 0.9692,
553
+ "any_label_recall": 0.9806,
554
+ "any_label_fpr": 0.0023
555
  },
556
  {
557
  "threshold": 0.93,
558
+ "macro_f1": 0.9688,
559
+ "any_label_recall": 0.9806,
560
+ "any_label_fpr": 0.0023
561
  },
562
  {
563
  "threshold": 0.94,
564
+ "macro_f1": 0.9688,
565
+ "any_label_recall": 0.9806,
566
+ "any_label_fpr": 0.0023
567
  },
568
  {
569
  "threshold": 0.95,
570
+ "macro_f1": 0.9688,
571
+ "any_label_recall": 0.9806,
572
+ "any_label_fpr": 0.0023
573
  }
574
  ],
575
  "notes": [