Hugging Face's logo

Datasets:
4rooms
/
sleeptransformer-phan-embeddings

Languages:
English
Size:
10K<n<100K
Tags:
sleep-staging
eeg
embeddings
physioex
sleeptransformer
License:
Dataset card Files
xet
 Community
4rooms commited on
Commit
a554519
·
verified ·
1 Parent(s): a0e8833

Upload shhs_visit1/linear_probe_results.json with huggingface_hub

Browse files
Files changed (1) hide show
  1. shhs_visit1/linear_probe_results.json +397 -0
shhs_visit1/linear_probe_results.json ADDED
@@ -0,0 +1,397 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "model_name": "sleeptransformer-phan",
3
+ "dataset_name": "shhs_visit1",
4
+ "n_folds": 5,
5
+ "n_classes": 5,
6
+ "class_names": [
7
+ "W",
8
+ "N1",
9
+ "N2",
10
+ "N3",
11
+ "REM"
12
+ ],
13
+ "n_subjects": 5793,
14
+ "probe_config": {
15
+ "max_epochs": 100,
16
+ "lr": 0.001,
17
+ "weight_decay": 0.0001,
18
+ "batch_size": 512
19
+ },
20
+ "per_fold": [
21
+ {
22
+ "fold": 0,
23
+ "accuracy": 0.8827,
24
+ "macro_f1": 0.8175,
25
+ "kappa": 0.8336,
26
+ "per_class_f1": {
27
+ "W": 0.9238,
28
+ "N1": 0.5175,
29
+ "N2": 0.8952,
30
+ "N3": 0.8428,
31
+ "REM": 0.9083
32
+ },
33
+ "support": {
34
+ "W": 233771,
35
+ "N1": 42922,
36
+ "N2": 473239,
37
+ "N3": 150242,
38
+ "REM": 162392
39
+ },
40
+ "n_train_subjects": 4634,
41
+ "n_test_subjects": 1159,
42
+ "n_train_epochs": 4278637,
43
+ "n_test_epochs": 1062566,
44
+ "confusion_matrix": [
45
+ [
46
+ 216313,
47
+ 4745,
48
+ 9291,
49
+ 628,
50
+ 2794
51
+ ],
52
+ [
53
+ 7994,
54
+ 19728,
55
+ 10941,
56
+ 6,
57
+ 4253
58
+ ],
59
+ [
60
+ 7738,
61
+ 7519,
62
+ 427948,
63
+ 18969,
64
+ 11065
65
+ ],
66
+ [
67
+ 391,
68
+ 2,
69
+ 26027,
70
+ 123758,
71
+ 64
72
+ ],
73
+ [
74
+ 2120,
75
+ 1333,
76
+ 8623,
77
+ 92,
78
+ 150224
79
+ ]
80
+ ]
81
+ },
82
+ {
83
+ "fold": 1,
84
+ "accuracy": 0.8845,
85
+ "macro_f1": 0.8199,
86
+ "kappa": 0.8356,
87
+ "per_class_f1": {
88
+ "W": 0.9179,
89
+ "N1": 0.5197,
90
+ "N2": 0.9003,
91
+ "N3": 0.8522,
92
+ "REM": 0.9095
93
+ },
94
+ "support": {
95
+ "W": 236511,
96
+ "N1": 44970,
97
+ "N2": 482559,
98
+ "N3": 143497,
99
+ "REM": 162506
100
+ },
101
+ "n_train_subjects": 4634,
102
+ "n_test_subjects": 1159,
103
+ "n_train_epochs": 4271160,
104
+ "n_test_epochs": 1070043,
105
+ "confusion_matrix": [
106
+ [
107
+ 216611,
108
+ 6472,
109
+ 10036,
110
+ 563,
111
+ 2829
112
+ ],
113
+ [
114
+ 7472,
115
+ 21414,
116
+ 12575,
117
+ 14,
118
+ 3495
119
+ ],
120
+ [
121
+ 8068,
122
+ 7311,
123
+ 437564,
124
+ 18973,
125
+ 10643
126
+ ],
127
+ [
128
+ 705,
129
+ 16,
130
+ 21539,
131
+ 121114,
132
+ 123
133
+ ],
134
+ [
135
+ 2611,
136
+ 2225,
137
+ 7821,
138
+ 76,
139
+ 149773
140
+ ]
141
+ ]
142
+ },
143
+ {
144
+ "fold": 2,
145
+ "accuracy": 0.8879,
146
+ "macro_f1": 0.8178,
147
+ "kappa": 0.8406,
148
+ "per_class_f1": {
149
+ "W": 0.9235,
150
+ "N1": 0.4927,
151
+ "N2": 0.8998,
152
+ "N3": 0.8568,
153
+ "REM": 0.916
154
+ },
155
+ "support": {
156
+ "W": 232634,
157
+ "N1": 43197,
158
+ "N2": 480857,
159
+ "N3": 151318,
160
+ "REM": 167638
161
+ },
162
+ "n_train_subjects": 4634,
163
+ "n_test_subjects": 1159,
164
+ "n_train_epochs": 4265559,
165
+ "n_test_epochs": 1075644,
166
+ "confusion_matrix": [
167
+ [
168
+ 215149,
169
+ 4280,
170
+ 10137,
171
+ 610,
172
+ 2458
173
+ ],
174
+ [
175
+ 8589,
176
+ 17576,
177
+ 13386,
178
+ 6,
179
+ 3640
180
+ ],
181
+ [
182
+ 7489,
183
+ 5049,
184
+ 437380,
185
+ 20886,
186
+ 10053
187
+ ],
188
+ [
189
+ 192,
190
+ 0,
191
+ 21421,
192
+ 129608,
193
+ 97
194
+ ],
195
+ [
196
+ 1883,
197
+ 1247,
198
+ 9017,
199
+ 103,
200
+ 155388
201
+ ]
202
+ ]
203
+ },
204
+ {
205
+ "fold": 3,
206
+ "accuracy": 0.8876,
207
+ "macro_f1": 0.8196,
208
+ "kappa": 0.8393,
209
+ "per_class_f1": {
210
+ "W": 0.9244,
211
+ "N1": 0.5096,
212
+ "N2": 0.9014,
213
+ "N3": 0.8525,
214
+ "REM": 0.9103
215
+ },
216
+ "support": {
217
+ "W": 233319,
218
+ "N1": 43150,
219
+ "N2": 486362,
220
+ "N3": 143687,
221
+ "REM": 164549
222
+ },
223
+ "n_train_subjects": 4635,
224
+ "n_test_subjects": 1158,
225
+ "n_train_epochs": 4270136,
226
+ "n_test_epochs": 1071067,
227
+ "confusion_matrix": [
228
+ [
229
+ 215544,
230
+ 4909,
231
+ 9613,
232
+ 420,
233
+ 2833
234
+ ],
235
+ [
236
+ 7576,
237
+ 19053,
238
+ 12561,
239
+ 7,
240
+ 3953
241
+ ],
242
+ [
243
+ 7850,
244
+ 5816,
245
+ 442057,
246
+ 20234,
247
+ 10405
248
+ ],
249
+ [
250
+ 196,
251
+ 1,
252
+ 21290,
253
+ 122150,
254
+ 50
255
+ ],
256
+ [
257
+ 1856,
258
+ 1844,
259
+ 8926,
260
+ 65,
261
+ 151858
262
+ ]
263
+ ]
264
+ },
265
+ {
266
+ "fold": 4,
267
+ "accuracy": 0.8876,
268
+ "macro_f1": 0.8234,
269
+ "kappa": 0.8406,
270
+ "per_class_f1": {
271
+ "W": 0.9244,
272
+ "N1": 0.5214,
273
+ "N2": 0.9001,
274
+ "N3": 0.8568,
275
+ "REM": 0.9142
276
+ },
277
+ "support": {
278
+ "W": 233049,
279
+ "N1": 43344,
280
+ "N2": 474443,
281
+ "N3": 150659,
282
+ "REM": 160388
283
+ },
284
+ "n_train_subjects": 4635,
285
+ "n_test_subjects": 1158,
286
+ "n_train_epochs": 4279320,
287
+ "n_test_epochs": 1061883,
288
+ "confusion_matrix": [
289
+ [
290
+ 215172,
291
+ 5075,
292
+ 9489,
293
+ 572,
294
+ 2741
295
+ ],
296
+ [
297
+ 8079,
298
+ 20285,
299
+ 11103,
300
+ 10,
301
+ 3867
302
+ ],
303
+ [
304
+ 7380,
305
+ 7310,
306
+ 428973,
307
+ 20328,
308
+ 10452
309
+ ],
310
+ [
311
+ 237,
312
+ 6,
313
+ 21737,
314
+ 128629,
315
+ 50
316
+ ],
317
+ [
318
+ 1630,
319
+ 1790,
320
+ 7457,
321
+ 68,
322
+ 149443
323
+ ]
324
+ ]
325
+ }
326
+ ],
327
+ "pooled": {
328
+ "accuracy": 0.8861,
329
+ "macro_f1": 0.8197,
330
+ "kappa": 0.838,
331
+ "per_class_f1": {
332
+ "W": 0.9228,
333
+ "N1": 0.5126,
334
+ "N2": 0.8994,
335
+ "N3": 0.8523,
336
+ "REM": 0.9117
337
+ },
338
+ "support": {
339
+ "W": 1169284,
340
+ "N1": 217583,
341
+ "N2": 2397460,
342
+ "N3": 739403,
343
+ "REM": 817473
344
+ },
345
+ "confusion_matrix": [
346
+ [
347
+ 1078789,
348
+ 25481,
349
+ 48566,
350
+ 2793,
351
+ 13655
352
+ ],
353
+ [
354
+ 39710,
355
+ 98056,
356
+ 60566,
357
+ 43,
358
+ 19208
359
+ ],
360
+ [
361
+ 38525,
362
+ 33005,
363
+ 2173922,
364
+ 99390,
365
+ 52618
366
+ ],
367
+ [
368
+ 1721,
369
+ 25,
370
+ 112014,
371
+ 625259,
372
+ 384
373
+ ],
374
+ [
375
+ 10100,
376
+ 8439,
377
+ 41844,
378
+ 404,
379
+ 756686
380
+ ]
381
+ ]
382
+ },
383
+ "mean_std": {
384
+ "accuracy": {
385
+ "mean": 0.8861,
386
+ "std": 0.0021
387
+ },
388
+ "macro_f1": {
389
+ "mean": 0.8196,
390
+ "std": 0.0021
391
+ },
392
+ "kappa": {
393
+ "mean": 0.8379,
394
+ "std": 0.0028
395
+ }
396
+ }
397
+ }