Newer
Older
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
2023-11-26 23:59:27.557260: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
Using TensorFlow backend
Namespace(data_input='imu-bvp', feature_method='tsfresh', lbl_str='pss', model='elastic', overwrite=0, subject=2, test_standing=1, train_len=5, win_shift=0.2, win_size=12)
Using pre-set data id: 3
imu-bvp_rr_Pilot02_id3_combi5.0-7.0-10.0-12.0-15.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 0.364940
1 Pilot02 0 linreg ... -11.875765 0.070097 0.101171
2 Pilot02 0 linreg ... -11.069278 0.047023 0.271822
3 Pilot02 0 linreg ... -25.345517 0.016892 0.693177
4 Pilot02 0 linreg ... -15.299470 0.118749 0.005380
.. ... ... ... ... ... ... ...
546 Pilot02 3 linreg ... -16.926541 -0.011023 0.697489
547 Pilot02 3 linreg ... -0.948799 -0.007771 0.784065
548 Pilot03 2 elastic ... -1.758438 -0.126951 0.000069
549 Pilot03 2 elastic ... -1.925223 -0.070755 0.026920
550 Pilot02 3 elastic ... -5.596573 0.107220 0.000150
[551 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi5.0-7.0-10.0-12.0-17.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 0.364940
1 Pilot02 0 linreg ... -11.875765 0.070097 0.101171
2 Pilot02 0 linreg ... -11.069278 0.047023 0.271822
3 Pilot02 0 linreg ... -25.345517 0.016892 0.693177
4 Pilot02 0 linreg ... -15.299470 0.118749 0.005380
.. ... ... ... ... ... ... ...
549 Pilot03 2 elastic ... -1.925223 -0.070755 0.026920
550 Pilot02 3 elastic ... -5.596573 0.107220 0.000150
551 Pilot03 2 elastic ... -2.161178 -0.052695 0.099562
552 Pilot03 2 elastic ... -1.996716 -0.129399 0.000049
553 Pilot02 3 elastic ... -7.182356 0.069423 0.014245
[554 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi5.0-7.0-10.0-12.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/scipy/stats/_stats_py.py:4424: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
warnings.warn(stats.ConstantInputWarning(msg))
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 0.364940
1 Pilot02 0 linreg ... -11.875765 0.070097 0.101171
2 Pilot02 0 linreg ... -11.069278 0.047023 0.271822
3 Pilot02 0 linreg ... -25.345517 0.016892 0.693177
4 Pilot02 0 linreg ... -15.299470 0.118749 0.005380
.. ... ... ... ... ... ... ...
552 Pilot03 2 elastic ... -1.996716 -0.129399 0.000049
553 Pilot02 3 elastic ... -7.182356 0.069423 0.014245
554 Pilot03 2 elastic ... -2.473361 -0.103564 0.001181
555 Pilot03 2 elastic ... -2.166505 -0.051172 0.109753
556 Pilot02 3 elastic ... -3.104293 NaN NaN
[557 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi5.0-7.0-10.0-15.0-17.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 0.364940
1 Pilot02 0 linreg ... -11.875765 0.070097 0.101171
2 Pilot02 0 linreg ... -11.069278 0.047023 0.271822
3 Pilot02 0 linreg ... -25.345517 0.016892 0.693177
4 Pilot02 0 linreg ... -15.299470 0.118749 0.005380
.. ... ... ... ... ... ... ...
554 Pilot03 2 elastic ... -2.473361 -0.103564 0.001181
555 Pilot03 2 elastic ... -2.166505 -0.051172 0.109753
556 Pilot02 3 elastic ... -3.104293 NaN NaN
557 Pilot03 2 elastic ... -1.913436 -0.117161 0.000241
558 Pilot02 3 elastic ... -5.419605 0.029585 0.296716
[559 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi5.0-7.0-10.0-15.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 0.364940
1 Pilot02 0 linreg ... -11.875765 0.070097 0.101171
2 Pilot02 0 linreg ... -11.069278 0.047023 0.271822
3 Pilot02 0 linreg ... -25.345517 0.016892 0.693177
4 Pilot02 0 linreg ... -15.299470 0.118749 0.005380
.. ... ... ... ... ... ... ...
558 Pilot02 3 elastic ... -5.419605 0.029585 0.296716
559 Pilot03 2 elastic ... -2.370444 -0.110486 0.000537
560 Pilot03 2 elastic ... -2.268817 -0.092573 0.003761
561 Pilot03 2 elastic ... -1.844984 -0.102995 0.001258
562 Pilot02 3 elastic ... -1.737720 0.018534 0.513349
[563 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi5.0-7.0-10.0-17.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 0.364940
1 Pilot02 0 linreg ... -11.875765 0.070097 0.101171
2 Pilot02 0 linreg ... -11.069278 0.047023 0.271822
3 Pilot02 0 linreg ... -25.345517 0.016892 0.693177
4 Pilot02 0 linreg ... -15.299470 0.118749 0.005380
.. ... ... ... ... ... ... ...
561 Pilot03 2 elastic ... -1.844984 -0.102995 0.001258
562 Pilot02 3 elastic ... -1.737720 0.018534 0.513349
563 Pilot03 2 elastic ... -2.074848 -0.111489 0.000478
564 Pilot03 2 elastic ... -2.468988 -0.096367 0.002554
565 Pilot02 3 elastic ... -1.610216 -0.007174 0.800294
[566 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi5.0-7.0-12.0-15.0-17.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 0.364940
1 Pilot02 0 linreg ... -11.875765 0.070097 0.101171
2 Pilot02 0 linreg ... -11.069278 0.047023 0.271822
3 Pilot02 0 linreg ... -25.345517 0.016892 0.693177
4 Pilot02 0 linreg ... -15.299470 0.118749 0.005380
.. ... ... ... ... ... ... ...
564 Pilot03 2 elastic ... -2.468988 -0.096367 0.002554
565 Pilot02 3 elastic ... -1.610216 -0.007174 0.800294
566 Pilot03 2 elastic ... -2.274461 -0.073805 0.020982
567 Pilot03 2 elastic ... -1.732794 -0.102280 0.001360
568 Pilot02 3 elastic ... -3.323004 0.042106 0.137421
[569 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi5.0-7.0-12.0-15.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 3.649402e-01
1 Pilot02 0 linreg ... -11.875765 0.070097 1.011711e-01
2 Pilot02 0 linreg ... -11.069278 0.047023 2.718220e-01
3 Pilot02 0 linreg ... -25.345517 0.016892 6.931765e-01
4 Pilot02 0 linreg ... -15.299470 0.118749 5.380273e-03
.. ... ... ... ... ... ... ...
567 Pilot03 2 elastic ... -1.732794 -0.102280 1.360380e-03
568 Pilot02 3 elastic ... -3.323004 0.042106 1.374214e-01
569 Pilot03 2 elastic ... -1.298003 -0.060662 5.790618e-02
570 Pilot03 2 elastic ... -1.030237 -0.161102 4.088040e-07
571 Pilot02 3 elastic ... -2.548343 0.009285 7.433378e-01
[572 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi5.0-7.0-12.0-17.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 3.649402e-01
1 Pilot02 0 linreg ... -11.875765 0.070097 1.011711e-01
2 Pilot02 0 linreg ... -11.069278 0.047023 2.718220e-01
3 Pilot02 0 linreg ... -25.345517 0.016892 6.931765e-01
4 Pilot02 0 linreg ... -15.299470 0.118749 5.380273e-03
.. ... ... ... ... ... ... ...
569 Pilot03 2 elastic ... -1.298003 -0.060662 5.790618e-02
570 Pilot03 2 elastic ... -1.030237 -0.161102 4.088040e-07
571 Pilot02 3 elastic ... -2.548343 0.009285 7.433378e-01
572 Pilot03 2 elastic ... -1.815615 -0.193334 1.087464e-09
573 Pilot02 3 elastic ... -1.880238 -0.040916 1.488975e-01
[574 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi5.0-7.0-15.0-17.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 3.649402e-01
1 Pilot02 0 linreg ... -11.875765 0.070097 1.011711e-01
2 Pilot02 0 linreg ... -11.069278 0.047023 2.718220e-01
3 Pilot02 0 linreg ... -25.345517 0.016892 6.931765e-01
4 Pilot02 0 linreg ... -15.299470 0.118749 5.380273e-03
.. ... ... ... ... ... ... ...
572 Pilot03 2 elastic ... -1.815615 -0.193334 1.087464e-09
573 Pilot02 3 elastic ... -1.880238 -0.040916 1.488975e-01
574 Pilot03 2 elastic ... -1.328308 -0.136510 1.838231e-05
575 Pilot03 2 elastic ... -1.926497 -0.186432 4.243797e-09
576 Pilot02 3 elastic ... -2.947342 -0.007501 7.913772e-01
[577 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi5.0-10.0-12.0-15.0-17.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/scipy/stats/_stats_py.py:4461: NearConstantInputWarning: An input array is nearly constant; the computed correlation coefficient may be inaccurate.
warnings.warn(stats.NearConstantInputWarning(msg))
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 3.877603e-02 3.649402e-01
1 Pilot02 0 linreg ... -11.875765 7.009716e-02 1.011711e-01
2 Pilot02 0 linreg ... -11.069278 4.702307e-02 2.718220e-01
3 Pilot02 0 linreg ... -25.345517 1.689162e-02 6.931765e-01
4 Pilot02 0 linreg ... -15.299470 1.187485e-01 5.380273e-03
.. ... ... ... ... ... ... ...
574 Pilot03 2 elastic ... -1.328308 -1.365100e-01 1.838231e-05
575 Pilot03 2 elastic ... -1.926497 -1.864318e-01 4.243797e-09
576 Pilot02 3 elastic ... -2.947342 -7.501254e-03 7.913772e-01
577 Pilot03 2 elastic ... -0.806993 -1.393941e-01 1.213925e-05
578 Pilot02 3 elastic ... -2.285661 6.344185e-07 9.999821e-01
[579 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi5.0-10.0-12.0-15.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 3.877603e-02 0.364940
1 Pilot02 0 linreg ... -11.875765 7.009716e-02 0.101171
2 Pilot02 0 linreg ... -11.069278 4.702307e-02 0.271822
3 Pilot02 0 linreg ... -25.345517 1.689162e-02 0.693177
4 Pilot02 0 linreg ... -15.299470 1.187485e-01 0.005380
.. ... ... ... ... ... ... ...
576 Pilot02 3 elastic ... -2.947342 -7.501254e-03 0.791377
577 Pilot03 2 elastic ... -0.806993 -1.393941e-01 0.000012
578 Pilot02 3 elastic ... -2.285661 6.344185e-07 0.999982
579 Pilot03 2 elastic ... -0.123614 1.726530e-02 0.589689
580 Pilot02 3 elastic ... -1.856123 -3.904010e-02 0.168448
[581 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi5.0-10.0-12.0-17.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 3.877603e-02 0.364940
1 Pilot02 0 linreg ... -11.875765 7.009716e-02 0.101171
2 Pilot02 0 linreg ... -11.069278 4.702307e-02 0.271822
3 Pilot02 0 linreg ... -25.345517 1.689162e-02 0.693177
4 Pilot02 0 linreg ... -15.299470 1.187485e-01 0.005380
.. ... ... ... ... ... ... ...
577 Pilot03 2 elastic ... -0.806993 -1.393941e-01 0.000012
578 Pilot02 3 elastic ... -2.285661 6.344185e-07 0.999982
579 Pilot03 2 elastic ... -0.123614 1.726530e-02 0.589689
580 Pilot02 3 elastic ... -1.856123 -3.904010e-02 0.168448
581 Pilot02 3 elastic ... -1.560151 -4.462040e-02 0.115431
[582 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi5.0-10.0-15.0-17.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 3.877603e-02 0.364940
1 Pilot02 0 linreg ... -11.875765 7.009716e-02 0.101171
2 Pilot02 0 linreg ... -11.069278 4.702307e-02 0.271822
3 Pilot02 0 linreg ... -25.345517 1.689162e-02 0.693177
4 Pilot02 0 linreg ... -15.299470 1.187485e-01 0.005380
.. ... ... ... ... ... ... ...
578 Pilot02 3 elastic ... -2.285661 6.344185e-07 0.999982
579 Pilot03 2 elastic ... -0.123614 1.726530e-02 0.589689
580 Pilot02 3 elastic ... -1.856123 -3.904010e-02 0.168448
581 Pilot02 3 elastic ... -1.560151 -4.462040e-02 0.115431
582 Pilot02 3 elastic ... -1.242345 -4.401314e-02 0.120471
[583 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi5.0-12.0-15.0-17.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
/usr/local/lib/python3.8/dist-packages/scipy/stats/_stats_py.py:4424: ConstantInputWarning: An input array is constant; the correlation coefficient is not defined.
warnings.warn(stats.ConstantInputWarning(msg))
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 0.364940
1 Pilot02 0 linreg ... -11.875765 0.070097 0.101171
2 Pilot02 0 linreg ... -11.069278 0.047023 0.271822
3 Pilot02 0 linreg ... -25.345517 0.016892 0.693177
4 Pilot02 0 linreg ... -15.299470 0.118749 0.005380
.. ... ... ... ... ... ... ...
579 Pilot03 2 elastic ... -0.123614 0.017265 0.589689
580 Pilot02 3 elastic ... -1.856123 -0.039040 0.168448
581 Pilot02 3 elastic ... -1.560151 -0.044620 0.115431
582 Pilot02 3 elastic ... -1.242345 -0.044013 0.120471
583 Pilot02 3 elastic ... -1.023577 NaN NaN
[584 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi7.0-10.0-12.0-15.0-17.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 0.364940
1 Pilot02 0 linreg ... -11.875765 0.070097 0.101171
2 Pilot02 0 linreg ... -11.069278 0.047023 0.271822
3 Pilot02 0 linreg ... -25.345517 0.016892 0.693177
4 Pilot02 0 linreg ... -15.299470 0.118749 0.005380
.. ... ... ... ... ... ... ...
580 Pilot02 3 elastic ... -1.856123 -0.039040 0.168448
581 Pilot02 3 elastic ... -1.560151 -0.044620 0.115431
582 Pilot02 3 elastic ... -1.242345 -0.044013 0.120471
583 Pilot02 3 elastic ... -1.023577 NaN NaN
584 Pilot02 3 elastic ... -1.205065 -0.004848 0.864262
[585 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi7.0-10.0-12.0-15.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 0.364940
1 Pilot02 0 linreg ... -11.875765 0.070097 0.101171
2 Pilot02 0 linreg ... -11.069278 0.047023 0.271822
3 Pilot02 0 linreg ... -25.345517 0.016892 0.693177
4 Pilot02 0 linreg ... -15.299470 0.118749 0.005380
.. ... ... ... ... ... ... ...
581 Pilot02 3 elastic ... -1.560151 -0.044620 0.115431
582 Pilot02 3 elastic ... -1.242345 -0.044013 0.120471
583 Pilot02 3 elastic ... -1.023577 NaN NaN
584 Pilot02 3 elastic ... -1.205065 -0.004848 0.864262
585 Pilot02 3 elastic ... -0.963534 0.021076 0.457296
[586 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi7.0-10.0-12.0-17.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 0.364940
1 Pilot02 0 linreg ... -11.875765 0.070097 0.101171
2 Pilot02 0 linreg ... -11.069278 0.047023 0.271822
3 Pilot02 0 linreg ... -25.345517 0.016892 0.693177
4 Pilot02 0 linreg ... -15.299470 0.118749 0.005380
.. ... ... ... ... ... ... ...
582 Pilot02 3 elastic ... -1.242345 -0.044013 0.120471
583 Pilot02 3 elastic ... -1.023577 NaN NaN
584 Pilot02 3 elastic ... -1.205065 -0.004848 0.864262
585 Pilot02 3 elastic ... -0.963534 0.021076 0.457296
586 Pilot02 3 elastic ... -0.832011 0.014414 0.611245
[587 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi7.0-10.0-15.0-17.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 0.364940
1 Pilot02 0 linreg ... -11.875765 0.070097 0.101171
2 Pilot02 0 linreg ... -11.069278 0.047023 0.271822
3 Pilot02 0 linreg ... -25.345517 0.016892 0.693177
4 Pilot02 0 linreg ... -15.299470 0.118749 0.005380
.. ... ... ... ... ... ... ...
583 Pilot02 3 elastic ... -1.023577 NaN NaN
584 Pilot02 3 elastic ... -1.205065 -0.004848 0.864262
585 Pilot02 3 elastic ... -0.963534 0.021076 0.457296
586 Pilot02 3 elastic ... -0.832011 0.014414 0.611245
587 Pilot02 3 elastic ... -0.777954 0.006047 0.831128
[588 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi7.0-12.0-15.0-17.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 0.364940
1 Pilot02 0 linreg ... -11.875765 0.070097 0.101171
2 Pilot02 0 linreg ... -11.069278 0.047023 0.271822
3 Pilot02 0 linreg ... -25.345517 0.016892 0.693177
4 Pilot02 0 linreg ... -15.299470 0.118749 0.005380
.. ... ... ... ... ... ... ...
584 Pilot02 3 elastic ... -1.205065 -0.004848 0.864262
585 Pilot02 3 elastic ... -0.963534 0.021076 0.457296
586 Pilot02 3 elastic ... -0.832011 0.014414 0.611245
587 Pilot02 3 elastic ... -0.777954 0.006047 0.831128
588 Pilot02 3 elastic ... -4.740700 0.001226 0.965517
[589 rows x 18 columns]
imu-bvp_rr_Pilot02_id3_combi10.0-12.0-15.0-17.0-20.0
train
(100, 5485)
test
(1246, 5484)
---ElasticNet---
/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_coordinate_descent.py:1563: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
y = column_or_1d(y, warn=True)
adding new entry
subject config_id mdl_str ... r2 pearsonr_coeff pearsonr_pval
0 Pilot02 0 linreg ... -9.864563 0.038776 0.364940
1 Pilot02 0 linreg ... -11.875765 0.070097 0.101171
2 Pilot02 0 linreg ... -11.069278 0.047023 0.271822
3 Pilot02 0 linreg ... -25.345517 0.016892 0.693177
4 Pilot02 0 linreg ... -15.299470 0.118749 0.005380
.. ... ... ... ... ... ... ...
585 Pilot02 3 elastic ... -0.963534 0.021076 0.457296
586 Pilot02 3 elastic ... -0.832011 0.014414 0.611245
587 Pilot02 3 elastic ... -0.777954 0.006047 0.831128
588 Pilot02 3 elastic ... -4.740700 0.001226 0.965517
589 Pilot02 3 elastic ... -0.478754 -0.043455 0.125258
[590 rows x 18 columns]
Namespace(data_input='imu-bvp', feature_method='tsfresh', lbl_str='pss', model='elastic', overwrite=0, subject=2, test_standing=1, train_len=5, win_shift=0.2, win_size=12)