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)