diff --git a/logs/singularity_3032252.out b/logs/singularity_3032252.out
index 61865688db3e9c0febe5546eced20e2887c6a9f5..10b9ad92cad7fe445aef61c1f0e548716a6e16f4 100644
--- a/logs/singularity_3032252.out
+++ b/logs/singularity_3032252.out
@@ -1030,3 +1030,1035 @@ minirocket transforming...
   warnings.warn(
 /usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+625  Pilot04          0  linreg  ...  -0.160009       -0.088094      0.005712
+626  Pilot04          0  linreg  ...  -0.200503       -0.123763      0.000100
+627  Pilot04          0  linreg  ...  -0.133096       -0.079106      0.013104
+628  Pilot04          0  linreg  ...  -0.139203       -0.136041      0.000019
+629  Pilot03          0     ard  ...  -4.258385       -0.106743      0.000827
+
+[630 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi5.0-10.0-12.0-15.0-20.0
+train
+(36156, 11)
+test
+(287283, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+627  Pilot04          0  linreg  ...  -0.133096       -0.079106      0.013104
+628  Pilot04          0  linreg  ...  -0.139203       -0.136041      0.000019
+629  Pilot03          0     ard  ...  -4.258385       -0.106743      0.000827
+630  Pilot02          0     ard  ...  -2.362024        0.051855      0.067277
+631  Pilot03          0     ard  ...  -2.034635       -0.114935      0.000316
+
+[632 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi5.0-10.0-12.0-17.0-20.0
+train
+(36036, 11)
+test
+(287283, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+628  Pilot04          0  linreg  ...  -0.139203       -0.136041      0.000019
+629  Pilot03          0     ard  ...  -4.258385       -0.106743      0.000827
+630  Pilot02          0     ard  ...  -2.362024        0.051855      0.067277
+631  Pilot03          0     ard  ...  -2.034635       -0.114935      0.000316
+632  Pilot03          0     ard  ...  -2.026901       -0.084295      0.008352
+
+[633 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi5.0-10.0-15.0-17.0-20.0
+train
+(36156, 11)
+test
+(287283, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+630  Pilot02          0     ard  ...  -2.362024        0.051855      0.067277
+631  Pilot03          0     ard  ...  -2.034635       -0.114935      0.000316
+632  Pilot03          0     ard  ...  -2.026901       -0.084295      0.008352
+633  Pilot02          0     ard  ...  -3.470123        0.049545      0.080429
+634  Pilot03          0     ard  ...  -1.562275       -0.080190      0.012120
+
+[635 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi5.0-12.0-15.0-17.0-20.0
+train
+(36156, 11)
+test
+(287283, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+632  Pilot03          0     ard  ...  -2.026901       -0.084295  8.352430e-03
+633  Pilot02          0     ard  ...  -3.470123        0.049545  8.042900e-02
+634  Pilot03          0     ard  ...  -1.562275       -0.080190  1.212027e-02
+635  Pilot02          0     ard  ...  -9.468866        0.151262  8.099474e-08
+636  Pilot03          0     ard  ...  -2.652662        0.039786  2.138171e-01
+
+[637 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi7.0-10.0-12.0-15.0-17.0
+train
+(36035, 11)
+test
+(287283, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+634  Pilot03          0     ard  ...  -1.562275       -0.080190  1.212027e-02
+635  Pilot02          0     ard  ...  -9.468866        0.151262  8.099474e-08
+636  Pilot03          0     ard  ...  -2.652662        0.039786  2.138171e-01
+637  Pilot02          0     ard  ...  -3.444907        0.000624  9.824472e-01
+638  Pilot03          0     ard  ...  -1.602787       -0.173916  4.407581e-08
+
+[639 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi7.0-10.0-12.0-15.0-20.0
+train
+(36155, 11)
+test
+(287283, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+636  Pilot03          0     ard  ...  -2.652662        0.039786  2.138171e-01
+637  Pilot02          0     ard  ...  -3.444907        0.000624  9.824472e-01
+638  Pilot03          0     ard  ...  -1.602787       -0.173916  4.407581e-08
+639  Pilot02          0     ard  ...  -5.518628        0.102224  3.012365e-04
+640  Pilot03          0     ard  ...  -2.034550        0.007832  8.067572e-01
+
+[641 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi7.0-10.0-12.0-17.0-20.0
+train
+(36035, 11)
+test
+(287283, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+638  Pilot03          0     ard  ...  -1.602787       -0.173916  4.407581e-08
+639  Pilot02          0     ard  ...  -5.518628        0.102224  3.012365e-04
+640  Pilot03          0     ard  ...  -2.034550        0.007832  8.067572e-01
+641  Pilot02          0     ard  ...  -4.047808        0.010640  7.075015e-01
+642  Pilot03          0     ard  ...  -1.946601       -0.049042  1.253624e-01
+
+[643 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi7.0-10.0-15.0-17.0-20.0
+train
+(36155, 11)
+test
+(287283, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+639  Pilot02          0     ard  ...  -5.518628        0.102224      0.000301
+640  Pilot03          0     ard  ...  -2.034550        0.007832      0.806757
+641  Pilot02          0     ard  ...  -4.047808        0.010640      0.707502
+642  Pilot03          0     ard  ...  -1.946601       -0.049042      0.125362
+643  Pilot03          0     ard  ...  -1.312091       -0.025990      0.416860
+
+[644 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi7.0-12.0-15.0-17.0-20.0
+train
+(36155, 11)
+test
+(287283, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+641  Pilot02          0     ard  ...  -4.047808        0.010640      0.707502
+642  Pilot03          0     ard  ...  -1.946601       -0.049042      0.125362
+643  Pilot03          0     ard  ...  -1.312091       -0.025990      0.416860
+644  Pilot02          0     ard  ...  -5.986425        0.042406      0.134641
+645  Pilot03          0     ard  ...  -0.872264       -0.018264      0.568353
+
+[646 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi10.0-12.0-15.0-17.0-20.0
+train
+(36155, 11)
+test
+(287283, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+643  Pilot03          0     ard  ...  -1.312091       -0.025990      0.416860
+644  Pilot02          0     ard  ...  -5.986425        0.042406      0.134641
+645  Pilot03          0     ard  ...  -0.872264       -0.018264      0.568353
+646  Pilot02          0     ard  ...  -2.788507        0.104546      0.000218
+647  Pilot03          0     ard  ...  -0.116117        0.042350      0.185727
+
+[648 rows x 18 columns]
+Namespace(data_input='imu-bvp', feature_method='minirocket', lbl_str='pss', model='ard', overwrite=0, subject=3, test_standing=1, train_len=5, win_shift=0.2, win_size=12)
diff --git a/logs/singularity_4028191.out b/logs/singularity_4028191.out
index 02ed2c6e7e8b12e41df08647f30e8be0b8def86e..0f86a2c5426f5b70b1c38ed2ffed9152a65d66f8 100644
--- a/logs/singularity_4028191.out
+++ b/logs/singularity_4028191.out
@@ -765,3 +765,1301 @@ minirocket transforming...
   warnings.warn(
 /usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+616  Pilot04          0  linreg  ...  -0.217618       -0.089029      0.005217
+617  Pilot04          0  linreg  ...  -0.160362       -0.055129      0.084068
+618  Pilot04          0  linreg  ...  -0.205240       -0.111081      0.000485
+619  Pilot04          0  linreg  ...  -0.180771       -0.098364      0.002018
+620  Pilot02          0     ard  ...  -3.311781        0.029227      0.302609
+
+[621 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi5.0-7.0-12.0-17.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+626  Pilot04          0  linreg  ...  -0.200503       -0.123763      0.000100
+627  Pilot04          0  linreg  ...  -0.133096       -0.079106      0.013104
+628  Pilot04          0  linreg  ...  -0.139203       -0.136041      0.000019
+629  Pilot03          0     ard  ...  -4.258385       -0.106743      0.000827
+630  Pilot02          0     ard  ...  -2.362024        0.051855      0.067277
+
+[631 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi5.0-7.0-15.0-17.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+629  Pilot03          0     ard  ...  -4.258385       -0.106743      0.000827
+630  Pilot02          0     ard  ...  -2.362024        0.051855      0.067277
+631  Pilot03          0     ard  ...  -2.034635       -0.114935      0.000316
+632  Pilot03          0     ard  ...  -2.026901       -0.084295      0.008352
+633  Pilot02          0     ard  ...  -3.470123        0.049545      0.080429
+
+[634 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi5.0-10.0-12.0-15.0-17.0
+train
+(35921, 11)
+test
+(364536, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+631  Pilot03          0     ard  ...  -2.034635       -0.114935  3.161384e-04
+632  Pilot03          0     ard  ...  -2.026901       -0.084295  8.352430e-03
+633  Pilot02          0     ard  ...  -3.470123        0.049545  8.042900e-02
+634  Pilot03          0     ard  ...  -1.562275       -0.080190  1.212027e-02
+635  Pilot02          0     ard  ...  -9.468866        0.151262  8.099474e-08
+
+[636 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi5.0-10.0-12.0-15.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+633  Pilot02          0     ard  ...  -3.470123        0.049545  8.042900e-02
+634  Pilot03          0     ard  ...  -1.562275       -0.080190  1.212027e-02
+635  Pilot02          0     ard  ...  -9.468866        0.151262  8.099474e-08
+636  Pilot03          0     ard  ...  -2.652662        0.039786  2.138171e-01
+637  Pilot02          0     ard  ...  -3.444907        0.000624  9.824472e-01
+
+[638 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi5.0-10.0-12.0-17.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+635  Pilot02          0     ard  ...  -9.468866        0.151262  8.099474e-08
+636  Pilot03          0     ard  ...  -2.652662        0.039786  2.138171e-01
+637  Pilot02          0     ard  ...  -3.444907        0.000624  9.824472e-01
+638  Pilot03          0     ard  ...  -1.602787       -0.173916  4.407581e-08
+639  Pilot02          0     ard  ...  -5.518628        0.102224  3.012365e-04
+
+[640 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi5.0-10.0-15.0-17.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+637  Pilot02          0     ard  ...  -3.444907        0.000624  9.824472e-01
+638  Pilot03          0     ard  ...  -1.602787       -0.173916  4.407581e-08
+639  Pilot02          0     ard  ...  -5.518628        0.102224  3.012365e-04
+640  Pilot03          0     ard  ...  -2.034550        0.007832  8.067572e-01
+641  Pilot02          0     ard  ...  -4.047808        0.010640  7.075015e-01
+
+[642 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi5.0-12.0-15.0-17.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+640  Pilot03          0     ard  ...  -2.034550        0.007832      0.806757
+641  Pilot02          0     ard  ...  -4.047808        0.010640      0.707502
+642  Pilot03          0     ard  ...  -1.946601       -0.049042      0.125362
+643  Pilot03          0     ard  ...  -1.312091       -0.025990      0.416860
+644  Pilot02          0     ard  ...  -5.986425        0.042406      0.134641
+
+[645 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi7.0-10.0-12.0-15.0-17.0
+train
+(35920, 11)
+test
+(364536, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+642  Pilot03          0     ard  ...  -1.946601       -0.049042      0.125362
+643  Pilot03          0     ard  ...  -1.312091       -0.025990      0.416860
+644  Pilot02          0     ard  ...  -5.986425        0.042406      0.134641
+645  Pilot03          0     ard  ...  -0.872264       -0.018264      0.568353
+646  Pilot02          0     ard  ...  -2.788507        0.104546      0.000218
+
+[647 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi7.0-10.0-12.0-15.0-20.0
+train
+(35920, 11)
+test
+(364536, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+644  Pilot02          0     ard  ...  -5.986425        0.042406      0.134641
+645  Pilot03          0     ard  ...  -0.872264       -0.018264      0.568353
+646  Pilot02          0     ard  ...  -2.788507        0.104546      0.000218
+647  Pilot03          0     ard  ...  -0.116117        0.042350      0.185727
+648  Pilot02          0     ard  ...  -1.383741       -0.000775      0.978195
+
+[649 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi7.0-10.0-12.0-17.0-20.0
+train
+(35920, 11)
+test
+(364536, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+645  Pilot03          0     ard  ...  -0.872264       -0.018264      0.568353
+646  Pilot02          0     ard  ...  -2.788507        0.104546      0.000218
+647  Pilot03          0     ard  ...  -0.116117        0.042350      0.185727
+648  Pilot02          0     ard  ...  -1.383741       -0.000775      0.978195
+649  Pilot02          0     ard  ...  -1.373163       -0.018246      0.519927
+
+[650 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi7.0-10.0-15.0-17.0-20.0
+train
+(35920, 11)
+test
+(364536, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+646  Pilot02          0     ard  ...  -2.788507        0.104546      0.000218
+647  Pilot03          0     ard  ...  -0.116117        0.042350      0.185727
+648  Pilot02          0     ard  ...  -1.383741       -0.000775      0.978195
+649  Pilot02          0     ard  ...  -1.373163       -0.018246      0.519927
+650  Pilot02          0     ard  ...  -0.843614       -0.027689      0.328764
+
+[651 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi7.0-12.0-15.0-17.0-20.0
+train
+(35920, 11)
+test
+(364536, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+647  Pilot03          0     ard  ...  -0.116117        0.042350      0.185727
+648  Pilot02          0     ard  ...  -1.383741       -0.000775      0.978195
+649  Pilot02          0     ard  ...  -1.373163       -0.018246      0.519927
+650  Pilot02          0     ard  ...  -0.843614       -0.027689      0.328764
+651  Pilot02          0     ard  ...  -0.483776        0.012526      0.658679
+
+[652 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi10.0-12.0-15.0-17.0-20.0
+train
+(35920, 11)
+test
+(364536, 10)
+minirocket transforming...
+---ARD---
+/usr/local/lib/python3.8/dist-packages/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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/sklearn/linear_model/_bayes.py:53: FutureWarning: 'n_iter' was renamed to 'max_iter' in version 1.3 and will be removed in 1.5
+  warnings.warn(
+/usr/local/lib/python3.8/dist-packages/sklearn/utils/validation.py:1184: 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
+..       ...        ...     ...  ...        ...             ...           ...
+648  Pilot02          0     ard  ...  -1.383741       -0.000775      0.978195
+649  Pilot02          0     ard  ...  -1.373163       -0.018246      0.519927
+650  Pilot02          0     ard  ...  -0.843614       -0.027689      0.328764
+651  Pilot02          0     ard  ...  -0.483776        0.012526      0.658679
+652  Pilot02          0     ard  ...  -0.740169       -0.081858      0.003835
+
+[653 rows x 18 columns]
+Namespace(data_input='imu-bvp', feature_method='minirocket', lbl_str='pss', model='ard', overwrite=0, subject=2, test_standing=1, train_len=5, win_shift=0.2, win_size=12)
diff --git a/regress_rr.py b/regress_rr.py
index c71f4ce60efea5a081249d6b91535ed687f7fff6..112f84c2d4d26f83ffb6f3f67735825deb3d93df 100644
--- a/regress_rr.py
+++ b/regress_rr.py
@@ -1440,6 +1440,7 @@ def arg_parser():
                        )
     parser.add_argument('-l', '--lbl_str', type=str,
                         default='pss',
+                        choices=['pss', 'br']
                        )
     parser.add_argument('-tl', '--train_len', type=int,
                         default=5,
@@ -1518,8 +1519,7 @@ if __name__ == '__main__':
 
         for subject in subjects:
             rr_func(subject)
-
-    if subject > 0 and method == 'dsp':
+    elif subject > 0 and method == 'dsp':
         subject = subject_pre_string+str(subject).zfill(2)
         imu_rr_dsp(subject,
                    window_size=window_size,
@@ -1528,7 +1528,6 @@ if __name__ == '__main__':
                    overwrite=overwrite,
                    train_len=train_len,
                    test_standing=test_standing)
-
     elif subject <= 0 and method == 'ml':
         subjects = [subject_pre_string+str(i).zfill(2) for i in \
                     range(2, n_subject_max+1)]