From 22a6af406fdc98a153a933db28cff690707e03c1 Mon Sep 17 00:00:00 2001
From: Raymond Chia <rqchia@janus0.ihpc.uts.edu.au>
Date: Tue, 28 Nov 2023 17:30:28 +1100
Subject: [PATCH] median fs

---
 logs/singularity_3017003.out                  |  539 +++++++
 logs/singularity_3032252.out                  | 1032 +++++++++++++
 logs/singularity_3996020.out                  | 1296 +++++++++++++++++
 logs/singularity_4028191.out                  |  767 ++++++++++
 .../digitalsignalprocessing.cpython-38.pyc    |  Bin 27238 -> 27254 bytes
 regress_rr.py                                 |  169 ++-
 6 files changed, 3778 insertions(+), 25 deletions(-)
 create mode 100644 logs/singularity_3017003.out
 create mode 100644 logs/singularity_3032252.out
 create mode 100644 logs/singularity_3996020.out
 create mode 100644 logs/singularity_4028191.out

diff --git a/logs/singularity_3017003.out b/logs/singularity_3017003.out
new file mode 100644
index 0000000..fe1a5ff
--- /dev/null
+++ b/logs/singularity_3017003.out
@@ -0,0 +1,539 @@
+2023-11-28 10:58:32.977686: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
+To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
+Using TensorFlow backend
+Namespace(data_input='imu-bvp', feature_method='None', lbl_str='pss', model='cnn1d', overwrite=0, subject=3, test_standing=1, train_len=5, win_shift=0.2, win_size=12)
+Using pre-set data id:  1
+imu-bvp_rr_Pilot03_id1_combi5.0-7.0-10.0-12.0-15.0
+train
+(36036, 11)
+test
+(287283, 10)
+---CNN1D---
+2023-11-28 11:01:19.316912: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:21.859053: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:21.859313: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+input shape:  (1440, 7)
+x shape:  (121, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot03/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot03_id1_combi5.0-7.0-10.0-12.0-15.0/bayesianoptimization/tuner0.json
+{'n_layers': 5, 'filter_unit0': 128, 'filter_unit1': 128, 'filter_unit2': 256, 'filter_unit3': 128, 'filter_unit4': 128, 'kernel_size0': 5, 'kernel_size1': 5, 'kernel_size2': 4, 'kernel_size3': 2, 'kernel_size4': 4, 'pool_size0': 2, 'pool_size1': 1, 'pool_size2': 2, 'pool_size3': 4, 'pool_size4': 3, 'stride_size0': 2, 'stride_size1': 3, 'stride_size2': 3, 'stride_size3': 2, 'stride_size4': 2, 'dropout0': 0.1, 'dropout1': 0.30000000000000004, 'dropout2': 0.4, 'dropout3': 0.4, 'dropout4': 0.2}
+2023-11-28 11:01:22.280589: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:22.280820: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:22.280967: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:39.319477: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:39.319742: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:39.319904: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:39.320037: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1639] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 14720 MB memory:  -> device: 0, name: Quadro RTX 5000, pci bus id: 0000:0b:00.0, compute capability: 7.5
+2023-11-28 11:02:06.937297: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:432] Loaded cuDNN version 8600
+
 1/31 [..............................] - ETA: 22:15
13/31 [===========>..................] - ETA: 0s   
26/31 [========================>.....] - ETA: 0s
31/31 [==============================] - ETA: 0s
31/31 [==============================] - 45s 6ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+QStandardPaths: XDG_RUNTIME_DIR points to non-existing path '/run/user/56779', please create it with 0700 permissions.
+imu-bvp_rr_Pilot03_id1_combi5.0-7.0-10.0-12.0-17.0
+train
+(35916, 11)
+test
+(287283, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (115, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot03/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot03_id1_combi5.0-7.0-10.0-12.0-17.0/bayesianoptimization/tuner0.json
+{'n_layers': 1, 'filter_unit0': 128, 'kernel_size0': 4, 'pool_size0': 4, 'stride_size0': 2, 'dropout0': 0.30000000000000004}
+
 1/31 [..............................] - ETA: 5s
27/31 [=========================>....] - ETA: 0s
31/31 [==============================] - 0s 2ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot03_id1_combi5.0-7.0-10.0-12.0-20.0
+train
+(36036, 11)
+test
+(287283, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (116, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot03/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot03_id1_combi5.0-7.0-10.0-12.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 2, 'filter_unit0': 64, 'filter_unit1': 32, 'kernel_size0': 3, 'kernel_size1': 4, 'pool_size0': 5, 'pool_size1': 5, 'stride_size0': 5, 'stride_size1': 5, 'dropout0': 0.0, 'dropout1': 0.1}
+
 1/31 [..............................] - ETA: 7s
31/31 [==============================] - ETA: 0s
31/31 [==============================] - 0s 2ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot03_id1_combi5.0-7.0-10.0-15.0-17.0
+train
+(36036, 11)
+test
+(287283, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (116, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot03/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot03_id1_combi5.0-7.0-10.0-15.0-17.0/bayesianoptimization/tuner0.json
+{'n_layers': 4, 'filter_unit0': 128, 'filter_unit1': 64, 'filter_unit2': 128, 'filter_unit3': 256, 'kernel_size0': 3, 'kernel_size1': 3, 'kernel_size2': 5, 'kernel_size3': 5, 'pool_size0': 5, 'pool_size1': 3, 'pool_size2': 3, 'pool_size3': 1, 'stride_size0': 2, 'stride_size1': 1, 'stride_size2': 5, 'stride_size3': 2, 'dropout0': 0.30000000000000004, 'dropout1': 0.4, 'dropout2': 0.0, 'dropout3': 0.1}
+
 1/31 [..............................] - ETA: 13s
16/31 [==============>...............] - ETA: 0s 
31/31 [==============================] - ETA: 0s
31/31 [==============================] - 1s 5ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot03_id1_combi5.0-7.0-10.0-15.0-20.0
+train
+(36156, 11)
+test
+(287283, 10)
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.21
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.21
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.22
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.22
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.23
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.23
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.24
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.24
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.25
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.25
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.26
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.26
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.27
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.27
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.28
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.28
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.29
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.29
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.30
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.30
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.31
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.31
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.32
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.32
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.33
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.33
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.34
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.34
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.35
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.35
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.36
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.36
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.37
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.37
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.38
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.38
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.39
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.39
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.40
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.40
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.41
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.41
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.42
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.42
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.43
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.43
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.44
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.44
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (111, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot03/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot03_id1_combi5.0-7.0-10.0-15.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 1, 'filter_unit0': 64, 'kernel_size0': 3, 'pool_size0': 1, 'stride_size0': 3, 'dropout0': 0.1}
+
 1/31 [..............................] - ETA: 4s
31/31 [==============================] - 0s 1ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot03_id1_combi5.0-7.0-10.0-17.0-20.0
+train
+(36036, 11)
+test
+(287283, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (116, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot03/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot03_id1_combi5.0-7.0-10.0-17.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 4, 'filter_unit0': 128, 'filter_unit1': 64, 'filter_unit2': 128, 'filter_unit3': 256, 'kernel_size0': 3, 'kernel_size1': 3, 'kernel_size2': 5, 'kernel_size3': 5, 'pool_size0': 5, 'pool_size1': 3, 'pool_size2': 3, 'pool_size3': 1, 'stride_size0': 2, 'stride_size1': 1, 'stride_size2': 5, 'stride_size3': 2, 'dropout0': 0.30000000000000004, 'dropout1': 0.4, 'dropout2': 0.0, 'dropout3': 0.1}
+
 1/31 [..............................] - ETA: 12s
15/31 [=============>................] - ETA: 0s 
29/31 [===========================>..] - ETA: 0s
31/31 [==============================] - ETA: 0s
31/31 [==============================] - 1s 5ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot03_id1_combi5.0-7.0-12.0-15.0-17.0
+train
+(36036, 11)
+test
+(287283, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (116, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot03/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot03_id1_combi5.0-7.0-12.0-15.0-17.0/bayesianoptimization/tuner0.json
+{'n_layers': 4, 'filter_unit0': 32, 'filter_unit1': 128, 'filter_unit2': 256, 'filter_unit3': 256, 'kernel_size0': 2, 'kernel_size1': 4, 'kernel_size2': 2, 'kernel_size3': 5, 'pool_size0': 1, 'pool_size1': 1, 'pool_size2': 3, 'pool_size3': 2, 'stride_size0': 3, 'stride_size1': 5, 'stride_size2': 1, 'stride_size3': 5, 'dropout0': 0.30000000000000004, 'dropout1': 0.2, 'dropout2': 0.0, 'dropout3': 0.1}
+2023-11-28 11:03:00.566638: W tensorflow/core/framework/op_kernel.cc:1828] OP_REQUIRES failed at conv_ops_impl.h:359 : INVALID_ARGUMENT: input depth must be evenly divisible by filter depth: 32 vs 128
+Traceback (most recent call last):
+  File "regress_rr.py", line 1402, in <module>
+    sens_rr_model(subject,
+  File "regress_rr.py", line 1298, in sens_rr_model
+    preds = model.predict(x_test)
+  File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/utils/traceback_utils.py", line 70, in error_handler
+    raise e.with_traceback(filtered_tb) from None
+  File "/home/rqchia/.local/lib/python3.8/site-packages/tensorflow/python/eager/execute.py", line 53, in quick_execute
+    tensors = pywrap_tfe.TFE_Py_Execute(ctx._handle, device_name, op_name,
+tensorflow.python.framework.errors_impl.InvalidArgumentError: Graph execution error:
+
+Detected at node 'cnn1d/conv1d_2/Conv1D' defined at (most recent call last):
+    File "regress_rr.py", line 1402, in <module>
+      sens_rr_model(subject,
+    File "regress_rr.py", line 1298, in sens_rr_model
+      preds = model.predict(x_test)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/utils/traceback_utils.py", line 65, in error_handler
+      return fn(*args, **kwargs)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/engine/training.py", line 2554, in predict
+      tmp_batch_outputs = self.predict_function(iterator)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/engine/training.py", line 2341, in predict_function
+      return step_function(self, iterator)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/engine/training.py", line 2327, in step_function
+      outputs = model.distribute_strategy.run(run_step, args=(data,))
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/engine/training.py", line 2315, in run_step
+      outputs = model.predict_step(data)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/engine/training.py", line 2283, in predict_step
+      return self(x, training=False)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/utils/traceback_utils.py", line 65, in error_handler
+      return fn(*args, **kwargs)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/engine/training.py", line 569, in __call__
+      return super().__call__(*args, **kwargs)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/utils/traceback_utils.py", line 65, in error_handler
+      return fn(*args, **kwargs)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/engine/base_layer.py", line 1150, in __call__
+      outputs = call_fn(inputs, *args, **kwargs)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/utils/traceback_utils.py", line 96, in error_handler
+      return fn(*args, **kwargs)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/engine/sequential.py", line 405, in call
+      return super().call(inputs, training=training, mask=mask)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/engine/functional.py", line 512, in call
+      return self._run_internal_graph(inputs, training=training, mask=mask)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/engine/functional.py", line 669, in _run_internal_graph
+      outputs = node.layer(*args, **kwargs)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/utils/traceback_utils.py", line 65, in error_handler
+      return fn(*args, **kwargs)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/engine/base_layer.py", line 1150, in __call__
+      outputs = call_fn(inputs, *args, **kwargs)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/utils/traceback_utils.py", line 96, in error_handler
+      return fn(*args, **kwargs)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/layers/convolutional/base_conv.py", line 290, in call
+      outputs = self.convolution_op(inputs, self.kernel)
+    File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/layers/convolutional/base_conv.py", line 262, in convolution_op
+      return tf.nn.convolution(
+Node: 'cnn1d/conv1d_2/Conv1D'
+input depth must be evenly divisible by filter depth: 32 vs 128
+	 [[{{node cnn1d/conv1d_2/Conv1D}}]] [Op:__inference_predict_function_5657]
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.21
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.21
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.22
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.22
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.23
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.23
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.24
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.24
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.25
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.25
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.26
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.26
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.27
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.27
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.28
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.28
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.29
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.29
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.30
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.30
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.31
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.31
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.32
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.32
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.33
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.33
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.34
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.34
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.35
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.35
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.36
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.36
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).layer_with_weights-4.kernel
+Value in checkpoint could not be found in the restored object: (root).layer_with_weights-4.kernel
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).layer_with_weights-4.bias
+Value in checkpoint could not be found in the restored object: (root).layer_with_weights-4.bias
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
diff --git a/logs/singularity_3032252.out b/logs/singularity_3032252.out
new file mode 100644
index 0000000..6186568
--- /dev/null
+++ b/logs/singularity_3032252.out
@@ -0,0 +1,1032 @@
+2023-11-28 11:11:29.134200: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
+To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
+Using TensorFlow backend
+Namespace(data_input='imu-bvp', feature_method='minirocket', lbl_str='pss', model='ard', overwrite=0, subject=3, test_standing=1, train_len=5, win_shift=0.2, win_size=12)
+Using pre-set data id:  0
+imu-bvp_rr_Pilot03_id0_combi5.0-7.0-10.0-12.0-15.0
+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
+..       ...        ...      ...  ...        ...             ...           ...
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+590  Pilot03          0      ard  ...  -2.132250       -0.030804      0.335888
+
+[591 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi5.0-7.0-10.0-12.0-17.0
+train
+(35916, 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
+..       ...        ...      ...  ...        ...             ...           ...
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+590  Pilot03          0      ard  ...  -2.132250       -0.030804      0.335888
+591  Pilot02          0      ard  ...  -4.077427        0.064294      0.023235
+592  Pilot03          0      ard  ...  -3.425517       -0.064052      0.045220
+
+[593 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi5.0-7.0-10.0-12.0-20.0
+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  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
+..       ...        ...     ...  ...        ...             ...           ...
+590  Pilot03          0     ard  ...  -2.132250       -0.030804  3.358884e-01
+591  Pilot02          0     ard  ...  -4.077427        0.064294  2.323462e-02
+592  Pilot03          0     ard  ...  -3.425517       -0.064052  4.521989e-02
+593  Pilot02          0     ard  ... -10.781425        0.157570  2.252345e-08
+594  Pilot03          0     ard  ...  -2.288029       -0.161926  3.560296e-07
+
+[595 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi5.0-7.0-10.0-15.0-17.0
+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  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
+..       ...        ...     ...  ...        ...             ...           ...
+591  Pilot02          0     ard  ...  -4.077427        0.064294  2.323462e-02
+592  Pilot03          0     ard  ...  -3.425517       -0.064052  4.521989e-02
+593  Pilot02          0     ard  ... -10.781425        0.157570  2.252345e-08
+594  Pilot03          0     ard  ...  -2.288029       -0.161926  3.560296e-07
+595  Pilot03          0     ard  ...  -4.288878       -0.062862  4.937947e-02
+
+[596 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi5.0-7.0-10.0-15.0-20.0
+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  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
+..       ...        ...     ...  ...        ...             ...           ...
+593  Pilot02          0     ard  ... -10.781425        0.157570  2.252345e-08
+594  Pilot03          0     ard  ...  -2.288029       -0.161926  3.560296e-07
+595  Pilot03          0     ard  ...  -4.288878       -0.062862  4.937947e-02
+596  Pilot02          0     ard  ...  -5.979400        0.116184  3.940064e-05
+597  Pilot03          0     ard  ...  -3.718349        0.022220  4.876224e-01
+
+[598 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi5.0-7.0-10.0-17.0-20.0
+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
+..       ...        ...     ...  ...        ...             ...           ...
+595  Pilot03          0     ard  ...  -4.288878       -0.062862      0.049379
+596  Pilot02          0     ard  ...  -5.979400        0.116184      0.000039
+597  Pilot03          0     ard  ...  -3.718349        0.022220      0.487622
+598  Pilot02          0     ard  ...  -9.467720        0.128383      0.000005
+599  Pilot03          0     ard  ...  -2.929493       -0.081395      0.010883
+
+[600 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi5.0-7.0-12.0-15.0-17.0
+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
+..       ...        ...     ...  ...        ...             ...           ...
+597  Pilot03          0     ard  ...  -3.718349        0.022220      0.487622
+598  Pilot02          0     ard  ...  -9.467720        0.128383      0.000005
+599  Pilot03          0     ard  ...  -2.929493       -0.081395      0.010883
+600  Pilot02          0     ard  ...  -2.573563       -0.029604      0.296408
+601  Pilot03          0     ard  ...  -1.971946       -0.147921      0.000003
+
+[602 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi5.0-7.0-12.0-15.0-20.0
+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
+..       ...        ...     ...  ...        ...             ...           ...
+598  Pilot02          0     ard  ...  -9.467720        0.128383      0.000005
+599  Pilot03          0     ard  ...  -2.929493       -0.081395      0.010883
+600  Pilot02          0     ard  ...  -2.573563       -0.029604      0.296408
+601  Pilot03          0     ard  ...  -1.971946       -0.147921      0.000003
+602  Pilot03          0     ard  ...  -3.705609       -0.005145      0.872339
+
+[603 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi5.0-7.0-12.0-17.0-20.0
+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
+..       ...        ...     ...  ...        ...             ...           ...
+600  Pilot02          0     ard  ...  -2.573563       -0.029604      0.296408
+601  Pilot03          0     ard  ...  -1.971946       -0.147921      0.000003
+602  Pilot03          0     ard  ...  -3.705609       -0.005145      0.872339
+603  Pilot02          0     ard  ...  -3.621093        0.101044      0.000354
+604  Pilot03          0     ard  ...  -2.325423       -0.022527      0.481634
+
+[605 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi5.0-7.0-15.0-17.0-20.0
+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
+..       ...        ...     ...  ...        ...             ...           ...
+602  Pilot03          0     ard  ...  -3.705609       -0.005145      0.872339
+603  Pilot02          0     ard  ...  -3.621093        0.101044      0.000354
+604  Pilot03          0     ard  ...  -2.325423       -0.022527      0.481634
+605  Pilot02          0     ard  ...  -6.231645        0.127397      0.000006
+606  Pilot03          0     ard  ...  -2.660972       -0.000374      0.990671
+
+[607 rows x 18 columns]
+imu-bvp_rr_Pilot03_id0_combi5.0-10.0-12.0-15.0-17.0
+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)
diff --git a/logs/singularity_3996020.out b/logs/singularity_3996020.out
new file mode 100644
index 0000000..0632579
--- /dev/null
+++ b/logs/singularity_3996020.out
@@ -0,0 +1,1296 @@
+2023-11-28 10:58:08.232204: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
+To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
+Using TensorFlow backend
+Namespace(data_input='imu-bvp', feature_method='None', lbl_str='pss', model='cnn1d', overwrite=0, subject=2, test_standing=1, train_len=5, win_shift=0.2, win_size=12)
+Using pre-set data id:  1
+imu-bvp_rr_Pilot02_id1_combi5.0-7.0-10.0-12.0-15.0
+train
+(35921, 11)
+test
+(364536, 10)
+---CNN1D---
+2023-11-28 11:01:45.247087: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:46.045215: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:46.045605: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+input shape:  (1440, 7)
+x shape:  (120, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-7.0-10.0-12.0-15.0/bayesianoptimization/tuner0.json
+{'n_layers': 1, 'filter_unit0': 64, 'kernel_size0': 4, 'pool_size0': 1, 'stride_size0': 4, 'dropout0': 0.4}
+2023-11-28 11:01:46.479957: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:46.480395: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:46.480670: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:48.695219: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:48.695621: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:48.695901: I tensorflow/compiler/xla/stream_executor/cuda/cuda_gpu_executor.cc:995] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero. See more at https://github.com/torvalds/linux/blob/v6.0/Documentation/ABI/testing/sysfs-bus-pci#L344-L355
+2023-11-28 11:01:48.696118: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1639] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 14720 MB memory:  -> device: 0, name: Quadro RTX 5000, pci bus id: 0000:0b:00.0, compute capability: 7.5
+2023-11-28 11:02:07.725989: I tensorflow/compiler/xla/stream_executor/cuda/cuda_dnn.cc:432] Loaded cuDNN version 8600
+
 1/39 [..............................] - ETA: 22:49
14/39 [=========>....................] - ETA: 0s   
29/39 [=====================>........] - ETA: 0s
39/39 [==============================] - 36s 4ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi5.0-7.0-10.0-12.0-17.0
+train
+(35921, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (115, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-7.0-10.0-12.0-17.0/bayesianoptimization/tuner0.json
+{'n_layers': 3, 'filter_unit0': 32, 'filter_unit1': 32, 'filter_unit2': 32, 'kernel_size0': 5, 'kernel_size1': 1, 'kernel_size2': 4, 'pool_size0': 3, 'pool_size1': 1, 'pool_size2': 5, 'stride_size0': 3, 'stride_size1': 2, 'stride_size2': 1, 'dropout0': 0.2, 'dropout1': 0.30000000000000004, 'dropout2': 0.2}
+
 1/39 [..............................] - ETA: 24s
19/39 [=============>................] - ETA: 0s 
38/39 [============================>.] - ETA: 0s
39/39 [==============================] - 1s 4ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi5.0-7.0-10.0-12.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (115, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-7.0-10.0-12.0-20.0/bayesianoptimization/tuner0.json
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+{'n_layers': 1, 'filter_unit0': 256, 'kernel_size0': 4, 'pool_size0': 5, 'stride_size0': 5, 'dropout0': 0.4}
+
 1/39 [..............................] - ETA: 12s
16/39 [===========>..................] - ETA: 0s 
31/39 [======================>.......] - ETA: 0s
39/39 [==============================] - 0s 4ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi5.0-7.0-10.0-15.0-17.0
+train
+(35921, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (115, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-7.0-10.0-15.0-17.0/bayesianoptimization/tuner0.json
+{'n_layers': 1, 'filter_unit0': 64, 'kernel_size0': 5, 'pool_size0': 3, 'stride_size0': 1, 'dropout0': 0.0}
+
 1/39 [..............................] - ETA: 11s
21/39 [===============>..............] - ETA: 0s 
39/39 [==============================] - ETA: 0s
39/39 [==============================] - 0s 3ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi5.0-7.0-10.0-15.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (110, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-7.0-10.0-15.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 1, 'filter_unit0': 64, 'kernel_size0': 1, 'pool_size0': 4, 'stride_size0': 4, 'dropout0': 0.0}
+
 1/39 [..............................] - ETA: 10s
23/39 [================>.............] - ETA: 0s 
39/39 [==============================] - ETA: 0s
39/39 [==============================] - 0s 3ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi5.0-7.0-10.0-17.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.21
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.21
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.22
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.22
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.23
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.23
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.24
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.24
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.25
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.25
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.26
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.26
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.27
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.27
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.28
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.28
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (115, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-7.0-10.0-17.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 1, 'filter_unit0': 64, 'kernel_size0': 2, 'pool_size0': 2, 'stride_size0': 1, 'dropout0': 0.30000000000000004}
+
 1/39 [..............................] - ETA: 11s
23/39 [================>.............] - ETA: 0s 
39/39 [==============================] - ETA: 0s
39/39 [==============================] - 0s 3ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi5.0-7.0-12.0-15.0-17.0
+train
+(35921, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (115, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-7.0-12.0-15.0-17.0/bayesianoptimization/tuner0.json
+{'n_layers': 1, 'filter_unit0': 128, 'kernel_size0': 4, 'pool_size0': 4, 'stride_size0': 4, 'dropout0': 0.30000000000000004}
+
 1/39 [..............................] - ETA: 11s
22/39 [===============>..............] - ETA: 0s 
39/39 [==============================] - ETA: 0s
39/39 [==============================] - 0s 3ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi5.0-7.0-12.0-15.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (110, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-7.0-12.0-15.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 2, 'filter_unit0': 32, 'filter_unit1': 32, 'kernel_size0': 1, 'kernel_size1': 1, 'pool_size0': 3, 'pool_size1': 2, 'stride_size0': 4, 'stride_size1': 3, 'dropout0': 0.4, 'dropout1': 0.30000000000000004}
+
 1/39 [..............................] - ETA: 16s
21/39 [===============>..............] - ETA: 0s 
39/39 [==============================] - ETA: 0s
39/39 [==============================] - 1s 3ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi5.0-7.0-12.0-17.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (110, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-7.0-12.0-17.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 1, 'filter_unit0': 32, 'kernel_size0': 3, 'pool_size0': 3, 'stride_size0': 2, 'dropout0': 0.30000000000000004}
+
 1/39 [..............................] - ETA: 10s
23/39 [================>.............] - ETA: 0s 
39/39 [==============================] - ETA: 0s
39/39 [==============================] - 0s 3ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+imu-bvp_rr_Pilot02_id1_combi5.0-7.0-15.0-17.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (115, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-7.0-15.0-17.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 1, 'filter_unit0': 32, 'kernel_size0': 5, 'pool_size0': 1, 'stride_size0': 2, 'dropout0': 0.4}
+
 1/39 [..............................] - ETA: 10s
23/39 [================>.............] - ETA: 0s 
39/39 [==============================] - 0s 2ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi5.0-10.0-12.0-15.0-17.0
+train
+(35921, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (115, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-10.0-12.0-15.0-17.0/bayesianoptimization/tuner0.json
+{'n_layers': 4, 'filter_unit0': 32, 'filter_unit1': 128, 'filter_unit2': 256, 'filter_unit3': 256, 'kernel_size0': 2, 'kernel_size1': 4, 'kernel_size2': 2, 'kernel_size3': 5, 'pool_size0': 1, 'pool_size1': 1, 'pool_size2': 3, 'pool_size3': 2, 'stride_size0': 3, 'stride_size1': 5, 'stride_size2': 1, 'stride_size3': 5, 'dropout0': 0.30000000000000004, 'dropout1': 0.2, 'dropout2': 0.0, 'dropout3': 0.1}
+
 1/39 [..............................] - ETA: 32s
18/39 [============>.................] - ETA: 0s 
35/39 [=========================>....] - ETA: 0s
39/39 [==============================] - ETA: 0s
39/39 [==============================] - 1s 5ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi5.0-10.0-12.0-15.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (110, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-10.0-12.0-15.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 1, 'filter_unit0': 128, 'kernel_size0': 2, 'pool_size0': 5, 'stride_size0': 1, 'dropout0': 0.2}
+
 1/39 [..............................] - ETA: 11s
20/39 [==============>...............] - ETA: 0s 
39/39 [==============================] - ETA: 0s
39/39 [==============================] - 0s 3ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.21
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.21
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.22
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.22
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.23
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.23
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.24
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.24
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.25
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.25
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.26
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.26
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.27
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.27
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.28
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.28
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.29
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.29
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.30
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.30
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.31
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.31
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.32
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.32
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.33
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.33
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.34
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.34
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.35
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.35
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.36
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.36
+imu-bvp_rr_Pilot02_id1_combi5.0-10.0-12.0-17.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (110, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-10.0-12.0-17.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 3, 'filter_unit0': 32, 'filter_unit1': 32, 'filter_unit2': 32, 'kernel_size0': 3, 'kernel_size1': 2, 'kernel_size2': 1, 'pool_size0': 3, 'pool_size1': 1, 'pool_size2': 5, 'stride_size0': 4, 'stride_size1': 1, 'stride_size2': 4, 'dropout0': 0.1, 'dropout1': 0.1, 'dropout2': 0.30000000000000004}
+
 1/39 [..............................] - ETA: 22s
19/39 [=============>................] - ETA: 0s 
38/39 [============================>.] - ETA: 0s
39/39 [==============================] - 1s 3ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi5.0-10.0-15.0-17.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (110, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-10.0-15.0-17.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 1, 'filter_unit0': 64, 'kernel_size0': 3, 'pool_size0': 3, 'stride_size0': 5, 'dropout0': 0.2}
+
 1/39 [..............................] - ETA: 10s
23/39 [================>.............] - ETA: 0s 
39/39 [==============================] - ETA: 0s
39/39 [==============================] - 0s 3ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi5.0-12.0-15.0-17.0-20.0
+train
+(35921, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (115, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi5.0-12.0-15.0-17.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 1, 'filter_unit0': 64, 'kernel_size0': 4, 'pool_size0': 2, 'stride_size0': 4, 'dropout0': 0.30000000000000004}
+
 1/39 [..............................] - ETA: 10s
23/39 [================>.............] - ETA: 0s 
39/39 [==============================] - 0s 2ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi7.0-10.0-12.0-15.0-17.0
+train
+(35920, 11)
+test
+(364536, 10)
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.21
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.21
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.22
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.22
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.23
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.23
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.24
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.24
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.25
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.25
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.26
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.26
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.27
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.27
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.28
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.28
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (120, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi7.0-10.0-12.0-15.0-17.0/bayesianoptimization/tuner0.json
+{'n_layers': 1, 'filter_unit0': 256, 'kernel_size0': 4, 'pool_size0': 3, 'stride_size0': 4, 'dropout0': 0.1}
+
 1/39 [..............................] - ETA: 11s
16/39 [===========>..................] - ETA: 0s 
31/39 [======================>.......] - ETA: 0s
39/39 [==============================] - 0s 4ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi7.0-10.0-12.0-15.0-20.0
+train
+(35920, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (115, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi7.0-10.0-12.0-15.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 1, 'filter_unit0': 32, 'kernel_size0': 5, 'pool_size0': 5, 'stride_size0': 5, 'dropout0': 0.2}
+
 1/39 [..............................] - ETA: 9s
23/39 [================>.............] - ETA: 0s
39/39 [==============================] - 0s 2ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi7.0-10.0-12.0-17.0-20.0
+train
+(35920, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (115, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi7.0-10.0-12.0-17.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 3, 'filter_unit0': 64, 'filter_unit1': 64, 'filter_unit2': 256, 'kernel_size0': 3, 'kernel_size1': 1, 'kernel_size2': 5, 'pool_size0': 4, 'pool_size1': 5, 'pool_size2': 1, 'stride_size0': 5, 'stride_size1': 1, 'stride_size2': 1, 'dropout0': 0.4, 'dropout1': 0.2, 'dropout2': 0.1}
+
 1/39 [..............................] - ETA: 23s
20/39 [==============>...............] - ETA: 0s 
39/39 [==============================] - ETA: 0s
39/39 [==============================] - 1s 4ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi7.0-10.0-15.0-17.0-20.0
+train
+(35920, 11)
+test
+(364536, 10)
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (115, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi7.0-10.0-15.0-17.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 2, 'filter_unit0': 64, 'filter_unit1': 32, 'kernel_size0': 1, 'kernel_size1': 4, 'pool_size0': 5, 'pool_size1': 2, 'stride_size0': 4, 'stride_size1': 1, 'dropout0': 0.2, 'dropout1': 0.0}
+
 1/39 [..............................] - ETA: 16s
20/39 [==============>...............] - ETA: 0s 
39/39 [==============================] - ETA: 0s
39/39 [==============================] - 1s 3ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi7.0-12.0-15.0-17.0-20.0
+train
+(35920, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (115, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi7.0-12.0-15.0-17.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 2, 'filter_unit0': 64, 'filter_unit1': 128, 'kernel_size0': 3, 'kernel_size1': 5, 'pool_size0': 4, 'pool_size1': 4, 'stride_size0': 3, 'stride_size1': 3, 'dropout0': 0.0, 'dropout1': 0.0}
+
 1/39 [..............................] - ETA: 17s
21/39 [===============>..............] - ETA: 0s 
39/39 [==============================] - ETA: 0s
39/39 [==============================] - 1s 3ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+imu-bvp_rr_Pilot02_id1_combi10.0-12.0-15.0-17.0-20.0
+train
+(35920, 11)
+test
+(364536, 10)
+---CNN1D---
+input shape:  (1440, 7)
+x shape:  (120, 1440, 7)
+Reloading Tuner from /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot02/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot02_id1_combi10.0-12.0-15.0-17.0-20.0/bayesianoptimization/tuner0.json
+{'n_layers': 2, 'filter_unit0': 64, 'filter_unit1': 32, 'kernel_size0': 3, 'kernel_size1': 4, 'pool_size0': 1, 'pool_size1': 5, 'stride_size0': 4, 'stride_size1': 3, 'dropout0': 0.30000000000000004, 'dropout1': 0.4}
+
 1/39 [..............................] - ETA: 16s
22/39 [===============>..............] - ETA: 0s 
39/39 [==============================] - ETA: 0s
39/39 [==============================] - 1s 3ms/step
+     subject  config_id  mdl_str  ...         r2  pearsonr_coeff pearsonr_pval
+0    Pilot02          0   linreg  ...  -9.864563        0.038776      0.364940
+1    Pilot02          0   linreg  ... -11.875765        0.070097      0.101171
+2    Pilot02          0   linreg  ... -11.069278        0.047023      0.271822
+3    Pilot02          0   linreg  ... -25.345517        0.016892      0.693177
+4    Pilot02          0   linreg  ... -15.299470        0.118749      0.005380
+..       ...        ...      ...  ...        ...             ...           ...
+585  Pilot02          3  elastic  ...  -0.963534        0.021076      0.457296
+586  Pilot02          3  elastic  ...  -0.832011        0.014414      0.611245
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+
+[590 rows x 18 columns]
+Namespace(data_input='imu-bvp', feature_method='None', lbl_str='pss', model='cnn1d', overwrite=0, subject=2, test_standing=1, train_len=5, win_shift=0.2, win_size=12)
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.21
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.21
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.22
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.22
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.23
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.23
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.24
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.24
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.25
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.25
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.26
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.26
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.27
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.27
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.28
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.28
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+WARNING:tensorflow:Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+Detecting that an object or model or tf.train.Checkpoint is being deleted with unrestored values. See the following logs for the specific values in question. To silence these warnings, use `status.expect_partial()`. See https://www.tensorflow.org/api_docs/python/tf/train/Checkpoint#restorefor details about the status object returned by the restore function.
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.1
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.2
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.3
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.4
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.5
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.6
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.7
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.8
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.9
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.10
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.11
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.12
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.13
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.14
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.15
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.16
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.17
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.18
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.19
+WARNING:tensorflow:Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
+Value in checkpoint could not be found in the restored object: (root).optimizer._variables.20
diff --git a/logs/singularity_4028191.out b/logs/singularity_4028191.out
new file mode 100644
index 0000000..02ed2c6
--- /dev/null
+++ b/logs/singularity_4028191.out
@@ -0,0 +1,767 @@
+2023-11-28 11:24:59.096335: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
+To enable the following instructions: AVX2 AVX512F FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
+Using TensorFlow backend
+Namespace(data_input='imu-bvp', feature_method='minirocket', lbl_str='pss', model='ard', overwrite=0, subject=2, test_standing=1, train_len=5, win_shift=0.2, win_size=12)
+Using pre-set data id:  0
+imu-bvp_rr_Pilot02_id0_combi5.0-7.0-10.0-12.0-15.0
+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
+..       ...        ...      ...  ...        ...             ...           ...
+587  Pilot02          3  elastic  ...  -0.777954        0.006047      0.831128
+588  Pilot02          3  elastic  ...  -4.740700        0.001226      0.965517
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455      0.125258
+590  Pilot03          0      ard  ...  -2.132250       -0.030804      0.335888
+591  Pilot02          0      ard  ...  -4.077427        0.064294      0.023235
+
+[592 rows x 18 columns]
+QStandardPaths: XDG_RUNTIME_DIR points to non-existing path '/run/user/56779', please create it with 0700 permissions.
+imu-bvp_rr_Pilot02_id0_combi5.0-7.0-10.0-12.0-17.0
+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
+..       ...        ...      ...  ...        ...             ...           ...
+589  Pilot02          3  elastic  ...  -0.478754       -0.043455  1.252578e-01
+590  Pilot03          0      ard  ...  -2.132250       -0.030804  3.358884e-01
+591  Pilot02          0      ard  ...  -4.077427        0.064294  2.323462e-02
+592  Pilot03          0      ard  ...  -3.425517       -0.064052  4.521989e-02
+593  Pilot02          0      ard  ... -10.781425        0.157570  2.252345e-08
+
+[594 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi5.0-7.0-10.0-12.0-20.0
+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
+..       ...        ...     ...  ...        ...             ...           ...
+592  Pilot03          0     ard  ...  -3.425517       -0.064052  4.521989e-02
+593  Pilot02          0     ard  ... -10.781425        0.157570  2.252345e-08
+594  Pilot03          0     ard  ...  -2.288029       -0.161926  3.560296e-07
+595  Pilot03          0     ard  ...  -4.288878       -0.062862  4.937947e-02
+596  Pilot02          0     ard  ...  -5.979400        0.116184  3.940064e-05
+
+[597 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi5.0-7.0-10.0-15.0-17.0
+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
+..       ...        ...     ...  ...        ...             ...           ...
+594  Pilot03          0     ard  ...  -2.288029       -0.161926  3.560296e-07
+595  Pilot03          0     ard  ...  -4.288878       -0.062862  4.937947e-02
+596  Pilot02          0     ard  ...  -5.979400        0.116184  3.940064e-05
+597  Pilot03          0     ard  ...  -3.718349        0.022220  4.876224e-01
+598  Pilot02          0     ard  ...  -9.467720        0.128383  5.466853e-06
+
+[599 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi5.0-7.0-10.0-15.0-20.0
+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      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
+..       ...        ...     ...  ...        ...             ...           ...
+596  Pilot02          0     ard  ...  -5.979400        0.116184      0.000039
+597  Pilot03          0     ard  ...  -3.718349        0.022220      0.487622
+598  Pilot02          0     ard  ...  -9.467720        0.128383      0.000005
+599  Pilot03          0     ard  ...  -2.929493       -0.081395      0.010883
+600  Pilot02          0     ard  ...  -2.573563       -0.029604      0.296408
+
+[601 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi5.0-7.0-10.0-17.0-20.0
+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
+..       ...        ...     ...  ...        ...             ...           ...
+599  Pilot03          0     ard  ...  -2.929493       -0.081395      0.010883
+600  Pilot02          0     ard  ...  -2.573563       -0.029604      0.296408
+601  Pilot03          0     ard  ...  -1.971946       -0.147921      0.000003
+602  Pilot03          0     ard  ...  -3.705609       -0.005145      0.872339
+603  Pilot02          0     ard  ...  -3.621093        0.101044      0.000354
+
+[604 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi5.0-7.0-12.0-15.0-17.0
+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      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
+..       ...        ...     ...  ...        ...             ...           ...
+601  Pilot03          0     ard  ...  -1.971946       -0.147921      0.000003
+602  Pilot03          0     ard  ...  -3.705609       -0.005145      0.872339
+603  Pilot02          0     ard  ...  -3.621093        0.101044      0.000354
+604  Pilot03          0     ard  ...  -2.325423       -0.022527      0.481634
+605  Pilot02          0     ard  ...  -6.231645        0.127397      0.000006
+
+[606 rows x 18 columns]
+imu-bvp_rr_Pilot02_id0_combi5.0-7.0-12.0-15.0-20.0
+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)
diff --git a/modules/__pycache__/digitalsignalprocessing.cpython-38.pyc b/modules/__pycache__/digitalsignalprocessing.cpython-38.pyc
index d945ad7ecb679cd424f019071cad0fa8b6368f90..cbd6bb34c2066488d75b0894e6ef05efcee99b3a 100644
GIT binary patch
delta 2920
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diff --git a/regress_rr.py b/regress_rr.py
index cc0024d..c71f4ce 100644
--- a/regress_rr.py
+++ b/regress_rr.py
@@ -396,7 +396,7 @@ def df_win_task(w_inds, df, i, cols):
     t0, t1 = time[w_inds][0], time[w_inds][-1]
     diff = time[w_inds[1:]] - time[w_inds[0:-1]]
 
-    fs_est = 1/np.mean(diff)
+    fs_est = 1/np.median(diff)
     if fs_est > 70 and 'acc_x' in cols: fs = IMU_FS
     elif fs_est < 70 and 'bvp' in cols: fs = PPG_FS
 
@@ -964,6 +964,85 @@ class EvalHandler():
     def save_eval_history(self):
         self.eval_hist.to_csv(self.eval_history_file, index=False)
 
+# save evaluation metrics in single file that handles the models for the
+# subject and config
+class DSPEvalHandler():
+    """
+    Handles the evaluation metric for each subject and DSP sensor.
+    ...
+
+    Attributes
+    ----------
+    y_true : numpy.ndarray
+        a numpy array of the respiration rate ground truth values from the
+        bioharness
+    y_pred : numpy.ndarray
+        a numpy array of the predicted respiration rate
+    subject : str
+        the subject in format Pilot01, S01 etc.
+    pfh : ProjectFileHandler
+        custom class detailing the directories, metafile, and configurations
+    sens_str : str
+        a string to inform what sensor was used
+    overwrite : bool
+        overwrites the evaluations (default False)
+
+    Methods
+    -------
+    load_eval_history()
+        loads the evaluation file
+    save_eval_history()
+        saves the evaluation file
+    update_eval_history()
+        updates the evaluation file using the new entry if there is no matching
+        model or configuration for the given subject
+    """
+    def __init__(self, y_true, y_pred, subject, pfh, sens_str, overwrite=False):
+        self.subject = subject
+        self.config = pfh.config
+        self.parent_directory = join(DATA_DIR, 'subject_specific')
+        self.fset_id = pfh.fset_id
+        self.sens_str = sens_str
+        self.overwrite = overwrite
+
+        self.evals = Evaluation(y_true, y_pred)
+
+        entry = {'subject': self.subject,
+                 'config_id': self.fset_id,
+                 'sens_str': self.sens_str,
+                }
+        self.entry = {**entry, **self.config, **self.evals.get_evals()}
+
+        self.eval_history_file = join(self.parent_directory,
+                                      'dsp_eval_history.csv')
+        self.eval_hist = self.load_eval_history()
+
+    def load_eval_history(self):
+        if not exists(self.eval_history_file):
+            return None
+        else:
+            return pd.read_csv(self.eval_history_file)
+
+    def update_eval_history(self):
+        eval_hist = self.eval_hist
+        if eval_hist is None:
+            eval_hist = pd.DataFrame([self.entry])
+        else:
+            index_list = eval_hist[
+                (eval_hist['subject'] == self.entry['subject']) &\
+                (eval_hist['config_id'] == self.entry['config_id']) &\
+                (eval_hist['sens_str'] == self.entry['sens_str'])
+            ].index.tolist()
+            if len(index_list) == 0:
+                print("adding new entry")
+                eval_hist = eval_hist._append(self.entry, ignore_index=True)
+            elif index_list is not None and self.overwrite:
+                eval_hist.loc[index_list[0]] = self.entry
+        self.eval_hist = eval_hist
+
+    def save_eval_history(self):
+        self.eval_hist.to_csv(self.eval_history_file, index=False)
+
 def imu_rr_dsp(subject,
                window_size=12,
                window_shift=0.2,
@@ -1049,35 +1128,39 @@ def imu_rr_dsp(subject,
                                                window_size=window_size, 
                                                window_shift=window_shift,
                                                fs=fs,
-                                               cols=['gyr_x', 'gyr_y', 'gyr_z'])
+                                               cols=['gyro_x', 'gyro_y', 'gyro_z'])
 
     acc_evals = Evaluation(acc_y_dsp_df[lbl_str], acc_dsp_df['pred'])
     gyr_evals = Evaluation(gyr_y_dsp_df[lbl_str], gyr_dsp_df['pred'])
     print("acc evals: \n", acc_evals.get_evals())
     print("gyr evals: \n", gyr_evals.get_evals())
-    plt.subplot(211)
-    plt.plot(acc_y_dsp_df[lbl_str]); plt.plot(acc_dsp_df['pred'])
-    plt.subplot(212)
-    plt.plot(gyr_y_dsp_df[lbl_str]); plt.plot(gyr_dsp_df['pred'])
-    plt.show()
-
-    # TODO
-    eval_handle = DSPEvalHandler(y_test.flatten(), preds.flatten(), subject,
-                              pfh, None, overwrite=overwrite)
-    eval_handle.update_eval_history()
-    eval_handle.save_eval_history()
+
+    acc_eval = DSPEvalHandler(acc_evals.y_true.values.flatten(),
+                              acc_evals.y_pred.values.flatten(),
+                              subject,
+                              pfh, 'acc', overwrite=overwrite)
+    acc_eval.update_eval_history()
+    acc_eval.save_eval_history()
+
+    gyr_eval = DSPEvalHandler(gyr_evals.y_true.values.flatten(),
+                              gyr_evals.y_pred.values.flatten(),
+                              subject,
+                              pfh, 'gyro', overwrite=overwrite)
+    gyr_eval.update_eval_history()
+    gyr_eval.save_eval_history()
 
     pp = PrettyPrinter()
-    pp.pprint(eval_handle.load_eval_history())
-
-    fig, ax = plt.subplots()
-    fig_title = '_'.join([mdl_str, subject]+[combi_str])
-    ax.plot(y_test)
-    ax.plot(preds)
-    ax.set_title(fig_title)
-    ax.legend([lbl_str, 'pred'])
+    pp.pprint(acc_eval.load_eval_history())
+
+    fig, ax = plt.subplots(2, 1)
+    ax[0].plot(acc_y_dsp_df[lbl_str]); plt.plot(acc_dsp_df['pred'])
+    ax[0].set_title("ACC")
+    ax[1].plot(gyr_y_dsp_df[lbl_str]); plt.plot(gyr_dsp_df['pred'])
+    ax[1].set_title("GYRO")
+    ax[1].legend([lbl_str, 'estimate'])
     fig_dir = join(project_dir, 'figures')
     if not exists(fig_dir): mkdir(fig_dir)
+    fig_title = '_'.join([subject, 'dsp'])
     fig.savefig(join(fig_dir, fig_title+".png"))
     plt.close()
 
@@ -1340,7 +1423,7 @@ def arg_parser():
                        )
     parser.add_argument("-s", '--subject', type=int,
                         default=2,
-                        choices=list(range(1,4))+[-1],
+                        choices=list(range(1,5))+[-1],
                        )
     parser.add_argument("-f", '--feature_method', type=str,
                         default='minirocket',
@@ -1371,12 +1454,18 @@ def arg_parser():
                         help='1 or 0 input, choose if standing data will be '\
                         'recorded or not'
                        )
+    parser.add_argument('--method', type=str,
+                        default='ml',
+                        help="choose between 'ml' or 'dsp' methods for"\
+                        " regression",
+                        choices=['ml', 'dsp']
+                       )
     args = parser.parse_args()
     return args
 
 if __name__ == '__main__':
     np.random.seed(100)
-    n_subject_max = 3
+    n_subject_max = 4
     args = arg_parser()
 
     # Load command line arguments
@@ -1390,13 +1479,14 @@ if __name__ == '__main__':
     overwrite      = args.overwrite
     data_input     = args.data_input
     test_standing  = args.test_standing
+    method         = args.method
 
     print(args)
     assert train_len>0,"--train_len must be an integer greater than 0"
 
     subject_pre_string = 'Pilot'
 
-    if subject > 0:
+    if subject > 0 and method == 'ml':
         subject = subject_pre_string+str(subject).zfill(2)
 
         sens_rr_model(subject,
@@ -1410,7 +1500,36 @@ if __name__ == '__main__':
                       test_standing=test_standing,
                       data_input=data_input,
                      )
-    else:
+    elif subject <= 0 and method == 'ml':
+        subjects = [subject_pre_string+str(i).zfill(2) for i in \
+                    range(2, n_subject_max+1)]
+
+        rr_func = partial(sens_rr_model,
+                          window_size=window_size,
+                          window_shift=window_shift,
+                          lbl_str=lbl_str,
+                          mdl_str=mdl_str,
+                          overwrite=overwrite,
+                          feature_method=feature_method,
+                          train_len=train_len,
+                          test_standing=test_standing,
+                          data_input=data_input,
+                         )
+
+        for subject in subjects:
+            rr_func(subject)
+
+    if subject > 0 and method == 'dsp':
+        subject = subject_pre_string+str(subject).zfill(2)
+        imu_rr_dsp(subject,
+                   window_size=window_size,
+                   window_shift=window_shift,
+                   lbl_str=lbl_str,
+                   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)]
 
-- 
GitLab