diff --git a/logs/singularity_3017003.out b/logs/singularity_3017003.out
new file mode 100644
index 0000000000000000000000000000000000000000..fe1a5ff2327b74e7fa1d361d69ad4fe0a0a188cb
--- /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 0000000000000000000000000000000000000000..61865688db3e9c0febe5546eced20e2887c6a9f5
--- /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 0000000000000000000000000000000000000000..0632579076585da9759896240020404544d57b1c
--- /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 0000000000000000000000000000000000000000..02ed2c6e7e8b12e41df08647f30e8be0b8def86e
--- /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
Binary files a/modules/__pycache__/digitalsignalprocessing.cpython-38.pyc and b/modules/__pycache__/digitalsignalprocessing.cpython-38.pyc differ
diff --git a/regress_rr.py b/regress_rr.py
index cc0024daa26aa738070fe9e1fe4ab0ad161b69f3..c71f4ce60efea5a081249d6b91535ed687f7fff6 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)]