.. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples/run_junifer_julearn.py" .. LINE NUMBERS ARE GIVEN BELOW. .. only:: html .. note:: :class: sphx-glr-download-link-note :ref:`Go to the end ` to download the full example code. .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_run_junifer_julearn.py: Run junifer and julearn. ======================== This example uses a ParcelAggregation marker to compute the mean of each parcel using the Schaefer parcellation (100 rois, 7 Yeo networks) for a 3D nifti to extract some features for machine learning using julearn to predict some other data. Authors: Leonard Sasse, Sami Hamdan, Nicolas Nieto, Synchon Mandal License: BSD 3 clause .. GENERATED FROM PYTHON SOURCE LINES 14-27 .. code-block:: Python import tempfile import nilearn import pandas as pd from julearn import run_cross_validation, PipelineCreator import junifer.testing.registry # noqa: F401 from junifer.api import collect, run from junifer.storage.sqlite import SQLiteFeatureStorage from junifer.utils import configure_logging .. GENERATED FROM PYTHON SOURCE LINES 28-29 Set the logging level to info to see extra information: .. GENERATED FROM PYTHON SOURCE LINES 29-32 .. code-block:: Python configure_logging(level="INFO") .. rst-class:: sphx-glr-script-out .. code-block:: none 2026-10-07 20:12:21 [info ] ===== Lib Versions ===== [junifer] 2026-10-07 20:12:21 [info ] click: 8.1.8 [junifer] 2026-10-07 20:12:21 [info ] numpy: 1.26.4 [junifer] 2026-10-07 20:12:21 [info ] scipy: 1.15.0 [junifer] 2026-10-07 20:12:21 [info ] datalad: 1.1.6 [junifer] 2026-10-07 20:12:21 [info ] pandas: 2.1.4 [junifer] 2026-10-07 20:12:21 [info ] nibabel: 5.3.3 [junifer] 2026-10-07 20:12:21 [info ] nilearn: 0.10.4 [junifer] 2026-10-07 20:12:21 [info ] sqlalchemy: 2.1.0 [junifer] 2026-10-07 20:12:21 [info ] ruamel.yaml: 0.18.17 [junifer] 2026-10-07 20:12:21 [info ] tqdm: 4.66.6 [junifer] 2026-10-07 20:12:21 [info ] templateflow: 24.2.2 [junifer] 2026-10-07 20:12:21 [info ] junifer_data: None [junifer] 2026-10-07 20:12:21 [info ] junifer: 0.0.7 [junifer] 2026-10-07 20:12:21 [info ] ======================== [junifer] .. GENERATED FROM PYTHON SOURCE LINES 33-34 Define the markers you want: .. GENERATED FROM PYTHON SOURCE LINES 34-52 .. code-block:: Python marker_dicts = [ { "name": "Schaefer100x17_TrimMean80", "kind": "ParcelAggregation", "parcellation": "Schaefer100x17", "method": "trim_mean", "method_params": {"proportiontocut": 0.2}, }, { "name": "Schaefer200x17_Mean", "kind": "ParcelAggregation", "parcellation": "Schaefer200x17", "method": "mean", }, ] .. GENERATED FROM PYTHON SOURCE LINES 53-54 Define target and confounds for julearn machine learning: .. GENERATED FROM PYTHON SOURCE LINES 54-58 .. code-block:: Python y = "age" confound = "sex" .. GENERATED FROM PYTHON SOURCE LINES 59-61 Load the VBM phenotype data for machine learning data: - Fetch the Oasis dataset .. GENERATED FROM PYTHON SOURCE LINES 61-70 .. code-block:: Python oasis_dataset = nilearn.datasets.fetch_oasis_vbm() age = oasis_dataset.ext_vars[y][:10] sex = ( pd.Series(oasis_dataset.ext_vars["mf"][:10]) .map(lambda x: 1 if x == "F" else 0) .values ) .. GENERATED FROM PYTHON SOURCE LINES 71-72 Create a temporary directory for junifer feature extraction: .. GENERATED FROM PYTHON SOURCE LINES 72-92 .. code-block:: Python with tempfile.TemporaryDirectory() as tmpdir: storage = {"kind": "SQLiteFeatureStorage", "uri": f"{tmpdir}/test.sqlite"} # run the defined junifer feature extraction pipeline run( workdir="/tmp", datagrabber={"kind": "OasisVBMTestingDataGrabber"}, markers=marker_dicts, storage=storage, ) # read in extracted features and add confounds and targets # for julearn run cross validation collect(storage) db = SQLiteFeatureStorage(uri=storage["uri"]) df_vbm = db.read_df(feature_name="VBM_GM_Schaefer200x17_Mean_aggregation") oasis_subjects = [x[0] for x in df_vbm.index] df_vbm.index = oasis_subjects .. rst-class:: sphx-glr-script-out .. code-block:: none 2026-10-07 20:12:21 [info ] Validating Marker Collection [junifer] 2026-10-07 20:12:21 [info ] DataGrabber output type: ['VBM_GM'] [junifer] 2026-10-07 20:12:21 [info ] Validating Data Reader: [junifer] 2026-10-07 20:12:21 [info ] Data Reader output type: ['VBM_GM'] [junifer] 2026-10-07 20:12:21 [info ] Validating Marker: Schaefer100x17_TrimMean80 [junifer] 2026-10-07 20:12:21 [info ] Marker output type: ['vector'] [junifer] 2026-10-07 20:12:21 [info ] Validating storage for Schaefer100x17_TrimMean80 [junifer] 2026-10-07 20:12:21 [info ] Validating Marker: Schaefer200x17_Mean [junifer] 2026-10-07 20:12:21 [info ] Marker output type: ['vector'] [junifer] 2026-10-07 20:12:21 [info ] Validating storage for Schaefer200x17_Mean [junifer] 2026-10-07 20:12:21 [info ] Getting element sub-01 [junifer] 2026-10-07 20:12:21 [info ] Fitting pipeline [junifer] 2026-10-07 20:12:21 [info ] Reading VBM_GM from /home/docker/nilearn_data/oasis1/OAS1_0001_MR1/mwrc1OAS1_0001_MR1_mpr_anon_fslswapdim_bet.nii.gz [junifer] 2026-10-07 20:12:21 [info ] VBM_GM is of type NIFTI [junifer] 2026-10-07 20:12:21 [info ] Fitting marker Schaefer100x17_TrimMean80 [junifer] 2026-10-07 20:12:21 [info ] Computing VBM_GM [junifer] 2026-10-07 20:12:21 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:12:21 [info ] Parcellation parameters: [junifer] 2026-10-07 20:12:21 [info ] resolution: None [junifer] 2026-10-07 20:12:21 [info ] n_rois: 100 [junifer] 2026-10-07 20:12:21 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:12:21 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:12:21 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_100Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:12:27 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:12:28 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmpkmm5fif8/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_67e20a4c-c28b-11f1-9c61-c662fa6c4243ecahez00/prewarp_parcellation.nii.gz -r /tmp/junifer/tmpkmm5fif8/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_67e20a4c-c28b-11f1-9c61-c662fa6c4243ecahez00/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmpkmm5fif8/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_67e20a4c-c28b-11f1-9c61-c662fa6c4243ecahez00/parcellation_warped.nii.gz [junifer] 2026-10-07 20:12:42 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:12:46 [info ] Storing in [junifer] 2026-10-07 20:12:46 [info ] Fitting marker Schaefer200x17_Mean [junifer] 2026-10-07 20:12:46 [info ] Computing VBM_GM [junifer] 2026-10-07 20:12:46 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:12:46 [info ] Parcellation parameters: [junifer] 2026-10-07 20:12:46 [info ] resolution: None [junifer] 2026-10-07 20:12:46 [info ] n_rois: 200 [junifer] 2026-10-07 20:12:46 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:12:46 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:12:46 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_200Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:12:51 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:12:52 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmpkmm5fif8/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_768c4be8-c28b-11f1-9c61-c662fa6c4243ix13k6b9/prewarp_parcellation.nii.gz -r /tmp/junifer/tmpkmm5fif8/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_768c4be8-c28b-11f1-9c61-c662fa6c4243ix13k6b9/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmpkmm5fif8/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_768c4be8-c28b-11f1-9c61-c662fa6c4243ix13k6b9/parcellation_warped.nii.gz [junifer] 2026-10-07 20:13:21 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:13:25 [info ] Storing in [junifer] 2026-10-07 20:13:25 [info ] Marker collection fitting done [junifer] 2026-10-07 20:13:25 [info ] Getting element sub-02 [junifer] 2026-10-07 20:13:25 [info ] Fitting pipeline [junifer] 2026-10-07 20:13:25 [info ] Reading VBM_GM from /home/docker/nilearn_data/oasis1/OAS1_0002_MR1/mwrc1OAS1_0002_MR1_mpr_anon_fslswapdim_bet.nii.gz [junifer] 2026-10-07 20:13:25 [info ] VBM_GM is of type NIFTI [junifer] 2026-10-07 20:13:25 [info ] Fitting marker Schaefer100x17_TrimMean80 [junifer] 2026-10-07 20:13:25 [info ] Computing VBM_GM [junifer] 2026-10-07 20:13:25 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:13:25 [info ] Parcellation parameters: [junifer] 2026-10-07 20:13:25 [info ] resolution: None [junifer] 2026-10-07 20:13:25 [info ] n_rois: 100 [junifer] 2026-10-07 20:13:25 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:13:25 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:13:26 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_100Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:13:32 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:13:33 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmpe2g_0zad/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_8e3568e2-c28b-11f1-9c61-c662fa6c4243wr3e6dzp/prewarp_parcellation.nii.gz -r /tmp/junifer/tmpe2g_0zad/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_8e3568e2-c28b-11f1-9c61-c662fa6c4243wr3e6dzp/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmpe2g_0zad/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_8e3568e2-c28b-11f1-9c61-c662fa6c4243wr3e6dzp/parcellation_warped.nii.gz [junifer] 2026-10-07 20:13:49 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:13:53 [info ] Storing in [junifer] 2026-10-07 20:13:53 [info ] Fitting marker Schaefer200x17_Mean [junifer] 2026-10-07 20:13:53 [info ] Computing VBM_GM [junifer] 2026-10-07 20:13:53 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:13:53 [info ] Parcellation parameters: [junifer] 2026-10-07 20:13:53 [info ] resolution: None [junifer] 2026-10-07 20:13:53 [info ] n_rois: 200 [junifer] 2026-10-07 20:13:53 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:13:53 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:13:53 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_200Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:13:59 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:14:00 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmpe2g_0zad/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_9ea0f732-c28b-11f1-9c61-c662fa6c4243k3oo796x/prewarp_parcellation.nii.gz -r /tmp/junifer/tmpe2g_0zad/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_9ea0f732-c28b-11f1-9c61-c662fa6c4243k3oo796x/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmpe2g_0zad/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_9ea0f732-c28b-11f1-9c61-c662fa6c4243k3oo796x/parcellation_warped.nii.gz [junifer] 2026-10-07 20:14:26 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:14:30 [info ] Storing in [junifer] 2026-10-07 20:14:30 [info ] Marker collection fitting done [junifer] 2026-10-07 20:14:30 [info ] Getting element sub-03 [junifer] 2026-10-07 20:14:30 [info ] Fitting pipeline [junifer] 2026-10-07 20:14:30 [info ] Reading VBM_GM from /home/docker/nilearn_data/oasis1/OAS1_0003_MR1/mwrc1OAS1_0003_MR1_mpr_anon_fslswapdim_bet.nii.gz [junifer] 2026-10-07 20:14:30 [info ] VBM_GM is of type NIFTI [junifer] 2026-10-07 20:14:30 [info ] Fitting marker Schaefer100x17_TrimMean80 [junifer] 2026-10-07 20:14:30 [info ] Computing VBM_GM [junifer] 2026-10-07 20:14:30 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:14:30 [info ] Parcellation parameters: [junifer] 2026-10-07 20:14:30 [info ] resolution: None [junifer] 2026-10-07 20:14:30 [info ] n_rois: 100 [junifer] 2026-10-07 20:14:30 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:14:30 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:14:30 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_100Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:14:36 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:14:36 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmp5e6h4hfg/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_b4afaa3c-c28b-11f1-9c61-c662fa6c4243z75yl0oe/prewarp_parcellation.nii.gz -r /tmp/junifer/tmp5e6h4hfg/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_b4afaa3c-c28b-11f1-9c61-c662fa6c4243z75yl0oe/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmp5e6h4hfg/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_b4afaa3c-c28b-11f1-9c61-c662fa6c4243z75yl0oe/parcellation_warped.nii.gz [junifer] 2026-10-07 20:14:52 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:14:56 [info ] Storing in [junifer] 2026-10-07 20:14:56 [info ] Fitting marker Schaefer200x17_Mean [junifer] 2026-10-07 20:14:56 [info ] Computing VBM_GM [junifer] 2026-10-07 20:14:56 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:14:56 [info ] Parcellation parameters: [junifer] 2026-10-07 20:14:56 [info ] resolution: None [junifer] 2026-10-07 20:14:56 [info ] n_rois: 200 [junifer] 2026-10-07 20:14:56 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:14:56 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:14:57 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_200Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:15:03 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:15:04 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmp5e6h4hfg/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_c4611704-c28b-11f1-9c61-c662fa6c4243lqqwcorb/prewarp_parcellation.nii.gz -r /tmp/junifer/tmp5e6h4hfg/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_c4611704-c28b-11f1-9c61-c662fa6c4243lqqwcorb/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmp5e6h4hfg/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_c4611704-c28b-11f1-9c61-c662fa6c4243lqqwcorb/parcellation_warped.nii.gz [junifer] 2026-10-07 20:15:36 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:15:40 [info ] Storing in [junifer] 2026-10-07 20:15:40 [info ] Marker collection fitting done [junifer] 2026-10-07 20:15:40 [info ] Getting element sub-04 [junifer] 2026-10-07 20:15:40 [info ] Fitting pipeline [junifer] 2026-10-07 20:15:40 [info ] Reading VBM_GM from /home/docker/nilearn_data/oasis1/OAS1_0004_MR1/mwrc1OAS1_0004_MR1_mpr_anon_fslswapdim_bet.nii.gz [junifer] 2026-10-07 20:15:40 [info ] VBM_GM is of type NIFTI [junifer] 2026-10-07 20:15:40 [info ] Fitting marker Schaefer100x17_TrimMean80 [junifer] 2026-10-07 20:15:40 [info ] Computing VBM_GM [junifer] 2026-10-07 20:15:40 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:15:40 [info ] Parcellation parameters: [junifer] 2026-10-07 20:15:40 [info ] resolution: None [junifer] 2026-10-07 20:15:40 [info ] n_rois: 100 [junifer] 2026-10-07 20:15:40 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:15:40 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:15:41 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_100Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:15:47 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:15:48 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmpj4quasdv/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_ded19e1a-c28b-11f1-9c61-c662fa6c42433u3wmn2e/prewarp_parcellation.nii.gz -r /tmp/junifer/tmpj4quasdv/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_ded19e1a-c28b-11f1-9c61-c662fa6c42433u3wmn2e/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmpj4quasdv/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_ded19e1a-c28b-11f1-9c61-c662fa6c42433u3wmn2e/parcellation_warped.nii.gz [junifer] 2026-10-07 20:16:05 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:16:09 [info ] Storing in [junifer] 2026-10-07 20:16:09 [info ] Fitting marker Schaefer200x17_Mean [junifer] 2026-10-07 20:16:09 [info ] Computing VBM_GM [junifer] 2026-10-07 20:16:09 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:16:09 [info ] Parcellation parameters: [junifer] 2026-10-07 20:16:09 [info ] resolution: None [junifer] 2026-10-07 20:16:09 [info ] n_rois: 200 [junifer] 2026-10-07 20:16:09 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:16:09 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:16:10 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_200Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:16:16 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:16:17 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmpj4quasdv/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_effe868a-c28b-11f1-9c61-c662fa6c4243bzwyb643/prewarp_parcellation.nii.gz -r /tmp/junifer/tmpj4quasdv/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_effe868a-c28b-11f1-9c61-c662fa6c4243bzwyb643/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmpj4quasdv/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_effe868a-c28b-11f1-9c61-c662fa6c4243bzwyb643/parcellation_warped.nii.gz [junifer] 2026-10-07 20:16:42 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:16:46 [info ] Storing in [junifer] 2026-10-07 20:16:46 [info ] Marker collection fitting done [junifer] 2026-10-07 20:16:46 [info ] Getting element sub-05 [junifer] 2026-10-07 20:16:46 [info ] Fitting pipeline [junifer] 2026-10-07 20:16:46 [info ] Reading VBM_GM from /home/docker/nilearn_data/oasis1/OAS1_0005_MR1/mwrc1OAS1_0005_MR1_mpr_anon_fslswapdim_bet.nii.gz [junifer] 2026-10-07 20:16:46 [info ] VBM_GM is of type NIFTI [junifer] 2026-10-07 20:16:46 [info ] Fitting marker Schaefer100x17_TrimMean80 [junifer] 2026-10-07 20:16:46 [info ] Computing VBM_GM [junifer] 2026-10-07 20:16:46 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:16:46 [info ] Parcellation parameters: [junifer] 2026-10-07 20:16:46 [info ] resolution: None [junifer] 2026-10-07 20:16:46 [info ] n_rois: 100 [junifer] 2026-10-07 20:16:46 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:16:46 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:16:47 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_100Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:16:52 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:16:53 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmpgt3w8s6e/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_05d7e3f2-c28c-11f1-9c61-c662fa6c4243ihdhlkwl/prewarp_parcellation.nii.gz -r /tmp/junifer/tmpgt3w8s6e/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_05d7e3f2-c28c-11f1-9c61-c662fa6c4243ihdhlkwl/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmpgt3w8s6e/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_05d7e3f2-c28c-11f1-9c61-c662fa6c4243ihdhlkwl/parcellation_warped.nii.gz [junifer] 2026-10-07 20:17:12 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:17:17 [info ] Storing in [junifer] 2026-10-07 20:17:17 [info ] Fitting marker Schaefer200x17_Mean [junifer] 2026-10-07 20:17:17 [info ] Computing VBM_GM [junifer] 2026-10-07 20:17:17 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:17:17 [info ] Parcellation parameters: [junifer] 2026-10-07 20:17:17 [info ] resolution: None [junifer] 2026-10-07 20:17:17 [info ] n_rois: 200 [junifer] 2026-10-07 20:17:17 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:17:17 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:17:18 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_200Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:17:24 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:17:26 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmpgt3w8s6e/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_18998b8a-c28c-11f1-9c61-c662fa6c4243yinn8v3w/prewarp_parcellation.nii.gz -r /tmp/junifer/tmpgt3w8s6e/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_18998b8a-c28c-11f1-9c61-c662fa6c4243yinn8v3w/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmpgt3w8s6e/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_18998b8a-c28c-11f1-9c61-c662fa6c4243yinn8v3w/parcellation_warped.nii.gz [junifer] 2026-10-07 20:17:57 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:18:01 [info ] Storing in [junifer] 2026-10-07 20:18:01 [info ] Marker collection fitting done [junifer] 2026-10-07 20:18:01 [info ] Getting element sub-06 [junifer] 2026-10-07 20:18:01 [info ] Fitting pipeline [junifer] 2026-10-07 20:18:01 [info ] Reading VBM_GM from /home/docker/nilearn_data/oasis1/OAS1_0006_MR1/mwrc1OAS1_0006_MR1_mpr_anon_fslswapdim_bet.nii.gz [junifer] 2026-10-07 20:18:01 [info ] VBM_GM is of type NIFTI [junifer] 2026-10-07 20:18:01 [info ] Fitting marker Schaefer100x17_TrimMean80 [junifer] 2026-10-07 20:18:01 [info ] Computing VBM_GM [junifer] 2026-10-07 20:18:01 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:18:01 [info ] Parcellation parameters: [junifer] 2026-10-07 20:18:01 [info ] resolution: None [junifer] 2026-10-07 20:18:01 [info ] n_rois: 100 [junifer] 2026-10-07 20:18:01 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:18:01 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:18:01 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_100Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:18:08 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:18:09 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmpd02nlugn/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_3297d4d8-c28c-11f1-9c61-c662fa6c4243k9k5786w/prewarp_parcellation.nii.gz -r /tmp/junifer/tmpd02nlugn/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_3297d4d8-c28c-11f1-9c61-c662fa6c4243k9k5786w/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmpd02nlugn/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_3297d4d8-c28c-11f1-9c61-c662fa6c4243k9k5786w/parcellation_warped.nii.gz [junifer] 2026-10-07 20:18:26 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:18:31 [info ] Storing in [junifer] 2026-10-07 20:18:31 [info ] Fitting marker Schaefer200x17_Mean [junifer] 2026-10-07 20:18:31 [info ] Computing VBM_GM [junifer] 2026-10-07 20:18:31 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:18:31 [info ] Parcellation parameters: [junifer] 2026-10-07 20:18:31 [info ] resolution: None [junifer] 2026-10-07 20:18:31 [info ] n_rois: 200 [junifer] 2026-10-07 20:18:31 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:18:31 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:18:32 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_200Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:18:37 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:18:38 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmpd02nlugn/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_44789f02-c28c-11f1-9c61-c662fa6c4243_zj1rm35/prewarp_parcellation.nii.gz -r /tmp/junifer/tmpd02nlugn/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_44789f02-c28c-11f1-9c61-c662fa6c4243_zj1rm35/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmpd02nlugn/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_44789f02-c28c-11f1-9c61-c662fa6c4243_zj1rm35/parcellation_warped.nii.gz [junifer] 2026-10-07 20:19:06 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:19:10 [info ] Storing in [junifer] 2026-10-07 20:19:10 [info ] Marker collection fitting done [junifer] 2026-10-07 20:19:10 [info ] Getting element sub-07 [junifer] 2026-10-07 20:19:10 [info ] Fitting pipeline [junifer] 2026-10-07 20:19:10 [info ] Reading VBM_GM from /home/docker/nilearn_data/oasis1/OAS1_0007_MR1/mwrc1OAS1_0007_MR1_mpr_anon_fslswapdim_bet.nii.gz [junifer] 2026-10-07 20:19:10 [info ] VBM_GM is of type NIFTI [junifer] 2026-10-07 20:19:10 [info ] Fitting marker Schaefer100x17_TrimMean80 [junifer] 2026-10-07 20:19:10 [info ] Computing VBM_GM [junifer] 2026-10-07 20:19:10 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:19:10 [info ] Parcellation parameters: [junifer] 2026-10-07 20:19:10 [info ] resolution: None [junifer] 2026-10-07 20:19:10 [info ] n_rois: 100 [junifer] 2026-10-07 20:19:10 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:19:10 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:19:11 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_100Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:19:17 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:19:18 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmp_nxhsmr9/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_5bc6dfde-c28c-11f1-9c61-c662fa6c4243r4t74g3z/prewarp_parcellation.nii.gz -r /tmp/junifer/tmp_nxhsmr9/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_5bc6dfde-c28c-11f1-9c61-c662fa6c4243r4t74g3z/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmp_nxhsmr9/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_5bc6dfde-c28c-11f1-9c61-c662fa6c4243r4t74g3z/parcellation_warped.nii.gz [junifer] 2026-10-07 20:19:35 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:19:39 [info ] Storing in [junifer] 2026-10-07 20:19:40 [info ] Fitting marker Schaefer200x17_Mean [junifer] 2026-10-07 20:19:40 [info ] Computing VBM_GM [junifer] 2026-10-07 20:19:40 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:19:40 [info ] Parcellation parameters: [junifer] 2026-10-07 20:19:40 [info ] resolution: None [junifer] 2026-10-07 20:19:40 [info ] n_rois: 200 [junifer] 2026-10-07 20:19:40 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:19:40 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:19:40 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_200Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:19:46 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:19:47 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmp_nxhsmr9/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_6d35724e-c28c-11f1-9c61-c662fa6c42430qyngyhb/prewarp_parcellation.nii.gz -r /tmp/junifer/tmp_nxhsmr9/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_6d35724e-c28c-11f1-9c61-c662fa6c42430qyngyhb/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmp_nxhsmr9/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_6d35724e-c28c-11f1-9c61-c662fa6c42430qyngyhb/parcellation_warped.nii.gz [junifer] 2026-10-07 20:20:22 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:20:26 [info ] Storing in [junifer] 2026-10-07 20:20:27 [info ] Marker collection fitting done [junifer] 2026-10-07 20:20:27 [info ] Getting element sub-08 [junifer] 2026-10-07 20:20:27 [info ] Fitting pipeline [junifer] 2026-10-07 20:20:27 [info ] Reading VBM_GM from /home/docker/nilearn_data/oasis1/OAS1_0009_MR1/mwrc1OAS1_0009_MR1_mpr_anon_fslswapdim_bet.nii.gz [junifer] 2026-10-07 20:20:27 [info ] VBM_GM is of type NIFTI [junifer] 2026-10-07 20:20:27 [info ] Fitting marker Schaefer100x17_TrimMean80 [junifer] 2026-10-07 20:20:27 [info ] Computing VBM_GM [junifer] 2026-10-07 20:20:27 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:20:27 [info ] Parcellation parameters: [junifer] 2026-10-07 20:20:27 [info ] resolution: None [junifer] 2026-10-07 20:20:27 [info ] n_rois: 100 [junifer] 2026-10-07 20:20:27 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:20:27 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:20:27 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_100Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:20:34 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:20:35 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmpiix_m5ne/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_8987415c-c28c-11f1-9c61-c662fa6c4243shzp3lc1/prewarp_parcellation.nii.gz -r /tmp/junifer/tmpiix_m5ne/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_8987415c-c28c-11f1-9c61-c662fa6c4243shzp3lc1/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmpiix_m5ne/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_8987415c-c28c-11f1-9c61-c662fa6c4243shzp3lc1/parcellation_warped.nii.gz [junifer] 2026-10-07 20:20:52 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:20:56 [info ] Storing in [junifer] 2026-10-07 20:20:56 [info ] Fitting marker Schaefer200x17_Mean [junifer] 2026-10-07 20:20:56 [info ] Computing VBM_GM [junifer] 2026-10-07 20:20:56 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:20:56 [info ] Parcellation parameters: [junifer] 2026-10-07 20:20:56 [info ] resolution: None [junifer] 2026-10-07 20:20:56 [info ] n_rois: 200 [junifer] 2026-10-07 20:20:56 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:20:56 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:20:56 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_200Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:21:02 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:21:03 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmpiix_m5ne/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_9aaf5dd4-c28c-11f1-9c61-c662fa6c4243y__3qibb/prewarp_parcellation.nii.gz -r /tmp/junifer/tmpiix_m5ne/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_9aaf5dd4-c28c-11f1-9c61-c662fa6c4243y__3qibb/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmpiix_m5ne/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_9aaf5dd4-c28c-11f1-9c61-c662fa6c4243y__3qibb/parcellation_warped.nii.gz [junifer] 2026-10-07 20:21:33 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:21:38 [info ] Storing in [junifer] 2026-10-07 20:21:38 [info ] Marker collection fitting done [junifer] 2026-10-07 20:21:38 [info ] Getting element sub-09 [junifer] 2026-10-07 20:21:38 [info ] Fitting pipeline [junifer] 2026-10-07 20:21:38 [info ] Reading VBM_GM from /home/docker/nilearn_data/oasis1/OAS1_0010_MR1/mwrc1OAS1_0010_MR1_mpr_anon_fslswapdim_bet.nii.gz [junifer] 2026-10-07 20:21:38 [info ] VBM_GM is of type NIFTI [junifer] 2026-10-07 20:21:38 [info ] Fitting marker Schaefer100x17_TrimMean80 [junifer] 2026-10-07 20:21:38 [info ] Computing VBM_GM [junifer] 2026-10-07 20:21:38 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:21:38 [info ] Parcellation parameters: [junifer] 2026-10-07 20:21:38 [info ] resolution: None [junifer] 2026-10-07 20:21:38 [info ] n_rois: 100 [junifer] 2026-10-07 20:21:38 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:21:38 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:21:39 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_100Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:21:45 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:21:46 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmppkcvudny/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_b41c0de4-c28c-11f1-9c61-c662fa6c42430_atphgi/prewarp_parcellation.nii.gz -r /tmp/junifer/tmppkcvudny/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_b41c0de4-c28c-11f1-9c61-c662fa6c42430_atphgi/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmppkcvudny/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_b41c0de4-c28c-11f1-9c61-c662fa6c42430_atphgi/parcellation_warped.nii.gz [junifer] 2026-10-07 20:22:04 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:22:09 [info ] Storing in [junifer] 2026-10-07 20:22:09 [info ] Fitting marker Schaefer200x17_Mean [junifer] 2026-10-07 20:22:09 [info ] Computing VBM_GM [junifer] 2026-10-07 20:22:09 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:22:09 [info ] Parcellation parameters: [junifer] 2026-10-07 20:22:09 [info ] resolution: None [junifer] 2026-10-07 20:22:09 [info ] n_rois: 200 [junifer] 2026-10-07 20:22:09 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:22:09 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:22:10 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_200Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:22:17 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:22:18 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmppkcvudny/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_c67c9846-c28c-11f1-9c61-c662fa6c4243zot1f_g1/prewarp_parcellation.nii.gz -r /tmp/junifer/tmppkcvudny/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_c67c9846-c28c-11f1-9c61-c662fa6c4243zot1f_g1/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmppkcvudny/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_c67c9846-c28c-11f1-9c61-c662fa6c4243zot1f_g1/parcellation_warped.nii.gz [junifer] 2026-10-07 20:22:45 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:22:48 [info ] Storing in [junifer] 2026-10-07 20:22:48 [info ] Marker collection fitting done [junifer] 2026-10-07 20:22:48 [info ] Getting element sub-10 [junifer] 2026-10-07 20:22:48 [info ] Fitting pipeline [junifer] 2026-10-07 20:22:48 [info ] Reading VBM_GM from /home/docker/nilearn_data/oasis1/OAS1_0011_MR1/mwrc1OAS1_0011_MR1_mpr_anon_fslswapdim_bet.nii.gz [junifer] 2026-10-07 20:22:48 [info ] VBM_GM is of type NIFTI [junifer] 2026-10-07 20:22:48 [info ] Fitting marker Schaefer100x17_TrimMean80 [junifer] 2026-10-07 20:22:48 [info ] Computing VBM_GM [junifer] 2026-10-07 20:22:48 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:22:48 [info ] Parcellation parameters: [junifer] 2026-10-07 20:22:48 [info ] resolution: None [junifer] 2026-10-07 20:22:48 [info ] n_rois: 100 [junifer] 2026-10-07 20:22:48 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:22:48 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:22:48 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_100Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:22:54 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:22:54 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmp7k1sibep/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_dd8ffffa-c28c-11f1-9c61-c662fa6c424383lmd_zt/prewarp_parcellation.nii.gz -r /tmp/junifer/tmp7k1sibep/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_dd8ffffa-c28c-11f1-9c61-c662fa6c424383lmd_zt/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmp7k1sibep/ants_parcellation_warper_Schaefer100x17_from_MNI152NLin6Asym_to_MNI152Lin_dd8ffffa-c28c-11f1-9c61-c662fa6c424383lmd_zt/parcellation_warped.nii.gz [junifer] 2026-10-07 20:23:10 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:23:14 [info ] Storing in [junifer] 2026-10-07 20:23:14 [info ] Fitting marker Schaefer200x17_Mean [junifer] 2026-10-07 20:23:14 [info ] Computing VBM_GM [junifer] 2026-10-07 20:23:14 [info ] Parcellation will be warped from MNI152NLin6Asym to MNI152Lin using highest resolution [junifer] 2026-10-07 20:23:14 [info ] Parcellation parameters: [junifer] 2026-10-07 20:23:14 [info ] resolution: None [junifer] 2026-10-07 20:23:14 [info ] n_rois: 200 [junifer] 2026-10-07 20:23:14 [info ] yeo_networks: 17 [junifer] 2026-10-07 20:23:14 [info ] Resolution set to None, using highest resolution. [junifer] 2026-10-07 20:23:14 [info ] Loading parcellation: /home/docker/junifer_data/v7/parcellations/Schaefer2018/Yeo2011/Schaefer2018_200Parcels_17Networks_order_FSLMNI152_1mm.nii.gz [junifer] 2026-10-07 20:23:20 [info ] Downloading template MNI152Lin (T1w in resolution 1) [junifer] 2026-10-07 20:23:21 [info ] antsApplyTransforms command to be executed: antsApplyTransforms -d 3 -e 3 -n 'GenericLabel[NearestNeighbor]' -i /tmp/junifer/tmp7k1sibep/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_ed1935fe-c28c-11f1-9c61-c662fa6c4243d9au0jzz/prewarp_parcellation.nii.gz -r /tmp/junifer/tmp7k1sibep/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_ed1935fe-c28c-11f1-9c61-c662fa6c4243d9au0jzz/MNI152Lin_T1w.nii.gz -t /home/docker/junifer_data/v7/.git/annex/objects/JQ/Pp/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5/SHA256E-s145422752--5091350b36f951d455dabd429ebe86c493c75a0217dca311ae355f1d62e080b0.h5 -o /tmp/junifer/tmp7k1sibep/ants_parcellation_warper_Schaefer200x17_from_MNI152NLin6Asym_to_MNI152Lin_ed1935fe-c28c-11f1-9c61-c662fa6c4243d9au0jzz/parcellation_warped.nii.gz [junifer] 2026-10-07 20:23:46 [info ] antsApplyTransforms command succeeded with the following output: [junifer] 2026-10-07 20:23:50 [info ] Storing in [junifer] 2026-10-07 20:23:50 [info ] Marker collection fitting done [junifer] 2026-10-07 20:23:50 [info ] Collecting data using SQLiteFeatureStorage [junifer] 2026-10-07 20:23:50 [info ] Collecting data from /tmp/tmpmkfobtvf/*test.sqlite [junifer] file: 0it [00:00, ?it/s] feature: 0%| | 0/2 [00:00 [julearn] 2026-10-07 20:23:54 [info ] Step added [julearn] 2026-10-07 20:23:54 [info ] Adding step confound_removal that applies to ColumnTypes [julearn] 2026-10-07 20:23:54 [info ] Setting hyperparameter confounds = confound [julearn] 2026-10-07 20:23:54 [info ] Step added [julearn] 2026-10-07 20:23:54 [info ] Adding step ridge that applies to ColumnTypes [julearn] 2026-10-07 20:23:54 [info ] Step added [julearn] 2026-10-07 20:23:54 [info ] ==== Input Data ==== [julearn] 2026-10-07 20:23:54 [info ] Using dataframe as input [julearn] 2026-10-07 20:23:54 [info ] Features: ['LH_VisCent_ExStr_1', 'LH_VisCent_ExStr_2', 'LH_VisCent_Striate_1', 'LH_VisCent_ExStr_3', 'LH_VisCent_ExStr_4', 'LH_VisCent_ExStr_5', 'LH_VisPeri_ExStrInf_1', 'LH_VisPeri_ExStrInf_2', 'LH_VisPeri_ExStrInf_3', 'LH_VisPeri_StriCal_1', 'LH_VisPeri_ExStrSup_1', 'LH_VisPeri_ExStrSup_2', 'LH_SomMotA_1', 'LH_SomMotA_2', 'LH_SomMotA_3', 'LH_SomMotA_4', 'LH_SomMotA_5', 'LH_SomMotA_6', 'LH_SomMotA_7', 'LH_SomMotA_8', 'LH_SomMotB_Aud_1', 'LH_SomMotB_Aud_2', 'LH_SomMotB_S2_1', 'LH_SomMotB_S2_2', 'LH_SomMotB_Aud_3', 'LH_SomMotB_S2_3', 'LH_SomMotB_Cent_1', 'LH_SomMotB_Cent_2', 'LH_DorsAttnA_TempOcc_1', 'LH_DorsAttnA_TempOcc_2', 'LH_DorsAttnA_ParOcc_1', 'LH_DorsAttnA_SPL_1', 'LH_DorsAttnA_SPL_2', 'LH_DorsAttnA_SPL_3', 'LH_DorsAttnB_PostC_1', 'LH_DorsAttnB_PostC_2', 'LH_DorsAttnB_PostC_3', 'LH_DorsAttnB_PostC_4', 'LH_DorsAttnB_FEF_1', 'LH_SalVentAttnA_ParOper_1', 'LH_SalVentAttnA_Ins_1', 'LH_SalVentAttnA_FrOper_1', 'LH_SalVentAttnA_FrOper_2', 'LH_SalVentAttnA_ParMed_1', 'LH_SalVentAttnA_FrMed_1', 'LH_SalVentAttnA_FrMed_2', 'LH_SalVentAttnB_IPL_1', 'LH_SalVentAttnB_PFCl_1', 'LH_SalVentAttnB_Ins_1', 'LH_SalVentAttnB_PFCmp_1', 'LH_LimbicB_OFC_1', 'LH_LimbicB_OFC_2', 'LH_LimbicA_TempPole_1', 'LH_LimbicA_TempPole_2', 'LH_LimbicA_TempPole_3', 'LH_LimbicA_TempPole_4', 'LH_ContA_Temp_1', 'LH_ContA_IPS_1', 'LH_ContA_IPS_2', 'LH_ContA_IPS_3', 'LH_ContA_PFCd_1', 'LH_ContA_PFClv_1', 'LH_ContA_PFCl_1', 'LH_ContA_PFCl_2', 'LH_ContA_PFCl_3', 'LH_ContA_Cingm_1', 'LH_ContB_Temp_1', 'LH_ContB_IPL_1', 'LH_ContB_PFCl_1', 'LH_ContB_PFClv_1', 'LH_ContB_PFClv_2', 'LH_ContC_pCun_1', 'LH_ContC_pCun_2', 'LH_ContC_Cingp_1', 'LH_DefaultA_IPL_1', 'LH_DefaultA_PFCd_1', 'LH_DefaultA_pCunPCC_1', 'LH_DefaultA_pCunPCC_2', 'LH_DefaultA_pCunPCC_3', 'LH_DefaultA_PFCm_1', 'LH_DefaultA_PFCm_2', 'LH_DefaultA_PFCm_3', 'LH_DefaultB_Temp_1', 'LH_DefaultB_Temp_2', 'LH_DefaultB_Temp_3', 'LH_DefaultB_Temp_4', 'LH_DefaultB_IPL_1', 'LH_DefaultB_PFCd_1', 'LH_DefaultB_PFCd_2', 'LH_DefaultB_PFCd_3', 'LH_DefaultB_PFCd_4', 'LH_DefaultB_PFCv_1', 'LH_DefaultB_PFCv_2', 'LH_DefaultB_PFCv_3', 'LH_DefaultB_PFCv_4', 'LH_DefaultC_IPL_1', 'LH_DefaultC_Rsp_1', 'LH_DefaultC_PHC_1', 'LH_TempPar_1', 'LH_TempPar_2', 'RH_VisCent_ExStr_1', 'RH_VisCent_ExStr_2', 'RH_VisCent_Striate_1', 'RH_VisCent_ExStr_3', 'RH_VisCent_ExStr_4', 'RH_VisCent_ExStr_5', 'RH_VisPeri_ExStrInf_1', 'RH_VisPeri_ExStrInf_2', 'RH_VisPeri_StriCal_1', 'RH_VisPeri_ExStrSup_1', 'RH_VisPeri_ExStrSup_2', 'RH_VisPeri_ExStrSup_3', 'RH_SomMotA_1', 'RH_SomMotA_2', 'RH_SomMotA_3', 'RH_SomMotA_4', 'RH_SomMotA_5', 'RH_SomMotA_6', 'RH_SomMotA_7', 'RH_SomMotA_8', 'RH_SomMotA_9', 'RH_SomMotA_10', 'RH_SomMotA_11', 'RH_SomMotB_Aud_1', 'RH_SomMotB_Aud_2', 'RH_SomMotB_S2_1', 'RH_SomMotB_S2_2', 'RH_SomMotB_S2_3', 'RH_SomMotB_S2_4', 'RH_SomMotB_Cent_1', 'RH_DorsAttnA_TempOcc_1', 'RH_DorsAttnA_ParOcc_1', 'RH_DorsAttnA_SPL_1', 'RH_DorsAttnA_SPL_2', 'RH_DorsAttnA_SPL_3', 'RH_DorsAttnA_SPL_4', 'RH_DorsAttnB_PostC_1', 'RH_DorsAttnB_PostC_2', 'RH_DorsAttnB_PostC_3', 'RH_DorsAttnB_PostC_4', 'RH_DorsAttnB_FEF_1', 'RH_SalVentAttnA_ParOper_1', 'RH_SalVentAttnA_PrC_1', 'RH_SalVentAttnA_Ins_1', 'RH_SalVentAttnA_Ins_2', 'RH_SalVentAttnA_FrOper_1', 'RH_SalVentAttnA_FrMed_1', 'RH_SalVentAttnA_ParMed_1', 'RH_SalVentAttnA_ParMed_2', 'RH_SalVentAttnA_FrMed_2', 'RH_SalVentAttnB_IPL_1', 'RH_SalVentAttnB_PFClv_1', 'RH_SalVentAttnB_PFCl_1', 'RH_SalVentAttnB_Ins_1', 'RH_SalVentAttnB_Ins_2', 'RH_SalVentAttnB_PFCmp_1', 'RH_LimbicB_OFC_1', 'RH_LimbicB_OFC_2', 'RH_LimbicB_OFC_3', 'RH_LimbicB_OFC_4', 'RH_LimbicA_TempPole_1', 'RH_LimbicA_TempPole_2', 'RH_LimbicA_TempPole_3', 'RH_LimbicA_TempPole_4', 'RH_ContA_IPS_1', 'RH_ContA_IPS_2', 'RH_ContA_PFCd_1', 'RH_ContA_PFCl_1', 'RH_ContA_PFCl_2', 'RH_ContA_Cingm_1', 'RH_ContB_Temp_1', 'RH_ContB_Temp_2', 'RH_ContB_IPL_1', 'RH_ContB_IPL_2', 'RH_ContB_PFCld_1', 'RH_ContB_PFCld_2', 'RH_ContB_PFClv_1', 'RH_ContB_PFClv_2', 'RH_ContB_PFCmp_1', 'RH_ContB_PFCld_3', 'RH_ContC_pCun_1', 'RH_ContC_pCun_2', 'RH_ContC_Cingp_1', 'RH_DefaultA_IPL_1', 'RH_DefaultA_PFCd_1', 'RH_DefaultA_pCunPCC_1', 'RH_DefaultA_PFCm_1', 'RH_DefaultA_PFCm_2', 'RH_DefaultA_PFCm_3', 'RH_DefaultB_Temp_1', 'RH_DefaultB_AntTemp_1', 'RH_DefaultB_PFCd_1', 'RH_DefaultB_PFCv_1', 'RH_DefaultC_IPL_1', 'RH_DefaultC_Rsp_1', 'RH_DefaultC_PHC_1', 'RH_TempPar_1', 'RH_TempPar_2', 'RH_TempPar_3', 'RH_TempPar_4', 'sex'] [julearn] 2026-10-07 20:23:54 [info ] Target: age [julearn] 2026-10-07 20:23:54 [info ] Expanded features: ['LH_VisCent_ExStr_1', 'LH_VisCent_ExStr_2', 'LH_VisCent_Striate_1', 'LH_VisCent_ExStr_3', 'LH_VisCent_ExStr_4', 'LH_VisCent_ExStr_5', 'LH_VisPeri_ExStrInf_1', 'LH_VisPeri_ExStrInf_2', 'LH_VisPeri_ExStrInf_3', 'LH_VisPeri_StriCal_1', 'LH_VisPeri_ExStrSup_1', 'LH_VisPeri_ExStrSup_2', 'LH_SomMotA_1', 'LH_SomMotA_2', 'LH_SomMotA_3', 'LH_SomMotA_4', 'LH_SomMotA_5', 'LH_SomMotA_6', 'LH_SomMotA_7', 'LH_SomMotA_8', 'LH_SomMotB_Aud_1', 'LH_SomMotB_Aud_2', 'LH_SomMotB_S2_1', 'LH_SomMotB_S2_2', 'LH_SomMotB_Aud_3', 'LH_SomMotB_S2_3', 'LH_SomMotB_Cent_1', 'LH_SomMotB_Cent_2', 'LH_DorsAttnA_TempOcc_1', 'LH_DorsAttnA_TempOcc_2', 'LH_DorsAttnA_ParOcc_1', 'LH_DorsAttnA_SPL_1', 'LH_DorsAttnA_SPL_2', 'LH_DorsAttnA_SPL_3', 'LH_DorsAttnB_PostC_1', 'LH_DorsAttnB_PostC_2', 'LH_DorsAttnB_PostC_3', 'LH_DorsAttnB_PostC_4', 'LH_DorsAttnB_FEF_1', 'LH_SalVentAttnA_ParOper_1', 'LH_SalVentAttnA_Ins_1', 'LH_SalVentAttnA_FrOper_1', 'LH_SalVentAttnA_FrOper_2', 'LH_SalVentAttnA_ParMed_1', 'LH_SalVentAttnA_FrMed_1', 'LH_SalVentAttnA_FrMed_2', 'LH_SalVentAttnB_IPL_1', 'LH_SalVentAttnB_PFCl_1', 'LH_SalVentAttnB_Ins_1', 'LH_SalVentAttnB_PFCmp_1', 'LH_LimbicB_OFC_1', 'LH_LimbicB_OFC_2', 'LH_LimbicA_TempPole_1', 'LH_LimbicA_TempPole_2', 'LH_LimbicA_TempPole_3', 'LH_LimbicA_TempPole_4', 'LH_ContA_Temp_1', 'LH_ContA_IPS_1', 'LH_ContA_IPS_2', 'LH_ContA_IPS_3', 'LH_ContA_PFCd_1', 'LH_ContA_PFClv_1', 'LH_ContA_PFCl_1', 'LH_ContA_PFCl_2', 'LH_ContA_PFCl_3', 'LH_ContA_Cingm_1', 'LH_ContB_Temp_1', 'LH_ContB_IPL_1', 'LH_ContB_PFCl_1', 'LH_ContB_PFClv_1', 'LH_ContB_PFClv_2', 'LH_ContC_pCun_1', 'LH_ContC_pCun_2', 'LH_ContC_Cingp_1', 'LH_DefaultA_IPL_1', 'LH_DefaultA_PFCd_1', 'LH_DefaultA_pCunPCC_1', 'LH_DefaultA_pCunPCC_2', 'LH_DefaultA_pCunPCC_3', 'LH_DefaultA_PFCm_1', 'LH_DefaultA_PFCm_2', 'LH_DefaultA_PFCm_3', 'LH_DefaultB_Temp_1', 'LH_DefaultB_Temp_2', 'LH_DefaultB_Temp_3', 'LH_DefaultB_Temp_4', 'LH_DefaultB_IPL_1', 'LH_DefaultB_PFCd_1', 'LH_DefaultB_PFCd_2', 'LH_DefaultB_PFCd_3', 'LH_DefaultB_PFCd_4', 'LH_DefaultB_PFCv_1', 'LH_DefaultB_PFCv_2', 'LH_DefaultB_PFCv_3', 'LH_DefaultB_PFCv_4', 'LH_DefaultC_IPL_1', 'LH_DefaultC_Rsp_1', 'LH_DefaultC_PHC_1', 'LH_TempPar_1', 'LH_TempPar_2', 'RH_VisCent_ExStr_1', 'RH_VisCent_ExStr_2', 'RH_VisCent_Striate_1', 'RH_VisCent_ExStr_3', 'RH_VisCent_ExStr_4', 'RH_VisCent_ExStr_5', 'RH_VisPeri_ExStrInf_1', 'RH_VisPeri_ExStrInf_2', 'RH_VisPeri_StriCal_1', 'RH_VisPeri_ExStrSup_1', 'RH_VisPeri_ExStrSup_2', 'RH_VisPeri_ExStrSup_3', 'RH_SomMotA_1', 'RH_SomMotA_2', 'RH_SomMotA_3', 'RH_SomMotA_4', 'RH_SomMotA_5', 'RH_SomMotA_6', 'RH_SomMotA_7', 'RH_SomMotA_8', 'RH_SomMotA_9', 'RH_SomMotA_10', 'RH_SomMotA_11', 'RH_SomMotB_Aud_1', 'RH_SomMotB_Aud_2', 'RH_SomMotB_S2_1', 'RH_SomMotB_S2_2', 'RH_SomMotB_S2_3', 'RH_SomMotB_S2_4', 'RH_SomMotB_Cent_1', 'RH_DorsAttnA_TempOcc_1', 'RH_DorsAttnA_ParOcc_1', 'RH_DorsAttnA_SPL_1', 'RH_DorsAttnA_SPL_2', 'RH_DorsAttnA_SPL_3', 'RH_DorsAttnA_SPL_4', 'RH_DorsAttnB_PostC_1', 'RH_DorsAttnB_PostC_2', 'RH_DorsAttnB_PostC_3', 'RH_DorsAttnB_PostC_4', 'RH_DorsAttnB_FEF_1', 'RH_SalVentAttnA_ParOper_1', 'RH_SalVentAttnA_PrC_1', 'RH_SalVentAttnA_Ins_1', 'RH_SalVentAttnA_Ins_2', 'RH_SalVentAttnA_FrOper_1', 'RH_SalVentAttnA_FrMed_1', 'RH_SalVentAttnA_ParMed_1', 'RH_SalVentAttnA_ParMed_2', 'RH_SalVentAttnA_FrMed_2', 'RH_SalVentAttnB_IPL_1', 'RH_SalVentAttnB_PFClv_1', 'RH_SalVentAttnB_PFCl_1', 'RH_SalVentAttnB_Ins_1', 'RH_SalVentAttnB_Ins_2', 'RH_SalVentAttnB_PFCmp_1', 'RH_LimbicB_OFC_1', 'RH_LimbicB_OFC_2', 'RH_LimbicB_OFC_3', 'RH_LimbicB_OFC_4', 'RH_LimbicA_TempPole_1', 'RH_LimbicA_TempPole_2', 'RH_LimbicA_TempPole_3', 'RH_LimbicA_TempPole_4', 'RH_ContA_IPS_1', 'RH_ContA_IPS_2', 'RH_ContA_PFCd_1', 'RH_ContA_PFCl_1', 'RH_ContA_PFCl_2', 'RH_ContA_Cingm_1', 'RH_ContB_Temp_1', 'RH_ContB_Temp_2', 'RH_ContB_IPL_1', 'RH_ContB_IPL_2', 'RH_ContB_PFCld_1', 'RH_ContB_PFCld_2', 'RH_ContB_PFClv_1', 'RH_ContB_PFClv_2', 'RH_ContB_PFCmp_1', 'RH_ContB_PFCld_3', 'RH_ContC_pCun_1', 'RH_ContC_pCun_2', 'RH_ContC_Cingp_1', 'RH_DefaultA_IPL_1', 'RH_DefaultA_PFCd_1', 'RH_DefaultA_pCunPCC_1', 'RH_DefaultA_PFCm_1', 'RH_DefaultA_PFCm_2', 'RH_DefaultA_PFCm_3', 'RH_DefaultB_Temp_1', 'RH_DefaultB_AntTemp_1', 'RH_DefaultB_PFCd_1', 'RH_DefaultB_PFCv_1', 'RH_DefaultC_IPL_1', 'RH_DefaultC_Rsp_1', 'RH_DefaultC_PHC_1', 'RH_TempPar_1', 'RH_TempPar_2', 'RH_TempPar_3', 'RH_TempPar_4', 'sex'] [julearn] 2026-10-07 20:23:54 [info ] X_types:{'features': ['LH_VisCent_ExStr_1', 'LH_VisCent_ExStr_2', 'LH_VisCent_Striate_1', 'LH_VisCent_ExStr_3', 'LH_VisCent_ExStr_4', 'LH_VisCent_ExStr_5', 'LH_VisPeri_ExStrInf_1', 'LH_VisPeri_ExStrInf_2', 'LH_VisPeri_ExStrInf_3', 'LH_VisPeri_StriCal_1', 'LH_VisPeri_ExStrSup_1', 'LH_VisPeri_ExStrSup_2', 'LH_SomMotA_1', 'LH_SomMotA_2', 'LH_SomMotA_3', 'LH_SomMotA_4', 'LH_SomMotA_5', 'LH_SomMotA_6', 'LH_SomMotA_7', 'LH_SomMotA_8', 'LH_SomMotB_Aud_1', 'LH_SomMotB_Aud_2', 'LH_SomMotB_S2_1', 'LH_SomMotB_S2_2', 'LH_SomMotB_Aud_3', 'LH_SomMotB_S2_3', 'LH_SomMotB_Cent_1', 'LH_SomMotB_Cent_2', 'LH_DorsAttnA_TempOcc_1', 'LH_DorsAttnA_TempOcc_2', 'LH_DorsAttnA_ParOcc_1', 'LH_DorsAttnA_SPL_1', 'LH_DorsAttnA_SPL_2', 'LH_DorsAttnA_SPL_3', 'LH_DorsAttnB_PostC_1', 'LH_DorsAttnB_PostC_2', 'LH_DorsAttnB_PostC_3', 'LH_DorsAttnB_PostC_4', 'LH_DorsAttnB_FEF_1', 'LH_SalVentAttnA_ParOper_1', 'LH_SalVentAttnA_Ins_1', 'LH_SalVentAttnA_FrOper_1', 'LH_SalVentAttnA_FrOper_2', 'LH_SalVentAttnA_ParMed_1', 'LH_SalVentAttnA_FrMed_1', 'LH_SalVentAttnA_FrMed_2', 'LH_SalVentAttnB_IPL_1', 'LH_SalVentAttnB_PFCl_1', 'LH_SalVentAttnB_Ins_1', 'LH_SalVentAttnB_PFCmp_1', 'LH_LimbicB_OFC_1', 'LH_LimbicB_OFC_2', 'LH_LimbicA_TempPole_1', 'LH_LimbicA_TempPole_2', 'LH_LimbicA_TempPole_3', 'LH_LimbicA_TempPole_4', 'LH_ContA_Temp_1', 'LH_ContA_IPS_1', 'LH_ContA_IPS_2', 'LH_ContA_IPS_3', 'LH_ContA_PFCd_1', 'LH_ContA_PFClv_1', 'LH_ContA_PFCl_1', 'LH_ContA_PFCl_2', 'LH_ContA_PFCl_3', 'LH_ContA_Cingm_1', 'LH_ContB_Temp_1', 'LH_ContB_IPL_1', 'LH_ContB_PFCl_1', 'LH_ContB_PFClv_1', 'LH_ContB_PFClv_2', 'LH_ContC_pCun_1', 'LH_ContC_pCun_2', 'LH_ContC_Cingp_1', 'LH_DefaultA_IPL_1', 'LH_DefaultA_PFCd_1', 'LH_DefaultA_pCunPCC_1', 'LH_DefaultA_pCunPCC_2', 'LH_DefaultA_pCunPCC_3', 'LH_DefaultA_PFCm_1', 'LH_DefaultA_PFCm_2', 'LH_DefaultA_PFCm_3', 'LH_DefaultB_Temp_1', 'LH_DefaultB_Temp_2', 'LH_DefaultB_Temp_3', 'LH_DefaultB_Temp_4', 'LH_DefaultB_IPL_1', 'LH_DefaultB_PFCd_1', 'LH_DefaultB_PFCd_2', 'LH_DefaultB_PFCd_3', 'LH_DefaultB_PFCd_4', 'LH_DefaultB_PFCv_1', 'LH_DefaultB_PFCv_2', 'LH_DefaultB_PFCv_3', 'LH_DefaultB_PFCv_4', 'LH_DefaultC_IPL_1', 'LH_DefaultC_Rsp_1', 'LH_DefaultC_PHC_1', 'LH_TempPar_1', 'LH_TempPar_2', 'RH_VisCent_ExStr_1', 'RH_VisCent_ExStr_2', 'RH_VisCent_Striate_1', 'RH_VisCent_ExStr_3', 'RH_VisCent_ExStr_4', 'RH_VisCent_ExStr_5', 'RH_VisPeri_ExStrInf_1', 'RH_VisPeri_ExStrInf_2', 'RH_VisPeri_StriCal_1', 'RH_VisPeri_ExStrSup_1', 'RH_VisPeri_ExStrSup_2', 'RH_VisPeri_ExStrSup_3', 'RH_SomMotA_1', 'RH_SomMotA_2', 'RH_SomMotA_3', 'RH_SomMotA_4', 'RH_SomMotA_5', 'RH_SomMotA_6', 'RH_SomMotA_7', 'RH_SomMotA_8', 'RH_SomMotA_9', 'RH_SomMotA_10', 'RH_SomMotA_11', 'RH_SomMotB_Aud_1', 'RH_SomMotB_Aud_2', 'RH_SomMotB_S2_1', 'RH_SomMotB_S2_2', 'RH_SomMotB_S2_3', 'RH_SomMotB_S2_4', 'RH_SomMotB_Cent_1', 'RH_DorsAttnA_TempOcc_1', 'RH_DorsAttnA_ParOcc_1', 'RH_DorsAttnA_SPL_1', 'RH_DorsAttnA_SPL_2', 'RH_DorsAttnA_SPL_3', 'RH_DorsAttnA_SPL_4', 'RH_DorsAttnB_PostC_1', 'RH_DorsAttnB_PostC_2', 'RH_DorsAttnB_PostC_3', 'RH_DorsAttnB_PostC_4', 'RH_DorsAttnB_FEF_1', 'RH_SalVentAttnA_ParOper_1', 'RH_SalVentAttnA_PrC_1', 'RH_SalVentAttnA_Ins_1', 'RH_SalVentAttnA_Ins_2', 'RH_SalVentAttnA_FrOper_1', 'RH_SalVentAttnA_FrMed_1', 'RH_SalVentAttnA_ParMed_1', 'RH_SalVentAttnA_ParMed_2', 'RH_SalVentAttnA_FrMed_2', 'RH_SalVentAttnB_IPL_1', 'RH_SalVentAttnB_PFClv_1', 'RH_SalVentAttnB_PFCl_1', 'RH_SalVentAttnB_Ins_1', 'RH_SalVentAttnB_Ins_2', 'RH_SalVentAttnB_PFCmp_1', 'RH_LimbicB_OFC_1', 'RH_LimbicB_OFC_2', 'RH_LimbicB_OFC_3', 'RH_LimbicB_OFC_4', 'RH_LimbicA_TempPole_1', 'RH_LimbicA_TempPole_2', 'RH_LimbicA_TempPole_3', 'RH_LimbicA_TempPole_4', 'RH_ContA_IPS_1', 'RH_ContA_IPS_2', 'RH_ContA_PFCd_1', 'RH_ContA_PFCl_1', 'RH_ContA_PFCl_2', 'RH_ContA_Cingm_1', 'RH_ContB_Temp_1', 'RH_ContB_Temp_2', 'RH_ContB_IPL_1', 'RH_ContB_IPL_2', 'RH_ContB_PFCld_1', 'RH_ContB_PFCld_2', 'RH_ContB_PFClv_1', 'RH_ContB_PFClv_2', 'RH_ContB_PFCmp_1', 'RH_ContB_PFCld_3', 'RH_ContC_pCun_1', 'RH_ContC_pCun_2', 'RH_ContC_Cingp_1', 'RH_DefaultA_IPL_1', 'RH_DefaultA_PFCd_1', 'RH_DefaultA_pCunPCC_1', 'RH_DefaultA_PFCm_1', 'RH_DefaultA_PFCm_2', 'RH_DefaultA_PFCm_3', 'RH_DefaultB_Temp_1', 'RH_DefaultB_AntTemp_1', 'RH_DefaultB_PFCd_1', 'RH_DefaultB_PFCv_1', 'RH_DefaultC_IPL_1', 'RH_DefaultC_Rsp_1', 'RH_DefaultC_PHC_1', 'RH_TempPar_1', 'RH_TempPar_2', 'RH_TempPar_3', 'RH_TempPar_4'], 'confound': ['sex']} [julearn] 2026-10-07 20:23:54 [info ] ==================== [julearn] 2026-10-07 20:23:54 [info ] [julearn] 2026-10-07 20:23:54 [info ] = Model Parameters = [julearn] 2026-10-07 20:23:54 [info ] ==================== [julearn] 2026-10-07 20:23:54 [info ] [julearn] 2026-10-07 20:23:54 [info ] = Data Information = [julearn] 2026-10-07 20:23:54 [info ] Problem type: regression [julearn] 2026-10-07 20:23:54 [info ] Number of samples: 10 [julearn] 2026-10-07 20:23:54 [info ] Number of features: 201 [julearn] 2026-10-07 20:23:54 [info ] ==================== [julearn] 2026-10-07 20:23:54 [info ] [julearn] 2026-10-07 20:23:54 [info ] Target type: int64 [julearn] 2026-10-07 20:23:54 [info ] Using outer CV scheme KFold(n_splits=3, random_state=None, shuffle=False) [julearn] fit_time score_time ... fold cv_mdsum 0 0.323961 0.045210 ... 0 509497eb21da473048117e0c6704d3ea 1 0.275375 0.037532 ... 1 509497eb21da473048117e0c6704d3ea 2 0.239722 0.044518 ... 2 509497eb21da473048117e0c6704d3ea [3 rows x 8 columns] .. GENERATED FROM PYTHON SOURCE LINES 120-124 Interpretation of results: Doing machine learning with only 10 datapoints is not meaningful. This explains the big variation in scores for different cross-validation folds. .. rst-class:: sphx-glr-timing **Total running time of the script:** (11 minutes 35.242 seconds) .. _sphx_glr_download_auto_examples_run_junifer_julearn.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: run_junifer_julearn.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: run_junifer_julearn.py ` .. container:: sphx-glr-download sphx-glr-download-zip :download:`Download zipped: run_junifer_julearn.zip ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_