.. DO NOT EDIT. .. THIS FILE WAS AUTOMATICALLY GENERATED BY SPHINX-GALLERY. .. TO MAKE CHANGES, EDIT THE SOURCE PYTHON FILE: .. "auto_examples/07_advanced/plot_age_group_prediction_cross_val.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 or to run this example in your browser via Binder. .. rst-class:: sphx-glr-example-title .. _sphx_glr_auto_examples_07_advanced_plot_age_group_prediction_cross_val.py: Functional connectivity predicts age group ========================================== This example compares different kinds of :term:`functional connectivity` between regions of interest : correlation, partial correlation, and tangent space embedding. The resulting connectivity coefficients can be used to discriminate children from adults. In general, the tangent space embedding **outperforms** the standard correlations: see :footcite:t:`Dadi2019` for a careful study. .. include:: ../../../examples/masker_note.rst .. GENERATED FROM PYTHON SOURCE LINES 17-23 .. code-block:: Python try: import matplotlib.pyplot as plt except ImportError as e: raise RuntimeError("This script needs the matplotlib library") from e .. GENERATED FROM PYTHON SOURCE LINES 24-27 Load brain development :term:`fMRI` dataset and MSDL atlas ---------------------------------------------------------- We study only 60 subjects from the dataset, to save computation time. .. GENERATED FROM PYTHON SOURCE LINES 27-31 .. code-block:: Python from nilearn.datasets import fetch_atlas_msdl, fetch_development_fmri development_dataset = fetch_development_fmri(n_subjects=60) .. rst-class:: sphx-glr-script-out .. code-block:: none [fetch_development_fmri] Dataset found in /home/runner/nilearn_data/development_fmri [fetch_development_fmri] Dataset found in /home/runner/nilearn_data/development_fmri/development_fmri [fetch_development_fmri] Dataset found in /home/runner/nilearn_data/development_fmri/development_fmri [fetch_development_fmri] Downloading data from https://osf.io/download/5c8ff3f72286e80019c3c1af/ ... [fetch_development_fmri] ...done. (1 seconds, 0 min) [fetch_development_fmri] Downloading data from https://osf.io/download/5c8ff3f92286e80018c3e463/ ... [fetch_development_fmri] ...done. (3 seconds, 0 min) [fetch_development_fmri] Downloading data from https://osf.io/download/5c8ff3f6a743a90017608171/ ... [fetch_development_fmri] ...done. 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GENERATED FROM PYTHON SOURCE LINES 33-61 .. code-block:: Python from nilearn.maskers import NiftiMapsMasker msdl_data = fetch_atlas_msdl() msdl_coords = msdl_data.region_coords masker = NiftiMapsMasker( msdl_data.maps, resampling_target="data", t_r=development_dataset.t_r, detrend=True, low_pass=0.1, high_pass=0.01, memory="nilearn_cache", memory_level=1, standardize="zscore_sample", standardize_confounds=True, verbose=1, ) masked_data = list( map( masker.fit_transform, development_dataset.func, development_dataset.confounds, ) ) .. rst-class:: sphx-glr-script-out .. code-block:: none [fetch_atlas_msdl] Dataset found in /home/runner/nilearn_data/msdl_atlas [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar135_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar135_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.2s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar123_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar123_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar124_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar124_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar125_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar125_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar126_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar126_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar127_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar127_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar134_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar134_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar129_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar129_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar130_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar130_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar131_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar131_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar132_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar132_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar133_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar133_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar128_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar128_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar032_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar032_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar033_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar033_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar034_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar034_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar035_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar035_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar036_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar036_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar037_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar037_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar038_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar038_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar041_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar041_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar040_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar040_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar042_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar042_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar043_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar043_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar044_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar044_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar031_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar031_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar046_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar046_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar047_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar047_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar039_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar039_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar045_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar045_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar001_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar001_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar028_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar028_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar002_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar002_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar003_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar003_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar004_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar004_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar005_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar005_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar006_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar006_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar007_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar007_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar008_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar008_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar009_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar009_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar010_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar010_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar011_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar011_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar012_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar012_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar013_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar013_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar029_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar029_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar014_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar014_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar016_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar016_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar017_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar017_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar018_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar018_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar019_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar019_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.1s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar020_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar020_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar021_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar021_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar022_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar022_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar023_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar023_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar024_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar024_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar025_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar025_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar026_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar026_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar027_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar027_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar015_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar015_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min [NiftiMapsMasker.wrapped] Loading regions from '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii' [NiftiMapsMasker.wrapped] Resampling regions [NiftiMapsMasker.wrapped] Finished fit ________________________________________________________________________________ [Memory] Calling nilearn.maskers.base_masker.filter_and_extract... filter_and_extract('/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar030_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', , { 'allow_overlap': True, 'clean_args': None, 'clean_kwargs': {}, 'cmap': 'CMRmap_r', 'detrend': True, 'dtype': None, 'high_pass': 0.01, 'high_variance_confounds': False, 'keep_masked_maps': False, 'low_pass': 0.1, 'maps_img': '/home/runner/nilearn_data/msdl_atlas/MSDL_rois/msdl_rois.nii', 'mask_img': None, 'reports': True, 'smoothing_fwhm': None, 'standardize': 'zscore_sample', 'standardize_confounds': True, 't_r': 2, 'target_affine': None, 'target_shape': None}, confounds=None, sample_mask=None, dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1, sklearn_output_config=None) [NiftiMapsMasker.wrapped] Loading data from '/home/runner/nilearn_data/development_fmri/development_fmri/sub-pixar030_task-p ixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz' [NiftiMapsMasker.wrapped] Extracting region signals [NiftiMapsMasker.wrapped] Cleaning extracted signals _______________________________________________filter_and_extract - 1.0s, 0.0min .. GENERATED FROM PYTHON SOURCE LINES 62-67 What kind of connectivity is most powerful for classification? -------------------------------------------------------------- we will use connectivity matrices as features to distinguish children from adults. We use cross-validation and measure classification accuracy to compare the different kinds of connectivity matrices. .. GENERATED FROM PYTHON SOURCE LINES 67-99 .. code-block:: Python # prepare the classification pipeline from sklearn.dummy import DummyClassifier from sklearn.model_selection import GridSearchCV from sklearn.pipeline import Pipeline from sklearn.svm import LinearSVC from nilearn.connectome import ConnectivityMeasure kinds = ["correlation", "partial correlation", "tangent"] pipe = Pipeline( [ ( "connectivity", ConnectivityMeasure( vectorize=True, standardize="zscore_sample", ), ), ( "classifier", GridSearchCV(LinearSVC(dual=True), {"C": [0.1, 1.0, 10.0]}, cv=5), ), ] ) param_grid = [ {"classifier": [DummyClassifier(strategy="most_frequent")]}, {"connectivity__kind": kinds}, ] .. GENERATED FROM PYTHON SOURCE LINES 100-103 We use random splits of the subjects into training/testing sets. StratifiedShuffleSplit allows preserving the proportion of children in the test set. .. GENERATED FROM PYTHON SOURCE LINES 103-122 .. code-block:: Python from sklearn.model_selection import StratifiedShuffleSplit from sklearn.preprocessing import LabelEncoder groups = development_dataset.phenotypic["Child_Adult"].to_list() classes = LabelEncoder().fit_transform(groups) cv = StratifiedShuffleSplit(n_splits=30, random_state=0, test_size=10) gs = GridSearchCV( pipe, param_grid, scoring="accuracy", cv=cv, refit=False, n_jobs=2, ) gs.fit(masked_data, classes) mean_scores = gs.cv_results_["mean_test_score"] scores_std = gs.cv_results_["std_test_score"] .. GENERATED FROM PYTHON SOURCE LINES 123-124 display the results .. GENERATED FROM PYTHON SOURCE LINES 124-135 .. code-block:: Python plt.figure(figsize=(6, 4), constrained_layout=True) positions = [0.1, 0.2, 0.3, 0.4] plt.barh(positions, mean_scores, align="center", height=0.05, xerr=scores_std) yticks = ["dummy", *list(gs.cv_results_["param_connectivity__kind"].data[1:])] yticks = [t.replace(" ", "\n") for t in yticks] plt.yticks(positions, yticks) plt.xlabel("Classification accuracy") plt.gca().grid(True) plt.gca().set_axisbelow(True) .. image-sg:: /auto_examples/07_advanced/images/sphx_glr_plot_age_group_prediction_cross_val_001.png :alt: plot age group prediction cross val :srcset: /auto_examples/07_advanced/images/sphx_glr_plot_age_group_prediction_cross_val_001.png :class: sphx-glr-single-img .. GENERATED FROM PYTHON SOURCE LINES 136-142 This is a small example to showcase nilearn features. In practice such comparisons need to be performed on much larger cohorts and several datasets. :footcite:t:`Dadi2019` showed that across many cohorts and clinical questions, the tangent kind should be preferred. .. GENERATED FROM PYTHON SOURCE LINES 142-145 .. code-block:: Python plt.show() .. GENERATED FROM PYTHON SOURCE LINES 146-150 References ---------- .. footbibliography:: .. rst-class:: sphx-glr-timing **Total running time of the script:** (3 minutes 38.255 seconds) **Estimated memory usage:** 864 MB .. _sphx_glr_download_auto_examples_07_advanced_plot_age_group_prediction_cross_val.py: .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-example .. container:: binder-badge .. image:: images/binder_badge_logo.svg :target: https://mybinder.org/v2/gh/nilearn/nilearn/0.13.1?urlpath=lab/tree/notebooks/auto_examples/07_advanced/plot_age_group_prediction_cross_val.ipynb :alt: Launch binder :width: 150 px .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download Jupyter notebook: plot_age_group_prediction_cross_val.ipynb ` .. container:: sphx-glr-download sphx-glr-download-python :download:`Download Python source code: plot_age_group_prediction_cross_val.py ` .. container:: sphx-glr-download sphx-glr-download-zip :download:`Download zipped: plot_age_group_prediction_cross_val.zip ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_