Representational Similarity Analysis#
This week’s tutorial is about Representational Similarity Analysis (RSA)! We’ll be looking at how to transform patterns into RDMs using various distance measures, how to test the relation between “feature RDMs” and “brain RDMs”, and take a look at exploratory RDM visualization using multidimensional-scaling (MDS).
What you’ll learn: At the end of this tutorial, you …
know how to preprocess patterns for RSA
understand the concept of an RDM and how it can be computed
can list different types of candidate RDMs and their differences
are able to test the association between candidate and neural RDMs
Estimated time needed to complete: 8-12 hours
# Some imports for the rest of the tutorial
import os
import numpy as np
import nibabel as nib
import seaborn as sns
import matplotlib.pyplot as plt
from glob import glob
from nilearn import image, datasets, plotting, masking
import pandas as pd
Loading in the data#
In this notebook, we are going to work with real data straightaway! Like in the previous decoding tutorial, we’ll work only with the data from a single run, though. In addition, to not use too much RAM, we’ll analyze only the data from an specific ROI. In contrast to last week, we are going to use a “functional ROI” based on the localizer data from our “flocBLOCKED” task. To derive a functional ROI, we already computed (for each subject) multiple contrasts and the associated whole-brain \(z\)-score maps in both subject “native” space (T1w) and standard space (MNI152NLin2009cAsym):
import os
data_dir = os.path.join(os.path.expanduser('~'), 'NI-edu-data')
print("Downloading ROIs for sub-003 (+- 5 MB) ...")
!aws s3 sync --no-sign-request s3://openneuro.org/ds003965 {data_dir} --exclude "*" --include "derivatives/floc/*"
print("\nDone!")
Downloading ROIs for sub-003 (+- 5 MB) ...
Completed 256.0 KiB/~5.1 MiB (386.1 KiB/s) with ~8 file(s) remaining (calculating...)
Completed 512.0 KiB/~5.1 MiB (738.4 KiB/s) with ~8 file(s) remaining (calculating...)
Completed 768.0 KiB/~5.1 MiB (1.1 MiB/s) with ~8 file(s) remaining (calculating...)
Completed 1.0 MiB/~5.1 MiB (1.4 MiB/s) with ~8 file(s) remaining (calculating...)
Completed 1.2 MiB/~5.1 MiB (1.8 MiB/s) with ~8 file(s) remaining (calculating...)
Completed 1.3 MiB/~5.1 MiB (1.8 MiB/s) with ~8 file(s) remaining (calculating...)
download: s3://openneuro.org/ds003965/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-MNI152NLin2009cAsym_desc-face_zscore.nii.gz to ../../../../../../NI-edu-data/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-MNI152NLin2009cAsym_desc-face_zscore.nii.gz
Completed 1.3 MiB/~5.1 MiB (1.8 MiB/s) with ~7 file(s) remaining (calculating...)
Completed 1.5 MiB/~5.1 MiB (2.1 MiB/s) with ~7 file(s) remaining (calculating...)
Completed 1.5 MiB/~5.1 MiB (2.2 MiB/s) with ~7 file(s) remaining (calculating...)
download: s3://openneuro.org/ds003965/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-MNI152NLin2009cAsym_desc-character_zscore.nii.gz to ../../../../../../NI-edu-data/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-MNI152NLin2009cAsym_desc-character_zscore.nii.gz
Completed 1.5 MiB/~5.1 MiB (2.2 MiB/s) with ~6 file(s) remaining (calculating...)
Completed 1.8 MiB/~5.1 MiB (2.2 MiB/s) with ~6 file(s) remaining (calculating...)
Completed 2.0 MiB/~5.1 MiB (2.5 MiB/s) with ~6 file(s) remaining (calculating...)
Completed 2.3 MiB/~5.1 MiB (2.6 MiB/s) with ~6 file(s) remaining (calculating...)
Completed 2.5 MiB/~5.1 MiB (2.9 MiB/s) with ~6 file(s) remaining (calculating...)
Completed 2.5 MiB/~5.1 MiB (2.9 MiB/s) with ~6 file(s) remaining (calculating...)
download: s3://openneuro.org/ds003965/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-T1w_desc-face_zscore.nii.gz to ../../../../../../NI-edu-data/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-T1w_desc-face_zscore.nii.gz
Completed 2.5 MiB/~5.1 MiB (2.9 MiB/s) with ~5 file(s) remaining (calculating...)
Completed 2.8 MiB/~5.1 MiB (3.2 MiB/s) with ~5 file(s) remaining (calculating...)
Completed 3.0 MiB/~5.1 MiB (3.3 MiB/s) with ~5 file(s) remaining (calculating...)
Completed 3.1 MiB/~5.1 MiB (3.4 MiB/s) with ~5 file(s) remaining (calculating...)
Completed 3.1 MiB/~5.1 MiB (3.3 MiB/s) with ~5 file(s) remaining (calculating...)
download: s3://openneuro.org/ds003965/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-T1w_desc-character_zscore.nii.gz to ../../../../../../NI-edu-data/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-T1w_desc-character_zscore.nii.gz
Completed 3.1 MiB/~5.1 MiB (3.3 MiB/s) with ~4 file(s) remaining (calculating...)
download: s3://openneuro.org/ds003965/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-T1w_desc-body_zscore.nii.gz to ../../../../../../NI-edu-data/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-T1w_desc-body_zscore.nii.gz
Completed 3.1 MiB/~5.1 MiB (3.3 MiB/s) with ~3 file(s) remaining (calculating...)
Completed 3.3 MiB/~5.1 MiB (3.5 MiB/s) with ~3 file(s) remaining (calculating...)
Completed 3.6 MiB/~5.1 MiB (3.8 MiB/s) with ~3 file(s) remaining (calculating...)
Completed 3.8 MiB/~5.1 MiB (3.9 MiB/s) with ~3 file(s) remaining (calculating...)
Completed 4.1 MiB/~5.1 MiB (4.2 MiB/s) with ~3 file(s) remaining (calculating...)
Completed 4.1 MiB/~5.1 MiB (4.1 MiB/s) with ~3 file(s) remaining (calculating...)
download: s3://openneuro.org/ds003965/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-T1w_desc-place_zscore.nii.gz to ../../../../../../NI-edu-data/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-T1w_desc-place_zscore.nii.gz
Completed 4.1 MiB/~5.1 MiB (4.1 MiB/s) with ~2 file(s) remaining (calculating...)
Completed 4.3 MiB/~5.1 MiB (4.2 MiB/s) with ~2 file(s) remaining (calculating...)
Completed 4.6 MiB/~5.1 MiB (4.5 MiB/s) with ~2 file(s) remaining (calculating...)
Completed 4.6 MiB/~5.1 MiB (4.3 MiB/s) with ~2 file(s) remaining (calculating...)
download: s3://openneuro.org/ds003965/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-MNI152NLin2009cAsym_desc-body_zscore.nii.gz to ../../../../../../NI-edu-data/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-MNI152NLin2009cAsym_desc-body_zscore.nii.gz
Completed 4.6 MiB/~5.1 MiB (4.3 MiB/s) with ~1 file(s) remaining (calculating...)
Completed 4.8 MiB/~5.1 MiB (4.5 MiB/s) with ~1 file(s) remaining (calculating...)
Completed 5.1 MiB/~5.1 MiB (4.7 MiB/s) with ~1 file(s) remaining (calculating...)
Completed 5.1 MiB/~5.1 MiB (4.7 MiB/s) with ~1 file(s) remaining (calculating...)
download: s3://openneuro.org/ds003965/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-MNI152NLin2009cAsym_desc-place_zscore.nii.gz to ../../../../../../NI-edu-data/derivatives/floc/sub-03/rois/sub-03_task-flocBLOCKED_space-MNI152NLin2009cAsym_desc-place_zscore.nii.gz
Completed 5.1 MiB/~5.1 MiB (4.7 MiB/s) with ~0 file(s) remaining (calculating...)
Done!
floc_dir = os.path.join(data_dir, 'derivatives', 'floc', 'sub-03', 'rois')
print("We have the following maps:\n-", '\n- '.join(sorted(os.listdir(floc_dir))))
We have the following maps:
- sub-03_task-flocBLOCKED_space-MNI152NLin2009cAsym_desc-body_zscore.nii.gz
- sub-03_task-flocBLOCKED_space-MNI152NLin2009cAsym_desc-character_zscore.nii.gz
- sub-03_task-flocBLOCKED_space-MNI152NLin2009cAsym_desc-face_zscore.nii.gz
- sub-03_task-flocBLOCKED_space-MNI152NLin2009cAsym_desc-place_zscore.nii.gz
- sub-03_task-flocBLOCKED_space-T1w_desc-body_zscore.nii.gz
- sub-03_task-flocBLOCKED_space-T1w_desc-character_zscore.nii.gz
- sub-03_task-flocBLOCKED_space-T1w_desc-face_zscore.nii.gz
- sub-03_task-flocBLOCKED_space-T1w_desc-place_zscore.nii.gz
These maps have been computed using a “condition > other conditions”. We are, of course, going to use the “face > (place, character, body, object)” map for our ROI and use the data in MNI space:
floc_roi = os.path.join(floc_dir, 'sub-03_task-flocBLOCKED_space-MNI152NLin2009cAsym_desc-face_zscore.nii.gz')
# Let's plot the unthresholded map as well
plotting.plot_stat_map(floc_roi, cut_coords=(40, -46, -20))
<nilearn.plotting.displays._slicers.OrthoSlicer at 0x7fbc61986fa0>
As you can see in the plot above, this subject shows a strong response to faces (relative to other conditions) in right temporal lobe, just where you’d expect to find the fusiform face area (FFA). But to derive an ROI from this map, we should somehow binarize this image. While this choice is somewhat arbitrary, let’s threshold this map at \(z > 3\):
floc_roi_bin = image.math_img('(img > 3).astype(np.int32)', img=floc_roi)
plotting.plot_roi(floc_roi_bin, cut_coords=(40, -46, -20));
The current ROI, however, contains a lot of voxels, also many far outside the location of where we’d expect the FFA. One “trick” we can use to further restrict the number of voxels is to constrain our functional ROI to a particular anatomical location. Here, we’ll pick the right temporal ocipital fusiform (rTOF):
ho_atlas = datasets.fetch_atlas_harvard_oxford('cort-maxprob-thr25-2mm', symmetric_split=True)
ho_map = ho_atlas['maps']
rTOF_idx = ho_atlas['labels'].index('Right Temporal Occipital Fusiform Cortex')
rTOF_roi = nib.Nifti1Image((ho_map.get_fdata() == rTOF_idx).astype(np.int32), ho_map.affine, dtype=np.int32)
plotting.plot_roi(rTOF_roi, cut_coords=(40, -46, -20));
Note that the anatomical ROI has a slightly higher spatial resolution (2 mm\(^2\), instead of \(2.7 \times 2.7 \times 2.97\)). As such, we need to resample the anatomical mask to our functional resolution:
rTOF_roi_resamp = image.resample_to_img(rTOF_roi, floc_roi_bin, interpolation='nearest')
Finally, we can intersect the two masks using the intersect_masks from the Nilearn masking module:
# Setting the threshold to 1 means: only select voxels that are in *both* masks
ffa_mask = masking.intersect_masks((floc_roi_bin, rTOF_roi_resamp), threshold=1)
plotting.plot_roi(ffa_mask, cut_coords=(40, -46, -20));
Alright, now let’s download the patterns from sub-03, run 1 (if not downloaded already):
# Download the patterns (if not done already)
!aws s3 sync --no-sign-request s3://openneuro.org/ds003965 {data_dir} --exclude "*" --include "derivatives/pattern_estimation/sub-03/ses-1/patterns/*"
Completed 256.0 KiB/191.9 MiB (295.4 KiB/s) with 10 file(s) remaining
Completed 512.0 KiB/191.9 MiB (585.3 KiB/s) with 10 file(s) remaining
Completed 768.0 KiB/191.9 MiB (871.6 KiB/s) with 10 file(s) remaining
Completed 1.0 MiB/191.9 MiB (1.1 MiB/s) with 10 file(s) remaining
Completed 1.2 MiB/191.9 MiB (1.4 MiB/s) with 10 file(s) remaining
Completed 1.5 MiB/191.9 MiB (1.7 MiB/s) with 10 file(s) remaining
Completed 1.8 MiB/191.9 MiB (1.9 MiB/s) with 10 file(s) remaining
Completed 2.0 MiB/191.9 MiB (2.2 MiB/s) with 10 file(s) remaining
Completed 2.2 MiB/191.9 MiB (2.5 MiB/s) with 10 file(s) remaining
Completed 2.5 MiB/191.9 MiB (2.8 MiB/s) with 10 file(s) remaining
Completed 2.8 MiB/191.9 MiB (3.0 MiB/s) with 10 file(s) remaining
Completed 3.0 MiB/191.9 MiB (3.3 MiB/s) with 10 file(s) remaining
Completed 3.2 MiB/191.9 MiB (3.6 MiB/s) with 10 file(s) remaining
Completed 3.5 MiB/191.9 MiB (3.8 MiB/s) with 10 file(s) remaining
Completed 3.8 MiB/191.9 MiB (4.1 MiB/s) with 10 file(s) remaining
Completed 4.0 MiB/191.9 MiB (4.3 MiB/s) with 10 file(s) remaining
Completed 4.2 MiB/191.9 MiB (4.6 MiB/s) with 10 file(s) remaining
Completed 4.5 MiB/191.9 MiB (4.8 MiB/s) with 10 file(s) remaining
Completed 4.8 MiB/191.9 MiB (5.1 MiB/s) with 10 file(s) remaining
Completed 5.0 MiB/191.9 MiB (5.4 MiB/s) with 10 file(s) remaining
Completed 5.2 MiB/191.9 MiB (5.6 MiB/s) with 10 file(s) remaining
Completed 5.5 MiB/191.9 MiB (5.9 MiB/s) with 10 file(s) remaining
Completed 5.8 MiB/191.9 MiB (6.1 MiB/s) with 10 file(s) remaining
Completed 6.0 MiB/191.9 MiB (6.4 MiB/s) with 10 file(s) remaining
Completed 6.2 MiB/191.9 MiB (6.6 MiB/s) with 10 file(s) remaining
Completed 6.5 MiB/191.9 MiB (6.9 MiB/s) with 10 file(s) remaining
Completed 6.6 MiB/191.9 MiB (7.0 MiB/s) with 10 file(s) remaining
Completed 6.8 MiB/191.9 MiB (7.2 MiB/s) with 10 file(s) remaining
Completed 7.1 MiB/191.9 MiB (7.5 MiB/s) with 10 file(s) remaining
Completed 7.3 MiB/191.9 MiB (7.7 MiB/s) with 10 file(s) remaining
Completed 7.6 MiB/191.9 MiB (8.0 MiB/s) with 10 file(s) remaining
Completed 7.8 MiB/191.9 MiB (8.2 MiB/s) with 10 file(s) remaining
Completed 8.1 MiB/191.9 MiB (8.5 MiB/s) with 10 file(s) remaining
Completed 8.3 MiB/191.9 MiB (8.7 MiB/s) with 10 file(s) remaining
Completed 8.6 MiB/191.9 MiB (8.9 MiB/s) with 10 file(s) remaining
Completed 8.8 MiB/191.9 MiB (9.2 MiB/s) with 10 file(s) remaining
Completed 9.1 MiB/191.9 MiB (9.4 MiB/s) with 10 file(s) remaining
Completed 9.3 MiB/191.9 MiB (9.7 MiB/s) with 10 file(s) remaining
Completed 9.6 MiB/191.9 MiB (9.9 MiB/s) with 10 file(s) remaining
Completed 9.8 MiB/191.9 MiB (10.2 MiB/s) with 10 file(s) remaining
Completed 10.1 MiB/191.9 MiB (10.4 MiB/s) with 10 file(s) remaining
Completed 10.3 MiB/191.9 MiB (10.6 MiB/s) with 10 file(s) remaining
Completed 10.6 MiB/191.9 MiB (10.9 MiB/s) with 10 file(s) remaining
Completed 10.8 MiB/191.9 MiB (11.0 MiB/s) with 10 file(s) remaining
Completed 11.1 MiB/191.9 MiB (10.9 MiB/s) with 10 file(s) remaining
Completed 11.3 MiB/191.9 MiB (11.1 MiB/s) with 10 file(s) remaining
Completed 11.6 MiB/191.9 MiB (11.3 MiB/s) with 10 file(s) remaining
Completed 11.8 MiB/191.9 MiB (11.5 MiB/s) with 10 file(s) remaining
Completed 12.1 MiB/191.9 MiB (11.7 MiB/s) with 10 file(s) remaining
Completed 12.3 MiB/191.9 MiB (12.0 MiB/s) with 10 file(s) remaining
Completed 12.6 MiB/191.9 MiB (12.2 MiB/s) with 10 file(s) remaining
Completed 12.8 MiB/191.9 MiB (12.4 MiB/s) with 10 file(s) remaining
Completed 13.1 MiB/191.9 MiB (12.6 MiB/s) with 10 file(s) remaining
Completed 13.3 MiB/191.9 MiB (12.9 MiB/s) with 10 file(s) remaining
Completed 13.6 MiB/191.9 MiB (13.1 MiB/s) with 10 file(s) remaining
Completed 13.8 MiB/191.9 MiB (13.3 MiB/s) with 10 file(s) remaining
Completed 14.1 MiB/191.9 MiB (13.5 MiB/s) with 10 file(s) remaining
Completed 14.3 MiB/191.9 MiB (13.7 MiB/s) with 10 file(s) remaining
Completed 14.6 MiB/191.9 MiB (13.9 MiB/s) with 10 file(s) remaining
Completed 14.8 MiB/191.9 MiB (14.2 MiB/s) with 10 file(s) remaining
Completed 15.1 MiB/191.9 MiB (14.4 MiB/s) with 10 file(s) remaining
Completed 15.3 MiB/191.9 MiB (14.6 MiB/s) with 10 file(s) remaining
Completed 15.6 MiB/191.9 MiB (14.8 MiB/s) with 10 file(s) remaining
Completed 15.8 MiB/191.9 MiB (15.0 MiB/s) with 10 file(s) remaining
Completed 16.1 MiB/191.9 MiB (15.2 MiB/s) with 10 file(s) remaining
Completed 16.3 MiB/191.9 MiB (15.4 MiB/s) with 10 file(s) remaining
Completed 16.6 MiB/191.9 MiB (15.6 MiB/s) with 10 file(s) remaining
Completed 16.8 MiB/191.9 MiB (15.8 MiB/s) with 10 file(s) remaining
Completed 17.1 MiB/191.9 MiB (16.0 MiB/s) with 10 file(s) remaining
Completed 17.3 MiB/191.9 MiB (16.2 MiB/s) with 10 file(s) remaining
Completed 17.6 MiB/191.9 MiB (16.4 MiB/s) with 10 file(s) remaining
Completed 17.8 MiB/191.9 MiB (16.6 MiB/s) with 10 file(s) remaining
Completed 18.1 MiB/191.9 MiB (16.8 MiB/s) with 10 file(s) remaining
Completed 18.3 MiB/191.9 MiB (17.1 MiB/s) with 10 file(s) remaining
Completed 18.6 MiB/191.9 MiB (17.3 MiB/s) with 10 file(s) remaining
Completed 18.8 MiB/191.9 MiB (17.5 MiB/s) with 10 file(s) remaining
Completed 19.1 MiB/191.9 MiB (17.7 MiB/s) with 10 file(s) remaining
Completed 19.3 MiB/191.9 MiB (17.9 MiB/s) with 10 file(s) remaining
Completed 19.6 MiB/191.9 MiB (18.1 MiB/s) with 10 file(s) remaining
Completed 19.8 MiB/191.9 MiB (18.3 MiB/s) with 10 file(s) remaining
Completed 20.1 MiB/191.9 MiB (18.5 MiB/s) with 10 file(s) remaining
Completed 20.3 MiB/191.9 MiB (18.7 MiB/s) with 10 file(s) remaining
Completed 20.6 MiB/191.9 MiB (18.9 MiB/s) with 10 file(s) remaining
Completed 20.8 MiB/191.9 MiB (19.1 MiB/s) with 10 file(s) remaining
Completed 21.1 MiB/191.9 MiB (19.3 MiB/s) with 10 file(s) remaining
Completed 21.3 MiB/191.9 MiB (19.6 MiB/s) with 10 file(s) remaining
Completed 21.6 MiB/191.9 MiB (19.8 MiB/s) with 10 file(s) remaining
Completed 21.8 MiB/191.9 MiB (20.0 MiB/s) with 10 file(s) remaining
Completed 22.1 MiB/191.9 MiB (20.2 MiB/s) with 10 file(s) remaining
Completed 22.3 MiB/191.9 MiB (20.4 MiB/s) with 10 file(s) remaining
Completed 22.6 MiB/191.9 MiB (20.6 MiB/s) with 10 file(s) remaining
Completed 22.8 MiB/191.9 MiB (20.8 MiB/s) with 10 file(s) remaining
Completed 23.1 MiB/191.9 MiB (21.0 MiB/s) with 10 file(s) remaining
Completed 23.3 MiB/191.9 MiB (21.2 MiB/s) with 10 file(s) remaining
Completed 23.6 MiB/191.9 MiB (21.4 MiB/s) with 10 file(s) remaining
Completed 23.8 MiB/191.9 MiB (21.7 MiB/s) with 10 file(s) remaining
Completed 24.1 MiB/191.9 MiB (21.9 MiB/s) with 10 file(s) remaining
Completed 24.3 MiB/191.9 MiB (22.1 MiB/s) with 10 file(s) remaining
Completed 24.6 MiB/191.9 MiB (22.3 MiB/s) with 10 file(s) remaining
Completed 24.8 MiB/191.9 MiB (22.5 MiB/s) with 10 file(s) remaining
Completed 25.1 MiB/191.9 MiB (22.6 MiB/s) with 10 file(s) remaining
Completed 25.3 MiB/191.9 MiB (22.8 MiB/s) with 10 file(s) remaining
Completed 25.6 MiB/191.9 MiB (23.0 MiB/s) with 10 file(s) remaining
Completed 25.8 MiB/191.9 MiB (23.2 MiB/s) with 10 file(s) remaining
Completed 26.1 MiB/191.9 MiB (23.4 MiB/s) with 10 file(s) remaining
Completed 26.3 MiB/191.9 MiB (23.6 MiB/s) with 10 file(s) remaining
Completed 26.6 MiB/191.9 MiB (23.8 MiB/s) with 10 file(s) remaining
Completed 26.8 MiB/191.9 MiB (23.9 MiB/s) with 10 file(s) remaining
Completed 27.1 MiB/191.9 MiB (24.2 MiB/s) with 10 file(s) remaining
Completed 27.3 MiB/191.9 MiB (24.3 MiB/s) with 10 file(s) remaining
Completed 27.6 MiB/191.9 MiB (24.5 MiB/s) with 10 file(s) remaining
Completed 27.8 MiB/191.9 MiB (24.7 MiB/s) with 10 file(s) remaining
Completed 28.1 MiB/191.9 MiB (24.9 MiB/s) with 10 file(s) remaining
Completed 28.3 MiB/191.9 MiB (25.1 MiB/s) with 10 file(s) remaining
Completed 28.6 MiB/191.9 MiB (25.3 MiB/s) with 10 file(s) remaining
Completed 28.8 MiB/191.9 MiB (25.5 MiB/s) with 10 file(s) remaining
Completed 29.1 MiB/191.9 MiB (25.7 MiB/s) with 10 file(s) remaining
Completed 29.3 MiB/191.9 MiB (25.9 MiB/s) with 10 file(s) remaining
Completed 29.6 MiB/191.9 MiB (26.1 MiB/s) with 10 file(s) remaining
Completed 29.8 MiB/191.9 MiB (26.3 MiB/s) with 10 file(s) remaining
Completed 30.1 MiB/191.9 MiB (26.5 MiB/s) with 10 file(s) remaining
Completed 30.3 MiB/191.9 MiB (26.7 MiB/s) with 10 file(s) remaining
Completed 30.6 MiB/191.9 MiB (26.9 MiB/s) with 10 file(s) remaining
Completed 30.8 MiB/191.9 MiB (27.1 MiB/s) with 10 file(s) remaining
Completed 31.1 MiB/191.9 MiB (27.3 MiB/s) with 10 file(s) remaining
Completed 31.3 MiB/191.9 MiB (27.5 MiB/s) with 10 file(s) remaining
Completed 31.6 MiB/191.9 MiB (27.7 MiB/s) with 10 file(s) remaining
Completed 31.8 MiB/191.9 MiB (27.9 MiB/s) with 10 file(s) remaining
Completed 32.1 MiB/191.9 MiB (28.1 MiB/s) with 10 file(s) remaining
Completed 32.3 MiB/191.9 MiB (28.3 MiB/s) with 10 file(s) remaining
Completed 32.6 MiB/191.9 MiB (28.5 MiB/s) with 10 file(s) remaining
Completed 32.8 MiB/191.9 MiB (28.7 MiB/s) with 10 file(s) remaining
Completed 33.1 MiB/191.9 MiB (28.9 MiB/s) with 10 file(s) remaining
Completed 33.3 MiB/191.9 MiB (29.1 MiB/s) with 10 file(s) remaining
Completed 33.6 MiB/191.9 MiB (29.3 MiB/s) with 10 file(s) remaining
Completed 33.8 MiB/191.9 MiB (29.5 MiB/s) with 10 file(s) remaining
Completed 34.1 MiB/191.9 MiB (29.6 MiB/s) with 10 file(s) remaining
Completed 34.3 MiB/191.9 MiB (29.8 MiB/s) with 10 file(s) remaining
Completed 34.6 MiB/191.9 MiB (30.0 MiB/s) with 10 file(s) remaining
Completed 34.8 MiB/191.9 MiB (30.2 MiB/s) with 10 file(s) remaining
Completed 35.1 MiB/191.9 MiB (30.4 MiB/s) with 10 file(s) remaining
Completed 35.3 MiB/191.9 MiB (30.6 MiB/s) with 10 file(s) remaining
Completed 35.6 MiB/191.9 MiB (30.8 MiB/s) with 10 file(s) remaining
Completed 35.8 MiB/191.9 MiB (31.0 MiB/s) with 10 file(s) remaining
Completed 36.1 MiB/191.9 MiB (31.2 MiB/s) with 10 file(s) remaining
Completed 36.3 MiB/191.9 MiB (31.4 MiB/s) with 10 file(s) remaining
Completed 36.6 MiB/191.9 MiB (31.6 MiB/s) with 10 file(s) remaining
Completed 36.8 MiB/191.9 MiB (31.8 MiB/s) with 10 file(s) remaining
Completed 37.1 MiB/191.9 MiB (32.0 MiB/s) with 10 file(s) remaining
Completed 37.3 MiB/191.9 MiB (32.2 MiB/s) with 10 file(s) remaining
Completed 37.6 MiB/191.9 MiB (32.4 MiB/s) with 10 file(s) remaining
Completed 37.8 MiB/191.9 MiB (32.6 MiB/s) with 10 file(s) remaining
Completed 38.1 MiB/191.9 MiB (32.8 MiB/s) with 10 file(s) remaining
Completed 38.3 MiB/191.9 MiB (32.9 MiB/s) with 10 file(s) remaining
Completed 38.6 MiB/191.9 MiB (33.1 MiB/s) with 10 file(s) remaining
Completed 38.8 MiB/191.9 MiB (33.3 MiB/s) with 10 file(s) remaining
Completed 39.1 MiB/191.9 MiB (33.5 MiB/s) with 10 file(s) remaining
Completed 39.3 MiB/191.9 MiB (33.6 MiB/s) with 10 file(s) remaining
Completed 39.6 MiB/191.9 MiB (33.8 MiB/s) with 10 file(s) remaining
Completed 39.8 MiB/191.9 MiB (34.0 MiB/s) with 10 file(s) remaining
Completed 40.1 MiB/191.9 MiB (34.2 MiB/s) with 10 file(s) remaining
Completed 40.3 MiB/191.9 MiB (34.4 MiB/s) with 10 file(s) remaining
Completed 40.6 MiB/191.9 MiB (34.5 MiB/s) with 10 file(s) remaining
Completed 40.8 MiB/191.9 MiB (34.7 MiB/s) with 10 file(s) remaining
Completed 41.1 MiB/191.9 MiB (34.9 MiB/s) with 10 file(s) remaining
Completed 41.2 MiB/191.9 MiB (35.0 MiB/s) with 10 file(s) remaining
Completed 41.4 MiB/191.9 MiB (35.1 MiB/s) with 10 file(s) remaining
Completed 41.7 MiB/191.9 MiB (35.2 MiB/s) with 10 file(s) remaining
Completed 41.9 MiB/191.9 MiB (35.4 MiB/s) with 10 file(s) remaining
Completed 42.2 MiB/191.9 MiB (35.6 MiB/s) with 10 file(s) remaining
Completed 42.4 MiB/191.9 MiB (35.8 MiB/s) with 10 file(s) remaining
Completed 42.7 MiB/191.9 MiB (35.9 MiB/s) with 10 file(s) remaining
Completed 42.9 MiB/191.9 MiB (36.1 MiB/s) with 10 file(s) remaining
Completed 43.2 MiB/191.9 MiB (36.2 MiB/s) with 10 file(s) remaining
Completed 43.4 MiB/191.9 MiB (36.4 MiB/s) with 10 file(s) remaining
Completed 43.7 MiB/191.9 MiB (36.5 MiB/s) with 10 file(s) remaining
Completed 43.9 MiB/191.9 MiB (36.7 MiB/s) with 10 file(s) remaining
Completed 44.2 MiB/191.9 MiB (36.8 MiB/s) with 10 file(s) remaining
Completed 44.4 MiB/191.9 MiB (37.0 MiB/s) with 10 file(s) remaining
Completed 44.7 MiB/191.9 MiB (37.2 MiB/s) with 10 file(s) remaining
Completed 44.9 MiB/191.9 MiB (37.4 MiB/s) with 10 file(s) remaining
Completed 45.2 MiB/191.9 MiB (37.6 MiB/s) with 10 file(s) remaining
Completed 45.4 MiB/191.9 MiB (37.7 MiB/s) with 10 file(s) remaining
Completed 45.7 MiB/191.9 MiB (37.9 MiB/s) with 10 file(s) remaining
Completed 45.9 MiB/191.9 MiB (38.1 MiB/s) with 10 file(s) remaining
Completed 46.2 MiB/191.9 MiB (38.3 MiB/s) with 10 file(s) remaining
Completed 46.4 MiB/191.9 MiB (38.5 MiB/s) with 10 file(s) remaining
Completed 46.6 MiB/191.9 MiB (38.6 MiB/s) with 10 file(s) remaining
Completed 46.8 MiB/191.9 MiB (38.7 MiB/s) with 10 file(s) remaining
Completed 47.1 MiB/191.9 MiB (38.9 MiB/s) with 10 file(s) remaining
Completed 47.3 MiB/191.9 MiB (39.1 MiB/s) with 10 file(s) remaining
Completed 47.6 MiB/191.9 MiB (39.3 MiB/s) with 10 file(s) remaining
Completed 47.8 MiB/191.9 MiB (39.4 MiB/s) with 10 file(s) remaining
Completed 48.1 MiB/191.9 MiB (39.5 MiB/s) with 10 file(s) remaining
Completed 48.3 MiB/191.9 MiB (39.7 MiB/s) with 10 file(s) remaining
Completed 48.6 MiB/191.9 MiB (39.8 MiB/s) with 10 file(s) remaining
Completed 48.8 MiB/191.9 MiB (40.0 MiB/s) with 10 file(s) remaining
Completed 49.1 MiB/191.9 MiB (40.2 MiB/s) with 10 file(s) remaining
Completed 49.3 MiB/191.9 MiB (40.4 MiB/s) with 10 file(s) remaining
Completed 49.6 MiB/191.9 MiB (40.6 MiB/s) with 10 file(s) remaining
Completed 49.8 MiB/191.9 MiB (40.7 MiB/s) with 10 file(s) remaining
Completed 50.1 MiB/191.9 MiB (40.9 MiB/s) with 10 file(s) remaining
Completed 50.3 MiB/191.9 MiB (41.1 MiB/s) with 10 file(s) remaining
Completed 50.6 MiB/191.9 MiB (41.3 MiB/s) with 10 file(s) remaining
Completed 50.8 MiB/191.9 MiB (41.5 MiB/s) with 10 file(s) remaining
Completed 51.1 MiB/191.9 MiB (41.7 MiB/s) with 10 file(s) remaining
Completed 51.3 MiB/191.9 MiB (41.8 MiB/s) with 10 file(s) remaining
Completed 51.6 MiB/191.9 MiB (42.0 MiB/s) with 10 file(s) remaining
Completed 51.8 MiB/191.9 MiB (42.2 MiB/s) with 10 file(s) remaining
Completed 52.1 MiB/191.9 MiB (42.4 MiB/s) with 10 file(s) remaining
Completed 52.3 MiB/191.9 MiB (42.5 MiB/s) with 10 file(s) remaining
Completed 52.6 MiB/191.9 MiB (42.6 MiB/s) with 10 file(s) remaining
Completed 52.8 MiB/191.9 MiB (42.8 MiB/s) with 10 file(s) remaining
Completed 53.1 MiB/191.9 MiB (43.0 MiB/s) with 10 file(s) remaining
Completed 53.3 MiB/191.9 MiB (43.2 MiB/s) with 10 file(s) remaining
Completed 53.6 MiB/191.9 MiB (43.3 MiB/s) with 10 file(s) remaining
Completed 53.8 MiB/191.9 MiB (43.5 MiB/s) with 10 file(s) remaining
Completed 54.1 MiB/191.9 MiB (43.6 MiB/s) with 10 file(s) remaining
Completed 54.3 MiB/191.9 MiB (43.8 MiB/s) with 10 file(s) remaining
Completed 54.6 MiB/191.9 MiB (43.9 MiB/s) with 10 file(s) remaining
Completed 54.8 MiB/191.9 MiB (44.1 MiB/s) with 10 file(s) remaining
Completed 55.1 MiB/191.9 MiB (44.3 MiB/s) with 10 file(s) remaining
Completed 55.3 MiB/191.9 MiB (44.4 MiB/s) with 10 file(s) remaining
Completed 55.6 MiB/191.9 MiB (44.5 MiB/s) with 10 file(s) remaining
Completed 55.8 MiB/191.9 MiB (44.6 MiB/s) with 10 file(s) remaining
Completed 56.1 MiB/191.9 MiB (44.8 MiB/s) with 10 file(s) remaining
Completed 56.3 MiB/191.9 MiB (45.0 MiB/s) with 10 file(s) remaining
Completed 56.6 MiB/191.9 MiB (45.2 MiB/s) with 10 file(s) remaining
Completed 56.8 MiB/191.9 MiB (45.3 MiB/s) with 10 file(s) remaining
Completed 57.1 MiB/191.9 MiB (45.4 MiB/s) with 10 file(s) remaining
Completed 57.3 MiB/191.9 MiB (45.6 MiB/s) with 10 file(s) remaining
Completed 57.6 MiB/191.9 MiB (45.8 MiB/s) with 10 file(s) remaining
Completed 57.8 MiB/191.9 MiB (46.0 MiB/s) with 10 file(s) remaining
Completed 58.1 MiB/191.9 MiB (46.1 MiB/s) with 10 file(s) remaining
Completed 58.3 MiB/191.9 MiB (46.3 MiB/s) with 10 file(s) remaining
Completed 58.6 MiB/191.9 MiB (46.5 MiB/s) with 10 file(s) remaining
Completed 58.8 MiB/191.9 MiB (46.6 MiB/s) with 10 file(s) remaining
Completed 59.1 MiB/191.9 MiB (46.8 MiB/s) with 10 file(s) remaining
Completed 59.3 MiB/191.9 MiB (46.9 MiB/s) with 10 file(s) remaining
Completed 59.6 MiB/191.9 MiB (47.1 MiB/s) with 10 file(s) remaining
Completed 59.8 MiB/191.9 MiB (47.3 MiB/s) with 10 file(s) remaining
Completed 60.1 MiB/191.9 MiB (47.4 MiB/s) with 10 file(s) remaining
Completed 60.3 MiB/191.9 MiB (47.6 MiB/s) with 10 file(s) remaining
Completed 60.6 MiB/191.9 MiB (47.8 MiB/s) with 10 file(s) remaining
Completed 60.8 MiB/191.9 MiB (47.9 MiB/s) with 10 file(s) remaining
Completed 61.1 MiB/191.9 MiB (48.0 MiB/s) with 10 file(s) remaining
Completed 61.3 MiB/191.9 MiB (48.2 MiB/s) with 10 file(s) remaining
Completed 61.6 MiB/191.9 MiB (48.3 MiB/s) with 10 file(s) remaining
Completed 61.8 MiB/191.9 MiB (48.5 MiB/s) with 10 file(s) remaining
Completed 62.1 MiB/191.9 MiB (48.7 MiB/s) with 10 file(s) remaining
Completed 62.3 MiB/191.9 MiB (48.8 MiB/s) with 10 file(s) remaining
Completed 62.6 MiB/191.9 MiB (49.0 MiB/s) with 10 file(s) remaining
Completed 62.8 MiB/191.9 MiB (49.2 MiB/s) with 10 file(s) remaining
Completed 63.1 MiB/191.9 MiB (49.3 MiB/s) with 10 file(s) remaining
Completed 63.3 MiB/191.9 MiB (49.5 MiB/s) with 10 file(s) remaining
Completed 63.6 MiB/191.9 MiB (49.6 MiB/s) with 10 file(s) remaining
Completed 63.8 MiB/191.9 MiB (49.8 MiB/s) with 10 file(s) remaining
Completed 64.1 MiB/191.9 MiB (50.0 MiB/s) with 10 file(s) remaining
Completed 64.3 MiB/191.9 MiB (50.1 MiB/s) with 10 file(s) remaining
Completed 64.6 MiB/191.9 MiB (50.3 MiB/s) with 10 file(s) remaining
Completed 64.8 MiB/191.9 MiB (50.5 MiB/s) with 10 file(s) remaining
Completed 65.1 MiB/191.9 MiB (50.6 MiB/s) with 10 file(s) remaining
Completed 65.3 MiB/191.9 MiB (50.7 MiB/s) with 10 file(s) remaining
Completed 65.6 MiB/191.9 MiB (50.8 MiB/s) with 10 file(s) remaining
Completed 65.8 MiB/191.9 MiB (51.0 MiB/s) with 10 file(s) remaining
Completed 66.1 MiB/191.9 MiB (51.2 MiB/s) with 10 file(s) remaining
Completed 66.3 MiB/191.9 MiB (51.4 MiB/s) with 10 file(s) remaining
Completed 66.6 MiB/191.9 MiB (51.5 MiB/s) with 10 file(s) remaining
Completed 66.8 MiB/191.9 MiB (51.7 MiB/s) with 10 file(s) remaining
Completed 67.1 MiB/191.9 MiB (51.8 MiB/s) with 10 file(s) remaining
Completed 67.3 MiB/191.9 MiB (51.9 MiB/s) with 10 file(s) remaining
Completed 67.6 MiB/191.9 MiB (52.0 MiB/s) with 10 file(s) remaining
Completed 67.8 MiB/191.9 MiB (52.1 MiB/s) with 10 file(s) remaining
Completed 68.1 MiB/191.9 MiB (52.3 MiB/s) with 10 file(s) remaining
Completed 68.3 MiB/191.9 MiB (52.5 MiB/s) with 10 file(s) remaining
Completed 68.6 MiB/191.9 MiB (52.7 MiB/s) with 10 file(s) remaining
Completed 68.8 MiB/191.9 MiB (52.8 MiB/s) with 10 file(s) remaining
Completed 69.1 MiB/191.9 MiB (53.0 MiB/s) with 10 file(s) remaining
Completed 69.3 MiB/191.9 MiB (53.2 MiB/s) with 10 file(s) remaining
Completed 69.6 MiB/191.9 MiB (53.3 MiB/s) with 10 file(s) remaining
Completed 69.8 MiB/191.9 MiB (53.3 MiB/s) with 10 file(s) remaining
Completed 70.1 MiB/191.9 MiB (53.5 MiB/s) with 10 file(s) remaining
Completed 70.3 MiB/191.9 MiB (53.6 MiB/s) with 10 file(s) remaining
Completed 70.6 MiB/191.9 MiB (53.8 MiB/s) with 10 file(s) remaining
Completed 70.8 MiB/191.9 MiB (53.9 MiB/s) with 10 file(s) remaining
Completed 71.1 MiB/191.9 MiB (54.0 MiB/s) with 10 file(s) remaining
Completed 71.3 MiB/191.9 MiB (54.1 MiB/s) with 10 file(s) remaining
Completed 71.6 MiB/191.9 MiB (54.3 MiB/s) with 10 file(s) remaining
Completed 71.8 MiB/191.9 MiB (54.4 MiB/s) with 10 file(s) remaining
Completed 72.1 MiB/191.9 MiB (54.5 MiB/s) with 10 file(s) remaining
Completed 72.3 MiB/191.9 MiB (54.7 MiB/s) with 10 file(s) remaining
Completed 72.6 MiB/191.9 MiB (54.9 MiB/s) with 10 file(s) remaining
Completed 72.8 MiB/191.9 MiB (55.0 MiB/s) with 10 file(s) remaining
Completed 73.1 MiB/191.9 MiB (55.2 MiB/s) with 10 file(s) remaining
Completed 73.3 MiB/191.9 MiB (55.3 MiB/s) with 10 file(s) remaining
Completed 73.6 MiB/191.9 MiB (55.5 MiB/s) with 10 file(s) remaining
Completed 73.8 MiB/191.9 MiB (55.6 MiB/s) with 10 file(s) remaining
Completed 74.1 MiB/191.9 MiB (55.8 MiB/s) with 10 file(s) remaining
Completed 74.3 MiB/191.9 MiB (55.9 MiB/s) with 10 file(s) remaining
Completed 74.6 MiB/191.9 MiB (56.1 MiB/s) with 10 file(s) remaining
Completed 74.8 MiB/191.9 MiB (56.2 MiB/s) with 10 file(s) remaining
Completed 75.1 MiB/191.9 MiB (56.3 MiB/s) with 10 file(s) remaining
Completed 75.3 MiB/191.9 MiB (56.5 MiB/s) with 10 file(s) remaining
Completed 75.6 MiB/191.9 MiB (56.7 MiB/s) with 10 file(s) remaining
Completed 75.8 MiB/191.9 MiB (56.8 MiB/s) with 10 file(s) remaining
Completed 76.1 MiB/191.9 MiB (57.0 MiB/s) with 10 file(s) remaining
Completed 76.3 MiB/191.9 MiB (57.0 MiB/s) with 10 file(s) remaining
Completed 76.6 MiB/191.9 MiB (57.0 MiB/s) with 10 file(s) remaining
Completed 76.8 MiB/191.9 MiB (57.2 MiB/s) with 10 file(s) remaining
Completed 77.1 MiB/191.9 MiB (57.3 MiB/s) with 10 file(s) remaining
Completed 77.3 MiB/191.9 MiB (57.5 MiB/s) with 10 file(s) remaining
Completed 77.6 MiB/191.9 MiB (57.6 MiB/s) with 10 file(s) remaining
Completed 77.8 MiB/191.9 MiB (57.8 MiB/s) with 10 file(s) remaining
Completed 78.1 MiB/191.9 MiB (57.9 MiB/s) with 10 file(s) remaining
Completed 78.3 MiB/191.9 MiB (58.0 MiB/s) with 10 file(s) remaining
Completed 78.6 MiB/191.9 MiB (58.2 MiB/s) with 10 file(s) remaining
Completed 78.8 MiB/191.9 MiB (58.3 MiB/s) with 10 file(s) remaining
Completed 79.1 MiB/191.9 MiB (58.5 MiB/s) with 10 file(s) remaining
Completed 79.3 MiB/191.9 MiB (58.6 MiB/s) with 10 file(s) remaining
Completed 79.6 MiB/191.9 MiB (58.8 MiB/s) with 10 file(s) remaining
Completed 79.8 MiB/191.9 MiB (58.9 MiB/s) with 10 file(s) remaining
Completed 80.1 MiB/191.9 MiB (59.1 MiB/s) with 10 file(s) remaining
Completed 80.3 MiB/191.9 MiB (59.2 MiB/s) with 10 file(s) remaining
Completed 80.6 MiB/191.9 MiB (59.4 MiB/s) with 10 file(s) remaining
Completed 80.8 MiB/191.9 MiB (59.5 MiB/s) with 10 file(s) remaining
Completed 81.1 MiB/191.9 MiB (59.6 MiB/s) with 10 file(s) remaining
Completed 81.3 MiB/191.9 MiB (59.8 MiB/s) with 10 file(s) remaining
Completed 81.6 MiB/191.9 MiB (59.9 MiB/s) with 10 file(s) remaining
Completed 81.8 MiB/191.9 MiB (60.0 MiB/s) with 10 file(s) remaining
Completed 82.1 MiB/191.9 MiB (60.2 MiB/s) with 10 file(s) remaining
Completed 82.3 MiB/191.9 MiB (60.3 MiB/s) with 10 file(s) remaining
Completed 82.6 MiB/191.9 MiB (60.5 MiB/s) with 10 file(s) remaining
Completed 82.8 MiB/191.9 MiB (60.6 MiB/s) with 10 file(s) remaining
Completed 83.1 MiB/191.9 MiB (60.7 MiB/s) with 10 file(s) remaining
Completed 83.3 MiB/191.9 MiB (60.8 MiB/s) with 10 file(s) remaining
Completed 83.6 MiB/191.9 MiB (60.9 MiB/s) with 10 file(s) remaining
Completed 83.8 MiB/191.9 MiB (61.0 MiB/s) with 10 file(s) remaining
Completed 84.1 MiB/191.9 MiB (61.1 MiB/s) with 10 file(s) remaining
Completed 84.3 MiB/191.9 MiB (61.3 MiB/s) with 10 file(s) remaining
Completed 84.6 MiB/191.9 MiB (61.4 MiB/s) with 10 file(s) remaining
Completed 84.8 MiB/191.9 MiB (61.6 MiB/s) with 10 file(s) remaining
Completed 85.1 MiB/191.9 MiB (61.7 MiB/s) with 10 file(s) remaining
Completed 85.3 MiB/191.9 MiB (61.8 MiB/s) with 10 file(s) remaining
Completed 85.6 MiB/191.9 MiB (61.9 MiB/s) with 10 file(s) remaining
Completed 85.8 MiB/191.9 MiB (62.1 MiB/s) with 10 file(s) remaining
Completed 86.1 MiB/191.9 MiB (62.2 MiB/s) with 10 file(s) remaining
Completed 86.3 MiB/191.9 MiB (62.3 MiB/s) with 10 file(s) remaining
Completed 86.6 MiB/191.9 MiB (62.5 MiB/s) with 10 file(s) remaining
Completed 86.8 MiB/191.9 MiB (62.6 MiB/s) with 10 file(s) remaining
Completed 87.1 MiB/191.9 MiB (62.7 MiB/s) with 10 file(s) remaining
Completed 87.3 MiB/191.9 MiB (62.9 MiB/s) with 10 file(s) remaining
Completed 87.6 MiB/191.9 MiB (63.0 MiB/s) with 10 file(s) remaining
Completed 87.8 MiB/191.9 MiB (63.1 MiB/s) with 10 file(s) remaining
Completed 88.1 MiB/191.9 MiB (63.3 MiB/s) with 10 file(s) remaining
Completed 88.3 MiB/191.9 MiB (63.4 MiB/s) with 10 file(s) remaining
Completed 88.6 MiB/191.9 MiB (63.5 MiB/s) with 10 file(s) remaining
Completed 88.8 MiB/191.9 MiB (63.7 MiB/s) with 10 file(s) remaining
Completed 89.1 MiB/191.9 MiB (63.8 MiB/s) with 10 file(s) remaining
Completed 89.3 MiB/191.9 MiB (64.0 MiB/s) with 10 file(s) remaining
Completed 89.6 MiB/191.9 MiB (64.1 MiB/s) with 10 file(s) remaining
Completed 89.8 MiB/191.9 MiB (64.2 MiB/s) with 10 file(s) remaining
Completed 90.1 MiB/191.9 MiB (64.3 MiB/s) with 10 file(s) remaining
Completed 90.3 MiB/191.9 MiB (64.4 MiB/s) with 10 file(s) remaining
Completed 90.6 MiB/191.9 MiB (64.6 MiB/s) with 10 file(s) remaining
Completed 90.8 MiB/191.9 MiB (64.7 MiB/s) with 10 file(s) remaining
Completed 91.1 MiB/191.9 MiB (64.9 MiB/s) with 10 file(s) remaining
Completed 91.3 MiB/191.9 MiB (64.9 MiB/s) with 10 file(s) remaining
Completed 91.6 MiB/191.9 MiB (65.0 MiB/s) with 10 file(s) remaining
Completed 91.8 MiB/191.9 MiB (65.2 MiB/s) with 10 file(s) remaining
Completed 92.1 MiB/191.9 MiB (64.6 MiB/s) with 10 file(s) remaining
Completed 92.3 MiB/191.9 MiB (64.7 MiB/s) with 10 file(s) remaining
Completed 92.5 MiB/191.9 MiB (64.7 MiB/s) with 10 file(s) remaining
Completed 92.8 MiB/191.9 MiB (64.7 MiB/s) with 10 file(s) remaining
Completed 93.0 MiB/191.9 MiB (64.7 MiB/s) with 10 file(s) remaining
Completed 93.3 MiB/191.9 MiB (64.8 MiB/s) with 10 file(s) remaining
Completed 93.5 MiB/191.9 MiB (64.8 MiB/s) with 10 file(s) remaining
Completed 93.8 MiB/191.9 MiB (65.0 MiB/s) with 10 file(s) remaining
Completed 94.0 MiB/191.9 MiB (65.0 MiB/s) with 10 file(s) remaining
Completed 94.3 MiB/191.9 MiB (65.0 MiB/s) with 10 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-2_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-2_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 94.3 MiB/191.9 MiB (65.0 MiB/s) with 9 file(s) remaining
Completed 94.5 MiB/191.9 MiB (64.9 MiB/s) with 9 file(s) remaining
Completed 94.8 MiB/191.9 MiB (65.0 MiB/s) with 9 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-2_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-2_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 94.8 MiB/191.9 MiB (65.0 MiB/s) with 8 file(s) remaining
Completed 95.0 MiB/191.9 MiB (65.1 MiB/s) with 8 file(s) remaining
Completed 95.3 MiB/191.9 MiB (65.2 MiB/s) with 8 file(s) remaining
Completed 95.5 MiB/191.9 MiB (65.3 MiB/s) with 8 file(s) remaining
Completed 95.8 MiB/191.9 MiB (65.4 MiB/s) with 8 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-3_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-3_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 95.8 MiB/191.9 MiB (65.4 MiB/s) with 7 file(s) remaining
Completed 96.0 MiB/191.9 MiB (65.3 MiB/s) with 7 file(s) remaining
Completed 96.3 MiB/191.9 MiB (65.4 MiB/s) with 7 file(s) remaining
Completed 96.5 MiB/191.9 MiB (65.5 MiB/s) with 7 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-4_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-4_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 96.5 MiB/191.9 MiB (65.5 MiB/s) with 6 file(s) remaining
Completed 96.8 MiB/191.9 MiB (65.6 MiB/s) with 6 file(s) remaining
Completed 97.0 MiB/191.9 MiB (65.7 MiB/s) with 6 file(s) remaining
Completed 97.3 MiB/191.9 MiB (65.8 MiB/s) with 6 file(s) remaining
Completed 97.5 MiB/191.9 MiB (65.8 MiB/s) with 6 file(s) remaining
Completed 97.8 MiB/191.9 MiB (66.0 MiB/s) with 6 file(s) remaining
Completed 98.0 MiB/191.9 MiB (66.0 MiB/s) with 6 file(s) remaining
Completed 98.3 MiB/191.9 MiB (66.1 MiB/s) with 6 file(s) remaining
Completed 98.5 MiB/191.9 MiB (66.2 MiB/s) with 6 file(s) remaining
Completed 98.8 MiB/191.9 MiB (66.3 MiB/s) with 6 file(s) remaining
Completed 99.0 MiB/191.9 MiB (66.5 MiB/s) with 6 file(s) remaining
Completed 99.3 MiB/191.9 MiB (66.6 MiB/s) with 6 file(s) remaining
Completed 99.5 MiB/191.9 MiB (66.7 MiB/s) with 6 file(s) remaining
Completed 99.8 MiB/191.9 MiB (66.8 MiB/s) with 6 file(s) remaining
Completed 100.0 MiB/191.9 MiB (67.0 MiB/s) with 6 file(s) remaining
Completed 100.3 MiB/191.9 MiB (67.0 MiB/s) with 6 file(s) remaining
Completed 100.5 MiB/191.9 MiB (67.1 MiB/s) with 6 file(s) remaining
Completed 100.8 MiB/191.9 MiB (67.2 MiB/s) with 6 file(s) remaining
Completed 101.0 MiB/191.9 MiB (67.3 MiB/s) with 6 file(s) remaining
Completed 101.3 MiB/191.9 MiB (67.5 MiB/s) with 6 file(s) remaining
Completed 101.5 MiB/191.9 MiB (67.6 MiB/s) with 6 file(s) remaining
Completed 101.8 MiB/191.9 MiB (67.7 MiB/s) with 6 file(s) remaining
Completed 102.0 MiB/191.9 MiB (67.8 MiB/s) with 6 file(s) remaining
Completed 102.3 MiB/191.9 MiB (67.7 MiB/s) with 6 file(s) remaining
Completed 102.5 MiB/191.9 MiB (67.8 MiB/s) with 6 file(s) remaining
Completed 102.8 MiB/191.9 MiB (67.9 MiB/s) with 6 file(s) remaining
Completed 103.0 MiB/191.9 MiB (68.0 MiB/s) with 6 file(s) remaining
Completed 103.3 MiB/191.9 MiB (68.1 MiB/s) with 6 file(s) remaining
Completed 103.5 MiB/191.9 MiB (68.2 MiB/s) with 6 file(s) remaining
Completed 103.8 MiB/191.9 MiB (68.3 MiB/s) with 6 file(s) remaining
Completed 104.0 MiB/191.9 MiB (68.4 MiB/s) with 6 file(s) remaining
Completed 104.3 MiB/191.9 MiB (68.5 MiB/s) with 6 file(s) remaining
Completed 104.5 MiB/191.9 MiB (68.6 MiB/s) with 6 file(s) remaining
Completed 104.8 MiB/191.9 MiB (68.7 MiB/s) with 6 file(s) remaining
Completed 105.0 MiB/191.9 MiB (68.8 MiB/s) with 6 file(s) remaining
Completed 105.3 MiB/191.9 MiB (68.9 MiB/s) with 6 file(s) remaining
Completed 105.5 MiB/191.9 MiB (69.0 MiB/s) with 6 file(s) remaining
Completed 105.8 MiB/191.9 MiB (69.1 MiB/s) with 6 file(s) remaining
Completed 106.0 MiB/191.9 MiB (69.2 MiB/s) with 6 file(s) remaining
Completed 106.3 MiB/191.9 MiB (69.3 MiB/s) with 6 file(s) remaining
Completed 106.5 MiB/191.9 MiB (69.4 MiB/s) with 6 file(s) remaining
Completed 106.5 MiB/191.9 MiB (69.4 MiB/s) with 6 file(s) remaining
Completed 106.8 MiB/191.9 MiB (69.4 MiB/s) with 6 file(s) remaining
Completed 107.0 MiB/191.9 MiB (69.4 MiB/s) with 6 file(s) remaining
Completed 107.3 MiB/191.9 MiB (69.6 MiB/s) with 6 file(s) remaining
Completed 107.5 MiB/191.9 MiB (69.7 MiB/s) with 6 file(s) remaining
Completed 107.8 MiB/191.9 MiB (69.8 MiB/s) with 6 file(s) remaining
Completed 108.0 MiB/191.9 MiB (69.8 MiB/s) with 6 file(s) remaining
Completed 108.3 MiB/191.9 MiB (69.9 MiB/s) with 6 file(s) remaining
Completed 108.5 MiB/191.9 MiB (70.0 MiB/s) with 6 file(s) remaining
Completed 108.8 MiB/191.9 MiB (70.2 MiB/s) with 6 file(s) remaining
Completed 109.0 MiB/191.9 MiB (70.3 MiB/s) with 6 file(s) remaining
Completed 109.3 MiB/191.9 MiB (70.4 MiB/s) with 6 file(s) remaining
Completed 109.5 MiB/191.9 MiB (70.5 MiB/s) with 6 file(s) remaining
Completed 109.8 MiB/191.9 MiB (70.6 MiB/s) with 6 file(s) remaining
Completed 110.0 MiB/191.9 MiB (70.7 MiB/s) with 6 file(s) remaining
Completed 110.3 MiB/191.9 MiB (70.8 MiB/s) with 6 file(s) remaining
Completed 110.5 MiB/191.9 MiB (70.9 MiB/s) with 6 file(s) remaining
Completed 110.8 MiB/191.9 MiB (71.1 MiB/s) with 6 file(s) remaining
Completed 111.0 MiB/191.9 MiB (71.2 MiB/s) with 6 file(s) remaining
Completed 111.3 MiB/191.9 MiB (71.3 MiB/s) with 6 file(s) remaining
Completed 111.5 MiB/191.9 MiB (71.4 MiB/s) with 6 file(s) remaining
Completed 111.8 MiB/191.9 MiB (71.5 MiB/s) with 6 file(s) remaining
Completed 112.0 MiB/191.9 MiB (71.6 MiB/s) with 6 file(s) remaining
Completed 112.3 MiB/191.9 MiB (71.6 MiB/s) with 6 file(s) remaining
Completed 112.5 MiB/191.9 MiB (71.7 MiB/s) with 6 file(s) remaining
Completed 112.8 MiB/191.9 MiB (71.8 MiB/s) with 6 file(s) remaining
Completed 113.0 MiB/191.9 MiB (71.9 MiB/s) with 6 file(s) remaining
Completed 113.3 MiB/191.9 MiB (72.1 MiB/s) with 6 file(s) remaining
Completed 113.5 MiB/191.9 MiB (72.2 MiB/s) with 6 file(s) remaining
Completed 113.8 MiB/191.9 MiB (72.3 MiB/s) with 6 file(s) remaining
Completed 114.0 MiB/191.9 MiB (72.4 MiB/s) with 6 file(s) remaining
Completed 114.3 MiB/191.9 MiB (72.5 MiB/s) with 6 file(s) remaining
Completed 114.5 MiB/191.9 MiB (72.7 MiB/s) with 6 file(s) remaining
Completed 114.8 MiB/191.9 MiB (72.7 MiB/s) with 6 file(s) remaining
Completed 115.0 MiB/191.9 MiB (72.8 MiB/s) with 6 file(s) remaining
Completed 115.3 MiB/191.9 MiB (72.9 MiB/s) with 6 file(s) remaining
Completed 115.5 MiB/191.9 MiB (73.0 MiB/s) with 6 file(s) remaining
Completed 115.8 MiB/191.9 MiB (73.1 MiB/s) with 6 file(s) remaining
Completed 116.0 MiB/191.9 MiB (73.2 MiB/s) with 6 file(s) remaining
Completed 116.3 MiB/191.9 MiB (73.4 MiB/s) with 6 file(s) remaining
Completed 116.5 MiB/191.9 MiB (73.5 MiB/s) with 6 file(s) remaining
Completed 116.8 MiB/191.9 MiB (73.6 MiB/s) with 6 file(s) remaining
Completed 117.0 MiB/191.9 MiB (73.7 MiB/s) with 6 file(s) remaining
Completed 117.3 MiB/191.9 MiB (73.8 MiB/s) with 6 file(s) remaining
Completed 117.5 MiB/191.9 MiB (73.9 MiB/s) with 6 file(s) remaining
Completed 117.8 MiB/191.9 MiB (74.0 MiB/s) with 6 file(s) remaining
Completed 118.0 MiB/191.9 MiB (74.1 MiB/s) with 6 file(s) remaining
Completed 118.3 MiB/191.9 MiB (74.2 MiB/s) with 6 file(s) remaining
Completed 118.5 MiB/191.9 MiB (74.3 MiB/s) with 6 file(s) remaining
Completed 118.8 MiB/191.9 MiB (74.4 MiB/s) with 6 file(s) remaining
Completed 119.0 MiB/191.9 MiB (74.6 MiB/s) with 6 file(s) remaining
Completed 119.3 MiB/191.9 MiB (74.7 MiB/s) with 6 file(s) remaining
Completed 119.5 MiB/191.9 MiB (74.8 MiB/s) with 6 file(s) remaining
Completed 119.8 MiB/191.9 MiB (74.9 MiB/s) with 6 file(s) remaining
Completed 120.0 MiB/191.9 MiB (75.0 MiB/s) with 6 file(s) remaining
Completed 120.3 MiB/191.9 MiB (75.1 MiB/s) with 6 file(s) remaining
Completed 120.5 MiB/191.9 MiB (75.3 MiB/s) with 6 file(s) remaining
Completed 120.8 MiB/191.9 MiB (75.4 MiB/s) with 6 file(s) remaining
Completed 121.0 MiB/191.9 MiB (75.5 MiB/s) with 6 file(s) remaining
Completed 121.3 MiB/191.9 MiB (75.6 MiB/s) with 6 file(s) remaining
Completed 121.5 MiB/191.9 MiB (75.7 MiB/s) with 6 file(s) remaining
Completed 121.8 MiB/191.9 MiB (75.8 MiB/s) with 6 file(s) remaining
Completed 122.0 MiB/191.9 MiB (75.9 MiB/s) with 6 file(s) remaining
Completed 122.3 MiB/191.9 MiB (76.1 MiB/s) with 6 file(s) remaining
Completed 122.5 MiB/191.9 MiB (76.2 MiB/s) with 6 file(s) remaining
Completed 122.8 MiB/191.9 MiB (76.3 MiB/s) with 6 file(s) remaining
Completed 123.0 MiB/191.9 MiB (76.4 MiB/s) with 6 file(s) remaining
Completed 123.3 MiB/191.9 MiB (76.6 MiB/s) with 6 file(s) remaining
Completed 123.5 MiB/191.9 MiB (76.7 MiB/s) with 6 file(s) remaining
Completed 123.8 MiB/191.9 MiB (76.8 MiB/s) with 6 file(s) remaining
Completed 124.0 MiB/191.9 MiB (76.9 MiB/s) with 6 file(s) remaining
Completed 124.3 MiB/191.9 MiB (76.9 MiB/s) with 6 file(s) remaining
Completed 124.4 MiB/191.9 MiB (76.9 MiB/s) with 6 file(s) remaining
Completed 124.7 MiB/191.9 MiB (76.9 MiB/s) with 6 file(s) remaining
Completed 124.9 MiB/191.9 MiB (77.0 MiB/s) with 6 file(s) remaining
Completed 125.2 MiB/191.9 MiB (77.1 MiB/s) with 6 file(s) remaining
Completed 125.4 MiB/191.9 MiB (77.2 MiB/s) with 6 file(s) remaining
Completed 125.7 MiB/191.9 MiB (77.3 MiB/s) with 6 file(s) remaining
Completed 125.9 MiB/191.9 MiB (77.5 MiB/s) with 6 file(s) remaining
Completed 126.0 MiB/191.9 MiB (77.5 MiB/s) with 6 file(s) remaining
Completed 126.2 MiB/191.9 MiB (77.5 MiB/s) with 6 file(s) remaining
Completed 126.5 MiB/191.9 MiB (77.5 MiB/s) with 6 file(s) remaining
Completed 126.7 MiB/191.9 MiB (77.6 MiB/s) with 6 file(s) remaining
Completed 127.0 MiB/191.9 MiB (77.7 MiB/s) with 6 file(s) remaining
Completed 127.2 MiB/191.9 MiB (77.8 MiB/s) with 6 file(s) remaining
Completed 127.5 MiB/191.9 MiB (77.9 MiB/s) with 6 file(s) remaining
Completed 127.7 MiB/191.9 MiB (78.0 MiB/s) with 6 file(s) remaining
Completed 128.0 MiB/191.9 MiB (78.2 MiB/s) with 6 file(s) remaining
Completed 128.2 MiB/191.9 MiB (78.3 MiB/s) with 6 file(s) remaining
Completed 128.5 MiB/191.9 MiB (78.4 MiB/s) with 6 file(s) remaining
Completed 128.7 MiB/191.9 MiB (78.4 MiB/s) with 6 file(s) remaining
Completed 129.0 MiB/191.9 MiB (78.5 MiB/s) with 6 file(s) remaining
Completed 129.2 MiB/191.9 MiB (78.6 MiB/s) with 6 file(s) remaining
Completed 129.5 MiB/191.9 MiB (78.7 MiB/s) with 6 file(s) remaining
Completed 129.7 MiB/191.9 MiB (78.9 MiB/s) with 6 file(s) remaining
Completed 130.0 MiB/191.9 MiB (78.9 MiB/s) with 6 file(s) remaining
Completed 130.2 MiB/191.9 MiB (79.0 MiB/s) with 6 file(s) remaining
Completed 130.5 MiB/191.9 MiB (79.1 MiB/s) with 6 file(s) remaining
Completed 130.7 MiB/191.9 MiB (79.3 MiB/s) with 6 file(s) remaining
Completed 131.0 MiB/191.9 MiB (79.3 MiB/s) with 6 file(s) remaining
Completed 131.2 MiB/191.9 MiB (79.5 MiB/s) with 6 file(s) remaining
Completed 131.5 MiB/191.9 MiB (79.6 MiB/s) with 6 file(s) remaining
Completed 131.7 MiB/191.9 MiB (79.7 MiB/s) with 6 file(s) remaining
Completed 132.0 MiB/191.9 MiB (79.8 MiB/s) with 6 file(s) remaining
Completed 132.2 MiB/191.9 MiB (79.9 MiB/s) with 6 file(s) remaining
Completed 132.5 MiB/191.9 MiB (79.8 MiB/s) with 6 file(s) remaining
Completed 132.7 MiB/191.9 MiB (79.9 MiB/s) with 6 file(s) remaining
Completed 133.0 MiB/191.9 MiB (80.0 MiB/s) with 6 file(s) remaining
Completed 133.2 MiB/191.9 MiB (80.1 MiB/s) with 6 file(s) remaining
Completed 133.5 MiB/191.9 MiB (80.2 MiB/s) with 6 file(s) remaining
Completed 133.7 MiB/191.9 MiB (80.3 MiB/s) with 6 file(s) remaining
Completed 134.0 MiB/191.9 MiB (80.4 MiB/s) with 6 file(s) remaining
Completed 134.2 MiB/191.9 MiB (80.5 MiB/s) with 6 file(s) remaining
Completed 134.5 MiB/191.9 MiB (80.7 MiB/s) with 6 file(s) remaining
Completed 134.7 MiB/191.9 MiB (80.8 MiB/s) with 6 file(s) remaining
Completed 135.0 MiB/191.9 MiB (80.9 MiB/s) with 6 file(s) remaining
Completed 135.2 MiB/191.9 MiB (81.0 MiB/s) with 6 file(s) remaining
Completed 135.5 MiB/191.9 MiB (81.1 MiB/s) with 6 file(s) remaining
Completed 135.7 MiB/191.9 MiB (81.2 MiB/s) with 6 file(s) remaining
Completed 136.0 MiB/191.9 MiB (81.3 MiB/s) with 6 file(s) remaining
Completed 136.2 MiB/191.9 MiB (81.4 MiB/s) with 6 file(s) remaining
Completed 136.5 MiB/191.9 MiB (81.5 MiB/s) with 6 file(s) remaining
Completed 136.7 MiB/191.9 MiB (81.6 MiB/s) with 6 file(s) remaining
Completed 137.0 MiB/191.9 MiB (81.7 MiB/s) with 6 file(s) remaining
Completed 137.2 MiB/191.9 MiB (81.8 MiB/s) with 6 file(s) remaining
Completed 137.5 MiB/191.9 MiB (81.9 MiB/s) with 6 file(s) remaining
Completed 137.7 MiB/191.9 MiB (82.0 MiB/s) with 6 file(s) remaining
Completed 138.0 MiB/191.9 MiB (82.1 MiB/s) with 6 file(s) remaining
Completed 138.2 MiB/191.9 MiB (82.2 MiB/s) with 6 file(s) remaining
Completed 138.5 MiB/191.9 MiB (82.1 MiB/s) with 6 file(s) remaining
Completed 138.7 MiB/191.9 MiB (82.2 MiB/s) with 6 file(s) remaining
Completed 139.0 MiB/191.9 MiB (82.3 MiB/s) with 6 file(s) remaining
Completed 139.2 MiB/191.9 MiB (82.4 MiB/s) with 6 file(s) remaining
Completed 139.5 MiB/191.9 MiB (82.5 MiB/s) with 6 file(s) remaining
Completed 139.7 MiB/191.9 MiB (82.6 MiB/s) with 6 file(s) remaining
Completed 140.0 MiB/191.9 MiB (82.7 MiB/s) with 6 file(s) remaining
Completed 140.2 MiB/191.9 MiB (82.8 MiB/s) with 6 file(s) remaining
Completed 140.5 MiB/191.9 MiB (82.9 MiB/s) with 6 file(s) remaining
Completed 140.7 MiB/191.9 MiB (83.0 MiB/s) with 6 file(s) remaining
Completed 140.8 MiB/191.9 MiB (83.1 MiB/s) with 6 file(s) remaining
Completed 141.1 MiB/191.9 MiB (83.1 MiB/s) with 6 file(s) remaining
Completed 141.3 MiB/191.9 MiB (83.2 MiB/s) with 6 file(s) remaining
Completed 141.6 MiB/191.9 MiB (83.3 MiB/s) with 6 file(s) remaining
Completed 141.8 MiB/191.9 MiB (83.4 MiB/s) with 6 file(s) remaining
Completed 142.1 MiB/191.9 MiB (83.5 MiB/s) with 6 file(s) remaining
Completed 142.3 MiB/191.9 MiB (83.6 MiB/s) with 6 file(s) remaining
Completed 142.6 MiB/191.9 MiB (83.7 MiB/s) with 6 file(s) remaining
Completed 142.8 MiB/191.9 MiB (83.8 MiB/s) with 6 file(s) remaining
Completed 143.1 MiB/191.9 MiB (83.9 MiB/s) with 6 file(s) remaining
Completed 143.3 MiB/191.9 MiB (83.9 MiB/s) with 6 file(s) remaining
Completed 143.6 MiB/191.9 MiB (84.0 MiB/s) with 6 file(s) remaining
Completed 143.8 MiB/191.9 MiB (84.1 MiB/s) with 6 file(s) remaining
Completed 144.1 MiB/191.9 MiB (84.2 MiB/s) with 6 file(s) remaining
Completed 144.3 MiB/191.9 MiB (84.3 MiB/s) with 6 file(s) remaining
Completed 144.6 MiB/191.9 MiB (84.4 MiB/s) with 6 file(s) remaining
Completed 144.8 MiB/191.9 MiB (84.5 MiB/s) with 6 file(s) remaining
Completed 145.1 MiB/191.9 MiB (84.6 MiB/s) with 6 file(s) remaining
Completed 145.3 MiB/191.9 MiB (84.7 MiB/s) with 6 file(s) remaining
Completed 145.6 MiB/191.9 MiB (84.8 MiB/s) with 6 file(s) remaining
Completed 145.8 MiB/191.9 MiB (84.9 MiB/s) with 6 file(s) remaining
Completed 146.1 MiB/191.9 MiB (85.0 MiB/s) with 6 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-3_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-3_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 146.1 MiB/191.9 MiB (85.0 MiB/s) with 5 file(s) remaining
Completed 146.3 MiB/191.9 MiB (85.0 MiB/s) with 5 file(s) remaining
Completed 146.6 MiB/191.9 MiB (85.1 MiB/s) with 5 file(s) remaining
Completed 146.8 MiB/191.9 MiB (85.2 MiB/s) with 5 file(s) remaining
Completed 147.1 MiB/191.9 MiB (85.3 MiB/s) with 5 file(s) remaining
Completed 147.3 MiB/191.9 MiB (85.4 MiB/s) with 5 file(s) remaining
Completed 147.6 MiB/191.9 MiB (85.5 MiB/s) with 5 file(s) remaining
Completed 147.8 MiB/191.9 MiB (85.6 MiB/s) with 5 file(s) remaining
Completed 148.1 MiB/191.9 MiB (85.7 MiB/s) with 5 file(s) remaining
Completed 148.3 MiB/191.9 MiB (85.8 MiB/s) with 5 file(s) remaining
Completed 148.6 MiB/191.9 MiB (85.8 MiB/s) with 5 file(s) remaining
Completed 148.8 MiB/191.9 MiB (85.9 MiB/s) with 5 file(s) remaining
Completed 149.1 MiB/191.9 MiB (86.1 MiB/s) with 5 file(s) remaining
Completed 149.3 MiB/191.9 MiB (86.2 MiB/s) with 5 file(s) remaining
Completed 149.6 MiB/191.9 MiB (86.2 MiB/s) with 5 file(s) remaining
Completed 149.8 MiB/191.9 MiB (86.3 MiB/s) with 5 file(s) remaining
Completed 150.1 MiB/191.9 MiB (86.4 MiB/s) with 5 file(s) remaining
Completed 150.3 MiB/191.9 MiB (86.5 MiB/s) with 5 file(s) remaining
Completed 150.6 MiB/191.9 MiB (86.5 MiB/s) with 5 file(s) remaining
Completed 150.8 MiB/191.9 MiB (86.7 MiB/s) with 5 file(s) remaining
Completed 151.1 MiB/191.9 MiB (86.7 MiB/s) with 5 file(s) remaining
Completed 151.3 MiB/191.9 MiB (86.8 MiB/s) with 5 file(s) remaining
Completed 151.6 MiB/191.9 MiB (87.0 MiB/s) with 5 file(s) remaining
Completed 151.8 MiB/191.9 MiB (87.1 MiB/s) with 5 file(s) remaining
Completed 152.1 MiB/191.9 MiB (87.2 MiB/s) with 5 file(s) remaining
Completed 152.3 MiB/191.9 MiB (87.3 MiB/s) with 5 file(s) remaining
Completed 152.6 MiB/191.9 MiB (87.4 MiB/s) with 5 file(s) remaining
Completed 152.8 MiB/191.9 MiB (87.5 MiB/s) with 5 file(s) remaining
Completed 153.1 MiB/191.9 MiB (87.6 MiB/s) with 5 file(s) remaining
Completed 153.3 MiB/191.9 MiB (87.7 MiB/s) with 5 file(s) remaining
Completed 153.6 MiB/191.9 MiB (87.9 MiB/s) with 5 file(s) remaining
Completed 153.8 MiB/191.9 MiB (88.0 MiB/s) with 5 file(s) remaining
Completed 154.1 MiB/191.9 MiB (88.0 MiB/s) with 5 file(s) remaining
Completed 154.3 MiB/191.9 MiB (88.1 MiB/s) with 5 file(s) remaining
Completed 154.6 MiB/191.9 MiB (88.2 MiB/s) with 5 file(s) remaining
Completed 154.8 MiB/191.9 MiB (88.2 MiB/s) with 5 file(s) remaining
Completed 155.1 MiB/191.9 MiB (88.4 MiB/s) with 5 file(s) remaining
Completed 155.3 MiB/191.9 MiB (88.5 MiB/s) with 5 file(s) remaining
Completed 155.6 MiB/191.9 MiB (88.5 MiB/s) with 5 file(s) remaining
Completed 155.8 MiB/191.9 MiB (88.5 MiB/s) with 5 file(s) remaining
Completed 156.1 MiB/191.9 MiB (88.6 MiB/s) with 5 file(s) remaining
Completed 156.3 MiB/191.9 MiB (88.7 MiB/s) with 5 file(s) remaining
Completed 156.6 MiB/191.9 MiB (88.8 MiB/s) with 5 file(s) remaining
Completed 156.8 MiB/191.9 MiB (88.9 MiB/s) with 5 file(s) remaining
Completed 157.1 MiB/191.9 MiB (89.0 MiB/s) with 5 file(s) remaining
Completed 157.3 MiB/191.9 MiB (89.1 MiB/s) with 5 file(s) remaining
Completed 157.6 MiB/191.9 MiB (89.2 MiB/s) with 5 file(s) remaining
Completed 157.8 MiB/191.9 MiB (89.3 MiB/s) with 5 file(s) remaining
Completed 158.1 MiB/191.9 MiB (89.3 MiB/s) with 5 file(s) remaining
Completed 158.3 MiB/191.9 MiB (89.4 MiB/s) with 5 file(s) remaining
Completed 158.6 MiB/191.9 MiB (89.5 MiB/s) with 5 file(s) remaining
Completed 158.8 MiB/191.9 MiB (89.6 MiB/s) with 5 file(s) remaining
Completed 159.1 MiB/191.9 MiB (89.7 MiB/s) with 5 file(s) remaining
Completed 159.3 MiB/191.9 MiB (89.8 MiB/s) with 5 file(s) remaining
Completed 159.6 MiB/191.9 MiB (89.9 MiB/s) with 5 file(s) remaining
Completed 159.8 MiB/191.9 MiB (90.0 MiB/s) with 5 file(s) remaining
Completed 160.1 MiB/191.9 MiB (89.9 MiB/s) with 5 file(s) remaining
Completed 160.3 MiB/191.9 MiB (90.0 MiB/s) with 5 file(s) remaining
Completed 160.6 MiB/191.9 MiB (90.1 MiB/s) with 5 file(s) remaining
Completed 160.8 MiB/191.9 MiB (90.1 MiB/s) with 5 file(s) remaining
Completed 161.1 MiB/191.9 MiB (90.2 MiB/s) with 5 file(s) remaining
Completed 161.3 MiB/191.9 MiB (90.3 MiB/s) with 5 file(s) remaining
Completed 161.6 MiB/191.9 MiB (90.4 MiB/s) with 5 file(s) remaining
Completed 161.8 MiB/191.9 MiB (90.5 MiB/s) with 5 file(s) remaining
Completed 162.1 MiB/191.9 MiB (90.6 MiB/s) with 5 file(s) remaining
Completed 162.3 MiB/191.9 MiB (90.7 MiB/s) with 5 file(s) remaining
Completed 162.6 MiB/191.9 MiB (90.7 MiB/s) with 5 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-6_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-6_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 162.6 MiB/191.9 MiB (90.7 MiB/s) with 4 file(s) remaining
Completed 162.8 MiB/191.9 MiB (90.8 MiB/s) with 4 file(s) remaining
Completed 163.1 MiB/191.9 MiB (90.8 MiB/s) with 4 file(s) remaining
Completed 163.3 MiB/191.9 MiB (90.9 MiB/s) with 4 file(s) remaining
Completed 163.6 MiB/191.9 MiB (91.0 MiB/s) with 4 file(s) remaining
Completed 163.8 MiB/191.9 MiB (91.1 MiB/s) with 4 file(s) remaining
Completed 164.1 MiB/191.9 MiB (91.1 MiB/s) with 4 file(s) remaining
Completed 164.3 MiB/191.9 MiB (91.2 MiB/s) with 4 file(s) remaining
Completed 164.6 MiB/191.9 MiB (91.3 MiB/s) with 4 file(s) remaining
Completed 164.8 MiB/191.9 MiB (91.3 MiB/s) with 4 file(s) remaining
Completed 165.1 MiB/191.9 MiB (91.4 MiB/s) with 4 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-5_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-5_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 165.1 MiB/191.9 MiB (91.4 MiB/s) with 3 file(s) remaining
Completed 165.3 MiB/191.9 MiB (91.4 MiB/s) with 3 file(s) remaining
Completed 165.6 MiB/191.9 MiB (91.5 MiB/s) with 3 file(s) remaining
Completed 165.8 MiB/191.9 MiB (91.6 MiB/s) with 3 file(s) remaining
Completed 166.1 MiB/191.9 MiB (91.6 MiB/s) with 3 file(s) remaining
Completed 166.3 MiB/191.9 MiB (91.7 MiB/s) with 3 file(s) remaining
Completed 166.6 MiB/191.9 MiB (91.7 MiB/s) with 3 file(s) remaining
Completed 166.8 MiB/191.9 MiB (91.8 MiB/s) with 3 file(s) remaining
Completed 167.1 MiB/191.9 MiB (91.9 MiB/s) with 3 file(s) remaining
Completed 167.3 MiB/191.9 MiB (92.0 MiB/s) with 3 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-4_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-4_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 167.3 MiB/191.9 MiB (92.0 MiB/s) with 2 file(s) remaining
Completed 167.6 MiB/191.9 MiB (92.0 MiB/s) with 2 file(s) remaining
Completed 167.8 MiB/191.9 MiB (92.1 MiB/s) with 2 file(s) remaining
Completed 168.1 MiB/191.9 MiB (92.2 MiB/s) with 2 file(s) remaining
Completed 168.3 MiB/191.9 MiB (92.3 MiB/s) with 2 file(s) remaining
Completed 168.6 MiB/191.9 MiB (92.3 MiB/s) with 2 file(s) remaining
Completed 168.8 MiB/191.9 MiB (92.4 MiB/s) with 2 file(s) remaining
Completed 169.1 MiB/191.9 MiB (92.5 MiB/s) with 2 file(s) remaining
Completed 169.3 MiB/191.9 MiB (92.5 MiB/s) with 2 file(s) remaining
Completed 169.6 MiB/191.9 MiB (92.6 MiB/s) with 2 file(s) remaining
Completed 169.8 MiB/191.9 MiB (92.5 MiB/s) with 2 file(s) remaining
Completed 170.1 MiB/191.9 MiB (92.6 MiB/s) with 2 file(s) remaining
Completed 170.3 MiB/191.9 MiB (92.7 MiB/s) with 2 file(s) remaining
Completed 170.6 MiB/191.9 MiB (92.8 MiB/s) with 2 file(s) remaining
Completed 170.8 MiB/191.9 MiB (92.9 MiB/s) with 2 file(s) remaining
Completed 171.1 MiB/191.9 MiB (92.9 MiB/s) with 2 file(s) remaining
Completed 171.3 MiB/191.9 MiB (93.0 MiB/s) with 2 file(s) remaining
Completed 171.6 MiB/191.9 MiB (93.0 MiB/s) with 2 file(s) remaining
Completed 171.8 MiB/191.9 MiB (93.1 MiB/s) with 2 file(s) remaining
Completed 172.1 MiB/191.9 MiB (93.2 MiB/s) with 2 file(s) remaining
Completed 172.3 MiB/191.9 MiB (93.3 MiB/s) with 2 file(s) remaining
Completed 172.6 MiB/191.9 MiB (93.3 MiB/s) with 2 file(s) remaining
Completed 172.8 MiB/191.9 MiB (93.4 MiB/s) with 2 file(s) remaining
Completed 173.1 MiB/191.9 MiB (93.5 MiB/s) with 2 file(s) remaining
Completed 173.3 MiB/191.9 MiB (93.5 MiB/s) with 2 file(s) remaining
Completed 173.6 MiB/191.9 MiB (93.6 MiB/s) with 2 file(s) remaining
Completed 173.7 MiB/191.9 MiB (93.7 MiB/s) with 2 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-5_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-5_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 173.7 MiB/191.9 MiB (93.7 MiB/s) with 1 file(s) remaining
Completed 174.0 MiB/191.9 MiB (92.4 MiB/s) with 1 file(s) remaining
Completed 174.2 MiB/191.9 MiB (92.5 MiB/s) with 1 file(s) remaining
Completed 174.5 MiB/191.9 MiB (92.6 MiB/s) with 1 file(s) remaining
Completed 174.7 MiB/191.9 MiB (92.6 MiB/s) with 1 file(s) remaining
Completed 175.0 MiB/191.9 MiB (92.7 MiB/s) with 1 file(s) remaining
Completed 175.2 MiB/191.9 MiB (92.8 MiB/s) with 1 file(s) remaining
Completed 175.5 MiB/191.9 MiB (92.8 MiB/s) with 1 file(s) remaining
Completed 175.7 MiB/191.9 MiB (92.9 MiB/s) with 1 file(s) remaining
Completed 176.0 MiB/191.9 MiB (93.0 MiB/s) with 1 file(s) remaining
Completed 176.2 MiB/191.9 MiB (93.1 MiB/s) with 1 file(s) remaining
Completed 176.5 MiB/191.9 MiB (93.1 MiB/s) with 1 file(s) remaining
Completed 176.7 MiB/191.9 MiB (93.2 MiB/s) with 1 file(s) remaining
Completed 177.0 MiB/191.9 MiB (93.3 MiB/s) with 1 file(s) remaining
Completed 177.2 MiB/191.9 MiB (93.4 MiB/s) with 1 file(s) remaining
Completed 177.5 MiB/191.9 MiB (93.4 MiB/s) with 1 file(s) remaining
Completed 177.7 MiB/191.9 MiB (93.5 MiB/s) with 1 file(s) remaining
Completed 178.0 MiB/191.9 MiB (93.5 MiB/s) with 1 file(s) remaining
Completed 178.2 MiB/191.9 MiB (93.6 MiB/s) with 1 file(s) remaining
Completed 178.5 MiB/191.9 MiB (93.7 MiB/s) with 1 file(s) remaining
Completed 178.7 MiB/191.9 MiB (93.8 MiB/s) with 1 file(s) remaining
Completed 179.0 MiB/191.9 MiB (93.8 MiB/s) with 1 file(s) remaining
Completed 179.2 MiB/191.9 MiB (93.9 MiB/s) with 1 file(s) remaining
Completed 179.5 MiB/191.9 MiB (94.0 MiB/s) with 1 file(s) remaining
Completed 179.7 MiB/191.9 MiB (94.0 MiB/s) with 1 file(s) remaining
Completed 180.0 MiB/191.9 MiB (94.0 MiB/s) with 1 file(s) remaining
Completed 180.2 MiB/191.9 MiB (94.1 MiB/s) with 1 file(s) remaining
Completed 180.5 MiB/191.9 MiB (94.2 MiB/s) with 1 file(s) remaining
Completed 180.7 MiB/191.9 MiB (94.3 MiB/s) with 1 file(s) remaining
Completed 181.0 MiB/191.9 MiB (94.3 MiB/s) with 1 file(s) remaining
Completed 181.2 MiB/191.9 MiB (94.4 MiB/s) with 1 file(s) remaining
Completed 181.5 MiB/191.9 MiB (94.5 MiB/s) with 1 file(s) remaining
Completed 181.7 MiB/191.9 MiB (94.6 MiB/s) with 1 file(s) remaining
Completed 182.0 MiB/191.9 MiB (94.7 MiB/s) with 1 file(s) remaining
Completed 182.2 MiB/191.9 MiB (94.8 MiB/s) with 1 file(s) remaining
Completed 182.5 MiB/191.9 MiB (94.9 MiB/s) with 1 file(s) remaining
Completed 182.7 MiB/191.9 MiB (95.0 MiB/s) with 1 file(s) remaining
Completed 183.0 MiB/191.9 MiB (95.0 MiB/s) with 1 file(s) remaining
Completed 183.2 MiB/191.9 MiB (95.1 MiB/s) with 1 file(s) remaining
Completed 183.5 MiB/191.9 MiB (95.2 MiB/s) with 1 file(s) remaining
Completed 183.7 MiB/191.9 MiB (95.3 MiB/s) with 1 file(s) remaining
Completed 184.0 MiB/191.9 MiB (95.4 MiB/s) with 1 file(s) remaining
Completed 184.2 MiB/191.9 MiB (95.4 MiB/s) with 1 file(s) remaining
Completed 184.5 MiB/191.9 MiB (95.5 MiB/s) with 1 file(s) remaining
Completed 184.7 MiB/191.9 MiB (95.6 MiB/s) with 1 file(s) remaining
Completed 185.0 MiB/191.9 MiB (95.7 MiB/s) with 1 file(s) remaining
Completed 185.2 MiB/191.9 MiB (95.8 MiB/s) with 1 file(s) remaining
Completed 185.5 MiB/191.9 MiB (95.8 MiB/s) with 1 file(s) remaining
Completed 185.7 MiB/191.9 MiB (95.9 MiB/s) with 1 file(s) remaining
Completed 186.0 MiB/191.9 MiB (96.0 MiB/s) with 1 file(s) remaining
Completed 186.2 MiB/191.9 MiB (96.1 MiB/s) with 1 file(s) remaining
Completed 186.5 MiB/191.9 MiB (96.2 MiB/s) with 1 file(s) remaining
Completed 186.7 MiB/191.9 MiB (96.2 MiB/s) with 1 file(s) remaining
Completed 187.0 MiB/191.9 MiB (96.3 MiB/s) with 1 file(s) remaining
Completed 187.2 MiB/191.9 MiB (96.4 MiB/s) with 1 file(s) remaining
Completed 187.5 MiB/191.9 MiB (96.5 MiB/s) with 1 file(s) remaining
Completed 187.7 MiB/191.9 MiB (96.5 MiB/s) with 1 file(s) remaining
Completed 188.0 MiB/191.9 MiB (96.6 MiB/s) with 1 file(s) remaining
Completed 188.2 MiB/191.9 MiB (96.7 MiB/s) with 1 file(s) remaining
Completed 188.5 MiB/191.9 MiB (96.8 MiB/s) with 1 file(s) remaining
Completed 188.7 MiB/191.9 MiB (96.8 MiB/s) with 1 file(s) remaining
Completed 189.0 MiB/191.9 MiB (96.9 MiB/s) with 1 file(s) remaining
Completed 189.2 MiB/191.9 MiB (97.0 MiB/s) with 1 file(s) remaining
Completed 189.5 MiB/191.9 MiB (96.6 MiB/s) with 1 file(s) remaining
Completed 189.7 MiB/191.9 MiB (96.7 MiB/s) with 1 file(s) remaining
Completed 190.0 MiB/191.9 MiB (91.5 MiB/s) with 1 file(s) remaining
Completed 190.2 MiB/191.9 MiB (91.5 MiB/s) with 1 file(s) remaining
Completed 190.5 MiB/191.9 MiB (91.6 MiB/s) with 1 file(s) remaining
Completed 190.7 MiB/191.9 MiB (91.7 MiB/s) with 1 file(s) remaining
Completed 191.0 MiB/191.9 MiB (91.7 MiB/s) with 1 file(s) remaining
Completed 191.2 MiB/191.9 MiB (91.8 MiB/s) with 1 file(s) remaining
Completed 191.5 MiB/191.9 MiB (91.9 MiB/s) with 1 file(s) remaining
Completed 191.7 MiB/191.9 MiB (91.9 MiB/s) with 1 file(s) remaining
Completed 191.9 MiB/191.9 MiB (92.0 MiB/s) with 1 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-6_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-03/ses-1/patterns/sub-03_ses-1_task-face_run-6_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
… and load them in:
patterns_dir = os.path.join(data_dir, 'derivatives', 'pattern_estimation', 'sub-03', 'ses-1', 'patterns')
betas_path = os.path.join(patterns_dir, 'sub-03_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz')
# Load 4D array and immediately mask it
R = masking.apply_mask(betas_path, ffa_mask)
print("Shape of R:", R.shape)
plt.imshow(R, aspect='auto')
plt.xlabel("Voxels")
plt.ylabel("Samples (trials)")
plt.title(r"$\mathbf{R}$", fontsize=20)
plt.colorbar()
plt.show()
Shape of R: (40, 70)
Lastly, we need some experimental variable(s) to relate to this brain pattern. For convenience, we included the events file in the same directory as the estimated (variance of the) patterns:
import pandas as pd
events_file = os.path.join(patterns_dir, 'sub-03_ses-1_task-face_run-1_events.tsv')
events_df = pd.read_csv(events_file, sep='\t')
# Let's remove the rating/response events
# The .query method is great for filtering!
events_df = events_df.query("trial_type != 'rating' and trial_type != 'response'")
events_df
| onset | duration | trial_type | expression | face_id | face_age | face_sex | face_eth | average_attractiveness | catch | rating_score | response_hand | subject_attractiveness | subject_dominance | subject_trustworthiness | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 6.022445 | 1.233307 | 00STIM117smiling | smiling | 117.0 | 26.0 | male | white | -0.485729 | 0.0 | NaN | NaN | 0.9900 | 1.1850 | 1.3625 |
| 1 | 11.022318 | 1.233310 | 01STIM027smiling | smiling | 27.0 | 26.0 | female | white | 1.772827 | 0.0 | NaN | NaN | 0.1325 | 0.6525 | 1.1575 |
| 2 | 16.022165 | 1.233322 | 02STIM027neutral | neutral | 27.0 | 26.0 | female | white | 1.772827 | 0.0 | NaN | NaN | 0.1325 | 0.6525 | 1.1575 |
| 3 | 21.022053 | 1.233282 | 03STIM092smiling | smiling | 92.0 | 32.0 | male | white | -0.932899 | 0.0 | NaN | NaN | 1.2825 | -0.9725 | -0.3100 |
| 4 | 26.021899 | 1.233297 | 04STIM066neutral | neutral | 66.0 | 22.0 | female | west_asian | 0.637872 | 0.0 | NaN | NaN | 2.1250 | 2.1400 | 2.1300 |
| 5 | 31.021738 | 1.233324 | 05STIM092neutral | neutral | 92.0 | 32.0 | male | white | -0.932899 | 0.0 | NaN | NaN | 1.2825 | -0.9725 | -0.3100 |
| 6 | 36.021618 | 1.233313 | 06STIM061smiling | smiling | 61.0 | 40.0 | male | black | -0.911501 | 0.0 | NaN | NaN | -1.1075 | 1.6350 | 1.0650 |
| 7 | 41.021482 | 1.233311 | 07STIM101neutral | neutral | 101.0 | 37.0 | male | white | 0.723899 | 0.0 | NaN | NaN | 1.1725 | 0.9775 | 0.7200 |
| 8 | 46.021346 | 1.233311 | 08STIM062smiling | smiling | 62.0 | 30.0 | female | black | -0.553853 | 0.0 | NaN | NaN | 0.0875 | -0.4800 | 0.1200 |
| 9 | 51.021228 | 1.233279 | 09STIM137neutral | neutral | 137.0 | 21.0 | male | black | -0.295769 | 1.0 | NaN | NaN | 1.2100 | -0.0825 | 0.7825 |
| 12 | 60.020963 | 1.233313 | 10STIM141smiling | smiling | 141.0 | 23.0 | male | white | -0.671322 | 1.0 | NaN | NaN | -2.9225 | -0.5475 | -0.7125 |
| 15 | 69.012388 | 1.241642 | 11STIM030neutral | neutral | 30.0 | 24.0 | female | east_asian | 1.284608 | 0.0 | NaN | NaN | 1.1225 | 0.6675 | 0.4450 |
| 16 | 74.012240 | 1.241653 | 12STIM100neutral | neutral | 100.0 | 19.0 | female | white | 1.162772 | 0.0 | NaN | NaN | -0.4550 | -1.5400 | 2.6975 |
| 17 | 79.012104 | 1.241649 | 13STIM091neutral | neutral | 91.0 | 20.0 | female | white | 0.780232 | 0.0 | NaN | NaN | 2.1350 | -1.4900 | 2.2100 |
| 18 | 84.020339 | 1.233276 | 14STIM038smiling | smiling | 38.0 | 40.0 | female | west_asian | -1.823308 | 0.0 | NaN | NaN | -0.9400 | 0.2925 | -0.2650 |
| 19 | 89.020173 | 1.233305 | 15STIM082smiling | smiling | 82.0 | 20.0 | male | black | -0.145112 | 0.0 | NaN | NaN | 1.0475 | -0.4650 | 0.6725 |
| 20 | 94.020035 | 1.233300 | 16STIM124neutral | neutral | 124.0 | 28.0 | female | white | 2.675026 | 0.0 | NaN | NaN | 1.7275 | 1.7075 | 0.9675 |
| 21 | 99.019894 | 1.233310 | 17STIM006smiling | smiling | 6.0 | 31.0 | female | west_asian | -0.959537 | 0.0 | NaN | NaN | 0.3750 | 1.4275 | 0.3525 |
| 22 | 104.019757 | 1.233330 | 18STIM036smiling | smiling | 36.0 | 21.0 | male | east_asian/white | 0.288084 | 0.0 | NaN | NaN | 0.5450 | -2.1125 | 1.0075 |
| 23 | 109.019625 | 1.233305 | 19STIM102neutral | neutral | 102.0 | 31.0 | female | white | -1.159977 | 0.0 | NaN | NaN | -2.8300 | 1.0000 | 0.8100 |
| 24 | 114.019502 | 1.233330 | 20STIM012neutral | neutral | 12.0 | 24.0 | male | white | -0.135941 | 0.0 | NaN | NaN | 0.2700 | 0.5025 | 0.6800 |
| 25 | 119.019367 | 1.233296 | 21STIM066smiling | smiling | 66.0 | 22.0 | female | west_asian | 0.637872 | 0.0 | NaN | NaN | 2.1250 | 2.1400 | 2.1300 |
| 26 | 124.019221 | 1.233300 | 22STIM091smiling | smiling | 91.0 | 20.0 | female | white | 0.780232 | 0.0 | NaN | NaN | 2.1350 | -1.4900 | 2.2100 |
| 27 | 129.019086 | 1.233295 | 23STIM042neutral | neutral | 42.0 | 27.0 | male | black | 0.343543 | 0.0 | NaN | NaN | 2.4825 | -0.7925 | 1.3450 |
| 28 | 140.268799 | 1.233281 | 24STIM036neutral | neutral | 36.0 | 21.0 | male | east_asian/white | 0.288084 | 0.0 | NaN | NaN | 0.5450 | -2.1125 | 1.0075 |
| 29 | 145.268632 | 1.233296 | 25STIM044smiling | smiling | 44.0 | 22.0 | male | black | -0.517608 | 0.0 | NaN | NaN | 3.4650 | -1.1450 | -1.2900 |
| 30 | 150.268493 | 1.233348 | 26STIM011smiling | smiling | 11.0 | 36.0 | female | white | -0.531582 | 1.0 | NaN | NaN | -1.1325 | 1.7575 | -0.4950 |
| 33 | 159.268261 | 1.233305 | 27STIM121neutral | neutral | 121.0 | 34.0 | male | white | -0.645557 | 0.0 | NaN | NaN | 1.4400 | 0.6775 | 1.9400 |
| 34 | 164.268123 | 1.233300 | 28STIM042smiling | smiling | 42.0 | 27.0 | male | black | 0.343543 | 0.0 | NaN | NaN | 2.4825 | -0.7925 | 1.3450 |
| 35 | 169.267997 | 1.233288 | 29STIM043neutral | neutral | 43.0 | 20.0 | male | black | -0.690973 | 0.0 | NaN | NaN | 0.5775 | -1.1400 | 0.5625 |
| 36 | 174.267849 | 1.233300 | 30STIM009neutral | neutral | 9.0 | 22.0 | female | white | 1.508630 | 0.0 | NaN | NaN | 0.7375 | -1.7225 | 2.5075 |
| 37 | 179.267707 | 1.233307 | 31STIM024neutral | neutral | 24.0 | 47.0 | male | east_asian | -1.172204 | 0.0 | NaN | NaN | -1.3075 | -2.9625 | 2.4700 |
| 38 | 184.267562 | 1.233317 | 32STIM012smiling | smiling | 12.0 | 24.0 | male | white | -0.135941 | 1.0 | NaN | NaN | 0.2700 | 0.5025 | 0.6800 |
| 41 | 193.267315 | 1.233315 | 33STIM121smiling | smiling | 121.0 | 34.0 | male | white | -0.645557 | 0.0 | NaN | NaN | 1.4400 | 0.6775 | 1.9400 |
| 42 | 198.267180 | 1.233315 | 34STIM062neutral | neutral | 62.0 | 30.0 | female | black | -0.553853 | 0.0 | NaN | NaN | 0.0875 | -0.4800 | 0.1200 |
| 43 | 203.267059 | 1.233301 | 35STIM009smiling | smiling | 9.0 | 22.0 | female | white | 1.508630 | 0.0 | NaN | NaN | 0.7375 | -1.7225 | 2.5075 |
| 44 | 208.266925 | 1.233306 | 36STIM102smiling | smiling | 102.0 | 31.0 | female | white | -1.159977 | 0.0 | NaN | NaN | -2.8300 | 1.0000 | 0.8100 |
| 45 | 213.266764 | 1.233321 | 37STIM064neutral | neutral | 64.0 | 25.0 | female | west_asian | -0.618483 | 1.0 | NaN | NaN | 1.3000 | -1.3175 | 2.1450 |
| 48 | 222.266536 | 1.233323 | 38STIM099smiling | smiling | 99.0 | 24.0 | female | black | -0.157776 | 0.0 | NaN | NaN | 0.1425 | -1.5625 | 1.3300 |
| 49 | 227.266389 | 1.233319 | 39STIM141neutral | neutral | 141.0 | 23.0 | male | white | -0.671322 | 0.0 | NaN | NaN | -2.9225 | -0.5475 | -0.7125 |
There are many different experimental features that we’d could use for our analysis, but for now, we’ll stick with a single categorical (binary) one: face sex (“male” or “female”).
S = events_df['face_sex'].to_numpy()
print(S)
['male' 'female' 'female' 'male' 'female' 'male' 'male' 'male' 'female'
'male' 'male' 'female' 'female' 'female' 'female' 'male' 'female'
'female' 'male' 'female' 'male' 'female' 'female' 'male' 'male' 'male'
'female' 'male' 'male' 'male' 'female' 'male' 'male' 'male' 'female'
'female' 'female' 'female' 'female' 'male']
ToDo (1 point): For our analysis, we'll need the labels ($S$) in numeric format. Convert the string labels ("male", "female") to a numeric format (male: 1, female: 0) and store the result in a variable called S_num (which should be a numpy array).
''' Implement your ToDo here. '''
# YOUR CODE HERE
raise NotImplementedError()
''' Tests the above ToDo. '''
from niedu.tests.nipa.week_3 import test_str2num
test_str2num(S, S_num)
Preprocessing#
In terms of preprocessing, there are a couple of things that you need to keep in mind when planning to use representational similarity analyses. First, while standardization (ensuring zero mean and unit standard deviation for each brain feature) is a common preprocessing step in decoding analyses, it is somewhat of a controversial for RSA (see e.g. this article). As such, we are not going to apply standardization to our data.
Multivariate noise normalization#
In week 1, we discussed univariate noise normalization, i.e., dividing each brain feature’s activity estimate (\(\hat{\beta}\)) by the standard deviation of the noise (\(\hat{\sigma}\)), which allows you to “downweigh” noisy voxels. Specifically for RSA, some people use multivariate noise normalization, which additionally incorporates the noise covariance between voxels. Like the temporal “uncorrelation” method we discussed in week 1, multivariate noise normalization effectively uncorrelates the data, yet this time in the spatial dimension. One often-cited reason for multivariate noise normalization in representational similarity analyses is that some distance metrics (discussed later) assume that the brain feature (e.g., voxels) of the data are independent.
So, before going on, let’s first load in the residuals from run 1:
# First, let's download them!
print("Downloading residuals for ses-1, run-1, sub-03 (+- ... MB) ...")
!aws s3 sync --no-sign-request s3://openneuro.org/ds003965 {data_dir} --exclude "*" --include "derivatives/pattern_estimation/sub-03/ses-1/model/*task-face*run-1*residuals.nii.gz"
print("\nDone!")
Downloading residuals for ses-1, run-1, sub-03 (+- ... MB) ...
Done!
model_dir = patterns_dir.replace('patterns', 'model')
resids_path = os.path.join(model_dir, 'sub-03_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-model_residuals.nii.gz')
# We immediately apply the FFA mask to the residuals
resids = masking.apply_mask(resids_path, ffa_mask)
print("Shape of masked residuals (TxK):", resids.shape)
Shape of masked residuals (TxK): (342, 70)
In week 1, we computed the voxelwise noise standard deviation using the numpy std function (or method) on our time axis:
noise_std = np.std(resids, axis=0)
plt.figure(figsize=(12, 3))
plt.plot(noise_std)
plt.xlabel("Voxel", fontsize=15)
plt.ylabel(r'$\hat{\sigma}$', fontsize=20)
plt.xlim(0, noise_std.size)
sns.despine()
plt.show()
However, we can also get the voxelwise noise standard deviation by computing the noise variance-covariance matrix and extracting the (square root of the) diagonal, because the diagonal represents the variance of the voxels (the “covariance with itself”, so to say).
Let’s first compute the covariance matrix:
# We need to transpose (.T) the residuals,
# otherwise we'd get a TxT covariance matrix
noise_cov = np.cov(resids.T, bias=True)
plt.imshow(noise_cov)
plt.title("Noise covariance matrix", fontsize=18)
plt.xlabel('Voxels', fontsize=15)
plt.ylabel('Voxels', fontsize=15)
plt.colorbar()
plt.show()
Just to convince you that the (square root of the) diagonal is the same as the standard deviation we computed earlier:
noise_std_from_cov = np.sqrt(np.diag(noise_cov))
fig, axes = plt.subplots(ncols=2, figsize=(15, 4))
axes[0].plot(noise_std)
axes[1].plot(noise_std_from_cov, c='tab:orange')
axes[0].set_xlabel("Voxel", fontsize=15)
axes[1].set_xlabel("Voxel", fontsize=15)
axes[0].set_ylabel(r'$\hat{\sigma}$', fontsize=20)
fig.tight_layout()
sns.despine()
fig.show()
The reason we need the variance-covariance matrix is that for multivariate noise normalization, we use the full matrix, i.e., including the off-diagonal elements (the covariance between voxels). To do so, we first need to compute the whitening matrix, which is often denoted by \(D\) and is computed by taking the square root of the inverse of the estimated variance-covariance matrix (\(\hat{\Sigma}\)):
(99)#\[\begin{align}
D = \hat{\Sigma}^{-\frac{1}{2}}
\end{align}\]
Whitening using this particular whitening matrix (\(\hat{\Sigma}^{-\frac{1}{2}}\)) is also called ZCA or Mahalanobis whitening. To apply this whitening matrix to our patterns (\(\mathbf{R}\)), we simply take the dot product between the patterns and the whitening matrix:
(100)#\[\begin{align}
R_{\mathrm{mnn}} = RD
\end{align}\]
where \(R_{\mathrm{mnn}}\) is the multivariate noise normalized pattern matrix. Note that this operation is very similar to the temporal uncorrelation method, but instead of uncorrelating the trials (i.e., the rows of the pattern matrix), it uncorrelates the brain features (i.e., the columns of the pattern matrix).
Let’s first compute the whitening matrix. We can use the matrix square root function sqrtm from the scipy.linalg package:
# square root of inv = ^(-1/2)
from scipy.linalg import sqrtm
D = sqrtm(np.linalg.inv(noise_cov))
And to get the multivariate noise normalized patterns, we compute the dot product:
R_mnn = R @ D
Let’s visualize the unnormalized, univariate noise normalized, and multivariate noise normalized patterns:
R_unn = R / noise_std
fig, axes = plt.subplots(ncols=3, figsize=(13, 3))
axes[0].imshow(R)
axes[0].set_title("No normalization", fontsize=15)
axes[1].imshow(R_unn)
axes[1].set_title("UNN", fontsize=15)
axes[2].imshow(R_mnn)
axes[2].set_title("MNN", fontsize=15)
for i in range(3):
axes[i].set_xlabel("Voxels", fontsize=15)
axes[0].set_ylabel("Trials", fontsize=15)
fig.tight_layout()
fig.show()
Here, our patterns consist of only 64 voxels. Often, however, you might want to use patterns with (many) more voxels. For multivariate noise normalization, which uses the full \(K \times K\) variance-covariance matrix, using more brain features (\(K\)) than samples (\(N\)) often lead to a very unstable variance-covariance matrix (or in technical terms, a matrix that is not “positive semidefinite”). One trick that makes the variance-covariance matrix estimation more stable is to apply regularization (sometimes called “shrinkage”). This regularization will “shrink” the matrix more towards the identity matrix (\(I\), i.e., a matrix with all zeros except the diagonal, which contains ones) when the ratio between brain features and samples becomes larger.
One such shrinkage method is the “Ledoit-Wolf” covariance estimator. Below, we import this function:
from sklearn.covariance import ledoit_wolf
ToDo (1 point): Read through the documentation of the ledoit_wolf function and then use it to compute the regularized covariance matrix of our pattern matrix and subsequently use this to multivariate noise normalize our pattern matrix. Store the result in a new variable called R_mnn_reg.
''' Implement your ToDo here. '''
# YOUR CODE HERE
raise NotImplementedError()
''' Tests the ToDo above. '''
from niedu.tests.nipa.week_3 import test_ledoit_wolf
test_ledoit_wolf(R, resids, R_mnn_reg)
Neural RDMs#
The first step in a representational similarity analysis is to create a “neural representational dissimilarity matrix” (RDM). This matrix is a symmetric \(N \times N\) matrix which represents how “dissimilar” patterns of different samples (i.e., rows in your pattern matrix, \(\mathbf{R}\)). Note that the samples could be trials (e.g., “face 1”, “face 2”, “face 3”, etc.) but could also be conditions (e.g., “faces”, “houses”, “objects”, etc.). In our case, we’re focusing on trials.
For example, suppose we have only data from four trials (i.e., four rows in our pattern matrix \(\mathbf{R}\)). A corresponding \(4\times 4\) RDM could like the following:
# some made up RDM
example_rdm = np.array([
[0, 7.2, 1.2, 5.2],
[7.2, 0, 3.1, 4.7],
[1.2, 3.1, 0, 6.5],
[5.2, 4.7, 6.5, 0]
])
plt.imshow(example_rdm)
plt.yticks(np.arange(4))
plt.xlabel("Trials", fontsize=15)
plt.ylabel("Trials", fontsize=15)
plt.title("Example RDM", fontsize=20)
cbar = plt.colorbar()
cbar.ax.set_ylabel('Dissimilarity', fontsize=15)
plt.show()
In this example RDM, each cell represents a particular distance between two patterns. For example, the cell in the bottom left corner represents the dissimilarity between trial 1 and trial 4. Note that the RDM is symmetric, because the dissimilarity between trial 1 and 4 is the same as trial 4 and 1; also, the cells on the diagonal are all zero, as they represent the distance between a particular pattern and itself, which is zero! Note that these two properties (symmetricity, zero diagonal) are only true when you compute your RDM on trials within the same run (unlike the between-run pattern distances, discussed previously).
For now, we’ll stick with within-run RDMs (as they’re a little easier to compute).
In a way, you can think about RDMs as “inverse” correlation matrices in which cells do not represent correlations (a kind of similarity metric) but distances.
By now, you might ask youself: “but how do you actually compute these dissimilarities?” Well, this depends on what distance metric you use! There are many different functions you can use to quantify the dissimilarity between two vectors (i.e., two rows in our pattern matrix). Actually, reflecting the intuition that an RDM is basically the inverse of a correlation matrix, one metric that is sometimes used is the \(1-r\) distance*. This distance simply quantifies distance as the 1 minus the correlation between two patterns. For example, the \(1-r\) distance between “pattern A” and “pattern B” is \(1-\mathrm{corr(pattern\ A, pattern\ B})\).
* In the RSA literature, some people use the cosine distance, which is the angle between two vectors; when the patterns are mean centered (i.e., the rows in \(\mathbf{R}\) have a mean of 0), this is exactly the same as the \(1-r\) distance!
ToDo (1 point): For our data (the variable R), compute the RDM using the $1 -r$ distance and store it in a variable named rdm_1minr. Note: no need for a for-loop! (You might want to check out the np.corrcoef function.)
''' Implement your ToDo here. '''
# YOUR CODE HERE
raise NotImplementedError()
''' Tests the above ToDo. '''
from niedu.tests.nipa.week_3 import test_1minr
test_1minr(R, rdm_1minr)
Another often-used distance metric used for RDMs, and perhaps the most intuitive one, is the Euclidean distance. This distance is computed as the square root of the sum of squared distances between two patterns (e.g., \(p\) and \(q\)) consisting of \(K\) elements:
(101)#\[\begin{align}
\delta_{euclidean} = \sqrt{\sum_{j=1}^{K}{(p_{j} - q_{j})^{2}}}
\end{align}\]
Below, we define two example patterns with four features and compute the Euclidean distance between them:
p = np.array([1, 3, 8, -4])
q = np.array([5, -3, 2, 1])
# No need for a for loop!
euc_dist = np.sqrt(np.sum((p - q)**2))
print("Euclidean distance between p and q:", euc_dist)
Euclidean distance between p and q: 10.63014581273465
ToDo (2 points): While all pairwise distances were easy to calculate using the $1-r$ distance, it takes a little more code to do this using the Euclidean distance. Compute the RDM based on the Euclidean distance for our data (the variable R) and store this in a variable named rdm_euc. Also visualize the RDM using the pyplot imshow function. Unless you're a linear algebra wizard, you need to use for loops to compute the RDM. Do not use any external functions (beyond numpy). Hint: pre-allocate your RDM first and then fill it cell by cell in a nested for loop.
''' Implement your ToDo here. '''
# YOUR CODE HERE
raise NotImplementedError()
''' Tests the above ToDo. '''
from sklearn.metrics import euclidean_distances
np.testing.assert_array_almost_equal(euclidean_distances(R), rdm_euc, decimal=3)
print("Well done!")
As you might have seen in the test cell, scikit-learn actually provides several functions to quickly compute distance matrices (RDMs) using various distance metrics. We recommend using the generic pairwise_distances function:
from sklearn.metrics import pairwise_distances
To compute an \(N\times N\) distance matrix from a \(N\times K\) pattern array (\(\mathbf{R}\)), you can use it as follows:
rdm = pairwise_distances(R, metric='name_of_metric')
For example, to compute an RDM based on the “cosine” distance (which is similar to the \(1-r\) distance), you can run:
rdm_cosine = pairwise_distances(R, metric='cosine')
plt.imshow(rdm_cosine)
plt.xlabel("Trials", fontsize=15)
plt.ylabel("Trials", fontsize=15)
plt.title("Cosine-based RDM", fontsize=20)
cbar = plt.colorbar()
cbar.ax.set_ylabel('Cosine distance', fontsize=15)
plt.show()
Note that there is no agreed-upon “best” distance metric! If you want to know more about the different (dis)similarity metrics for pattern analyses, check out this article.
For the next couple of sections, we’ll use the Euclidean distance-based RDM:
rdm_R = pairwise_distances(R, metric='euclidean')
ToThink (1 point): Euclidean and $1-r$/cosine distances differ in one major aspect related to the "type" of information they can encode/pick up. What do you think this is?
YOUR ANSWER HERE
Exploratory analysis using MDS#
Most applications of RSA involve relating neural RDMs with RDMs based on experimental features (which we’ll discuss in the next section). However, you can also do exploratory analyses on your neural RDM only! This is usually done by investigating the (dis)similarity structure (or “representational geometry” in RSA terms), usually in a 2D or 3D space.
As pattern analyses are often applied to very high-dimensional data (i.e., patterns with many brain features, \(K\)), people often project the data (i.e., the patterns) into a lower dimensional space. We already encountered one such method in week 1: PCA! However, when interested in the (dis)similarity structure of your data, multidimensional scaling (MDS) is more appropriate. Just like PCA, this technique aims to create combinations of features into a lower-dimensional subset of components, such that the high-dimensional distances are presented as much as possible in the lower-dimensional space. For example, if the distance between A and B is 436 in high-dimensional space (e.g., \(K=500\)), MDS tries to create a lower-dimensional space (usually 2 components) in which the distance between A and B is as close as possible to 436 (as well as all other distances between patterns).
Of course, scikit-learn contains an implementation of MDS that uses the familiar fit/transform methods. Importantly, it can take in a \(N\times K\) matrix (like our pattern matrix \(\mathbf{R}\)) and compute the high-dimensional distance structure (i.e., the RDM) internally or you can give it your precomputed RDM. In the latter case, you need to initialize it with dissimilarity='prepcomputed', which is what we’re going to do:
from sklearn.manifold import MDS
mds = MDS(dissimilarity='precomputed', n_components=2, normalized_stress='auto')
Then, we call the fit_transform method to compute lower-dimensional (\(K=2\)) representation of the data (which is, again, an \(N \times K\) array, but this time, \(K=2\)!):
mds_R = mds.fit_transform(rdm_R)
print("Shape of mds_R:", mds_R.shape)
plt.figure(figsize=(8, 5))
plt.grid()
plt.scatter(mds_R[:, 0], mds_R[:, 1])
plt.xlabel('MDS component 1', fontsize=20)
plt.ylabel('MDS component 2', fontsize=20)
plt.show()
Shape of mds_R: (40, 2)
ToDo (1 point): Below, re-plot the MDS scatterplot, but this time, color the datapoints (i.e., the trial patterns) according to their trial onset (you can set the color of the points with c parameter in the scatter function), which you can extract from the events_df dataframe. This way, datapoints (i.e., patterns) with a similar onset have a similar hue.
# YOUR CODE HERE
raise NotImplementedError()
ToThink (1 point): Which phenomenon (that we discussed before) is clearly visible in this low-dimensional embedding of the data?
YOUR ANSWER HERE
Instead of coloring the datapoints according to some experimental property/feature (such as onset), an even more potent way to visualize MDS-embeddings is to plot the actual images that correspond with the trial patterns (here: the faces shown to the subject)! This way, you may find patterns in the data that you might not have thought of!
However, in our opinion, the true strength of RSA lies in their ability to test hypotheses about complex representational structures using experimental features, which is discussed next.
Categorical RDMs#
In most pattern analyses, we’d like to evaluate the association between experimental features and brain patterns. In RSA, this is done by comparing neural RDMs (discussed in the previous sections) with RDMs based on experimental features. These experimental feature RDMs (let’s call them “feature RDMs”) are constructed in largely the same way as neural RDMs: by computing the pairwise distance between samples!
The experimental features (\(P\)) that you use for your feature RDM of course depend on your hypothesis! Importantly, unlike decoding models, RSA naturally handles high-dimensional feature spaces very well. Like neural RDMs, no matter how many features you use, you’ll always analyze the resulting \(N\times N\) RDM!
After constructing your feature RDM, you can test whether the “geometry” of your hypothesized feature space matches the geometry of your brain patterns. In other words, you test whether the pattern of distances is similar in your brain data and your experimental features. Technically, you can use any (set of) feature(s) that you believe match the geometry of the corresponding brain patterns. How to actually test this will be discussed in section 5.
In this section, we’ll focus on the most straightforward type of feature RDM: the categorical RDM. This RDM, basically, investigates whether patterns belonging to the same condition are more similar than patterns belonging to a different condition (note the similarity to decoding models). For example, we could hypothesize that the FFA represents face gender, which should accordingly lead to relatively small neural distances between images of the same face gender and relatively large neural distances between images of a different face gender. Before delving into how we should construct a corresponding feature RDM, let’s first define our experimental feature: face gender. In the first section, we already extracted this from the events file. Now, let’s convert it to a numeric format:
from sklearn.preprocessing import LabelEncoder
face_gen = LabelEncoder().fit_transform(S)
print("Face gender, numeric:", face_gen)
Face gender, numeric: [1 0 0 1 0 1 1 1 0 1 1 0 0 0 0 1 0 0 1 0 1 0 0 1 1 1 0 1 1 1 0 1 1 1 0 0 0
0 0 1]
Now, to capture this feature into an RDM, we can construct an RDM with zeros in cells corresponding to trials with the same condition (both male or both female faces) and ones everywhere else, which capture the hypothesis that trials should have a smaller distance when they are of the same condition (0) than when they are of a different condition (1).
ToDo (1 point): Create this face-gender RDM and store it in a variable named rdm_fg, an $N \times N$ numpy array. Do not use any external functions for this.
''' Implement your ToDo here. '''
# YOUR CODE HERE
raise NotImplementedError()
''' Tests the above ToDo. '''
from niedu.tests.nipa.week_3 import test_rdm_fg
test_rdm_fg(face_gen, rdm_fg)
Technically, to create this categorical RDM (with only two levels), you can also use the pairwise_distances function with the “manhattan” metric (the sum of absolute distances):
# Note the np.newaxis, which is needed because pairwise_distances
# assumes that the input is 2D
rdm_fg_pd = pairwise_distances(face_gen[:, np.newaxis], metric='manhattan')
plt.imshow(rdm_fg_pd)
plt.colorbar()
plt.title("Categorical RDM")
plt.show()
Continuous/computational RDMs#
The categorical RDMs discussed in the previous section are the most simple implementation of feature RDMs, based on only a single categorical feature. RSA really shines, though, when relating more complex feature sets (sometimes called “feature spaces”) consisting of multiple (continuous) variables.
For example, for our data, we have subject-specific ratings of dominance, trustworthiness, and attractiveness for all of the faces shown to (the same) subjects. If we’d want to investigate whether a particular brain region represents these face properties (you might call them “social judgements), we could create a feature RDM base on these three features; in fact, we’ll do that below:
sj = events_df.loc[:, ['subject_dominance', 'subject_trustworthiness', 'subject_attractiveness']].to_numpy()
rdm_sj = pairwise_distances(sj, metric='euclidean')
plt.imshow(rdm_sj)
plt.title("Social judgements RDM", fontsize=15)
plt.show()
Note though, that all information about the individual features (attractiveness, trustworthiness, and dominance) is lost in this RDM! The feature RDM should represent the geometry of the entire feature space, not the effects of the individual features on brain activity (although we discuss a technique that allows for this type of inference in the next section).
ToDo (2 point): Note that as long as you can formalize your hypothesis into a feature matrix ($N \times P$), you can create an RDM from it (and test it with RSA)! Suppose that I believe that social judgements are not represented in a bipolar fashion (from very unattractive to very attractive, very untrustworthy to very trustworthy, etc.; like we assumed before) but in an unipolar fashion relative from the mean rating. For example, this would mean that a face with an attractiveness/trusworthiness/dominance rating of -4 would be represented in the same way as a face with a rating of 4 (assuming a mean rating of 0) Moreover, suppose I believe that this representation is quadratic, not linear. For example, a face with an attractiveness rating of 2 is four times as attractive as a face with an attractiveness rating of 1. Using the social judgement data (i.e., the sj variable), create an RDM that represents this hypothesis.
''' Implement the ToDo here. '''
# YOUR CODE HERE
raise NotImplementedError()
''' Tests the above ToDo. '''
from niedu.tests.nipa.week_3 import test_rdm_sj2
test_rdm_sj2(sj, rdm_sj2)
RSA also lends itself very well for testing computational models, i.e., models that yield a (set of) feature(s) that were directly computed from the data. For example, in vision science, there are many computational models that yield a set of (visual) feature that are computed from the image directly (i.e., from the pixels). Again, as long as you can specify a set of features that embody your hypothesis, you can create an RDM from it!
In the next ToDo, you’re going to practice a bit to get into this “computational mindset” by applying a very simple (and theoretically meaningless) computational model to the face stimuli. In the current directory there is a subfolder stim, which contains all the stimuli from the first run:
imgs = sorted(glob(os.path.join('stims', '*.jpg')))
print(imgs)
['stims/00STIM137smiling.jpg', 'stims/01STIM070neutral.jpg', 'stims/02STIM044smiling.jpg', 'stims/03STIM042neutral.jpg', 'stims/04STIM062neutral.jpg', 'stims/05STIM082neutral.jpg', 'stims/06STIM044neutral.jpg', 'stims/07STIM006neutral.jpg', 'stims/08STIM033smiling.jpg', 'stims/09STIM039smiling.jpg', 'stims/10STIM087smiling.jpg', 'stims/11STIM030smiling.jpg', 'stims/12STIM011smiling.jpg', 'stims/13STIM099neutral.jpg', 'stims/14STIM099smiling.jpg', 'stims/15STIM130neutral.jpg', 'stims/16STIM126neutral.jpg', 'stims/17STIM012smiling.jpg', 'stims/18STIM036neutral.jpg', 'stims/19STIM117smiling.jpg', 'stims/20STIM018neutral.jpg', 'stims/21STIM042smiling.jpg', 'stims/22STIM038smiling.jpg', 'stims/23STIM061neutral.jpg', 'stims/24STIM100neutral.jpg', 'stims/25STIM061smiling.jpg', 'stims/26STIM117neutral.jpg', 'stims/27STIM018smiling.jpg', 'stims/28STIM038neutral.jpg', 'stims/29STIM126smiling.jpg', 'stims/30STIM034smiling.jpg', 'stims/31STIM136smiling.jpg', 'stims/32STIM009smiling.jpg', 'stims/33STIM101smiling.jpg', 'stims/34STIM030neutral.jpg', 'stims/35STIM130smiling.jpg', 'stims/36STIM141neutral.jpg', 'stims/37STIM144neutral.jpg', 'stims/38STIM066neutral.jpg', 'stims/39STIM027neutral.jpg']
To load an image as a numpy array, we can use the imageio library. Note that the function returns a 3D numpy array, where the first two dimensions represent width and height, and the third dimension represents the three color channels (red, green, and blue).
import imageio
example_stim = imageio.v2.imread(imgs[0])
print("Shape of image data:", example_stim.shape)
Shape of image data: (1350, 1350, 3)
ToDo (2 points): Suppose that I have a very naive theory about color representation in the brain. Specifically, suppose that I think that a particular brain area simply represents stimuli according to their average redness, greenness, and blueness. In other words, I believe that stimuli with similar average red/green/blue values have similar brain patterns. For the forty stimuli from run 1, construct an RDM that represents this hypothesis and store it in a variable named rdm_rgb (a $40\times 40$ array). Use a Euclidean distance metric. Hint: before constructing your RDM, your feature matrix should be of shape $40 \times 3$.
''' Implement your ToDo here. '''
# YOUR CODE HERE
raise NotImplementedError()
''' Tests the above ToDo. '''
from niedu.tests.nipa.week_3 import test_rdm_rgb
test_rdm_rgb(imgs, rdm_rgb)
Just by eye, it’s difficult to judge whether the neural RDM contains a similar representational geometry as the feature RDMs we created earlier. Fortunately, we have statistics!
Testing RDMs#
In this section, we’ll discuss how to evaluate the “fit” of feature RDMs.
Correlation-based tests#
Alright, so now we got two RDMs: the feature RDM and the neural RDM. To evaluate to what extent the two RDMs share the same representational geometry, we can simply correlate them! Before doing so, we have to do one more thing: extract the lower (or upper) triangle of the RDM. This is because RDMs are symmetric: the values above and below the diagonal are exactly the same. If we used the entire (flattened) RDM, we’d “artifically” create twice as many datapoints (i.e. the pairwise dissimilarities) than there really are, which will inflate the significance of the correlation between the RDMs because of increased sample size. So, instead of using all \(N\cdot N\) pairwise differences from the RDM, we need to extract only the flattened \(N\times (N-1)/2\) pairwise dissimilarity values, the “representational dissimilarity vector” (RDV) if you will. This means that we do not include the diagonal!
Fortunately, there is a function that easily extracts the lower triangle of a square distance matrix: squareform (from the scipy.spatial.distance module):
from scipy.spatial.distance import squareform
# Let's extract the RDV from our neural RDM
rdv_R = squareform(rdm_R.round(5))
print("Shape rdv_R:", rdv_R.shape)
Shape rdv_R: (780,)
Tip: Sometimes, an RDM might not be exactly symmetric due to floating point inaccuracies, which will give an error my trying to extract the lower triangle using squareform. To circumvent this, you can round the RDM values to, e.g., 5 decimals using the .round(decimals) array method.
As you can see, the shape of the rdv_R is as expected: \(40 \times (40-1) / 2 = 780\). Let’s do the same for the face-gender RDM we created earlier (rdm_fg_pd):
rdv_fg = squareform(rdm_fg_pd)
print("Shape rdv_fg:", rdv_fg.shape)
Shape rdv_fg: (780,)
Importantly, the correlation between feature and neural RDMs is often evaluated using a rank-based correlation metric. For continuous feature RDMs, this is usually the Spearman correlation, but for categorical feature RDMs (such as our face-gender RDM), often the “Kendall Tau \(\alpha\)” correlation is used, as it deals properly with tied ranks. Implementations of both correlations are available from the scipy.stats module. Here, we’ll use Kendall’s Tau \(\alpha\), because our face-gender RDM is categorical:
from scipy.stats import kendalltau
rdm_corr, pval = kendalltau(rdv_fg, rdv_R)
print("Correlation between RDMs (p-value): %.3f (%.3f)" % (rdm_corr, pval))
Correlation between RDMs (p-value): 0.022 (0.448)
Given the slighly positive correlation between our face-gender RDM and the FFA RDM, this means that patterns related to trials with the same face gender are slightly less dissimilar than patterns related to trials with a different face gender!
Reweighting RDVs#
One more advanced RSA technique is “reweighting”. This technique allows you to use multiple feature RDVs to explain your neural RDV. Essentially, you assume that the neural RDV can be approximated as a linear weighted sum of different feature RDVs. For example, for two feature RDVs (\(\mathrm{RDV}_{S_{1}}\) and \(\mathrm{RDV}_{S_{2}}\)):
(102)#\[\begin{align}
\mathrm{RDV}_{R} = \beta_{0} + \mathrm{RDV}_{S_{1}}\beta_{1} + \mathrm{RDV}_{S_{2}}\beta_{2} + \epsilon
\end{align}\]
You might recognize this formulation as a linear model (GLM) with the neural RDV as dependent variable and the feature RDVs as independent variables. Here, the parameters (\(\beta\)) represent the “reweighting” factors. This technique is very useful to disentangle the contributions of different (possibly correlated) feature spaces. Note that, often, a variant of ordinary least squares (OLS) is used to determine the parameters: non-negative least squares (NNLS), which forces the parameters to be positive (for details about why NNLS should be used, see this article, and more information about reweighting in general, see this article).
After the reweighted RDV (\(\mathrm{RDV}_{S}\hat{\beta}\)) is computed, it can again be evaluated using a (rank-based) correlation: \(r(\mathrm{RDV}_{S}\hat{\beta}, \mathrm{RDV}_{R})\).
ToDo (2 points): Previously, we defined two different feature RDMs: one based on face-gender (rdm_fg) and another one based on social judgements (rdm_sj). While theoretically meaningless, perform a reweighting analysis with the two feature RDVs as independent variables (in addition to an intercept!) and the neural RDV (based on rdm_R) as dependent variable. You can use the nnls implementation from scipy.optimize to perform NNLS. Note that the nnls function returns two things — the first object is the array with parameters, and it takes two arguments: the design matrix (independent variables) and the dependent variable. Compute the Spearman correlation between the reweighted RDV and the neural RDV and store the result in a variable named corr_reweighted_analysis.
from scipy.stats import spearmanr
from scipy.optimize import nnls
# YOUR CODE HERE
raise NotImplementedError()
''' Tests the above ToDo. '''
from niedu.tests.nipa.week_3 import test_reweighting_todo
test_reweighting_todo(rdm_fg, rdm_sj, rdm_R, corr_reweighted_analysis)
ToThink (2 points): Suppose that you have a very high-dimensional experimental feature space (e.g., $P=10,000$) and you decide, instead of using a single feature RDM, to use an individual RDM for each feature and analyze the neural RDM in with a reweighted analysis. Explain why, while this would guarantee amazing results, this is probably not a good idea and propose a practical solution.
YOUR ANSWER HERE
Group-level analyses#
So far, we only analyzed a single subject. Often, you might want to analyze multiple subjects and perform inference on the group level. Just like we did with single-subject decoding model performance scores, we can test whether results are significant by testing them against chance-level (i.e., 0 when using correlations). For example, suppose I have the following subject-specific RDV correlations:
rdv_corrs = np.array([0.03, 0.01, 0.02, 0.00, 0.05, 0.07, 0.05, 0.12, 0.08, -0.07, -0.02, -0.01])
Just like we evaluated single-subject RDV correlations using a non-parameteric rank-based correlation (Spearman or Kendall’s Tau), it is common to use a non-parametric test for group-level analyses: the Wilcoxon signed-rank test:
from scipy.stats import wilcoxon
stat, pval = wilcoxon(rdv_corrs)
print("P-value:", pval)
P-value: 0.08235221505280667
ToDo (4 points): In this ToDo, you'll implement an RSA analysis from start to end (on 10 subjects) in which you investigate whether facial expression (smiling vs. neutral) is represented in the right temporal occipital fusiform. In the end, you should have 10 RDV correlations (stored in the pre-allocated rdv_corrs variable). We have written the start of the for-loop for you already. Within the loop, do the following:
Load in the events file as a DataFrame, extract the facial expression information (column: “expression”), convert it to a numeric format, and compute the corresponding feature RDM (using the manhattan distance);
Load in the patterns and apply the previously defined rTOF mask (the variable rTOF_roi_resamp);
Compute the neural RDM (using the Euclidean distance)
Compute the Kendall Tau correlation between the feature RDV and neural RDV and store this in the rdv_corrs array;
After the loop, compute the associated group-level p-value using the Wilcoxon signed-rank test and store this in a variable named pval.
print("Downloading patterns for all subjects (+- 820 MB) ...")
!aws s3 sync --no-sign-request s3://openneuro.org/ds003965 {data_dir} --exclude "*" --include "derivatives/pattern_estimation/sub*/ses-1/*task-face*run-1*space-MNI*"
!aws s3 sync --no-sign-request s3://openneuro.org/ds003965 {data_dir} --exclude "*" --include "derivatives/pattern_estimation/sub*/ses-1/*task-face*run-1*.tsv"
print("\nDone!")
Downloading patterns for all subjects (+- 820 MB) ...
Completed 256.0 KiB/522.1 MiB (316.0 KiB/s) with 28 file(s) remaining
Completed 512.0 KiB/522.1 MiB (624.0 KiB/s) with 28 file(s) remaining
Completed 768.0 KiB/522.1 MiB (927.9 KiB/s) with 28 file(s) remaining
Completed 1.0 MiB/522.1 MiB (1.2 MiB/s) with 28 file(s) remaining
Completed 1.2 MiB/522.1 MiB (1.5 MiB/s) with 28 file(s) remaining
Completed 1.5 MiB/522.1 MiB (1.8 MiB/s) with 28 file(s) remaining
Completed 1.8 MiB/522.1 MiB (2.1 MiB/s) with 28 file(s) remaining
Completed 2.0 MiB/522.1 MiB (2.4 MiB/s) with 28 file(s) remaining
Completed 2.2 MiB/522.1 MiB (2.6 MiB/s) with 28 file(s) remaining
Completed 2.5 MiB/522.1 MiB (2.9 MiB/s) with 28 file(s) remaining
Completed 2.8 MiB/522.1 MiB (3.2 MiB/s) with 28 file(s) remaining
Completed 3.0 MiB/522.1 MiB (3.5 MiB/s) with 28 file(s) remaining
Completed 3.2 MiB/522.1 MiB (3.8 MiB/s) with 28 file(s) remaining
Completed 3.5 MiB/522.1 MiB (4.1 MiB/s) with 28 file(s) remaining
Completed 3.8 MiB/522.1 MiB (4.3 MiB/s) with 28 file(s) remaining
Completed 4.0 MiB/522.1 MiB (4.6 MiB/s) with 28 file(s) remaining
Completed 4.2 MiB/522.1 MiB (4.9 MiB/s) with 28 file(s) remaining
Completed 4.5 MiB/522.1 MiB (5.2 MiB/s) with 28 file(s) remaining
Completed 4.8 MiB/522.1 MiB (5.5 MiB/s) with 28 file(s) remaining
Completed 5.0 MiB/522.1 MiB (5.8 MiB/s) with 28 file(s) remaining
Completed 5.2 MiB/522.1 MiB (6.0 MiB/s) with 28 file(s) remaining
Completed 5.5 MiB/522.1 MiB (6.3 MiB/s) with 28 file(s) remaining
Completed 5.8 MiB/522.1 MiB (6.6 MiB/s) with 28 file(s) remaining
Completed 6.0 MiB/522.1 MiB (6.9 MiB/s) with 28 file(s) remaining
Completed 6.2 MiB/522.1 MiB (7.1 MiB/s) with 28 file(s) remaining
Completed 6.5 MiB/522.1 MiB (7.4 MiB/s) with 28 file(s) remaining
Completed 6.8 MiB/522.1 MiB (7.6 MiB/s) with 28 file(s) remaining
Completed 7.0 MiB/522.1 MiB (7.9 MiB/s) with 28 file(s) remaining
Completed 7.2 MiB/522.1 MiB (8.2 MiB/s) with 28 file(s) remaining
Completed 7.5 MiB/522.1 MiB (8.4 MiB/s) with 28 file(s) remaining
Completed 7.8 MiB/522.1 MiB (8.7 MiB/s) with 28 file(s) remaining
Completed 8.0 MiB/522.1 MiB (9.0 MiB/s) with 28 file(s) remaining
Completed 8.2 MiB/522.1 MiB (9.2 MiB/s) with 28 file(s) remaining
Completed 8.5 MiB/522.1 MiB (9.5 MiB/s) with 28 file(s) remaining
Completed 8.8 MiB/522.1 MiB (9.7 MiB/s) with 28 file(s) remaining
Completed 9.0 MiB/522.1 MiB (10.0 MiB/s) with 28 file(s) remaining
Completed 9.2 MiB/522.1 MiB (10.3 MiB/s) with 28 file(s) remaining
Completed 9.5 MiB/522.1 MiB (10.5 MiB/s) with 28 file(s) remaining
Completed 9.8 MiB/522.1 MiB (10.8 MiB/s) with 28 file(s) remaining
Completed 10.0 MiB/522.1 MiB (11.0 MiB/s) with 28 file(s) remaining
Completed 10.2 MiB/522.1 MiB (11.3 MiB/s) with 28 file(s) remaining
Completed 10.5 MiB/522.1 MiB (11.6 MiB/s) with 28 file(s) remaining
Completed 10.8 MiB/522.1 MiB (11.8 MiB/s) with 28 file(s) remaining
Completed 11.0 MiB/522.1 MiB (12.1 MiB/s) with 28 file(s) remaining
Completed 11.2 MiB/522.1 MiB (12.3 MiB/s) with 28 file(s) remaining
Completed 11.5 MiB/522.1 MiB (12.6 MiB/s) with 28 file(s) remaining
Completed 11.8 MiB/522.1 MiB (12.9 MiB/s) with 28 file(s) remaining
Completed 12.0 MiB/522.1 MiB (13.1 MiB/s) with 28 file(s) remaining
Completed 12.2 MiB/522.1 MiB (13.4 MiB/s) with 28 file(s) remaining
Completed 12.5 MiB/522.1 MiB (13.6 MiB/s) with 28 file(s) remaining
Completed 12.8 MiB/522.1 MiB (13.9 MiB/s) with 28 file(s) remaining
Completed 13.0 MiB/522.1 MiB (14.1 MiB/s) with 28 file(s) remaining
Completed 13.2 MiB/522.1 MiB (14.4 MiB/s) with 28 file(s) remaining
Completed 13.5 MiB/522.1 MiB (14.6 MiB/s) with 28 file(s) remaining
Completed 13.8 MiB/522.1 MiB (14.9 MiB/s) with 28 file(s) remaining
Completed 14.0 MiB/522.1 MiB (15.1 MiB/s) with 28 file(s) remaining
Completed 14.2 MiB/522.1 MiB (15.4 MiB/s) with 28 file(s) remaining
Completed 14.5 MiB/522.1 MiB (15.7 MiB/s) with 28 file(s) remaining
Completed 14.8 MiB/522.1 MiB (15.9 MiB/s) with 28 file(s) remaining
Completed 15.0 MiB/522.1 MiB (16.2 MiB/s) with 28 file(s) remaining
Completed 15.2 MiB/522.1 MiB (16.4 MiB/s) with 28 file(s) remaining
Completed 15.5 MiB/522.1 MiB (16.6 MiB/s) with 28 file(s) remaining
Completed 15.8 MiB/522.1 MiB (16.9 MiB/s) with 28 file(s) remaining
Completed 16.0 MiB/522.1 MiB (17.1 MiB/s) with 28 file(s) remaining
Completed 16.2 MiB/522.1 MiB (17.4 MiB/s) with 28 file(s) remaining
Completed 16.5 MiB/522.1 MiB (17.6 MiB/s) with 28 file(s) remaining
Completed 16.8 MiB/522.1 MiB (17.9 MiB/s) with 28 file(s) remaining
Completed 17.0 MiB/522.1 MiB (18.1 MiB/s) with 28 file(s) remaining
Completed 17.2 MiB/522.1 MiB (18.4 MiB/s) with 28 file(s) remaining
Completed 17.5 MiB/522.1 MiB (18.6 MiB/s) with 28 file(s) remaining
Completed 17.8 MiB/522.1 MiB (18.8 MiB/s) with 28 file(s) remaining
Completed 18.0 MiB/522.1 MiB (19.1 MiB/s) with 28 file(s) remaining
Completed 18.2 MiB/522.1 MiB (19.3 MiB/s) with 28 file(s) remaining
Completed 18.5 MiB/522.1 MiB (19.5 MiB/s) with 28 file(s) remaining
Completed 18.8 MiB/522.1 MiB (19.8 MiB/s) with 28 file(s) remaining
Completed 19.0 MiB/522.1 MiB (20.0 MiB/s) with 28 file(s) remaining
Completed 19.2 MiB/522.1 MiB (20.3 MiB/s) with 28 file(s) remaining
Completed 19.5 MiB/522.1 MiB (20.5 MiB/s) with 28 file(s) remaining
Completed 19.8 MiB/522.1 MiB (20.7 MiB/s) with 28 file(s) remaining
Completed 20.0 MiB/522.1 MiB (21.0 MiB/s) with 28 file(s) remaining
Completed 20.2 MiB/522.1 MiB (21.2 MiB/s) with 28 file(s) remaining
Completed 20.5 MiB/522.1 MiB (21.4 MiB/s) with 28 file(s) remaining
Completed 20.8 MiB/522.1 MiB (21.6 MiB/s) with 28 file(s) remaining
Completed 21.0 MiB/522.1 MiB (21.9 MiB/s) with 28 file(s) remaining
Completed 21.2 MiB/522.1 MiB (22.1 MiB/s) with 28 file(s) remaining
Completed 21.5 MiB/522.1 MiB (22.4 MiB/s) with 28 file(s) remaining
Completed 21.8 MiB/522.1 MiB (22.6 MiB/s) with 28 file(s) remaining
Completed 22.0 MiB/522.1 MiB (22.8 MiB/s) with 28 file(s) remaining
Completed 22.2 MiB/522.1 MiB (23.1 MiB/s) with 28 file(s) remaining
Completed 22.5 MiB/522.1 MiB (23.3 MiB/s) with 28 file(s) remaining
Completed 22.8 MiB/522.1 MiB (23.5 MiB/s) with 28 file(s) remaining
Completed 23.0 MiB/522.1 MiB (23.7 MiB/s) with 28 file(s) remaining
Completed 23.2 MiB/522.1 MiB (24.0 MiB/s) with 28 file(s) remaining
Completed 23.5 MiB/522.1 MiB (24.2 MiB/s) with 28 file(s) remaining
Completed 23.8 MiB/522.1 MiB (24.4 MiB/s) with 28 file(s) remaining
Completed 24.0 MiB/522.1 MiB (24.6 MiB/s) with 28 file(s) remaining
Completed 24.2 MiB/522.1 MiB (24.9 MiB/s) with 28 file(s) remaining
Completed 24.5 MiB/522.1 MiB (25.1 MiB/s) with 28 file(s) remaining
Completed 24.8 MiB/522.1 MiB (25.3 MiB/s) with 28 file(s) remaining
Completed 25.0 MiB/522.1 MiB (25.5 MiB/s) with 28 file(s) remaining
Completed 25.2 MiB/522.1 MiB (25.7 MiB/s) with 28 file(s) remaining
Completed 25.5 MiB/522.1 MiB (25.9 MiB/s) with 28 file(s) remaining
Completed 25.8 MiB/522.1 MiB (26.2 MiB/s) with 28 file(s) remaining
Completed 26.0 MiB/522.1 MiB (26.4 MiB/s) with 28 file(s) remaining
Completed 26.2 MiB/522.1 MiB (26.6 MiB/s) with 28 file(s) remaining
Completed 26.5 MiB/522.1 MiB (26.8 MiB/s) with 28 file(s) remaining
Completed 26.8 MiB/522.1 MiB (27.0 MiB/s) with 28 file(s) remaining
Completed 27.0 MiB/522.1 MiB (27.2 MiB/s) with 28 file(s) remaining
Completed 27.2 MiB/522.1 MiB (27.4 MiB/s) with 28 file(s) remaining
Completed 27.5 MiB/522.1 MiB (27.6 MiB/s) with 28 file(s) remaining
Completed 27.8 MiB/522.1 MiB (27.9 MiB/s) with 28 file(s) remaining
Completed 28.0 MiB/522.1 MiB (28.1 MiB/s) with 28 file(s) remaining
Completed 28.2 MiB/522.1 MiB (28.3 MiB/s) with 28 file(s) remaining
Completed 28.5 MiB/522.1 MiB (28.5 MiB/s) with 28 file(s) remaining
Completed 28.8 MiB/522.1 MiB (28.7 MiB/s) with 28 file(s) remaining
Completed 29.0 MiB/522.1 MiB (28.9 MiB/s) with 28 file(s) remaining
Completed 29.2 MiB/522.1 MiB (29.1 MiB/s) with 28 file(s) remaining
Completed 29.5 MiB/522.1 MiB (29.3 MiB/s) with 28 file(s) remaining
Completed 29.8 MiB/522.1 MiB (29.5 MiB/s) with 28 file(s) remaining
Completed 30.0 MiB/522.1 MiB (29.7 MiB/s) with 28 file(s) remaining
Completed 30.2 MiB/522.1 MiB (30.0 MiB/s) with 28 file(s) remaining
Completed 30.5 MiB/522.1 MiB (30.2 MiB/s) with 28 file(s) remaining
Completed 30.8 MiB/522.1 MiB (30.4 MiB/s) with 28 file(s) remaining
Completed 31.0 MiB/522.1 MiB (30.6 MiB/s) with 28 file(s) remaining
Completed 31.2 MiB/522.1 MiB (30.8 MiB/s) with 28 file(s) remaining
Completed 31.5 MiB/522.1 MiB (31.0 MiB/s) with 28 file(s) remaining
Completed 31.8 MiB/522.1 MiB (31.2 MiB/s) with 28 file(s) remaining
Completed 32.0 MiB/522.1 MiB (31.5 MiB/s) with 28 file(s) remaining
Completed 32.2 MiB/522.1 MiB (31.6 MiB/s) with 28 file(s) remaining
Completed 32.5 MiB/522.1 MiB (31.9 MiB/s) with 28 file(s) remaining
Completed 32.8 MiB/522.1 MiB (32.1 MiB/s) with 28 file(s) remaining
Completed 33.0 MiB/522.1 MiB (32.3 MiB/s) with 28 file(s) remaining
Completed 33.2 MiB/522.1 MiB (32.5 MiB/s) with 28 file(s) remaining
Completed 33.5 MiB/522.1 MiB (32.7 MiB/s) with 28 file(s) remaining
Completed 33.8 MiB/522.1 MiB (32.9 MiB/s) with 28 file(s) remaining
Completed 34.0 MiB/522.1 MiB (33.1 MiB/s) with 28 file(s) remaining
Completed 34.2 MiB/522.1 MiB (33.3 MiB/s) with 28 file(s) remaining
Completed 34.5 MiB/522.1 MiB (33.5 MiB/s) with 28 file(s) remaining
Completed 34.8 MiB/522.1 MiB (33.7 MiB/s) with 28 file(s) remaining
Completed 35.0 MiB/522.1 MiB (34.0 MiB/s) with 28 file(s) remaining
Completed 35.2 MiB/522.1 MiB (34.2 MiB/s) with 28 file(s) remaining
Completed 35.5 MiB/522.1 MiB (34.4 MiB/s) with 28 file(s) remaining
Completed 35.8 MiB/522.1 MiB (34.6 MiB/s) with 28 file(s) remaining
Completed 36.0 MiB/522.1 MiB (34.8 MiB/s) with 28 file(s) remaining
Completed 36.2 MiB/522.1 MiB (35.0 MiB/s) with 28 file(s) remaining
Completed 36.5 MiB/522.1 MiB (35.2 MiB/s) with 28 file(s) remaining
Completed 36.7 MiB/522.1 MiB (35.4 MiB/s) with 28 file(s) remaining
Completed 37.0 MiB/522.1 MiB (35.6 MiB/s) with 28 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-01/ses-1/patterns/sub-01_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-01/ses-1/patterns/sub-01_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 37.0 MiB/522.1 MiB (35.6 MiB/s) with 27 file(s) remaining
Completed 37.2 MiB/522.1 MiB (35.8 MiB/s) with 27 file(s) remaining
Completed 37.5 MiB/522.1 MiB (36.0 MiB/s) with 27 file(s) remaining
Completed 37.7 MiB/522.1 MiB (36.2 MiB/s) with 27 file(s) remaining
Completed 38.0 MiB/522.1 MiB (36.4 MiB/s) with 27 file(s) remaining
Completed 38.2 MiB/522.1 MiB (36.6 MiB/s) with 27 file(s) remaining
Completed 38.5 MiB/522.1 MiB (36.8 MiB/s) with 27 file(s) remaining
Completed 38.7 MiB/522.1 MiB (37.0 MiB/s) with 27 file(s) remaining
Completed 39.0 MiB/522.1 MiB (37.2 MiB/s) with 27 file(s) remaining
Completed 39.2 MiB/522.1 MiB (37.4 MiB/s) with 27 file(s) remaining
Completed 39.5 MiB/522.1 MiB (37.6 MiB/s) with 27 file(s) remaining
Completed 39.7 MiB/522.1 MiB (37.8 MiB/s) with 27 file(s) remaining
Completed 40.0 MiB/522.1 MiB (38.0 MiB/s) with 27 file(s) remaining
Completed 40.2 MiB/522.1 MiB (38.2 MiB/s) with 27 file(s) remaining
Completed 40.5 MiB/522.1 MiB (38.4 MiB/s) with 27 file(s) remaining
Completed 40.7 MiB/522.1 MiB (38.6 MiB/s) with 27 file(s) remaining
Completed 41.0 MiB/522.1 MiB (38.8 MiB/s) with 27 file(s) remaining
Completed 41.2 MiB/522.1 MiB (39.1 MiB/s) with 27 file(s) remaining
Completed 41.5 MiB/522.1 MiB (39.3 MiB/s) with 27 file(s) remaining
Completed 41.7 MiB/522.1 MiB (39.5 MiB/s) with 27 file(s) remaining
Completed 42.0 MiB/522.1 MiB (39.7 MiB/s) with 27 file(s) remaining
Completed 42.2 MiB/522.1 MiB (39.9 MiB/s) with 27 file(s) remaining
Completed 42.5 MiB/522.1 MiB (40.1 MiB/s) with 27 file(s) remaining
Completed 42.7 MiB/522.1 MiB (40.3 MiB/s) with 27 file(s) remaining
Completed 43.0 MiB/522.1 MiB (40.5 MiB/s) with 27 file(s) remaining
Completed 43.2 MiB/522.1 MiB (40.7 MiB/s) with 27 file(s) remaining
Completed 43.5 MiB/522.1 MiB (40.9 MiB/s) with 27 file(s) remaining
Completed 43.7 MiB/522.1 MiB (41.1 MiB/s) with 27 file(s) remaining
Completed 44.0 MiB/522.1 MiB (41.3 MiB/s) with 27 file(s) remaining
Completed 44.2 MiB/522.1 MiB (41.4 MiB/s) with 27 file(s) remaining
Completed 44.5 MiB/522.1 MiB (41.5 MiB/s) with 27 file(s) remaining
Completed 44.7 MiB/522.1 MiB (41.7 MiB/s) with 27 file(s) remaining
Completed 45.0 MiB/522.1 MiB (41.9 MiB/s) with 27 file(s) remaining
Completed 45.2 MiB/522.1 MiB (42.1 MiB/s) with 27 file(s) remaining
Completed 45.5 MiB/522.1 MiB (42.3 MiB/s) with 27 file(s) remaining
Completed 45.7 MiB/522.1 MiB (42.4 MiB/s) with 27 file(s) remaining
Completed 46.0 MiB/522.1 MiB (42.6 MiB/s) with 27 file(s) remaining
Completed 46.2 MiB/522.1 MiB (42.5 MiB/s) with 27 file(s) remaining
Completed 46.5 MiB/522.1 MiB (42.7 MiB/s) with 27 file(s) remaining
Completed 46.7 MiB/522.1 MiB (42.8 MiB/s) with 27 file(s) remaining
Completed 47.0 MiB/522.1 MiB (42.9 MiB/s) with 27 file(s) remaining
Completed 47.2 MiB/522.1 MiB (43.1 MiB/s) with 27 file(s) remaining
Completed 47.3 MiB/522.1 MiB (43.1 MiB/s) with 27 file(s) remaining
Completed 47.5 MiB/522.1 MiB (43.2 MiB/s) with 27 file(s) remaining
Completed 47.8 MiB/522.1 MiB (43.3 MiB/s) with 27 file(s) remaining
Completed 48.0 MiB/522.1 MiB (43.4 MiB/s) with 27 file(s) remaining
Completed 48.3 MiB/522.1 MiB (43.6 MiB/s) with 27 file(s) remaining
Completed 48.5 MiB/522.1 MiB (43.8 MiB/s) with 27 file(s) remaining
Completed 48.8 MiB/522.1 MiB (43.9 MiB/s) with 27 file(s) remaining
Completed 49.0 MiB/522.1 MiB (44.1 MiB/s) with 27 file(s) remaining
Completed 49.3 MiB/522.1 MiB (44.3 MiB/s) with 27 file(s) remaining
Completed 49.5 MiB/522.1 MiB (44.5 MiB/s) with 27 file(s) remaining
Completed 49.8 MiB/522.1 MiB (44.7 MiB/s) with 27 file(s) remaining
Completed 50.0 MiB/522.1 MiB (44.8 MiB/s) with 27 file(s) remaining
Completed 50.3 MiB/522.1 MiB (45.0 MiB/s) with 27 file(s) remaining
Completed 50.5 MiB/522.1 MiB (45.2 MiB/s) with 27 file(s) remaining
Completed 50.8 MiB/522.1 MiB (45.4 MiB/s) with 27 file(s) remaining
Completed 51.0 MiB/522.1 MiB (45.6 MiB/s) with 27 file(s) remaining
Completed 51.3 MiB/522.1 MiB (45.7 MiB/s) with 27 file(s) remaining
Completed 51.5 MiB/522.1 MiB (45.9 MiB/s) with 27 file(s) remaining
Completed 51.8 MiB/522.1 MiB (46.1 MiB/s) with 27 file(s) remaining
Completed 52.0 MiB/522.1 MiB (46.2 MiB/s) with 27 file(s) remaining
Completed 52.3 MiB/522.1 MiB (46.4 MiB/s) with 27 file(s) remaining
Completed 52.5 MiB/522.1 MiB (46.6 MiB/s) with 27 file(s) remaining
Completed 52.8 MiB/522.1 MiB (46.7 MiB/s) with 27 file(s) remaining
Completed 53.0 MiB/522.1 MiB (46.9 MiB/s) with 27 file(s) remaining
Completed 53.3 MiB/522.1 MiB (47.1 MiB/s) with 27 file(s) remaining
Completed 53.5 MiB/522.1 MiB (47.3 MiB/s) with 27 file(s) remaining
Completed 53.8 MiB/522.1 MiB (47.4 MiB/s) with 27 file(s) remaining
Completed 54.0 MiB/522.1 MiB (47.6 MiB/s) with 27 file(s) remaining
Completed 54.3 MiB/522.1 MiB (47.8 MiB/s) with 27 file(s) remaining
Completed 54.5 MiB/522.1 MiB (47.9 MiB/s) with 27 file(s) remaining
Completed 54.8 MiB/522.1 MiB (48.1 MiB/s) with 27 file(s) remaining
Completed 55.0 MiB/522.1 MiB (48.3 MiB/s) with 27 file(s) remaining
Completed 55.3 MiB/522.1 MiB (48.4 MiB/s) with 27 file(s) remaining
Completed 55.5 MiB/522.1 MiB (48.4 MiB/s) with 27 file(s) remaining
Completed 55.8 MiB/522.1 MiB (48.6 MiB/s) with 27 file(s) remaining
Completed 56.0 MiB/522.1 MiB (48.8 MiB/s) with 27 file(s) remaining
Completed 56.3 MiB/522.1 MiB (48.9 MiB/s) with 27 file(s) remaining
Completed 56.5 MiB/522.1 MiB (49.1 MiB/s) with 27 file(s) remaining
Completed 56.8 MiB/522.1 MiB (49.2 MiB/s) with 27 file(s) remaining
Completed 57.0 MiB/522.1 MiB (49.4 MiB/s) with 27 file(s) remaining
Completed 57.3 MiB/522.1 MiB (49.6 MiB/s) with 27 file(s) remaining
Completed 57.5 MiB/522.1 MiB (49.7 MiB/s) with 27 file(s) remaining
Completed 57.8 MiB/522.1 MiB (49.9 MiB/s) with 27 file(s) remaining
Completed 58.0 MiB/522.1 MiB (50.0 MiB/s) with 27 file(s) remaining
Completed 58.3 MiB/522.1 MiB (50.2 MiB/s) with 27 file(s) remaining
Completed 58.5 MiB/522.1 MiB (50.4 MiB/s) with 27 file(s) remaining
Completed 58.8 MiB/522.1 MiB (50.5 MiB/s) with 27 file(s) remaining
Completed 59.0 MiB/522.1 MiB (50.7 MiB/s) with 27 file(s) remaining
Completed 59.3 MiB/522.1 MiB (50.9 MiB/s) with 27 file(s) remaining
Completed 59.5 MiB/522.1 MiB (51.0 MiB/s) with 27 file(s) remaining
Completed 59.8 MiB/522.1 MiB (51.1 MiB/s) with 27 file(s) remaining
Completed 60.0 MiB/522.1 MiB (51.3 MiB/s) with 27 file(s) remaining
Completed 60.3 MiB/522.1 MiB (51.4 MiB/s) with 27 file(s) remaining
Completed 60.5 MiB/522.1 MiB (51.6 MiB/s) with 27 file(s) remaining
Completed 60.8 MiB/522.1 MiB (51.7 MiB/s) with 27 file(s) remaining
Completed 61.0 MiB/522.1 MiB (51.9 MiB/s) with 27 file(s) remaining
Completed 61.3 MiB/522.1 MiB (52.0 MiB/s) with 27 file(s) remaining
Completed 61.5 MiB/522.1 MiB (52.2 MiB/s) with 27 file(s) remaining
Completed 61.8 MiB/522.1 MiB (52.4 MiB/s) with 27 file(s) remaining
Completed 62.0 MiB/522.1 MiB (52.6 MiB/s) with 27 file(s) remaining
Completed 62.3 MiB/522.1 MiB (52.7 MiB/s) with 27 file(s) remaining
Completed 62.5 MiB/522.1 MiB (52.9 MiB/s) with 27 file(s) remaining
Completed 62.8 MiB/522.1 MiB (53.0 MiB/s) with 27 file(s) remaining
Completed 63.0 MiB/522.1 MiB (53.2 MiB/s) with 27 file(s) remaining
Completed 63.3 MiB/522.1 MiB (53.4 MiB/s) with 27 file(s) remaining
Completed 63.5 MiB/522.1 MiB (53.5 MiB/s) with 27 file(s) remaining
Completed 63.8 MiB/522.1 MiB (53.7 MiB/s) with 27 file(s) remaining
Completed 64.0 MiB/522.1 MiB (53.9 MiB/s) with 27 file(s) remaining
Completed 64.3 MiB/522.1 MiB (54.0 MiB/s) with 27 file(s) remaining
Completed 64.5 MiB/522.1 MiB (54.2 MiB/s) with 27 file(s) remaining
Completed 64.8 MiB/522.1 MiB (54.4 MiB/s) with 27 file(s) remaining
Completed 65.0 MiB/522.1 MiB (54.5 MiB/s) with 27 file(s) remaining
Completed 65.3 MiB/522.1 MiB (54.7 MiB/s) with 27 file(s) remaining
Completed 65.5 MiB/522.1 MiB (54.9 MiB/s) with 27 file(s) remaining
Completed 65.8 MiB/522.1 MiB (55.0 MiB/s) with 27 file(s) remaining
Completed 66.0 MiB/522.1 MiB (55.1 MiB/s) with 27 file(s) remaining
Completed 66.3 MiB/522.1 MiB (55.3 MiB/s) with 27 file(s) remaining
Completed 66.5 MiB/522.1 MiB (55.4 MiB/s) with 27 file(s) remaining
Completed 66.8 MiB/522.1 MiB (55.6 MiB/s) with 27 file(s) remaining
Completed 67.0 MiB/522.1 MiB (55.7 MiB/s) with 27 file(s) remaining
Completed 67.3 MiB/522.1 MiB (55.9 MiB/s) with 27 file(s) remaining
Completed 67.5 MiB/522.1 MiB (56.0 MiB/s) with 27 file(s) remaining
Completed 67.8 MiB/522.1 MiB (56.1 MiB/s) with 27 file(s) remaining
Completed 68.0 MiB/522.1 MiB (56.3 MiB/s) with 27 file(s) remaining
Completed 68.3 MiB/522.1 MiB (56.4 MiB/s) with 27 file(s) remaining
Completed 68.5 MiB/522.1 MiB (56.5 MiB/s) with 27 file(s) remaining
Completed 68.8 MiB/522.1 MiB (56.7 MiB/s) with 27 file(s) remaining
Completed 69.0 MiB/522.1 MiB (56.8 MiB/s) with 27 file(s) remaining
Completed 69.3 MiB/522.1 MiB (57.0 MiB/s) with 27 file(s) remaining
Completed 69.5 MiB/522.1 MiB (57.2 MiB/s) with 27 file(s) remaining
Completed 69.8 MiB/522.1 MiB (57.3 MiB/s) with 27 file(s) remaining
Completed 70.0 MiB/522.1 MiB (57.5 MiB/s) with 27 file(s) remaining
Completed 70.3 MiB/522.1 MiB (57.6 MiB/s) with 27 file(s) remaining
Completed 70.5 MiB/522.1 MiB (57.8 MiB/s) with 27 file(s) remaining
Completed 70.8 MiB/522.1 MiB (58.0 MiB/s) with 27 file(s) remaining
Completed 71.0 MiB/522.1 MiB (58.1 MiB/s) with 27 file(s) remaining
Completed 71.3 MiB/522.1 MiB (58.3 MiB/s) with 27 file(s) remaining
Completed 71.5 MiB/522.1 MiB (58.3 MiB/s) with 27 file(s) remaining
Completed 71.8 MiB/522.1 MiB (58.5 MiB/s) with 27 file(s) remaining
Completed 72.0 MiB/522.1 MiB (58.6 MiB/s) with 27 file(s) remaining
Completed 72.3 MiB/522.1 MiB (58.8 MiB/s) with 27 file(s) remaining
Completed 72.5 MiB/522.1 MiB (59.0 MiB/s) with 27 file(s) remaining
Completed 72.6 MiB/522.1 MiB (58.9 MiB/s) with 27 file(s) remaining
Completed 72.9 MiB/522.1 MiB (59.0 MiB/s) with 27 file(s) remaining
Completed 73.1 MiB/522.1 MiB (59.1 MiB/s) with 27 file(s) remaining
Completed 73.4 MiB/522.1 MiB (59.2 MiB/s) with 27 file(s) remaining
Completed 73.6 MiB/522.1 MiB (59.4 MiB/s) with 27 file(s) remaining
Completed 73.9 MiB/522.1 MiB (59.5 MiB/s) with 27 file(s) remaining
Completed 74.1 MiB/522.1 MiB (59.7 MiB/s) with 27 file(s) remaining
Completed 74.4 MiB/522.1 MiB (59.8 MiB/s) with 27 file(s) remaining
Completed 74.6 MiB/522.1 MiB (60.0 MiB/s) with 27 file(s) remaining
Completed 74.9 MiB/522.1 MiB (60.1 MiB/s) with 27 file(s) remaining
Completed 75.1 MiB/522.1 MiB (60.2 MiB/s) with 27 file(s) remaining
Completed 75.4 MiB/522.1 MiB (60.3 MiB/s) with 27 file(s) remaining
Completed 75.6 MiB/522.1 MiB (60.5 MiB/s) with 27 file(s) remaining
Completed 75.9 MiB/522.1 MiB (60.7 MiB/s) with 27 file(s) remaining
Completed 76.1 MiB/522.1 MiB (60.8 MiB/s) with 27 file(s) remaining
Completed 76.4 MiB/522.1 MiB (60.9 MiB/s) with 27 file(s) remaining
Completed 76.6 MiB/522.1 MiB (61.1 MiB/s) with 27 file(s) remaining
Completed 76.9 MiB/522.1 MiB (61.2 MiB/s) with 27 file(s) remaining
Completed 77.1 MiB/522.1 MiB (61.3 MiB/s) with 27 file(s) remaining
Completed 77.4 MiB/522.1 MiB (61.5 MiB/s) with 27 file(s) remaining
Completed 77.6 MiB/522.1 MiB (61.6 MiB/s) with 27 file(s) remaining
Completed 77.9 MiB/522.1 MiB (61.8 MiB/s) with 27 file(s) remaining
Completed 78.1 MiB/522.1 MiB (61.9 MiB/s) with 27 file(s) remaining
Completed 78.4 MiB/522.1 MiB (62.1 MiB/s) with 27 file(s) remaining
Completed 78.6 MiB/522.1 MiB (62.2 MiB/s) with 27 file(s) remaining
Completed 78.9 MiB/522.1 MiB (62.4 MiB/s) with 27 file(s) remaining
Completed 78.9 MiB/522.1 MiB (62.2 MiB/s) with 27 file(s) remaining
Completed 79.2 MiB/522.1 MiB (62.3 MiB/s) with 27 file(s) remaining
Completed 79.4 MiB/522.1 MiB (62.5 MiB/s) with 27 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-01/ses-1/patterns/sub-01_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-01/ses-1/patterns/sub-01_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 79.4 MiB/522.1 MiB (62.5 MiB/s) with 26 file(s) remaining
Completed 79.7 MiB/522.1 MiB (62.5 MiB/s) with 26 file(s) remaining
Completed 79.9 MiB/522.1 MiB (62.7 MiB/s) with 26 file(s) remaining
Completed 80.2 MiB/522.1 MiB (62.8 MiB/s) with 26 file(s) remaining
Completed 80.4 MiB/522.1 MiB (63.0 MiB/s) with 26 file(s) remaining
Completed 80.7 MiB/522.1 MiB (63.1 MiB/s) with 26 file(s) remaining
Completed 80.9 MiB/522.1 MiB (63.3 MiB/s) with 26 file(s) remaining
Completed 81.2 MiB/522.1 MiB (63.4 MiB/s) with 26 file(s) remaining
Completed 81.4 MiB/522.1 MiB (63.5 MiB/s) with 26 file(s) remaining
Completed 81.7 MiB/522.1 MiB (63.6 MiB/s) with 26 file(s) remaining
Completed 81.9 MiB/522.1 MiB (63.8 MiB/s) with 26 file(s) remaining
Completed 82.2 MiB/522.1 MiB (63.9 MiB/s) with 26 file(s) remaining
Completed 82.4 MiB/522.1 MiB (64.0 MiB/s) with 26 file(s) remaining
Completed 82.7 MiB/522.1 MiB (64.1 MiB/s) with 26 file(s) remaining
Completed 82.9 MiB/522.1 MiB (64.2 MiB/s) with 26 file(s) remaining
Completed 83.2 MiB/522.1 MiB (64.4 MiB/s) with 26 file(s) remaining
Completed 83.4 MiB/522.1 MiB (64.6 MiB/s) with 26 file(s) remaining
Completed 83.7 MiB/522.1 MiB (64.7 MiB/s) with 26 file(s) remaining
Completed 83.9 MiB/522.1 MiB (64.9 MiB/s) with 26 file(s) remaining
Completed 84.2 MiB/522.1 MiB (65.0 MiB/s) with 26 file(s) remaining
Completed 84.4 MiB/522.1 MiB (65.1 MiB/s) with 26 file(s) remaining
Completed 84.7 MiB/522.1 MiB (65.2 MiB/s) with 26 file(s) remaining
Completed 84.9 MiB/522.1 MiB (65.4 MiB/s) with 26 file(s) remaining
Completed 85.2 MiB/522.1 MiB (65.5 MiB/s) with 26 file(s) remaining
Completed 85.4 MiB/522.1 MiB (65.7 MiB/s) with 26 file(s) remaining
Completed 85.7 MiB/522.1 MiB (65.9 MiB/s) with 26 file(s) remaining
Completed 85.9 MiB/522.1 MiB (66.0 MiB/s) with 26 file(s) remaining
Completed 86.2 MiB/522.1 MiB (66.1 MiB/s) with 26 file(s) remaining
Completed 86.4 MiB/522.1 MiB (66.2 MiB/s) with 26 file(s) remaining
Completed 86.7 MiB/522.1 MiB (66.3 MiB/s) with 26 file(s) remaining
Completed 86.9 MiB/522.1 MiB (66.5 MiB/s) with 26 file(s) remaining
Completed 87.2 MiB/522.1 MiB (66.6 MiB/s) with 26 file(s) remaining
Completed 87.4 MiB/522.1 MiB (66.7 MiB/s) with 26 file(s) remaining
Completed 87.7 MiB/522.1 MiB (66.9 MiB/s) with 26 file(s) remaining
Completed 87.9 MiB/522.1 MiB (67.1 MiB/s) with 26 file(s) remaining
Completed 88.2 MiB/522.1 MiB (67.2 MiB/s) with 26 file(s) remaining
Completed 88.3 MiB/522.1 MiB (67.3 MiB/s) with 26 file(s) remaining
Completed 88.5 MiB/522.1 MiB (67.3 MiB/s) with 26 file(s) remaining
Completed 88.8 MiB/522.1 MiB (67.5 MiB/s) with 26 file(s) remaining
Completed 89.0 MiB/522.1 MiB (67.6 MiB/s) with 26 file(s) remaining
Completed 89.3 MiB/522.1 MiB (67.8 MiB/s) with 26 file(s) remaining
Completed 89.5 MiB/522.1 MiB (67.9 MiB/s) with 26 file(s) remaining
Completed 89.8 MiB/522.1 MiB (68.1 MiB/s) with 26 file(s) remaining
Completed 90.0 MiB/522.1 MiB (68.2 MiB/s) with 26 file(s) remaining
Completed 90.3 MiB/522.1 MiB (68.3 MiB/s) with 26 file(s) remaining
Completed 90.4 MiB/522.1 MiB (68.4 MiB/s) with 26 file(s) remaining
Completed 90.7 MiB/522.1 MiB (68.5 MiB/s) with 26 file(s) remaining
Completed 90.9 MiB/522.1 MiB (68.6 MiB/s) with 26 file(s) remaining
Completed 91.2 MiB/522.1 MiB (68.7 MiB/s) with 26 file(s) remaining
Completed 91.4 MiB/522.1 MiB (68.8 MiB/s) with 26 file(s) remaining
Completed 91.7 MiB/522.1 MiB (69.0 MiB/s) with 26 file(s) remaining
Completed 91.9 MiB/522.1 MiB (69.1 MiB/s) with 26 file(s) remaining
Completed 92.2 MiB/522.1 MiB (69.3 MiB/s) with 26 file(s) remaining
Completed 92.4 MiB/522.1 MiB (69.4 MiB/s) with 26 file(s) remaining
Completed 92.7 MiB/522.1 MiB (69.6 MiB/s) with 26 file(s) remaining
Completed 92.9 MiB/522.1 MiB (69.7 MiB/s) with 26 file(s) remaining
Completed 93.2 MiB/522.1 MiB (69.9 MiB/s) with 26 file(s) remaining
Completed 93.4 MiB/522.1 MiB (70.0 MiB/s) with 26 file(s) remaining
Completed 93.7 MiB/522.1 MiB (70.1 MiB/s) with 26 file(s) remaining
Completed 93.9 MiB/522.1 MiB (70.2 MiB/s) with 26 file(s) remaining
Completed 94.2 MiB/522.1 MiB (70.4 MiB/s) with 26 file(s) remaining
Completed 94.4 MiB/522.1 MiB (70.5 MiB/s) with 26 file(s) remaining
Completed 94.7 MiB/522.1 MiB (70.6 MiB/s) with 26 file(s) remaining
Completed 94.9 MiB/522.1 MiB (70.8 MiB/s) with 26 file(s) remaining
Completed 95.2 MiB/522.1 MiB (70.9 MiB/s) with 26 file(s) remaining
Completed 95.4 MiB/522.1 MiB (71.1 MiB/s) with 26 file(s) remaining
Completed 95.7 MiB/522.1 MiB (71.2 MiB/s) with 26 file(s) remaining
Completed 95.9 MiB/522.1 MiB (71.4 MiB/s) with 26 file(s) remaining
Completed 96.2 MiB/522.1 MiB (71.5 MiB/s) with 26 file(s) remaining
Completed 96.4 MiB/522.1 MiB (71.7 MiB/s) with 26 file(s) remaining
Completed 96.7 MiB/522.1 MiB (71.8 MiB/s) with 26 file(s) remaining
Completed 96.9 MiB/522.1 MiB (71.8 MiB/s) with 26 file(s) remaining
Completed 97.2 MiB/522.1 MiB (71.9 MiB/s) with 26 file(s) remaining
Completed 97.4 MiB/522.1 MiB (72.0 MiB/s) with 26 file(s) remaining
Completed 97.7 MiB/522.1 MiB (72.2 MiB/s) with 26 file(s) remaining
Completed 97.9 MiB/522.1 MiB (72.3 MiB/s) with 26 file(s) remaining
Completed 98.2 MiB/522.1 MiB (72.5 MiB/s) with 26 file(s) remaining
Completed 98.4 MiB/522.1 MiB (72.6 MiB/s) with 26 file(s) remaining
Completed 98.7 MiB/522.1 MiB (72.8 MiB/s) with 26 file(s) remaining
Completed 98.9 MiB/522.1 MiB (72.9 MiB/s) with 26 file(s) remaining
Completed 99.2 MiB/522.1 MiB (73.0 MiB/s) with 26 file(s) remaining
Completed 99.4 MiB/522.1 MiB (73.1 MiB/s) with 26 file(s) remaining
Completed 99.7 MiB/522.1 MiB (73.3 MiB/s) with 26 file(s) remaining
Completed 99.9 MiB/522.1 MiB (73.4 MiB/s) with 26 file(s) remaining
Completed 100.2 MiB/522.1 MiB (73.6 MiB/s) with 26 file(s) remaining
Completed 100.4 MiB/522.1 MiB (73.8 MiB/s) with 26 file(s) remaining
Completed 100.7 MiB/522.1 MiB (73.9 MiB/s) with 26 file(s) remaining
Completed 100.9 MiB/522.1 MiB (74.1 MiB/s) with 26 file(s) remaining
Completed 101.2 MiB/522.1 MiB (74.1 MiB/s) with 26 file(s) remaining
Completed 101.4 MiB/522.1 MiB (74.3 MiB/s) with 26 file(s) remaining
Completed 101.7 MiB/522.1 MiB (74.4 MiB/s) with 26 file(s) remaining
Completed 101.9 MiB/522.1 MiB (74.5 MiB/s) with 26 file(s) remaining
Completed 102.2 MiB/522.1 MiB (74.6 MiB/s) with 26 file(s) remaining
Completed 102.4 MiB/522.1 MiB (74.7 MiB/s) with 26 file(s) remaining
Completed 102.7 MiB/522.1 MiB (74.9 MiB/s) with 26 file(s) remaining
Completed 102.9 MiB/522.1 MiB (75.0 MiB/s) with 26 file(s) remaining
Completed 103.2 MiB/522.1 MiB (75.2 MiB/s) with 26 file(s) remaining
Completed 103.4 MiB/522.1 MiB (75.3 MiB/s) with 26 file(s) remaining
Completed 103.7 MiB/522.1 MiB (75.4 MiB/s) with 26 file(s) remaining
Completed 103.9 MiB/522.1 MiB (75.6 MiB/s) with 26 file(s) remaining
Completed 104.2 MiB/522.1 MiB (75.7 MiB/s) with 26 file(s) remaining
Completed 104.4 MiB/522.1 MiB (75.6 MiB/s) with 26 file(s) remaining
Completed 104.7 MiB/522.1 MiB (75.7 MiB/s) with 26 file(s) remaining
Completed 104.9 MiB/522.1 MiB (75.9 MiB/s) with 26 file(s) remaining
Completed 105.2 MiB/522.1 MiB (76.0 MiB/s) with 26 file(s) remaining
Completed 105.4 MiB/522.1 MiB (76.1 MiB/s) with 26 file(s) remaining
Completed 105.7 MiB/522.1 MiB (76.3 MiB/s) with 26 file(s) remaining
Completed 105.9 MiB/522.1 MiB (76.4 MiB/s) with 26 file(s) remaining
Completed 106.2 MiB/522.1 MiB (76.5 MiB/s) with 26 file(s) remaining
Completed 106.4 MiB/522.1 MiB (76.6 MiB/s) with 26 file(s) remaining
Completed 106.7 MiB/522.1 MiB (76.7 MiB/s) with 26 file(s) remaining
Completed 106.9 MiB/522.1 MiB (76.9 MiB/s) with 26 file(s) remaining
Completed 107.2 MiB/522.1 MiB (77.0 MiB/s) with 26 file(s) remaining
Completed 107.4 MiB/522.1 MiB (77.1 MiB/s) with 26 file(s) remaining
Completed 107.7 MiB/522.1 MiB (77.2 MiB/s) with 26 file(s) remaining
Completed 107.9 MiB/522.1 MiB (77.4 MiB/s) with 26 file(s) remaining
Completed 108.2 MiB/522.1 MiB (77.4 MiB/s) with 26 file(s) remaining
Completed 108.4 MiB/522.1 MiB (77.6 MiB/s) with 26 file(s) remaining
Completed 108.7 MiB/522.1 MiB (77.6 MiB/s) with 26 file(s) remaining
Completed 108.9 MiB/522.1 MiB (77.8 MiB/s) with 26 file(s) remaining
Completed 109.2 MiB/522.1 MiB (77.9 MiB/s) with 26 file(s) remaining
Completed 109.4 MiB/522.1 MiB (78.0 MiB/s) with 26 file(s) remaining
Completed 109.7 MiB/522.1 MiB (78.1 MiB/s) with 26 file(s) remaining
Completed 109.9 MiB/522.1 MiB (78.3 MiB/s) with 26 file(s) remaining
Completed 110.2 MiB/522.1 MiB (78.4 MiB/s) with 26 file(s) remaining
Completed 110.4 MiB/522.1 MiB (78.6 MiB/s) with 26 file(s) remaining
Completed 110.7 MiB/522.1 MiB (78.6 MiB/s) with 26 file(s) remaining
Completed 110.9 MiB/522.1 MiB (78.8 MiB/s) with 26 file(s) remaining
Completed 111.2 MiB/522.1 MiB (78.7 MiB/s) with 26 file(s) remaining
Completed 111.4 MiB/522.1 MiB (78.8 MiB/s) with 26 file(s) remaining
Completed 111.7 MiB/522.1 MiB (78.9 MiB/s) with 26 file(s) remaining
Completed 111.9 MiB/522.1 MiB (79.0 MiB/s) with 26 file(s) remaining
Completed 112.2 MiB/522.1 MiB (79.1 MiB/s) with 26 file(s) remaining
Completed 112.4 MiB/522.1 MiB (79.2 MiB/s) with 26 file(s) remaining
Completed 112.7 MiB/522.1 MiB (79.3 MiB/s) with 26 file(s) remaining
Completed 112.9 MiB/522.1 MiB (79.5 MiB/s) with 26 file(s) remaining
Completed 113.2 MiB/522.1 MiB (79.6 MiB/s) with 26 file(s) remaining
Completed 113.4 MiB/522.1 MiB (79.7 MiB/s) with 26 file(s) remaining
Completed 113.7 MiB/522.1 MiB (79.8 MiB/s) with 26 file(s) remaining
Completed 113.9 MiB/522.1 MiB (79.9 MiB/s) with 26 file(s) remaining
Completed 114.2 MiB/522.1 MiB (80.0 MiB/s) with 26 file(s) remaining
Completed 114.4 MiB/522.1 MiB (80.2 MiB/s) with 26 file(s) remaining
Completed 114.7 MiB/522.1 MiB (80.3 MiB/s) with 26 file(s) remaining
Completed 114.9 MiB/522.1 MiB (80.4 MiB/s) with 26 file(s) remaining
Completed 115.2 MiB/522.1 MiB (80.5 MiB/s) with 26 file(s) remaining
Completed 115.4 MiB/522.1 MiB (80.6 MiB/s) with 26 file(s) remaining
Completed 115.7 MiB/522.1 MiB (80.8 MiB/s) with 26 file(s) remaining
Completed 115.9 MiB/522.1 MiB (80.9 MiB/s) with 26 file(s) remaining
Completed 116.2 MiB/522.1 MiB (81.0 MiB/s) with 26 file(s) remaining
Completed 116.4 MiB/522.1 MiB (81.0 MiB/s) with 26 file(s) remaining
Completed 116.7 MiB/522.1 MiB (81.1 MiB/s) with 26 file(s) remaining
Completed 116.9 MiB/522.1 MiB (81.3 MiB/s) with 26 file(s) remaining
Completed 117.2 MiB/522.1 MiB (81.3 MiB/s) with 26 file(s) remaining
Completed 117.4 MiB/522.1 MiB (81.4 MiB/s) with 26 file(s) remaining
Completed 117.7 MiB/522.1 MiB (81.4 MiB/s) with 26 file(s) remaining
Completed 117.9 MiB/522.1 MiB (81.5 MiB/s) with 26 file(s) remaining
Completed 118.2 MiB/522.1 MiB (81.6 MiB/s) with 26 file(s) remaining
Completed 118.4 MiB/522.1 MiB (81.7 MiB/s) with 26 file(s) remaining
Completed 118.7 MiB/522.1 MiB (81.8 MiB/s) with 26 file(s) remaining
Completed 118.9 MiB/522.1 MiB (81.9 MiB/s) with 26 file(s) remaining
Completed 119.2 MiB/522.1 MiB (82.0 MiB/s) with 26 file(s) remaining
Completed 119.4 MiB/522.1 MiB (82.1 MiB/s) with 26 file(s) remaining
Completed 119.7 MiB/522.1 MiB (82.2 MiB/s) with 26 file(s) remaining
Completed 119.9 MiB/522.1 MiB (82.3 MiB/s) with 26 file(s) remaining
Completed 120.2 MiB/522.1 MiB (82.4 MiB/s) with 26 file(s) remaining
Completed 120.4 MiB/522.1 MiB (82.5 MiB/s) with 26 file(s) remaining
Completed 120.7 MiB/522.1 MiB (82.6 MiB/s) with 26 file(s) remaining
Completed 120.9 MiB/522.1 MiB (82.7 MiB/s) with 26 file(s) remaining
Completed 121.2 MiB/522.1 MiB (82.8 MiB/s) with 26 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-02/ses-1/patterns/sub-02_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-02/ses-1/patterns/sub-02_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 121.2 MiB/522.1 MiB (82.8 MiB/s) with 25 file(s) remaining
Completed 121.4 MiB/522.1 MiB (82.8 MiB/s) with 25 file(s) remaining
Completed 121.7 MiB/522.1 MiB (82.9 MiB/s) with 25 file(s) remaining
Completed 121.9 MiB/522.1 MiB (83.0 MiB/s) with 25 file(s) remaining
Completed 122.2 MiB/522.1 MiB (83.1 MiB/s) with 25 file(s) remaining
Completed 122.4 MiB/522.1 MiB (83.2 MiB/s) with 25 file(s) remaining
Completed 122.7 MiB/522.1 MiB (83.3 MiB/s) with 25 file(s) remaining
Completed 122.9 MiB/522.1 MiB (83.4 MiB/s) with 25 file(s) remaining
Completed 123.2 MiB/522.1 MiB (83.6 MiB/s) with 25 file(s) remaining
Completed 123.4 MiB/522.1 MiB (83.7 MiB/s) with 25 file(s) remaining
Completed 123.7 MiB/522.1 MiB (83.7 MiB/s) with 25 file(s) remaining
Completed 123.9 MiB/522.1 MiB (83.9 MiB/s) with 25 file(s) remaining
Completed 124.2 MiB/522.1 MiB (84.0 MiB/s) with 25 file(s) remaining
Completed 124.4 MiB/522.1 MiB (84.0 MiB/s) with 25 file(s) remaining
Completed 124.7 MiB/522.1 MiB (84.1 MiB/s) with 25 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-06/ses-1/patterns/sub-06_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-06/ses-1/patterns/sub-06_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 124.7 MiB/522.1 MiB (84.1 MiB/s) with 24 file(s) remaining
Completed 124.9 MiB/522.1 MiB (84.2 MiB/s) with 24 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-04/ses-1/patterns/sub-04_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-04/ses-1/patterns/sub-04_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 124.9 MiB/522.1 MiB (84.2 MiB/s) with 23 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-02/ses-1/patterns/sub-02_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-02/ses-1/patterns/sub-02_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 124.9 MiB/522.1 MiB (84.2 MiB/s) with 22 file(s) remaining
Completed 125.2 MiB/522.1 MiB (84.2 MiB/s) with 22 file(s) remaining
Completed 125.4 MiB/522.1 MiB (84.3 MiB/s) with 22 file(s) remaining
Completed 125.7 MiB/522.1 MiB (84.4 MiB/s) with 22 file(s) remaining
Completed 125.9 MiB/522.1 MiB (84.4 MiB/s) with 22 file(s) remaining
Completed 126.2 MiB/522.1 MiB (84.5 MiB/s) with 22 file(s) remaining
Completed 126.4 MiB/522.1 MiB (84.6 MiB/s) with 22 file(s) remaining
Completed 126.7 MiB/522.1 MiB (84.7 MiB/s) with 22 file(s) remaining
Completed 126.9 MiB/522.1 MiB (84.8 MiB/s) with 22 file(s) remaining
Completed 127.2 MiB/522.1 MiB (84.8 MiB/s) with 22 file(s) remaining
Completed 127.4 MiB/522.1 MiB (85.0 MiB/s) with 22 file(s) remaining
Completed 127.7 MiB/522.1 MiB (85.0 MiB/s) with 22 file(s) remaining
Completed 127.9 MiB/522.1 MiB (85.2 MiB/s) with 22 file(s) remaining
Completed 128.2 MiB/522.1 MiB (85.2 MiB/s) with 22 file(s) remaining
Completed 128.4 MiB/522.1 MiB (85.2 MiB/s) with 22 file(s) remaining
Completed 128.7 MiB/522.1 MiB (85.3 MiB/s) with 22 file(s) remaining
Completed 128.9 MiB/522.1 MiB (85.4 MiB/s) with 22 file(s) remaining
Completed 129.2 MiB/522.1 MiB (85.4 MiB/s) with 22 file(s) remaining
Completed 129.4 MiB/522.1 MiB (85.5 MiB/s) with 22 file(s) remaining
Completed 129.7 MiB/522.1 MiB (85.5 MiB/s) with 22 file(s) remaining
Completed 129.9 MiB/522.1 MiB (85.6 MiB/s) with 22 file(s) remaining
Completed 130.2 MiB/522.1 MiB (85.6 MiB/s) with 22 file(s) remaining
Completed 130.4 MiB/522.1 MiB (85.7 MiB/s) with 22 file(s) remaining
Completed 130.7 MiB/522.1 MiB (85.8 MiB/s) with 22 file(s) remaining
Completed 130.9 MiB/522.1 MiB (85.9 MiB/s) with 22 file(s) remaining
Completed 131.2 MiB/522.1 MiB (86.0 MiB/s) with 22 file(s) remaining
Completed 131.4 MiB/522.1 MiB (86.0 MiB/s) with 22 file(s) remaining
Completed 131.7 MiB/522.1 MiB (86.1 MiB/s) with 22 file(s) remaining
Completed 131.9 MiB/522.1 MiB (86.2 MiB/s) with 22 file(s) remaining
Completed 132.2 MiB/522.1 MiB (86.3 MiB/s) with 22 file(s) remaining
Completed 132.4 MiB/522.1 MiB (86.3 MiB/s) with 22 file(s) remaining
Completed 132.7 MiB/522.1 MiB (86.4 MiB/s) with 22 file(s) remaining
Completed 132.9 MiB/522.1 MiB (86.5 MiB/s) with 22 file(s) remaining
Completed 133.2 MiB/522.1 MiB (86.6 MiB/s) with 22 file(s) remaining
Completed 133.4 MiB/522.1 MiB (86.7 MiB/s) with 22 file(s) remaining
Completed 133.7 MiB/522.1 MiB (86.7 MiB/s) with 22 file(s) remaining
Completed 133.9 MiB/522.1 MiB (86.8 MiB/s) with 22 file(s) remaining
Completed 134.2 MiB/522.1 MiB (87.0 MiB/s) with 22 file(s) remaining
Completed 134.4 MiB/522.1 MiB (87.1 MiB/s) with 22 file(s) remaining
Completed 134.7 MiB/522.1 MiB (87.2 MiB/s) with 22 file(s) remaining
Completed 134.9 MiB/522.1 MiB (87.3 MiB/s) with 22 file(s) remaining
Completed 135.2 MiB/522.1 MiB (87.4 MiB/s) with 22 file(s) remaining
Completed 135.4 MiB/522.1 MiB (87.4 MiB/s) with 22 file(s) remaining
Completed 135.7 MiB/522.1 MiB (87.6 MiB/s) with 22 file(s) remaining
Completed 135.9 MiB/522.1 MiB (87.7 MiB/s) with 22 file(s) remaining
Completed 136.2 MiB/522.1 MiB (87.8 MiB/s) with 22 file(s) remaining
Completed 136.4 MiB/522.1 MiB (87.9 MiB/s) with 22 file(s) remaining
Completed 136.7 MiB/522.1 MiB (88.0 MiB/s) with 22 file(s) remaining
Completed 136.9 MiB/522.1 MiB (87.9 MiB/s) with 22 file(s) remaining
Completed 137.2 MiB/522.1 MiB (88.0 MiB/s) with 22 file(s) remaining
Completed 137.4 MiB/522.1 MiB (88.2 MiB/s) with 22 file(s) remaining
Completed 137.7 MiB/522.1 MiB (88.3 MiB/s) with 22 file(s) remaining
Completed 137.9 MiB/522.1 MiB (88.4 MiB/s) with 22 file(s) remaining
Completed 138.2 MiB/522.1 MiB (88.5 MiB/s) with 22 file(s) remaining
Completed 138.4 MiB/522.1 MiB (88.6 MiB/s) with 22 file(s) remaining
Completed 138.7 MiB/522.1 MiB (88.7 MiB/s) with 22 file(s) remaining
Completed 138.9 MiB/522.1 MiB (88.8 MiB/s) with 22 file(s) remaining
Completed 139.2 MiB/522.1 MiB (88.9 MiB/s) with 22 file(s) remaining
Completed 139.4 MiB/522.1 MiB (89.0 MiB/s) with 22 file(s) remaining
Completed 139.7 MiB/522.1 MiB (89.1 MiB/s) with 22 file(s) remaining
Completed 139.9 MiB/522.1 MiB (89.2 MiB/s) with 22 file(s) remaining
Completed 140.2 MiB/522.1 MiB (89.3 MiB/s) with 22 file(s) remaining
Completed 140.4 MiB/522.1 MiB (89.4 MiB/s) with 22 file(s) remaining
Completed 140.7 MiB/522.1 MiB (89.5 MiB/s) with 22 file(s) remaining
Completed 140.9 MiB/522.1 MiB (89.7 MiB/s) with 22 file(s) remaining
Completed 141.2 MiB/522.1 MiB (89.8 MiB/s) with 22 file(s) remaining
Completed 141.4 MiB/522.1 MiB (89.8 MiB/s) with 22 file(s) remaining
Completed 141.7 MiB/522.1 MiB (89.9 MiB/s) with 22 file(s) remaining
Completed 141.9 MiB/522.1 MiB (90.0 MiB/s) with 22 file(s) remaining
Completed 142.2 MiB/522.1 MiB (90.1 MiB/s) with 22 file(s) remaining
Completed 142.4 MiB/522.1 MiB (90.2 MiB/s) with 22 file(s) remaining
Completed 142.7 MiB/522.1 MiB (90.3 MiB/s) with 22 file(s) remaining
Completed 142.9 MiB/522.1 MiB (90.3 MiB/s) with 22 file(s) remaining
Completed 143.2 MiB/522.1 MiB (90.5 MiB/s) with 22 file(s) remaining
Completed 143.4 MiB/522.1 MiB (90.5 MiB/s) with 22 file(s) remaining
Completed 143.6 MiB/522.1 MiB (90.6 MiB/s) with 22 file(s) remaining
Completed 143.9 MiB/522.1 MiB (90.6 MiB/s) with 22 file(s) remaining
Completed 144.1 MiB/522.1 MiB (90.7 MiB/s) with 22 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-04/ses-1/patterns/sub-04_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-04/ses-1/patterns/sub-04_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 144.1 MiB/522.1 MiB (90.7 MiB/s) with 21 file(s) remaining
Completed 144.4 MiB/522.1 MiB (90.8 MiB/s) with 21 file(s) remaining
Completed 144.6 MiB/522.1 MiB (90.9 MiB/s) with 21 file(s) remaining
Completed 144.9 MiB/522.1 MiB (91.0 MiB/s) with 21 file(s) remaining
Completed 145.1 MiB/522.1 MiB (91.1 MiB/s) with 21 file(s) remaining
Completed 145.4 MiB/522.1 MiB (91.2 MiB/s) with 21 file(s) remaining
Completed 145.6 MiB/522.1 MiB (91.3 MiB/s) with 21 file(s) remaining
Completed 145.9 MiB/522.1 MiB (91.4 MiB/s) with 21 file(s) remaining
Completed 146.1 MiB/522.1 MiB (91.5 MiB/s) with 21 file(s) remaining
Completed 146.4 MiB/522.1 MiB (91.6 MiB/s) with 21 file(s) remaining
Completed 146.6 MiB/522.1 MiB (91.8 MiB/s) with 21 file(s) remaining
Completed 146.8 MiB/522.1 MiB (91.8 MiB/s) with 21 file(s) remaining
Completed 147.0 MiB/522.1 MiB (91.8 MiB/s) with 21 file(s) remaining
Completed 147.3 MiB/522.1 MiB (91.9 MiB/s) with 21 file(s) remaining
Completed 147.5 MiB/522.1 MiB (91.9 MiB/s) with 21 file(s) remaining
Completed 147.8 MiB/522.1 MiB (92.1 MiB/s) with 21 file(s) remaining
Completed 148.0 MiB/522.1 MiB (92.1 MiB/s) with 21 file(s) remaining
Completed 148.3 MiB/522.1 MiB (92.2 MiB/s) with 21 file(s) remaining
Completed 148.5 MiB/522.1 MiB (92.3 MiB/s) with 21 file(s) remaining
Completed 148.8 MiB/522.1 MiB (92.4 MiB/s) with 21 file(s) remaining
Completed 149.0 MiB/522.1 MiB (92.5 MiB/s) with 21 file(s) remaining
Completed 149.3 MiB/522.1 MiB (92.6 MiB/s) with 21 file(s) remaining
Completed 149.5 MiB/522.1 MiB (92.7 MiB/s) with 21 file(s) remaining
Completed 149.8 MiB/522.1 MiB (92.8 MiB/s) with 21 file(s) remaining
Completed 150.0 MiB/522.1 MiB (92.9 MiB/s) with 21 file(s) remaining
Completed 150.3 MiB/522.1 MiB (93.0 MiB/s) with 21 file(s) remaining
Completed 150.5 MiB/522.1 MiB (92.9 MiB/s) with 21 file(s) remaining
Completed 150.8 MiB/522.1 MiB (93.1 MiB/s) with 21 file(s) remaining
Completed 151.0 MiB/522.1 MiB (93.1 MiB/s) with 21 file(s) remaining
Completed 151.3 MiB/522.1 MiB (93.2 MiB/s) with 21 file(s) remaining
Completed 151.5 MiB/522.1 MiB (93.3 MiB/s) with 21 file(s) remaining
Completed 151.8 MiB/522.1 MiB (93.4 MiB/s) with 21 file(s) remaining
Completed 152.0 MiB/522.1 MiB (93.5 MiB/s) with 21 file(s) remaining
Completed 152.3 MiB/522.1 MiB (93.6 MiB/s) with 21 file(s) remaining
Completed 152.5 MiB/522.1 MiB (93.7 MiB/s) with 21 file(s) remaining
Completed 152.8 MiB/522.1 MiB (93.8 MiB/s) with 21 file(s) remaining
Completed 153.0 MiB/522.1 MiB (93.9 MiB/s) with 21 file(s) remaining
Completed 153.3 MiB/522.1 MiB (94.0 MiB/s) with 21 file(s) remaining
Completed 153.5 MiB/522.1 MiB (94.1 MiB/s) with 21 file(s) remaining
Completed 153.8 MiB/522.1 MiB (94.3 MiB/s) with 21 file(s) remaining
Completed 154.0 MiB/522.1 MiB (94.4 MiB/s) with 21 file(s) remaining
Completed 154.3 MiB/522.1 MiB (94.5 MiB/s) with 21 file(s) remaining
Completed 154.5 MiB/522.1 MiB (94.5 MiB/s) with 21 file(s) remaining
Completed 154.8 MiB/522.1 MiB (94.5 MiB/s) with 21 file(s) remaining
Completed 155.0 MiB/522.1 MiB (94.6 MiB/s) with 21 file(s) remaining
Completed 155.3 MiB/522.1 MiB (94.7 MiB/s) with 21 file(s) remaining
Completed 155.5 MiB/522.1 MiB (94.8 MiB/s) with 21 file(s) remaining
Completed 155.8 MiB/522.1 MiB (94.8 MiB/s) with 21 file(s) remaining
Completed 156.0 MiB/522.1 MiB (94.9 MiB/s) with 21 file(s) remaining
Completed 156.3 MiB/522.1 MiB (95.0 MiB/s) with 21 file(s) remaining
Completed 156.5 MiB/522.1 MiB (95.1 MiB/s) with 21 file(s) remaining
Completed 156.8 MiB/522.1 MiB (95.0 MiB/s) with 21 file(s) remaining
Completed 157.0 MiB/522.1 MiB (95.1 MiB/s) with 21 file(s) remaining
Completed 157.3 MiB/522.1 MiB (95.1 MiB/s) with 21 file(s) remaining
Completed 157.5 MiB/522.1 MiB (95.2 MiB/s) with 21 file(s) remaining
Completed 157.8 MiB/522.1 MiB (95.1 MiB/s) with 21 file(s) remaining
Completed 158.0 MiB/522.1 MiB (95.2 MiB/s) with 21 file(s) remaining
Completed 158.3 MiB/522.1 MiB (95.3 MiB/s) with 21 file(s) remaining
Completed 158.5 MiB/522.1 MiB (95.4 MiB/s) with 21 file(s) remaining
Completed 158.8 MiB/522.1 MiB (95.5 MiB/s) with 21 file(s) remaining
Completed 159.0 MiB/522.1 MiB (95.6 MiB/s) with 21 file(s) remaining
Completed 159.3 MiB/522.1 MiB (95.7 MiB/s) with 21 file(s) remaining
Completed 159.5 MiB/522.1 MiB (95.8 MiB/s) with 21 file(s) remaining
Completed 159.8 MiB/522.1 MiB (95.9 MiB/s) with 21 file(s) remaining
Completed 160.0 MiB/522.1 MiB (96.0 MiB/s) with 21 file(s) remaining
Completed 160.3 MiB/522.1 MiB (96.0 MiB/s) with 21 file(s) remaining
Completed 160.5 MiB/522.1 MiB (96.1 MiB/s) with 21 file(s) remaining
Completed 160.8 MiB/522.1 MiB (96.2 MiB/s) with 21 file(s) remaining
Completed 161.0 MiB/522.1 MiB (96.3 MiB/s) with 21 file(s) remaining
Completed 161.3 MiB/522.1 MiB (96.3 MiB/s) with 21 file(s) remaining
Completed 161.5 MiB/522.1 MiB (96.4 MiB/s) with 21 file(s) remaining
Completed 161.8 MiB/522.1 MiB (96.4 MiB/s) with 21 file(s) remaining
Completed 162.0 MiB/522.1 MiB (96.5 MiB/s) with 21 file(s) remaining
Completed 162.3 MiB/522.1 MiB (96.6 MiB/s) with 21 file(s) remaining
Completed 162.5 MiB/522.1 MiB (96.7 MiB/s) with 21 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-05/ses-1/patterns/sub-05_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-05/ses-1/patterns/sub-05_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 162.5 MiB/522.1 MiB (96.7 MiB/s) with 20 file(s) remaining
Completed 162.8 MiB/522.1 MiB (96.6 MiB/s) with 20 file(s) remaining
Completed 163.0 MiB/522.1 MiB (96.7 MiB/s) with 20 file(s) remaining
Completed 163.3 MiB/522.1 MiB (96.8 MiB/s) with 20 file(s) remaining
Completed 163.5 MiB/522.1 MiB (96.9 MiB/s) with 20 file(s) remaining
Completed 163.8 MiB/522.1 MiB (97.0 MiB/s) with 20 file(s) remaining
Completed 164.0 MiB/522.1 MiB (97.1 MiB/s) with 20 file(s) remaining
Completed 164.3 MiB/522.1 MiB (97.2 MiB/s) with 20 file(s) remaining
Completed 164.5 MiB/522.1 MiB (97.3 MiB/s) with 20 file(s) remaining
Completed 164.8 MiB/522.1 MiB (97.4 MiB/s) with 20 file(s) remaining
Completed 165.0 MiB/522.1 MiB (97.5 MiB/s) with 20 file(s) remaining
Completed 165.3 MiB/522.1 MiB (97.6 MiB/s) with 20 file(s) remaining
Completed 165.5 MiB/522.1 MiB (97.6 MiB/s) with 20 file(s) remaining
Completed 165.8 MiB/522.1 MiB (97.8 MiB/s) with 20 file(s) remaining
Completed 166.0 MiB/522.1 MiB (97.8 MiB/s) with 20 file(s) remaining
Completed 166.3 MiB/522.1 MiB (97.9 MiB/s) with 20 file(s) remaining
Completed 166.5 MiB/522.1 MiB (98.1 MiB/s) with 20 file(s) remaining
Completed 166.8 MiB/522.1 MiB (98.1 MiB/s) with 20 file(s) remaining
Completed 167.0 MiB/522.1 MiB (98.2 MiB/s) with 20 file(s) remaining
Completed 167.3 MiB/522.1 MiB (98.3 MiB/s) with 20 file(s) remaining
Completed 167.5 MiB/522.1 MiB (98.4 MiB/s) with 20 file(s) remaining
Completed 167.8 MiB/522.1 MiB (98.5 MiB/s) with 20 file(s) remaining
Completed 168.0 MiB/522.1 MiB (98.6 MiB/s) with 20 file(s) remaining
Completed 168.3 MiB/522.1 MiB (98.7 MiB/s) with 20 file(s) remaining
Completed 168.5 MiB/522.1 MiB (98.8 MiB/s) with 20 file(s) remaining
Completed 168.8 MiB/522.1 MiB (99.0 MiB/s) with 20 file(s) remaining
Completed 169.0 MiB/522.1 MiB (99.1 MiB/s) with 20 file(s) remaining
Completed 169.3 MiB/522.1 MiB (99.1 MiB/s) with 20 file(s) remaining
Completed 169.5 MiB/522.1 MiB (99.2 MiB/s) with 20 file(s) remaining
Completed 169.8 MiB/522.1 MiB (99.3 MiB/s) with 20 file(s) remaining
Completed 170.0 MiB/522.1 MiB (99.5 MiB/s) with 20 file(s) remaining
Completed 170.3 MiB/522.1 MiB (99.6 MiB/s) with 20 file(s) remaining
Completed 170.5 MiB/522.1 MiB (99.6 MiB/s) with 20 file(s) remaining
Completed 170.8 MiB/522.1 MiB (99.7 MiB/s) with 20 file(s) remaining
Completed 171.0 MiB/522.1 MiB (99.8 MiB/s) with 20 file(s) remaining
Completed 171.3 MiB/522.1 MiB (99.9 MiB/s) with 20 file(s) remaining
Completed 171.5 MiB/522.1 MiB (100.0 MiB/s) with 20 file(s) remaining
Completed 171.8 MiB/522.1 MiB (100.1 MiB/s) with 20 file(s) remaining
Completed 172.0 MiB/522.1 MiB (100.2 MiB/s) with 20 file(s) remaining
Completed 172.3 MiB/522.1 MiB (100.1 MiB/s) with 20 file(s) remaining
Completed 172.5 MiB/522.1 MiB (100.2 MiB/s) with 20 file(s) remaining
Completed 172.8 MiB/522.1 MiB (100.3 MiB/s) with 20 file(s) remaining
Completed 173.0 MiB/522.1 MiB (100.4 MiB/s) with 20 file(s) remaining
Completed 173.3 MiB/522.1 MiB (100.5 MiB/s) with 20 file(s) remaining
Completed 173.5 MiB/522.1 MiB (100.6 MiB/s) with 20 file(s) remaining
Completed 173.8 MiB/522.1 MiB (100.7 MiB/s) with 20 file(s) remaining
Completed 174.0 MiB/522.1 MiB (100.7 MiB/s) with 20 file(s) remaining
Completed 174.3 MiB/522.1 MiB (100.8 MiB/s) with 20 file(s) remaining
Completed 174.5 MiB/522.1 MiB (100.9 MiB/s) with 20 file(s) remaining
Completed 174.8 MiB/522.1 MiB (101.0 MiB/s) with 20 file(s) remaining
Completed 175.0 MiB/522.1 MiB (101.1 MiB/s) with 20 file(s) remaining
Completed 175.3 MiB/522.1 MiB (101.2 MiB/s) with 20 file(s) remaining
Completed 175.3 MiB/522.1 MiB (101.1 MiB/s) with 20 file(s) remaining
Completed 175.6 MiB/522.1 MiB (101.0 MiB/s) with 20 file(s) remaining
Completed 175.8 MiB/522.1 MiB (101.1 MiB/s) with 20 file(s) remaining
Completed 176.1 MiB/522.1 MiB (101.1 MiB/s) with 20 file(s) remaining
Completed 176.3 MiB/522.1 MiB (101.3 MiB/s) with 20 file(s) remaining
Completed 176.6 MiB/522.1 MiB (101.4 MiB/s) with 20 file(s) remaining
Completed 176.8 MiB/522.1 MiB (101.4 MiB/s) with 20 file(s) remaining
Completed 177.1 MiB/522.1 MiB (101.5 MiB/s) with 20 file(s) remaining
Completed 177.3 MiB/522.1 MiB (101.6 MiB/s) with 20 file(s) remaining
Completed 177.6 MiB/522.1 MiB (101.7 MiB/s) with 20 file(s) remaining
Completed 177.8 MiB/522.1 MiB (101.8 MiB/s) with 20 file(s) remaining
Completed 178.1 MiB/522.1 MiB (101.9 MiB/s) with 20 file(s) remaining
Completed 178.3 MiB/522.1 MiB (102.0 MiB/s) with 20 file(s) remaining
Completed 178.6 MiB/522.1 MiB (102.1 MiB/s) with 20 file(s) remaining
Completed 178.8 MiB/522.1 MiB (102.2 MiB/s) with 20 file(s) remaining
Completed 179.1 MiB/522.1 MiB (102.3 MiB/s) with 20 file(s) remaining
Completed 179.3 MiB/522.1 MiB (102.4 MiB/s) with 20 file(s) remaining
Completed 179.6 MiB/522.1 MiB (102.5 MiB/s) with 20 file(s) remaining
Completed 179.8 MiB/522.1 MiB (102.6 MiB/s) with 20 file(s) remaining
Completed 180.1 MiB/522.1 MiB (102.5 MiB/s) with 20 file(s) remaining
Completed 180.3 MiB/522.1 MiB (102.7 MiB/s) with 20 file(s) remaining
Completed 180.6 MiB/522.1 MiB (102.7 MiB/s) with 20 file(s) remaining
Completed 180.8 MiB/522.1 MiB (102.8 MiB/s) with 20 file(s) remaining
Completed 181.1 MiB/522.1 MiB (102.9 MiB/s) with 20 file(s) remaining
Completed 181.3 MiB/522.1 MiB (103.0 MiB/s) with 20 file(s) remaining
Completed 181.6 MiB/522.1 MiB (102.9 MiB/s) with 20 file(s) remaining
Completed 181.8 MiB/522.1 MiB (103.0 MiB/s) with 20 file(s) remaining
Completed 182.1 MiB/522.1 MiB (103.1 MiB/s) with 20 file(s) remaining
Completed 182.3 MiB/522.1 MiB (103.2 MiB/s) with 20 file(s) remaining
Completed 182.5 MiB/522.1 MiB (103.3 MiB/s) with 20 file(s) remaining
Completed 182.8 MiB/522.1 MiB (103.2 MiB/s) with 20 file(s) remaining
Completed 183.0 MiB/522.1 MiB (103.3 MiB/s) with 20 file(s) remaining
Completed 183.3 MiB/522.1 MiB (103.4 MiB/s) with 20 file(s) remaining
Completed 183.5 MiB/522.1 MiB (103.4 MiB/s) with 20 file(s) remaining
Completed 183.8 MiB/522.1 MiB (103.5 MiB/s) with 20 file(s) remaining
Completed 184.0 MiB/522.1 MiB (103.6 MiB/s) with 20 file(s) remaining
Completed 184.3 MiB/522.1 MiB (103.8 MiB/s) with 20 file(s) remaining
Completed 184.5 MiB/522.1 MiB (103.9 MiB/s) with 20 file(s) remaining
Completed 184.8 MiB/522.1 MiB (104.0 MiB/s) with 20 file(s) remaining
Completed 185.0 MiB/522.1 MiB (104.1 MiB/s) with 20 file(s) remaining
Completed 185.3 MiB/522.1 MiB (104.2 MiB/s) with 20 file(s) remaining
Completed 185.5 MiB/522.1 MiB (104.3 MiB/s) with 20 file(s) remaining
Completed 185.8 MiB/522.1 MiB (104.4 MiB/s) with 20 file(s) remaining
Completed 186.0 MiB/522.1 MiB (104.5 MiB/s) with 20 file(s) remaining
Completed 186.3 MiB/522.1 MiB (104.6 MiB/s) with 20 file(s) remaining
Completed 186.5 MiB/522.1 MiB (104.7 MiB/s) with 20 file(s) remaining
Completed 186.8 MiB/522.1 MiB (104.9 MiB/s) with 20 file(s) remaining
Completed 187.0 MiB/522.1 MiB (105.0 MiB/s) with 20 file(s) remaining
Completed 187.3 MiB/522.1 MiB (105.1 MiB/s) with 20 file(s) remaining
Completed 187.5 MiB/522.1 MiB (105.2 MiB/s) with 20 file(s) remaining
Completed 187.8 MiB/522.1 MiB (105.3 MiB/s) with 20 file(s) remaining
Completed 188.0 MiB/522.1 MiB (105.4 MiB/s) with 20 file(s) remaining
Completed 188.3 MiB/522.1 MiB (105.5 MiB/s) with 20 file(s) remaining
Completed 188.5 MiB/522.1 MiB (105.7 MiB/s) with 20 file(s) remaining
Completed 188.8 MiB/522.1 MiB (105.7 MiB/s) with 20 file(s) remaining
Completed 189.0 MiB/522.1 MiB (105.8 MiB/s) with 20 file(s) remaining
Completed 189.3 MiB/522.1 MiB (105.9 MiB/s) with 20 file(s) remaining
Completed 189.5 MiB/522.1 MiB (105.9 MiB/s) with 20 file(s) remaining
Completed 189.8 MiB/522.1 MiB (106.0 MiB/s) with 20 file(s) remaining
Completed 190.0 MiB/522.1 MiB (106.1 MiB/s) with 20 file(s) remaining
Completed 190.3 MiB/522.1 MiB (106.2 MiB/s) with 20 file(s) remaining
Completed 190.5 MiB/522.1 MiB (106.3 MiB/s) with 20 file(s) remaining
Completed 190.8 MiB/522.1 MiB (106.3 MiB/s) with 20 file(s) remaining
Completed 191.0 MiB/522.1 MiB (106.4 MiB/s) with 20 file(s) remaining
Completed 191.3 MiB/522.1 MiB (106.5 MiB/s) with 20 file(s) remaining
Completed 191.5 MiB/522.1 MiB (106.6 MiB/s) with 20 file(s) remaining
Completed 191.8 MiB/522.1 MiB (106.6 MiB/s) with 20 file(s) remaining
Completed 192.0 MiB/522.1 MiB (106.6 MiB/s) with 20 file(s) remaining
Completed 192.3 MiB/522.1 MiB (106.8 MiB/s) with 20 file(s) remaining
Completed 192.5 MiB/522.1 MiB (106.8 MiB/s) with 20 file(s) remaining
Completed 192.8 MiB/522.1 MiB (106.9 MiB/s) with 20 file(s) remaining
Completed 193.0 MiB/522.1 MiB (107.0 MiB/s) with 20 file(s) remaining
Completed 193.3 MiB/522.1 MiB (107.1 MiB/s) with 20 file(s) remaining
Completed 193.5 MiB/522.1 MiB (107.2 MiB/s) with 20 file(s) remaining
Completed 193.8 MiB/522.1 MiB (107.3 MiB/s) with 20 file(s) remaining
Completed 194.0 MiB/522.1 MiB (107.4 MiB/s) with 20 file(s) remaining
Completed 194.3 MiB/522.1 MiB (107.4 MiB/s) with 20 file(s) remaining
Completed 194.5 MiB/522.1 MiB (107.6 MiB/s) with 20 file(s) remaining
Completed 194.8 MiB/522.1 MiB (107.6 MiB/s) with 20 file(s) remaining
Completed 195.0 MiB/522.1 MiB (107.6 MiB/s) with 20 file(s) remaining
Completed 195.3 MiB/522.1 MiB (107.6 MiB/s) with 20 file(s) remaining
Completed 195.5 MiB/522.1 MiB (107.7 MiB/s) with 20 file(s) remaining
Completed 195.8 MiB/522.1 MiB (107.9 MiB/s) with 20 file(s) remaining
Completed 196.0 MiB/522.1 MiB (108.0 MiB/s) with 20 file(s) remaining
Completed 196.3 MiB/522.1 MiB (108.0 MiB/s) with 20 file(s) remaining
Completed 196.5 MiB/522.1 MiB (108.1 MiB/s) with 20 file(s) remaining
Completed 196.8 MiB/522.1 MiB (108.2 MiB/s) with 20 file(s) remaining
Completed 197.0 MiB/522.1 MiB (108.2 MiB/s) with 20 file(s) remaining
Completed 197.3 MiB/522.1 MiB (108.3 MiB/s) with 20 file(s) remaining
Completed 197.5 MiB/522.1 MiB (108.4 MiB/s) with 20 file(s) remaining
Completed 197.8 MiB/522.1 MiB (108.4 MiB/s) with 20 file(s) remaining
Completed 198.0 MiB/522.1 MiB (108.5 MiB/s) with 20 file(s) remaining
Completed 198.3 MiB/522.1 MiB (108.6 MiB/s) with 20 file(s) remaining
Completed 198.5 MiB/522.1 MiB (108.6 MiB/s) with 20 file(s) remaining
Completed 198.8 MiB/522.1 MiB (108.7 MiB/s) with 20 file(s) remaining
Completed 199.0 MiB/522.1 MiB (108.8 MiB/s) with 20 file(s) remaining
Completed 199.3 MiB/522.1 MiB (108.8 MiB/s) with 20 file(s) remaining
Completed 199.5 MiB/522.1 MiB (108.9 MiB/s) with 20 file(s) remaining
Completed 199.8 MiB/522.1 MiB (109.0 MiB/s) with 20 file(s) remaining
Completed 200.0 MiB/522.1 MiB (109.1 MiB/s) with 20 file(s) remaining
Completed 200.3 MiB/522.1 MiB (109.2 MiB/s) with 20 file(s) remaining
Completed 200.5 MiB/522.1 MiB (109.0 MiB/s) with 20 file(s) remaining
Completed 200.8 MiB/522.1 MiB (109.0 MiB/s) with 20 file(s) remaining
Completed 201.0 MiB/522.1 MiB (108.9 MiB/s) with 20 file(s) remaining
Completed 201.3 MiB/522.1 MiB (109.0 MiB/s) with 20 file(s) remaining
Completed 201.5 MiB/522.1 MiB (109.1 MiB/s) with 20 file(s) remaining
Completed 201.8 MiB/522.1 MiB (109.2 MiB/s) with 20 file(s) remaining
Completed 202.0 MiB/522.1 MiB (109.3 MiB/s) with 20 file(s) remaining
Completed 202.3 MiB/522.1 MiB (109.4 MiB/s) with 20 file(s) remaining
Completed 202.5 MiB/522.1 MiB (109.5 MiB/s) with 20 file(s) remaining
Completed 202.8 MiB/522.1 MiB (109.5 MiB/s) with 20 file(s) remaining
Completed 203.0 MiB/522.1 MiB (109.6 MiB/s) with 20 file(s) remaining
Completed 203.3 MiB/522.1 MiB (109.6 MiB/s) with 20 file(s) remaining
Completed 203.5 MiB/522.1 MiB (109.7 MiB/s) with 20 file(s) remaining
Completed 203.8 MiB/522.1 MiB (109.8 MiB/s) with 20 file(s) remaining
Completed 204.0 MiB/522.1 MiB (109.9 MiB/s) with 20 file(s) remaining
Completed 204.3 MiB/522.1 MiB (110.0 MiB/s) with 20 file(s) remaining
Completed 204.5 MiB/522.1 MiB (110.1 MiB/s) with 20 file(s) remaining
Completed 204.8 MiB/522.1 MiB (110.1 MiB/s) with 20 file(s) remaining
Completed 205.0 MiB/522.1 MiB (110.2 MiB/s) with 20 file(s) remaining
Completed 205.3 MiB/522.1 MiB (110.3 MiB/s) with 20 file(s) remaining
Completed 205.5 MiB/522.1 MiB (110.4 MiB/s) with 20 file(s) remaining
Completed 205.8 MiB/522.1 MiB (110.5 MiB/s) with 20 file(s) remaining
Completed 206.0 MiB/522.1 MiB (110.4 MiB/s) with 20 file(s) remaining
Completed 206.3 MiB/522.1 MiB (110.5 MiB/s) with 20 file(s) remaining
Completed 206.5 MiB/522.1 MiB (110.6 MiB/s) with 20 file(s) remaining
Completed 206.8 MiB/522.1 MiB (110.7 MiB/s) with 20 file(s) remaining
Completed 207.0 MiB/522.1 MiB (110.8 MiB/s) with 20 file(s) remaining
Completed 207.3 MiB/522.1 MiB (110.8 MiB/s) with 20 file(s) remaining
Completed 207.5 MiB/522.1 MiB (110.9 MiB/s) with 20 file(s) remaining
Completed 207.8 MiB/522.1 MiB (110.9 MiB/s) with 20 file(s) remaining
Completed 208.0 MiB/522.1 MiB (111.0 MiB/s) with 20 file(s) remaining
Completed 208.3 MiB/522.1 MiB (111.0 MiB/s) with 20 file(s) remaining
Completed 208.5 MiB/522.1 MiB (111.1 MiB/s) with 20 file(s) remaining
Completed 208.8 MiB/522.1 MiB (111.2 MiB/s) with 20 file(s) remaining
Completed 209.0 MiB/522.1 MiB (111.3 MiB/s) with 20 file(s) remaining
Completed 209.3 MiB/522.1 MiB (111.4 MiB/s) with 20 file(s) remaining
Completed 209.5 MiB/522.1 MiB (111.4 MiB/s) with 20 file(s) remaining
Completed 209.8 MiB/522.1 MiB (111.5 MiB/s) with 20 file(s) remaining
Completed 210.0 MiB/522.1 MiB (111.5 MiB/s) with 20 file(s) remaining
Completed 210.3 MiB/522.1 MiB (111.6 MiB/s) with 20 file(s) remaining
Completed 210.5 MiB/522.1 MiB (111.7 MiB/s) with 20 file(s) remaining
Completed 210.8 MiB/522.1 MiB (111.8 MiB/s) with 20 file(s) remaining
Completed 211.0 MiB/522.1 MiB (111.8 MiB/s) with 20 file(s) remaining
Completed 211.3 MiB/522.1 MiB (111.8 MiB/s) with 20 file(s) remaining
Completed 211.5 MiB/522.1 MiB (111.9 MiB/s) with 20 file(s) remaining
Completed 211.8 MiB/522.1 MiB (112.0 MiB/s) with 20 file(s) remaining
Completed 212.0 MiB/522.1 MiB (112.1 MiB/s) with 20 file(s) remaining
Completed 212.3 MiB/522.1 MiB (112.1 MiB/s) with 20 file(s) remaining
Completed 212.5 MiB/522.1 MiB (112.1 MiB/s) with 20 file(s) remaining
Completed 212.6 MiB/522.1 MiB (112.2 MiB/s) with 20 file(s) remaining
Completed 212.9 MiB/522.1 MiB (112.2 MiB/s) with 20 file(s) remaining
Completed 213.1 MiB/522.1 MiB (112.3 MiB/s) with 20 file(s) remaining
Completed 213.4 MiB/522.1 MiB (112.4 MiB/s) with 20 file(s) remaining
Completed 213.6 MiB/522.1 MiB (112.5 MiB/s) with 20 file(s) remaining
Completed 213.9 MiB/522.1 MiB (112.5 MiB/s) with 20 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-06/ses-1/patterns/sub-06_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-06/ses-1/patterns/sub-06_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 213.9 MiB/522.1 MiB (112.5 MiB/s) with 19 file(s) remaining
Completed 214.1 MiB/522.1 MiB (112.4 MiB/s) with 19 file(s) remaining
Completed 214.4 MiB/522.1 MiB (112.5 MiB/s) with 19 file(s) remaining
Completed 214.6 MiB/522.1 MiB (112.5 MiB/s) with 19 file(s) remaining
Completed 214.9 MiB/522.1 MiB (112.6 MiB/s) with 19 file(s) remaining
Completed 215.1 MiB/522.1 MiB (112.7 MiB/s) with 19 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-05/ses-1/patterns/sub-05_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-05/ses-1/patterns/sub-05_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 215.1 MiB/522.1 MiB (112.7 MiB/s) with 18 file(s) remaining
Completed 215.4 MiB/522.1 MiB (112.1 MiB/s) with 18 file(s) remaining
Completed 215.6 MiB/522.1 MiB (112.1 MiB/s) with 18 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-07/ses-1/patterns/sub-07_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-07/ses-1/patterns/sub-07_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 215.6 MiB/522.1 MiB (112.1 MiB/s) with 17 file(s) remaining
Completed 215.9 MiB/522.1 MiB (112.1 MiB/s) with 17 file(s) remaining
Completed 216.1 MiB/522.1 MiB (112.2 MiB/s) with 17 file(s) remaining
Completed 216.4 MiB/522.1 MiB (112.2 MiB/s) with 17 file(s) remaining
Completed 216.6 MiB/522.1 MiB (112.3 MiB/s) with 17 file(s) remaining
Completed 216.9 MiB/522.1 MiB (112.2 MiB/s) with 17 file(s) remaining
Completed 217.1 MiB/522.1 MiB (112.3 MiB/s) with 17 file(s) remaining
Completed 217.4 MiB/522.1 MiB (112.0 MiB/s) with 17 file(s) remaining
Completed 217.6 MiB/522.1 MiB (112.1 MiB/s) with 17 file(s) remaining
Completed 217.9 MiB/522.1 MiB (112.2 MiB/s) with 17 file(s) remaining
Completed 218.1 MiB/522.1 MiB (112.2 MiB/s) with 17 file(s) remaining
Completed 218.4 MiB/522.1 MiB (112.3 MiB/s) with 17 file(s) remaining
Completed 218.6 MiB/522.1 MiB (112.3 MiB/s) with 17 file(s) remaining
Completed 218.9 MiB/522.1 MiB (112.4 MiB/s) with 17 file(s) remaining
Completed 219.1 MiB/522.1 MiB (112.4 MiB/s) with 17 file(s) remaining
Completed 219.4 MiB/522.1 MiB (112.5 MiB/s) with 17 file(s) remaining
Completed 219.6 MiB/522.1 MiB (112.6 MiB/s) with 17 file(s) remaining
Completed 219.9 MiB/522.1 MiB (112.6 MiB/s) with 17 file(s) remaining
Completed 220.1 MiB/522.1 MiB (112.7 MiB/s) with 17 file(s) remaining
Completed 220.4 MiB/522.1 MiB (112.7 MiB/s) with 17 file(s) remaining
Completed 220.6 MiB/522.1 MiB (112.8 MiB/s) with 17 file(s) remaining
Completed 220.9 MiB/522.1 MiB (112.9 MiB/s) with 17 file(s) remaining
Completed 221.1 MiB/522.1 MiB (112.9 MiB/s) with 17 file(s) remaining
Completed 221.4 MiB/522.1 MiB (113.0 MiB/s) with 17 file(s) remaining
Completed 221.6 MiB/522.1 MiB (113.1 MiB/s) with 17 file(s) remaining
Completed 221.9 MiB/522.1 MiB (113.1 MiB/s) with 17 file(s) remaining
Completed 222.1 MiB/522.1 MiB (113.2 MiB/s) with 17 file(s) remaining
Completed 222.4 MiB/522.1 MiB (113.3 MiB/s) with 17 file(s) remaining
Completed 222.6 MiB/522.1 MiB (113.3 MiB/s) with 17 file(s) remaining
Completed 222.9 MiB/522.1 MiB (113.4 MiB/s) with 17 file(s) remaining
Completed 223.1 MiB/522.1 MiB (113.5 MiB/s) with 17 file(s) remaining
Completed 223.4 MiB/522.1 MiB (113.5 MiB/s) with 17 file(s) remaining
Completed 223.6 MiB/522.1 MiB (113.5 MiB/s) with 17 file(s) remaining
Completed 223.9 MiB/522.1 MiB (113.6 MiB/s) with 17 file(s) remaining
Completed 224.1 MiB/522.1 MiB (113.7 MiB/s) with 17 file(s) remaining
Completed 224.4 MiB/522.1 MiB (113.7 MiB/s) with 17 file(s) remaining
Completed 224.6 MiB/522.1 MiB (113.8 MiB/s) with 17 file(s) remaining
Completed 224.9 MiB/522.1 MiB (113.9 MiB/s) with 17 file(s) remaining
Completed 225.1 MiB/522.1 MiB (114.0 MiB/s) with 17 file(s) remaining
Completed 225.4 MiB/522.1 MiB (114.0 MiB/s) with 17 file(s) remaining
Completed 225.6 MiB/522.1 MiB (114.1 MiB/s) with 17 file(s) remaining
Completed 225.9 MiB/522.1 MiB (114.1 MiB/s) with 17 file(s) remaining
Completed 226.1 MiB/522.1 MiB (114.2 MiB/s) with 17 file(s) remaining
Completed 226.4 MiB/522.1 MiB (114.2 MiB/s) with 17 file(s) remaining
Completed 226.6 MiB/522.1 MiB (114.3 MiB/s) with 17 file(s) remaining
Completed 226.9 MiB/522.1 MiB (114.3 MiB/s) with 17 file(s) remaining
Completed 227.1 MiB/522.1 MiB (114.3 MiB/s) with 17 file(s) remaining
Completed 227.4 MiB/522.1 MiB (114.4 MiB/s) with 17 file(s) remaining
Completed 227.6 MiB/522.1 MiB (114.4 MiB/s) with 17 file(s) remaining
Completed 227.9 MiB/522.1 MiB (114.5 MiB/s) with 17 file(s) remaining
Completed 228.1 MiB/522.1 MiB (114.5 MiB/s) with 17 file(s) remaining
Completed 228.4 MiB/522.1 MiB (114.6 MiB/s) with 17 file(s) remaining
Completed 228.6 MiB/522.1 MiB (114.6 MiB/s) with 17 file(s) remaining
Completed 228.9 MiB/522.1 MiB (114.7 MiB/s) with 17 file(s) remaining
Completed 229.1 MiB/522.1 MiB (114.8 MiB/s) with 17 file(s) remaining
Completed 229.4 MiB/522.1 MiB (114.8 MiB/s) with 17 file(s) remaining
Completed 229.6 MiB/522.1 MiB (114.9 MiB/s) with 17 file(s) remaining
Completed 229.9 MiB/522.1 MiB (115.0 MiB/s) with 17 file(s) remaining
Completed 230.1 MiB/522.1 MiB (115.1 MiB/s) with 17 file(s) remaining
Completed 230.4 MiB/522.1 MiB (115.1 MiB/s) with 17 file(s) remaining
Completed 230.6 MiB/522.1 MiB (115.1 MiB/s) with 17 file(s) remaining
Completed 230.9 MiB/522.1 MiB (115.2 MiB/s) with 17 file(s) remaining
Completed 231.1 MiB/522.1 MiB (115.3 MiB/s) with 17 file(s) remaining
Completed 231.4 MiB/522.1 MiB (115.3 MiB/s) with 17 file(s) remaining
Completed 231.6 MiB/522.1 MiB (115.4 MiB/s) with 17 file(s) remaining
Completed 231.9 MiB/522.1 MiB (115.5 MiB/s) with 17 file(s) remaining
Completed 232.1 MiB/522.1 MiB (115.5 MiB/s) with 17 file(s) remaining
Completed 232.4 MiB/522.1 MiB (115.4 MiB/s) with 17 file(s) remaining
Completed 232.6 MiB/522.1 MiB (115.5 MiB/s) with 17 file(s) remaining
Completed 232.9 MiB/522.1 MiB (115.5 MiB/s) with 17 file(s) remaining
Completed 233.1 MiB/522.1 MiB (115.6 MiB/s) with 17 file(s) remaining
Completed 233.4 MiB/522.1 MiB (115.5 MiB/s) with 17 file(s) remaining
Completed 233.6 MiB/522.1 MiB (115.6 MiB/s) with 17 file(s) remaining
Completed 233.9 MiB/522.1 MiB (115.5 MiB/s) with 17 file(s) remaining
Completed 234.1 MiB/522.1 MiB (115.6 MiB/s) with 17 file(s) remaining
Completed 234.4 MiB/522.1 MiB (115.6 MiB/s) with 17 file(s) remaining
Completed 234.6 MiB/522.1 MiB (115.7 MiB/s) with 17 file(s) remaining
Completed 234.9 MiB/522.1 MiB (115.8 MiB/s) with 17 file(s) remaining
Completed 235.1 MiB/522.1 MiB (115.9 MiB/s) with 17 file(s) remaining
Completed 235.4 MiB/522.1 MiB (116.0 MiB/s) with 17 file(s) remaining
Completed 235.6 MiB/522.1 MiB (116.1 MiB/s) with 17 file(s) remaining
Completed 235.9 MiB/522.1 MiB (116.1 MiB/s) with 17 file(s) remaining
Completed 236.1 MiB/522.1 MiB (116.1 MiB/s) with 17 file(s) remaining
Completed 236.4 MiB/522.1 MiB (116.2 MiB/s) with 17 file(s) remaining
Completed 236.6 MiB/522.1 MiB (116.2 MiB/s) with 17 file(s) remaining
Completed 236.9 MiB/522.1 MiB (116.3 MiB/s) with 17 file(s) remaining
Completed 237.1 MiB/522.1 MiB (116.3 MiB/s) with 17 file(s) remaining
Completed 237.4 MiB/522.1 MiB (116.4 MiB/s) with 17 file(s) remaining
Completed 237.6 MiB/522.1 MiB (116.5 MiB/s) with 17 file(s) remaining
Completed 237.9 MiB/522.1 MiB (116.5 MiB/s) with 17 file(s) remaining
Completed 238.1 MiB/522.1 MiB (116.6 MiB/s) with 17 file(s) remaining
Completed 238.4 MiB/522.1 MiB (116.7 MiB/s) with 17 file(s) remaining
Completed 238.6 MiB/522.1 MiB (116.8 MiB/s) with 17 file(s) remaining
Completed 238.9 MiB/522.1 MiB (116.8 MiB/s) with 17 file(s) remaining
Completed 239.1 MiB/522.1 MiB (116.9 MiB/s) with 17 file(s) remaining
Completed 239.4 MiB/522.1 MiB (116.9 MiB/s) with 17 file(s) remaining
Completed 239.6 MiB/522.1 MiB (117.0 MiB/s) with 17 file(s) remaining
Completed 239.9 MiB/522.1 MiB (117.1 MiB/s) with 17 file(s) remaining
Completed 240.1 MiB/522.1 MiB (117.1 MiB/s) with 17 file(s) remaining
Completed 240.4 MiB/522.1 MiB (117.2 MiB/s) with 17 file(s) remaining
Completed 240.6 MiB/522.1 MiB (117.3 MiB/s) with 17 file(s) remaining
Completed 240.9 MiB/522.1 MiB (117.3 MiB/s) with 17 file(s) remaining
Completed 241.1 MiB/522.1 MiB (117.4 MiB/s) with 17 file(s) remaining
Completed 241.4 MiB/522.1 MiB (117.4 MiB/s) with 17 file(s) remaining
Completed 241.6 MiB/522.1 MiB (117.5 MiB/s) with 17 file(s) remaining
Completed 241.9 MiB/522.1 MiB (117.6 MiB/s) with 17 file(s) remaining
Completed 242.1 MiB/522.1 MiB (117.7 MiB/s) with 17 file(s) remaining
Completed 242.4 MiB/522.1 MiB (117.7 MiB/s) with 17 file(s) remaining
Completed 242.6 MiB/522.1 MiB (117.8 MiB/s) with 17 file(s) remaining
Completed 242.9 MiB/522.1 MiB (117.9 MiB/s) with 17 file(s) remaining
Completed 243.1 MiB/522.1 MiB (117.9 MiB/s) with 17 file(s) remaining
Completed 243.4 MiB/522.1 MiB (118.0 MiB/s) with 17 file(s) remaining
Completed 243.6 MiB/522.1 MiB (118.1 MiB/s) with 17 file(s) remaining
Completed 243.9 MiB/522.1 MiB (118.1 MiB/s) with 17 file(s) remaining
Completed 244.1 MiB/522.1 MiB (118.2 MiB/s) with 17 file(s) remaining
Completed 244.4 MiB/522.1 MiB (118.3 MiB/s) with 17 file(s) remaining
Completed 244.6 MiB/522.1 MiB (118.3 MiB/s) with 17 file(s) remaining
Completed 244.9 MiB/522.1 MiB (118.4 MiB/s) with 17 file(s) remaining
Completed 245.1 MiB/522.1 MiB (118.5 MiB/s) with 17 file(s) remaining
Completed 245.4 MiB/522.1 MiB (118.5 MiB/s) with 17 file(s) remaining
Completed 245.6 MiB/522.1 MiB (118.6 MiB/s) with 17 file(s) remaining
Completed 245.9 MiB/522.1 MiB (118.7 MiB/s) with 17 file(s) remaining
Completed 246.1 MiB/522.1 MiB (118.8 MiB/s) with 17 file(s) remaining
Completed 246.4 MiB/522.1 MiB (118.9 MiB/s) with 17 file(s) remaining
Completed 246.6 MiB/522.1 MiB (118.9 MiB/s) with 17 file(s) remaining
Completed 246.9 MiB/522.1 MiB (118.9 MiB/s) with 17 file(s) remaining
Completed 247.1 MiB/522.1 MiB (119.0 MiB/s) with 17 file(s) remaining
Completed 247.4 MiB/522.1 MiB (119.1 MiB/s) with 17 file(s) remaining
Completed 247.6 MiB/522.1 MiB (119.1 MiB/s) with 17 file(s) remaining
Completed 247.9 MiB/522.1 MiB (119.2 MiB/s) with 17 file(s) remaining
Completed 248.1 MiB/522.1 MiB (119.3 MiB/s) with 17 file(s) remaining
Completed 248.4 MiB/522.1 MiB (119.4 MiB/s) with 17 file(s) remaining
Completed 248.6 MiB/522.1 MiB (119.5 MiB/s) with 17 file(s) remaining
Completed 248.9 MiB/522.1 MiB (119.4 MiB/s) with 17 file(s) remaining
Completed 249.1 MiB/522.1 MiB (119.5 MiB/s) with 17 file(s) remaining
Completed 249.4 MiB/522.1 MiB (119.5 MiB/s) with 17 file(s) remaining
Completed 249.6 MiB/522.1 MiB (119.6 MiB/s) with 17 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-07/ses-1/patterns/sub-07_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-07/ses-1/patterns/sub-07_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 249.6 MiB/522.1 MiB (119.6 MiB/s) with 16 file(s) remaining
Completed 249.9 MiB/522.1 MiB (119.6 MiB/s) with 16 file(s) remaining
Completed 250.1 MiB/522.1 MiB (119.7 MiB/s) with 16 file(s) remaining
Completed 250.4 MiB/522.1 MiB (119.7 MiB/s) with 16 file(s) remaining
Completed 250.6 MiB/522.1 MiB (119.8 MiB/s) with 16 file(s) remaining
Completed 250.9 MiB/522.1 MiB (119.9 MiB/s) with 16 file(s) remaining
Completed 251.1 MiB/522.1 MiB (119.9 MiB/s) with 16 file(s) remaining
Completed 251.4 MiB/522.1 MiB (120.0 MiB/s) with 16 file(s) remaining
Completed 251.6 MiB/522.1 MiB (120.1 MiB/s) with 16 file(s) remaining
Completed 251.9 MiB/522.1 MiB (120.2 MiB/s) with 16 file(s) remaining
Completed 252.1 MiB/522.1 MiB (120.2 MiB/s) with 16 file(s) remaining
Completed 252.4 MiB/522.1 MiB (120.3 MiB/s) with 16 file(s) remaining
Completed 252.6 MiB/522.1 MiB (120.4 MiB/s) with 16 file(s) remaining
Completed 252.9 MiB/522.1 MiB (120.3 MiB/s) with 16 file(s) remaining
Completed 253.1 MiB/522.1 MiB (120.4 MiB/s) with 16 file(s) remaining
Completed 253.4 MiB/522.1 MiB (120.4 MiB/s) with 16 file(s) remaining
Completed 253.6 MiB/522.1 MiB (120.5 MiB/s) with 16 file(s) remaining
Completed 253.9 MiB/522.1 MiB (120.6 MiB/s) with 16 file(s) remaining
Completed 254.1 MiB/522.1 MiB (120.6 MiB/s) with 16 file(s) remaining
Completed 254.4 MiB/522.1 MiB (120.7 MiB/s) with 16 file(s) remaining
Completed 254.6 MiB/522.1 MiB (120.7 MiB/s) with 16 file(s) remaining
Completed 254.9 MiB/522.1 MiB (120.7 MiB/s) with 16 file(s) remaining
Completed 255.1 MiB/522.1 MiB (120.8 MiB/s) with 16 file(s) remaining
Completed 255.4 MiB/522.1 MiB (120.9 MiB/s) with 16 file(s) remaining
Completed 255.6 MiB/522.1 MiB (120.9 MiB/s) with 16 file(s) remaining
Completed 255.9 MiB/522.1 MiB (120.9 MiB/s) with 16 file(s) remaining
Completed 256.1 MiB/522.1 MiB (120.9 MiB/s) with 16 file(s) remaining
Completed 256.4 MiB/522.1 MiB (121.0 MiB/s) with 16 file(s) remaining
Completed 256.6 MiB/522.1 MiB (121.0 MiB/s) with 16 file(s) remaining
Completed 256.9 MiB/522.1 MiB (121.1 MiB/s) with 16 file(s) remaining
Completed 257.1 MiB/522.1 MiB (121.2 MiB/s) with 16 file(s) remaining
Completed 257.3 MiB/522.1 MiB (121.2 MiB/s) with 16 file(s) remaining
Completed 257.6 MiB/522.1 MiB (120.9 MiB/s) with 16 file(s) remaining
Completed 257.8 MiB/522.1 MiB (121.0 MiB/s) with 16 file(s) remaining
Completed 258.1 MiB/522.1 MiB (121.0 MiB/s) with 16 file(s) remaining
Completed 258.3 MiB/522.1 MiB (121.1 MiB/s) with 16 file(s) remaining
Completed 258.6 MiB/522.1 MiB (121.1 MiB/s) with 16 file(s) remaining
Completed 258.8 MiB/522.1 MiB (121.2 MiB/s) with 16 file(s) remaining
Completed 259.1 MiB/522.1 MiB (121.2 MiB/s) with 16 file(s) remaining
Completed 259.3 MiB/522.1 MiB (121.3 MiB/s) with 16 file(s) remaining
Completed 259.6 MiB/522.1 MiB (121.3 MiB/s) with 16 file(s) remaining
Completed 259.8 MiB/522.1 MiB (121.4 MiB/s) with 16 file(s) remaining
Completed 260.1 MiB/522.1 MiB (121.5 MiB/s) with 16 file(s) remaining
Completed 260.3 MiB/522.1 MiB (121.5 MiB/s) with 16 file(s) remaining
Completed 260.6 MiB/522.1 MiB (121.6 MiB/s) with 16 file(s) remaining
Completed 260.8 MiB/522.1 MiB (121.5 MiB/s) with 16 file(s) remaining
Completed 261.1 MiB/522.1 MiB (121.6 MiB/s) with 16 file(s) remaining
Completed 261.3 MiB/522.1 MiB (121.5 MiB/s) with 16 file(s) remaining
Completed 261.6 MiB/522.1 MiB (121.6 MiB/s) with 16 file(s) remaining
Completed 261.8 MiB/522.1 MiB (121.5 MiB/s) with 16 file(s) remaining
Completed 262.1 MiB/522.1 MiB (121.6 MiB/s) with 16 file(s) remaining
Completed 262.3 MiB/522.1 MiB (121.6 MiB/s) with 16 file(s) remaining
Completed 262.6 MiB/522.1 MiB (121.7 MiB/s) with 16 file(s) remaining
Completed 262.8 MiB/522.1 MiB (121.7 MiB/s) with 16 file(s) remaining
Completed 263.1 MiB/522.1 MiB (121.7 MiB/s) with 16 file(s) remaining
Completed 263.3 MiB/522.1 MiB (121.8 MiB/s) with 16 file(s) remaining
Completed 263.6 MiB/522.1 MiB (121.9 MiB/s) with 16 file(s) remaining
Completed 263.8 MiB/522.1 MiB (121.9 MiB/s) with 16 file(s) remaining
Completed 264.1 MiB/522.1 MiB (122.0 MiB/s) with 16 file(s) remaining
Completed 264.3 MiB/522.1 MiB (122.1 MiB/s) with 16 file(s) remaining
Completed 264.6 MiB/522.1 MiB (122.2 MiB/s) with 16 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-08/ses-1/patterns/sub-08_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-08/ses-1/patterns/sub-08_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 264.6 MiB/522.1 MiB (122.2 MiB/s) with 15 file(s) remaining
Completed 264.8 MiB/522.1 MiB (122.2 MiB/s) with 15 file(s) remaining
Completed 265.1 MiB/522.1 MiB (122.2 MiB/s) with 15 file(s) remaining
Completed 265.3 MiB/522.1 MiB (122.2 MiB/s) with 15 file(s) remaining
Completed 265.6 MiB/522.1 MiB (122.2 MiB/s) with 15 file(s) remaining
Completed 265.8 MiB/522.1 MiB (122.3 MiB/s) with 15 file(s) remaining
Completed 266.1 MiB/522.1 MiB (122.4 MiB/s) with 15 file(s) remaining
Completed 266.3 MiB/522.1 MiB (122.4 MiB/s) with 15 file(s) remaining
Completed 266.6 MiB/522.1 MiB (122.5 MiB/s) with 15 file(s) remaining
Completed 266.8 MiB/522.1 MiB (122.6 MiB/s) with 15 file(s) remaining
Completed 267.1 MiB/522.1 MiB (122.6 MiB/s) with 15 file(s) remaining
Completed 267.3 MiB/522.1 MiB (122.7 MiB/s) with 15 file(s) remaining
Completed 267.6 MiB/522.1 MiB (122.8 MiB/s) with 15 file(s) remaining
Completed 267.8 MiB/522.1 MiB (122.8 MiB/s) with 15 file(s) remaining
Completed 268.1 MiB/522.1 MiB (122.7 MiB/s) with 15 file(s) remaining
Completed 268.3 MiB/522.1 MiB (122.8 MiB/s) with 15 file(s) remaining
Completed 268.6 MiB/522.1 MiB (122.9 MiB/s) with 15 file(s) remaining
Completed 268.8 MiB/522.1 MiB (122.9 MiB/s) with 15 file(s) remaining
Completed 269.1 MiB/522.1 MiB (123.0 MiB/s) with 15 file(s) remaining
Completed 269.3 MiB/522.1 MiB (122.9 MiB/s) with 15 file(s) remaining
Completed 269.6 MiB/522.1 MiB (122.9 MiB/s) with 15 file(s) remaining
Completed 269.8 MiB/522.1 MiB (123.0 MiB/s) with 15 file(s) remaining
Completed 270.1 MiB/522.1 MiB (123.0 MiB/s) with 15 file(s) remaining
Completed 270.3 MiB/522.1 MiB (123.1 MiB/s) with 15 file(s) remaining
Completed 270.6 MiB/522.1 MiB (123.2 MiB/s) with 15 file(s) remaining
Completed 270.8 MiB/522.1 MiB (123.3 MiB/s) with 15 file(s) remaining
Completed 271.1 MiB/522.1 MiB (123.3 MiB/s) with 15 file(s) remaining
Completed 271.3 MiB/522.1 MiB (123.4 MiB/s) with 15 file(s) remaining
Completed 271.6 MiB/522.1 MiB (123.5 MiB/s) with 15 file(s) remaining
Completed 271.8 MiB/522.1 MiB (123.5 MiB/s) with 15 file(s) remaining
Completed 272.1 MiB/522.1 MiB (123.6 MiB/s) with 15 file(s) remaining
Completed 272.3 MiB/522.1 MiB (123.6 MiB/s) with 15 file(s) remaining
Completed 272.6 MiB/522.1 MiB (123.7 MiB/s) with 15 file(s) remaining
Completed 272.6 MiB/522.1 MiB (123.7 MiB/s) with 15 file(s) remaining
Completed 272.7 MiB/522.1 MiB (123.6 MiB/s) with 15 file(s) remaining
Completed 273.0 MiB/522.1 MiB (123.5 MiB/s) with 15 file(s) remaining
Completed 273.2 MiB/522.1 MiB (123.6 MiB/s) with 15 file(s) remaining
Completed 273.5 MiB/522.1 MiB (123.7 MiB/s) with 15 file(s) remaining
Completed 273.7 MiB/522.1 MiB (123.8 MiB/s) with 15 file(s) remaining
Completed 274.0 MiB/522.1 MiB (123.8 MiB/s) with 15 file(s) remaining
Completed 274.2 MiB/522.1 MiB (123.9 MiB/s) with 15 file(s) remaining
Completed 274.5 MiB/522.1 MiB (124.0 MiB/s) with 15 file(s) remaining
Completed 274.7 MiB/522.1 MiB (124.0 MiB/s) with 15 file(s) remaining
Completed 275.0 MiB/522.1 MiB (124.1 MiB/s) with 15 file(s) remaining
Completed 275.2 MiB/522.1 MiB (124.1 MiB/s) with 15 file(s) remaining
Completed 275.5 MiB/522.1 MiB (124.2 MiB/s) with 15 file(s) remaining
Completed 275.7 MiB/522.1 MiB (124.2 MiB/s) with 15 file(s) remaining
Completed 276.0 MiB/522.1 MiB (124.3 MiB/s) with 15 file(s) remaining
Completed 276.2 MiB/522.1 MiB (124.4 MiB/s) with 15 file(s) remaining
Completed 276.5 MiB/522.1 MiB (124.5 MiB/s) with 15 file(s) remaining
Completed 276.7 MiB/522.1 MiB (124.2 MiB/s) with 15 file(s) remaining
Completed 277.0 MiB/522.1 MiB (124.2 MiB/s) with 15 file(s) remaining
Completed 277.2 MiB/522.1 MiB (124.3 MiB/s) with 15 file(s) remaining
Completed 277.5 MiB/522.1 MiB (124.4 MiB/s) with 15 file(s) remaining
Completed 277.7 MiB/522.1 MiB (124.2 MiB/s) with 15 file(s) remaining
Completed 278.0 MiB/522.1 MiB (124.3 MiB/s) with 15 file(s) remaining
Completed 278.2 MiB/522.1 MiB (124.3 MiB/s) with 15 file(s) remaining
Completed 278.5 MiB/522.1 MiB (124.3 MiB/s) with 15 file(s) remaining
Completed 278.7 MiB/522.1 MiB (124.3 MiB/s) with 15 file(s) remaining
Completed 279.0 MiB/522.1 MiB (124.4 MiB/s) with 15 file(s) remaining
Completed 279.2 MiB/522.1 MiB (124.5 MiB/s) with 15 file(s) remaining
Completed 279.5 MiB/522.1 MiB (124.5 MiB/s) with 15 file(s) remaining
Completed 279.7 MiB/522.1 MiB (124.6 MiB/s) with 15 file(s) remaining
Completed 280.0 MiB/522.1 MiB (124.6 MiB/s) with 15 file(s) remaining
Completed 280.2 MiB/522.1 MiB (124.7 MiB/s) with 15 file(s) remaining
Completed 280.5 MiB/522.1 MiB (124.8 MiB/s) with 15 file(s) remaining
Completed 280.7 MiB/522.1 MiB (124.9 MiB/s) with 15 file(s) remaining
Completed 281.0 MiB/522.1 MiB (124.9 MiB/s) with 15 file(s) remaining
Completed 281.2 MiB/522.1 MiB (125.0 MiB/s) with 15 file(s) remaining
Completed 281.4 MiB/522.1 MiB (125.0 MiB/s) with 15 file(s) remaining
Completed 281.6 MiB/522.1 MiB (125.0 MiB/s) with 15 file(s) remaining
Completed 281.9 MiB/522.1 MiB (125.1 MiB/s) with 15 file(s) remaining
Completed 282.1 MiB/522.1 MiB (125.2 MiB/s) with 15 file(s) remaining
Completed 282.4 MiB/522.1 MiB (125.2 MiB/s) with 15 file(s) remaining
Completed 282.6 MiB/522.1 MiB (125.3 MiB/s) with 15 file(s) remaining
Completed 282.9 MiB/522.1 MiB (125.4 MiB/s) with 15 file(s) remaining
Completed 283.1 MiB/522.1 MiB (125.4 MiB/s) with 15 file(s) remaining
Completed 283.4 MiB/522.1 MiB (125.5 MiB/s) with 15 file(s) remaining
Completed 283.6 MiB/522.1 MiB (125.5 MiB/s) with 15 file(s) remaining
Completed 283.9 MiB/522.1 MiB (125.6 MiB/s) with 15 file(s) remaining
Completed 284.1 MiB/522.1 MiB (125.7 MiB/s) with 15 file(s) remaining
Completed 284.4 MiB/522.1 MiB (125.8 MiB/s) with 15 file(s) remaining
Completed 284.6 MiB/522.1 MiB (125.8 MiB/s) with 15 file(s) remaining
Completed 284.9 MiB/522.1 MiB (125.9 MiB/s) with 15 file(s) remaining
Completed 285.1 MiB/522.1 MiB (126.0 MiB/s) with 15 file(s) remaining
Completed 285.4 MiB/522.1 MiB (126.0 MiB/s) with 15 file(s) remaining
Completed 285.6 MiB/522.1 MiB (126.1 MiB/s) with 15 file(s) remaining
Completed 285.9 MiB/522.1 MiB (126.2 MiB/s) with 15 file(s) remaining
Completed 286.1 MiB/522.1 MiB (126.2 MiB/s) with 15 file(s) remaining
Completed 286.4 MiB/522.1 MiB (126.3 MiB/s) with 15 file(s) remaining
Completed 286.6 MiB/522.1 MiB (126.4 MiB/s) with 15 file(s) remaining
Completed 286.9 MiB/522.1 MiB (126.4 MiB/s) with 15 file(s) remaining
Completed 287.1 MiB/522.1 MiB (126.5 MiB/s) with 15 file(s) remaining
Completed 287.4 MiB/522.1 MiB (126.3 MiB/s) with 15 file(s) remaining
Completed 287.6 MiB/522.1 MiB (126.4 MiB/s) with 15 file(s) remaining
Completed 287.9 MiB/522.1 MiB (126.5 MiB/s) with 15 file(s) remaining
Completed 288.1 MiB/522.1 MiB (126.4 MiB/s) with 15 file(s) remaining
Completed 288.4 MiB/522.1 MiB (126.5 MiB/s) with 15 file(s) remaining
Completed 288.6 MiB/522.1 MiB (126.4 MiB/s) with 15 file(s) remaining
Completed 288.9 MiB/522.1 MiB (126.4 MiB/s) with 15 file(s) remaining
Completed 289.1 MiB/522.1 MiB (126.4 MiB/s) with 15 file(s) remaining
Completed 289.4 MiB/522.1 MiB (126.4 MiB/s) with 15 file(s) remaining
Completed 289.6 MiB/522.1 MiB (126.4 MiB/s) with 15 file(s) remaining
Completed 289.9 MiB/522.1 MiB (126.5 MiB/s) with 15 file(s) remaining
Completed 290.1 MiB/522.1 MiB (126.5 MiB/s) with 15 file(s) remaining
Completed 290.4 MiB/522.1 MiB (126.5 MiB/s) with 15 file(s) remaining
Completed 290.6 MiB/522.1 MiB (126.6 MiB/s) with 15 file(s) remaining
Completed 290.9 MiB/522.1 MiB (126.6 MiB/s) with 15 file(s) remaining
Completed 291.1 MiB/522.1 MiB (126.6 MiB/s) with 15 file(s) remaining
Completed 291.4 MiB/522.1 MiB (126.7 MiB/s) with 15 file(s) remaining
Completed 291.6 MiB/522.1 MiB (126.7 MiB/s) with 15 file(s) remaining
Completed 291.9 MiB/522.1 MiB (126.7 MiB/s) with 15 file(s) remaining
Completed 292.1 MiB/522.1 MiB (126.7 MiB/s) with 15 file(s) remaining
Completed 292.4 MiB/522.1 MiB (126.8 MiB/s) with 15 file(s) remaining
Completed 292.6 MiB/522.1 MiB (126.8 MiB/s) with 15 file(s) remaining
Completed 292.9 MiB/522.1 MiB (126.9 MiB/s) with 15 file(s) remaining
Completed 293.1 MiB/522.1 MiB (127.0 MiB/s) with 15 file(s) remaining
Completed 293.4 MiB/522.1 MiB (126.9 MiB/s) with 15 file(s) remaining
Completed 293.6 MiB/522.1 MiB (127.0 MiB/s) with 15 file(s) remaining
Completed 293.9 MiB/522.1 MiB (127.1 MiB/s) with 15 file(s) remaining
Completed 294.1 MiB/522.1 MiB (127.1 MiB/s) with 15 file(s) remaining
Completed 294.4 MiB/522.1 MiB (127.2 MiB/s) with 15 file(s) remaining
Completed 294.6 MiB/522.1 MiB (127.3 MiB/s) with 15 file(s) remaining
Completed 294.9 MiB/522.1 MiB (127.3 MiB/s) with 15 file(s) remaining
Completed 295.1 MiB/522.1 MiB (127.4 MiB/s) with 15 file(s) remaining
Completed 295.4 MiB/522.1 MiB (127.5 MiB/s) with 15 file(s) remaining
Completed 295.6 MiB/522.1 MiB (127.6 MiB/s) with 15 file(s) remaining
Completed 295.9 MiB/522.1 MiB (127.6 MiB/s) with 15 file(s) remaining
Completed 296.1 MiB/522.1 MiB (127.7 MiB/s) with 15 file(s) remaining
Completed 296.4 MiB/522.1 MiB (127.7 MiB/s) with 15 file(s) remaining
Completed 296.6 MiB/522.1 MiB (127.6 MiB/s) with 15 file(s) remaining
Completed 296.9 MiB/522.1 MiB (127.7 MiB/s) with 15 file(s) remaining
Completed 297.1 MiB/522.1 MiB (127.8 MiB/s) with 15 file(s) remaining
Completed 297.4 MiB/522.1 MiB (127.8 MiB/s) with 15 file(s) remaining
Completed 297.6 MiB/522.1 MiB (127.8 MiB/s) with 15 file(s) remaining
Completed 297.9 MiB/522.1 MiB (127.8 MiB/s) with 15 file(s) remaining
Completed 298.1 MiB/522.1 MiB (127.9 MiB/s) with 15 file(s) remaining
Completed 298.4 MiB/522.1 MiB (128.0 MiB/s) with 15 file(s) remaining
Completed 298.6 MiB/522.1 MiB (128.0 MiB/s) with 15 file(s) remaining
Completed 298.9 MiB/522.1 MiB (128.1 MiB/s) with 15 file(s) remaining
Completed 299.1 MiB/522.1 MiB (128.2 MiB/s) with 15 file(s) remaining
Completed 299.4 MiB/522.1 MiB (128.2 MiB/s) with 15 file(s) remaining
Completed 299.6 MiB/522.1 MiB (128.3 MiB/s) with 15 file(s) remaining
Completed 299.9 MiB/522.1 MiB (128.3 MiB/s) with 15 file(s) remaining
Completed 300.1 MiB/522.1 MiB (128.4 MiB/s) with 15 file(s) remaining
Completed 300.4 MiB/522.1 MiB (128.4 MiB/s) with 15 file(s) remaining
Completed 300.6 MiB/522.1 MiB (128.5 MiB/s) with 15 file(s) remaining
Completed 300.9 MiB/522.1 MiB (128.5 MiB/s) with 15 file(s) remaining
Completed 301.1 MiB/522.1 MiB (128.6 MiB/s) with 15 file(s) remaining
Completed 301.4 MiB/522.1 MiB (128.6 MiB/s) with 15 file(s) remaining
Completed 301.6 MiB/522.1 MiB (128.7 MiB/s) with 15 file(s) remaining
Completed 301.9 MiB/522.1 MiB (128.8 MiB/s) with 15 file(s) remaining
Completed 302.1 MiB/522.1 MiB (128.8 MiB/s) with 15 file(s) remaining
Completed 302.4 MiB/522.1 MiB (128.8 MiB/s) with 15 file(s) remaining
Completed 302.6 MiB/522.1 MiB (128.9 MiB/s) with 15 file(s) remaining
Completed 302.9 MiB/522.1 MiB (129.0 MiB/s) with 15 file(s) remaining
Completed 303.1 MiB/522.1 MiB (128.9 MiB/s) with 15 file(s) remaining
Completed 303.4 MiB/522.1 MiB (129.0 MiB/s) with 15 file(s) remaining
Completed 303.6 MiB/522.1 MiB (128.9 MiB/s) with 15 file(s) remaining
Completed 303.9 MiB/522.1 MiB (129.0 MiB/s) with 15 file(s) remaining
Completed 304.1 MiB/522.1 MiB (129.1 MiB/s) with 15 file(s) remaining
Completed 304.4 MiB/522.1 MiB (129.1 MiB/s) with 15 file(s) remaining
Completed 304.6 MiB/522.1 MiB (129.2 MiB/s) with 15 file(s) remaining
Completed 304.9 MiB/522.1 MiB (129.2 MiB/s) with 15 file(s) remaining
Completed 305.1 MiB/522.1 MiB (129.2 MiB/s) with 15 file(s) remaining
Completed 305.4 MiB/522.1 MiB (129.3 MiB/s) with 15 file(s) remaining
Completed 305.6 MiB/522.1 MiB (129.4 MiB/s) with 15 file(s) remaining
Completed 305.9 MiB/522.1 MiB (129.4 MiB/s) with 15 file(s) remaining
Completed 306.1 MiB/522.1 MiB (129.5 MiB/s) with 15 file(s) remaining
Completed 306.4 MiB/522.1 MiB (129.6 MiB/s) with 15 file(s) remaining
Completed 306.6 MiB/522.1 MiB (129.7 MiB/s) with 15 file(s) remaining
Completed 306.9 MiB/522.1 MiB (129.7 MiB/s) with 15 file(s) remaining
Completed 307.1 MiB/522.1 MiB (129.8 MiB/s) with 15 file(s) remaining
Completed 307.4 MiB/522.1 MiB (129.9 MiB/s) with 15 file(s) remaining
Completed 307.6 MiB/522.1 MiB (129.9 MiB/s) with 15 file(s) remaining
Completed 307.9 MiB/522.1 MiB (130.0 MiB/s) with 15 file(s) remaining
Completed 308.1 MiB/522.1 MiB (130.1 MiB/s) with 15 file(s) remaining
Completed 308.4 MiB/522.1 MiB (130.2 MiB/s) with 15 file(s) remaining
Completed 308.6 MiB/522.1 MiB (130.2 MiB/s) with 15 file(s) remaining
Completed 308.9 MiB/522.1 MiB (130.3 MiB/s) with 15 file(s) remaining
Completed 309.1 MiB/522.1 MiB (130.4 MiB/s) with 15 file(s) remaining
Completed 309.4 MiB/522.1 MiB (130.4 MiB/s) with 15 file(s) remaining
Completed 309.6 MiB/522.1 MiB (130.5 MiB/s) with 15 file(s) remaining
Completed 309.9 MiB/522.1 MiB (130.4 MiB/s) with 15 file(s) remaining
Completed 310.1 MiB/522.1 MiB (130.5 MiB/s) with 15 file(s) remaining
Completed 310.4 MiB/522.1 MiB (130.5 MiB/s) with 15 file(s) remaining
Completed 310.6 MiB/522.1 MiB (130.6 MiB/s) with 15 file(s) remaining
Completed 310.9 MiB/522.1 MiB (130.7 MiB/s) with 15 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-09/ses-1/patterns/sub-09_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-09/ses-1/patterns/sub-09_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 310.9 MiB/522.1 MiB (130.7 MiB/s) with 14 file(s) remaining
Completed 311.1 MiB/522.1 MiB (130.6 MiB/s) with 14 file(s) remaining
Completed 311.4 MiB/522.1 MiB (130.7 MiB/s) with 14 file(s) remaining
Completed 311.6 MiB/522.1 MiB (130.8 MiB/s) with 14 file(s) remaining
Completed 311.9 MiB/522.1 MiB (130.8 MiB/s) with 14 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-08/ses-1/patterns/sub-08_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-08/ses-1/patterns/sub-08_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 311.9 MiB/522.1 MiB (130.8 MiB/s) with 13 file(s) remaining
Completed 312.1 MiB/522.1 MiB (130.9 MiB/s) with 13 file(s) remaining
Completed 312.4 MiB/522.1 MiB (130.9 MiB/s) with 13 file(s) remaining
Completed 312.6 MiB/522.1 MiB (130.9 MiB/s) with 13 file(s) remaining
Completed 312.9 MiB/522.1 MiB (131.0 MiB/s) with 13 file(s) remaining
Completed 313.1 MiB/522.1 MiB (131.1 MiB/s) with 13 file(s) remaining
Completed 313.4 MiB/522.1 MiB (131.1 MiB/s) with 13 file(s) remaining
Completed 313.6 MiB/522.1 MiB (131.2 MiB/s) with 13 file(s) remaining
Completed 313.9 MiB/522.1 MiB (131.2 MiB/s) with 13 file(s) remaining
Completed 314.1 MiB/522.1 MiB (131.3 MiB/s) with 13 file(s) remaining
Completed 314.4 MiB/522.1 MiB (131.0 MiB/s) with 13 file(s) remaining
Completed 314.6 MiB/522.1 MiB (131.1 MiB/s) with 13 file(s) remaining
Completed 314.9 MiB/522.1 MiB (131.2 MiB/s) with 13 file(s) remaining
Completed 315.1 MiB/522.1 MiB (131.2 MiB/s) with 13 file(s) remaining
Completed 315.4 MiB/522.1 MiB (131.3 MiB/s) with 13 file(s) remaining
Completed 315.6 MiB/522.1 MiB (131.3 MiB/s) with 13 file(s) remaining
Completed 315.9 MiB/522.1 MiB (131.3 MiB/s) with 13 file(s) remaining
Completed 316.1 MiB/522.1 MiB (131.4 MiB/s) with 13 file(s) remaining
Completed 316.4 MiB/522.1 MiB (131.5 MiB/s) with 13 file(s) remaining
Completed 316.6 MiB/522.1 MiB (131.5 MiB/s) with 13 file(s) remaining
Completed 316.9 MiB/522.1 MiB (131.5 MiB/s) with 13 file(s) remaining
Completed 317.1 MiB/522.1 MiB (131.5 MiB/s) with 13 file(s) remaining
Completed 317.4 MiB/522.1 MiB (131.6 MiB/s) with 13 file(s) remaining
Completed 317.6 MiB/522.1 MiB (131.7 MiB/s) with 13 file(s) remaining
Completed 317.9 MiB/522.1 MiB (131.7 MiB/s) with 13 file(s) remaining
Completed 318.1 MiB/522.1 MiB (131.8 MiB/s) with 13 file(s) remaining
Completed 318.4 MiB/522.1 MiB (131.9 MiB/s) with 13 file(s) remaining
Completed 318.6 MiB/522.1 MiB (131.9 MiB/s) with 13 file(s) remaining
Completed 318.9 MiB/522.1 MiB (131.8 MiB/s) with 13 file(s) remaining
Completed 319.1 MiB/522.1 MiB (131.9 MiB/s) with 13 file(s) remaining
Completed 319.4 MiB/522.1 MiB (131.9 MiB/s) with 13 file(s) remaining
Completed 319.6 MiB/522.1 MiB (132.0 MiB/s) with 13 file(s) remaining
Completed 319.9 MiB/522.1 MiB (132.0 MiB/s) with 13 file(s) remaining
Completed 320.1 MiB/522.1 MiB (132.0 MiB/s) with 13 file(s) remaining
Completed 320.4 MiB/522.1 MiB (132.1 MiB/s) with 13 file(s) remaining
Completed 320.6 MiB/522.1 MiB (132.1 MiB/s) with 13 file(s) remaining
Completed 320.9 MiB/522.1 MiB (132.1 MiB/s) with 13 file(s) remaining
Completed 321.1 MiB/522.1 MiB (132.2 MiB/s) with 13 file(s) remaining
Completed 321.4 MiB/522.1 MiB (132.2 MiB/s) with 13 file(s) remaining
Completed 321.6 MiB/522.1 MiB (132.3 MiB/s) with 13 file(s) remaining
Completed 321.9 MiB/522.1 MiB (132.3 MiB/s) with 13 file(s) remaining
Completed 322.1 MiB/522.1 MiB (132.4 MiB/s) with 13 file(s) remaining
Completed 322.4 MiB/522.1 MiB (132.5 MiB/s) with 13 file(s) remaining
Completed 322.6 MiB/522.1 MiB (132.5 MiB/s) with 13 file(s) remaining
Completed 322.9 MiB/522.1 MiB (132.6 MiB/s) with 13 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-09/ses-1/patterns/sub-09_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-09/ses-1/patterns/sub-09_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 322.9 MiB/522.1 MiB (132.6 MiB/s) with 12 file(s) remaining
Completed 323.1 MiB/522.1 MiB (132.5 MiB/s) with 12 file(s) remaining
Completed 323.4 MiB/522.1 MiB (132.6 MiB/s) with 12 file(s) remaining
Completed 323.6 MiB/522.1 MiB (132.6 MiB/s) with 12 file(s) remaining
Completed 323.9 MiB/522.1 MiB (132.7 MiB/s) with 12 file(s) remaining
Completed 324.1 MiB/522.1 MiB (132.7 MiB/s) with 12 file(s) remaining
Completed 324.4 MiB/522.1 MiB (132.8 MiB/s) with 12 file(s) remaining
Completed 324.6 MiB/522.1 MiB (132.8 MiB/s) with 12 file(s) remaining
Completed 324.9 MiB/522.1 MiB (132.9 MiB/s) with 12 file(s) remaining
Completed 325.1 MiB/522.1 MiB (132.8 MiB/s) with 12 file(s) remaining
Completed 325.4 MiB/522.1 MiB (132.8 MiB/s) with 12 file(s) remaining
Completed 325.6 MiB/522.1 MiB (132.8 MiB/s) with 12 file(s) remaining
Completed 325.9 MiB/522.1 MiB (132.9 MiB/s) with 12 file(s) remaining
Completed 326.1 MiB/522.1 MiB (132.9 MiB/s) with 12 file(s) remaining
Completed 326.4 MiB/522.1 MiB (133.0 MiB/s) with 12 file(s) remaining
Completed 326.6 MiB/522.1 MiB (133.0 MiB/s) with 12 file(s) remaining
Completed 326.9 MiB/522.1 MiB (133.1 MiB/s) with 12 file(s) remaining
Completed 327.1 MiB/522.1 MiB (133.1 MiB/s) with 12 file(s) remaining
Completed 327.4 MiB/522.1 MiB (133.2 MiB/s) with 12 file(s) remaining
Completed 327.6 MiB/522.1 MiB (133.2 MiB/s) with 12 file(s) remaining
Completed 327.9 MiB/522.1 MiB (133.3 MiB/s) with 12 file(s) remaining
Completed 328.1 MiB/522.1 MiB (133.3 MiB/s) with 12 file(s) remaining
Completed 328.4 MiB/522.1 MiB (133.3 MiB/s) with 12 file(s) remaining
Completed 328.6 MiB/522.1 MiB (133.4 MiB/s) with 12 file(s) remaining
Completed 328.9 MiB/522.1 MiB (133.4 MiB/s) with 12 file(s) remaining
Completed 329.1 MiB/522.1 MiB (133.5 MiB/s) with 12 file(s) remaining
Completed 329.4 MiB/522.1 MiB (133.5 MiB/s) with 12 file(s) remaining
Completed 329.6 MiB/522.1 MiB (133.6 MiB/s) with 12 file(s) remaining
Completed 329.9 MiB/522.1 MiB (133.6 MiB/s) with 12 file(s) remaining
Completed 330.1 MiB/522.1 MiB (133.6 MiB/s) with 12 file(s) remaining
Completed 330.4 MiB/522.1 MiB (133.7 MiB/s) with 12 file(s) remaining
Completed 330.6 MiB/522.1 MiB (133.7 MiB/s) with 12 file(s) remaining
Completed 330.9 MiB/522.1 MiB (133.8 MiB/s) with 12 file(s) remaining
Completed 331.1 MiB/522.1 MiB (133.8 MiB/s) with 12 file(s) remaining
Completed 331.4 MiB/522.1 MiB (133.8 MiB/s) with 12 file(s) remaining
Completed 331.6 MiB/522.1 MiB (133.8 MiB/s) with 12 file(s) remaining
Completed 331.9 MiB/522.1 MiB (133.8 MiB/s) with 12 file(s) remaining
Completed 332.1 MiB/522.1 MiB (133.9 MiB/s) with 12 file(s) remaining
Completed 332.4 MiB/522.1 MiB (133.9 MiB/s) with 12 file(s) remaining
Completed 332.6 MiB/522.1 MiB (134.0 MiB/s) with 12 file(s) remaining
Completed 332.9 MiB/522.1 MiB (134.1 MiB/s) with 12 file(s) remaining
Completed 333.1 MiB/522.1 MiB (134.1 MiB/s) with 12 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-10/ses-1/patterns/sub-10_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-10/ses-1/patterns/sub-10_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 333.1 MiB/522.1 MiB (134.1 MiB/s) with 11 file(s) remaining
Completed 333.4 MiB/522.1 MiB (134.1 MiB/s) with 11 file(s) remaining
Completed 333.6 MiB/522.1 MiB (134.1 MiB/s) with 11 file(s) remaining
Completed 333.9 MiB/522.1 MiB (134.1 MiB/s) with 11 file(s) remaining
Completed 334.1 MiB/522.1 MiB (134.2 MiB/s) with 11 file(s) remaining
Completed 334.4 MiB/522.1 MiB (134.2 MiB/s) with 11 file(s) remaining
Completed 334.6 MiB/522.1 MiB (134.3 MiB/s) with 11 file(s) remaining
Completed 334.9 MiB/522.1 MiB (134.3 MiB/s) with 11 file(s) remaining
Completed 335.1 MiB/522.1 MiB (134.2 MiB/s) with 11 file(s) remaining
Completed 335.4 MiB/522.1 MiB (134.3 MiB/s) with 11 file(s) remaining
Completed 335.6 MiB/522.1 MiB (134.3 MiB/s) with 11 file(s) remaining
Completed 335.9 MiB/522.1 MiB (134.4 MiB/s) with 11 file(s) remaining
Completed 336.1 MiB/522.1 MiB (134.2 MiB/s) with 11 file(s) remaining
Completed 336.4 MiB/522.1 MiB (134.3 MiB/s) with 11 file(s) remaining
Completed 336.6 MiB/522.1 MiB (134.3 MiB/s) with 11 file(s) remaining
Completed 336.9 MiB/522.1 MiB (134.4 MiB/s) with 11 file(s) remaining
Completed 337.1 MiB/522.1 MiB (134.3 MiB/s) with 11 file(s) remaining
Completed 337.4 MiB/522.1 MiB (134.4 MiB/s) with 11 file(s) remaining
Completed 337.6 MiB/522.1 MiB (134.4 MiB/s) with 11 file(s) remaining
Completed 337.9 MiB/522.1 MiB (134.5 MiB/s) with 11 file(s) remaining
Completed 338.1 MiB/522.1 MiB (134.3 MiB/s) with 11 file(s) remaining
Completed 338.4 MiB/522.1 MiB (134.4 MiB/s) with 11 file(s) remaining
Completed 338.6 MiB/522.1 MiB (134.5 MiB/s) with 11 file(s) remaining
Completed 338.9 MiB/522.1 MiB (134.4 MiB/s) with 11 file(s) remaining
Completed 339.1 MiB/522.1 MiB (134.5 MiB/s) with 11 file(s) remaining
Completed 339.4 MiB/522.1 MiB (134.5 MiB/s) with 11 file(s) remaining
Completed 339.6 MiB/522.1 MiB (134.6 MiB/s) with 11 file(s) remaining
Completed 339.9 MiB/522.1 MiB (134.6 MiB/s) with 11 file(s) remaining
Completed 340.1 MiB/522.1 MiB (134.6 MiB/s) with 11 file(s) remaining
Completed 340.4 MiB/522.1 MiB (134.7 MiB/s) with 11 file(s) remaining
Completed 340.6 MiB/522.1 MiB (134.8 MiB/s) with 11 file(s) remaining
Completed 340.9 MiB/522.1 MiB (134.8 MiB/s) with 11 file(s) remaining
Completed 341.1 MiB/522.1 MiB (134.8 MiB/s) with 11 file(s) remaining
Completed 341.4 MiB/522.1 MiB (134.8 MiB/s) with 11 file(s) remaining
Completed 341.6 MiB/522.1 MiB (134.9 MiB/s) with 11 file(s) remaining
Completed 341.9 MiB/522.1 MiB (134.9 MiB/s) with 11 file(s) remaining
Completed 342.1 MiB/522.1 MiB (135.0 MiB/s) with 11 file(s) remaining
Completed 342.4 MiB/522.1 MiB (135.0 MiB/s) with 11 file(s) remaining
Completed 342.6 MiB/522.1 MiB (135.0 MiB/s) with 11 file(s) remaining
Completed 342.9 MiB/522.1 MiB (135.0 MiB/s) with 11 file(s) remaining
Completed 343.1 MiB/522.1 MiB (135.1 MiB/s) with 11 file(s) remaining
Completed 343.4 MiB/522.1 MiB (135.1 MiB/s) with 11 file(s) remaining
Completed 343.6 MiB/522.1 MiB (135.1 MiB/s) with 11 file(s) remaining
Completed 343.8 MiB/522.1 MiB (135.1 MiB/s) with 11 file(s) remaining
Completed 344.0 MiB/522.1 MiB (135.0 MiB/s) with 11 file(s) remaining
Completed 344.3 MiB/522.1 MiB (135.0 MiB/s) with 11 file(s) remaining
Completed 344.5 MiB/522.1 MiB (135.1 MiB/s) with 11 file(s) remaining
Completed 344.8 MiB/522.1 MiB (135.1 MiB/s) with 11 file(s) remaining
Completed 345.0 MiB/522.1 MiB (135.2 MiB/s) with 11 file(s) remaining
Completed 345.3 MiB/522.1 MiB (135.2 MiB/s) with 11 file(s) remaining
Completed 345.5 MiB/522.1 MiB (135.2 MiB/s) with 11 file(s) remaining
Completed 345.8 MiB/522.1 MiB (135.2 MiB/s) with 11 file(s) remaining
Completed 346.0 MiB/522.1 MiB (135.3 MiB/s) with 11 file(s) remaining
Completed 346.3 MiB/522.1 MiB (135.3 MiB/s) with 11 file(s) remaining
Completed 346.5 MiB/522.1 MiB (135.4 MiB/s) with 11 file(s) remaining
Completed 346.8 MiB/522.1 MiB (135.4 MiB/s) with 11 file(s) remaining
Completed 347.0 MiB/522.1 MiB (135.5 MiB/s) with 11 file(s) remaining
Completed 347.3 MiB/522.1 MiB (135.5 MiB/s) with 11 file(s) remaining
Completed 347.5 MiB/522.1 MiB (135.6 MiB/s) with 11 file(s) remaining
Completed 347.8 MiB/522.1 MiB (135.6 MiB/s) with 11 file(s) remaining
Completed 348.0 MiB/522.1 MiB (135.5 MiB/s) with 11 file(s) remaining
Completed 348.3 MiB/522.1 MiB (135.6 MiB/s) with 11 file(s) remaining
Completed 348.5 MiB/522.1 MiB (135.7 MiB/s) with 11 file(s) remaining
Completed 348.8 MiB/522.1 MiB (135.7 MiB/s) with 11 file(s) remaining
Completed 349.0 MiB/522.1 MiB (135.7 MiB/s) with 11 file(s) remaining
Completed 349.3 MiB/522.1 MiB (135.8 MiB/s) with 11 file(s) remaining
Completed 349.5 MiB/522.1 MiB (135.8 MiB/s) with 11 file(s) remaining
Completed 349.8 MiB/522.1 MiB (135.9 MiB/s) with 11 file(s) remaining
Completed 350.0 MiB/522.1 MiB (136.0 MiB/s) with 11 file(s) remaining
Completed 350.3 MiB/522.1 MiB (136.0 MiB/s) with 11 file(s) remaining
Completed 350.5 MiB/522.1 MiB (136.1 MiB/s) with 11 file(s) remaining
Completed 350.8 MiB/522.1 MiB (136.1 MiB/s) with 11 file(s) remaining
Completed 351.0 MiB/522.1 MiB (136.1 MiB/s) with 11 file(s) remaining
Completed 351.3 MiB/522.1 MiB (136.2 MiB/s) with 11 file(s) remaining
Completed 351.5 MiB/522.1 MiB (136.2 MiB/s) with 11 file(s) remaining
Completed 351.8 MiB/522.1 MiB (136.2 MiB/s) with 11 file(s) remaining
Completed 352.0 MiB/522.1 MiB (136.3 MiB/s) with 11 file(s) remaining
Completed 352.3 MiB/522.1 MiB (136.3 MiB/s) with 11 file(s) remaining
Completed 352.5 MiB/522.1 MiB (136.4 MiB/s) with 11 file(s) remaining
Completed 352.8 MiB/522.1 MiB (136.4 MiB/s) with 11 file(s) remaining
Completed 353.0 MiB/522.1 MiB (136.4 MiB/s) with 11 file(s) remaining
Completed 353.3 MiB/522.1 MiB (136.5 MiB/s) with 11 file(s) remaining
Completed 353.5 MiB/522.1 MiB (136.5 MiB/s) with 11 file(s) remaining
Completed 353.8 MiB/522.1 MiB (136.6 MiB/s) with 11 file(s) remaining
Completed 354.0 MiB/522.1 MiB (136.6 MiB/s) with 11 file(s) remaining
Completed 354.3 MiB/522.1 MiB (136.7 MiB/s) with 11 file(s) remaining
Completed 354.5 MiB/522.1 MiB (136.7 MiB/s) with 11 file(s) remaining
Completed 354.8 MiB/522.1 MiB (136.7 MiB/s) with 11 file(s) remaining
Completed 355.0 MiB/522.1 MiB (136.8 MiB/s) with 11 file(s) remaining
Completed 355.3 MiB/522.1 MiB (136.5 MiB/s) with 11 file(s) remaining
Completed 355.5 MiB/522.1 MiB (136.5 MiB/s) with 11 file(s) remaining
Completed 355.8 MiB/522.1 MiB (136.5 MiB/s) with 11 file(s) remaining
Completed 356.0 MiB/522.1 MiB (136.6 MiB/s) with 11 file(s) remaining
Completed 356.3 MiB/522.1 MiB (136.6 MiB/s) with 11 file(s) remaining
Completed 356.5 MiB/522.1 MiB (136.7 MiB/s) with 11 file(s) remaining
Completed 356.8 MiB/522.1 MiB (136.7 MiB/s) with 11 file(s) remaining
Completed 357.0 MiB/522.1 MiB (136.8 MiB/s) with 11 file(s) remaining
Completed 357.3 MiB/522.1 MiB (136.7 MiB/s) with 11 file(s) remaining
Completed 357.5 MiB/522.1 MiB (136.7 MiB/s) with 11 file(s) remaining
Completed 357.8 MiB/522.1 MiB (136.8 MiB/s) with 11 file(s) remaining
Completed 358.0 MiB/522.1 MiB (136.8 MiB/s) with 11 file(s) remaining
Completed 358.3 MiB/522.1 MiB (136.8 MiB/s) with 11 file(s) remaining
Completed 358.5 MiB/522.1 MiB (136.9 MiB/s) with 11 file(s) remaining
Completed 358.8 MiB/522.1 MiB (136.9 MiB/s) with 11 file(s) remaining
Completed 359.0 MiB/522.1 MiB (137.0 MiB/s) with 11 file(s) remaining
Completed 359.3 MiB/522.1 MiB (137.1 MiB/s) with 11 file(s) remaining
Completed 359.5 MiB/522.1 MiB (137.1 MiB/s) with 11 file(s) remaining
Completed 359.8 MiB/522.1 MiB (137.2 MiB/s) with 11 file(s) remaining
Completed 360.0 MiB/522.1 MiB (137.3 MiB/s) with 11 file(s) remaining
Completed 360.3 MiB/522.1 MiB (137.3 MiB/s) with 11 file(s) remaining
Completed 360.5 MiB/522.1 MiB (137.3 MiB/s) with 11 file(s) remaining
Completed 360.8 MiB/522.1 MiB (137.4 MiB/s) with 11 file(s) remaining
Completed 361.0 MiB/522.1 MiB (137.4 MiB/s) with 11 file(s) remaining
Completed 361.3 MiB/522.1 MiB (137.4 MiB/s) with 11 file(s) remaining
Completed 361.5 MiB/522.1 MiB (137.4 MiB/s) with 11 file(s) remaining
Completed 361.8 MiB/522.1 MiB (137.5 MiB/s) with 11 file(s) remaining
Completed 362.0 MiB/522.1 MiB (137.5 MiB/s) with 11 file(s) remaining
Completed 362.3 MiB/522.1 MiB (137.6 MiB/s) with 11 file(s) remaining
Completed 362.5 MiB/522.1 MiB (137.6 MiB/s) with 11 file(s) remaining
Completed 362.8 MiB/522.1 MiB (137.6 MiB/s) with 11 file(s) remaining
Completed 363.0 MiB/522.1 MiB (137.6 MiB/s) with 11 file(s) remaining
Completed 363.3 MiB/522.1 MiB (137.6 MiB/s) with 11 file(s) remaining
Completed 363.5 MiB/522.1 MiB (137.6 MiB/s) with 11 file(s) remaining
Completed 363.8 MiB/522.1 MiB (137.7 MiB/s) with 11 file(s) remaining
Completed 364.0 MiB/522.1 MiB (137.7 MiB/s) with 11 file(s) remaining
Completed 364.3 MiB/522.1 MiB (137.8 MiB/s) with 11 file(s) remaining
Completed 364.5 MiB/522.1 MiB (137.9 MiB/s) with 11 file(s) remaining
Completed 364.7 MiB/522.1 MiB (137.9 MiB/s) with 11 file(s) remaining
Completed 365.0 MiB/522.1 MiB (137.8 MiB/s) with 11 file(s) remaining
Completed 365.2 MiB/522.1 MiB (137.8 MiB/s) with 11 file(s) remaining
Completed 365.5 MiB/522.1 MiB (137.9 MiB/s) with 11 file(s) remaining
Completed 365.7 MiB/522.1 MiB (137.7 MiB/s) with 11 file(s) remaining
Completed 366.0 MiB/522.1 MiB (137.8 MiB/s) with 11 file(s) remaining
Completed 366.2 MiB/522.1 MiB (137.7 MiB/s) with 11 file(s) remaining
Completed 366.5 MiB/522.1 MiB (137.8 MiB/s) with 11 file(s) remaining
Completed 366.7 MiB/522.1 MiB (137.8 MiB/s) with 11 file(s) remaining
Completed 367.0 MiB/522.1 MiB (137.9 MiB/s) with 11 file(s) remaining
Completed 367.2 MiB/522.1 MiB (137.9 MiB/s) with 11 file(s) remaining
Completed 367.5 MiB/522.1 MiB (138.0 MiB/s) with 11 file(s) remaining
Completed 367.7 MiB/522.1 MiB (138.0 MiB/s) with 11 file(s) remaining
Completed 367.8 MiB/522.1 MiB (138.0 MiB/s) with 11 file(s) remaining
Completed 368.1 MiB/522.1 MiB (137.9 MiB/s) with 11 file(s) remaining
Completed 368.3 MiB/522.1 MiB (137.9 MiB/s) with 11 file(s) remaining
Completed 368.6 MiB/522.1 MiB (138.0 MiB/s) with 11 file(s) remaining
Completed 368.8 MiB/522.1 MiB (138.0 MiB/s) with 11 file(s) remaining
Completed 369.1 MiB/522.1 MiB (138.1 MiB/s) with 11 file(s) remaining
Completed 369.3 MiB/522.1 MiB (138.1 MiB/s) with 11 file(s) remaining
Completed 369.6 MiB/522.1 MiB (138.2 MiB/s) with 11 file(s) remaining
Completed 369.8 MiB/522.1 MiB (138.2 MiB/s) with 11 file(s) remaining
Completed 370.1 MiB/522.1 MiB (138.3 MiB/s) with 11 file(s) remaining
Completed 370.3 MiB/522.1 MiB (138.3 MiB/s) with 11 file(s) remaining
Completed 370.6 MiB/522.1 MiB (138.4 MiB/s) with 11 file(s) remaining
Completed 370.8 MiB/522.1 MiB (138.5 MiB/s) with 11 file(s) remaining
Completed 371.1 MiB/522.1 MiB (138.5 MiB/s) with 11 file(s) remaining
Completed 371.3 MiB/522.1 MiB (138.6 MiB/s) with 11 file(s) remaining
Completed 371.6 MiB/522.1 MiB (138.7 MiB/s) with 11 file(s) remaining
Completed 371.8 MiB/522.1 MiB (138.7 MiB/s) with 11 file(s) remaining
Completed 372.1 MiB/522.1 MiB (138.8 MiB/s) with 11 file(s) remaining
Completed 372.3 MiB/522.1 MiB (138.8 MiB/s) with 11 file(s) remaining
Completed 372.6 MiB/522.1 MiB (138.9 MiB/s) with 11 file(s) remaining
Completed 372.8 MiB/522.1 MiB (138.9 MiB/s) with 11 file(s) remaining
Completed 373.1 MiB/522.1 MiB (138.9 MiB/s) with 11 file(s) remaining
Completed 373.3 MiB/522.1 MiB (138.9 MiB/s) with 11 file(s) remaining
Completed 373.6 MiB/522.1 MiB (138.9 MiB/s) with 11 file(s) remaining
Completed 373.8 MiB/522.1 MiB (139.0 MiB/s) with 11 file(s) remaining
Completed 374.1 MiB/522.1 MiB (139.0 MiB/s) with 11 file(s) remaining
Completed 374.3 MiB/522.1 MiB (139.0 MiB/s) with 11 file(s) remaining
Completed 374.6 MiB/522.1 MiB (139.0 MiB/s) with 11 file(s) remaining
Completed 374.8 MiB/522.1 MiB (139.1 MiB/s) with 11 file(s) remaining
Completed 375.1 MiB/522.1 MiB (139.2 MiB/s) with 11 file(s) remaining
Completed 375.3 MiB/522.1 MiB (139.2 MiB/s) with 11 file(s) remaining
Completed 375.6 MiB/522.1 MiB (139.2 MiB/s) with 11 file(s) remaining
Completed 375.8 MiB/522.1 MiB (139.3 MiB/s) with 11 file(s) remaining
Completed 376.1 MiB/522.1 MiB (139.3 MiB/s) with 11 file(s) remaining
Completed 376.3 MiB/522.1 MiB (139.4 MiB/s) with 11 file(s) remaining
Completed 376.6 MiB/522.1 MiB (139.4 MiB/s) with 11 file(s) remaining
Completed 376.8 MiB/522.1 MiB (139.5 MiB/s) with 11 file(s) remaining
Completed 377.1 MiB/522.1 MiB (139.5 MiB/s) with 11 file(s) remaining
Completed 377.3 MiB/522.1 MiB (139.6 MiB/s) with 11 file(s) remaining
Completed 377.6 MiB/522.1 MiB (139.7 MiB/s) with 11 file(s) remaining
Completed 377.8 MiB/522.1 MiB (139.7 MiB/s) with 11 file(s) remaining
Completed 378.1 MiB/522.1 MiB (139.8 MiB/s) with 11 file(s) remaining
Completed 378.3 MiB/522.1 MiB (139.8 MiB/s) with 11 file(s) remaining
Completed 378.6 MiB/522.1 MiB (139.7 MiB/s) with 11 file(s) remaining
Completed 378.8 MiB/522.1 MiB (139.6 MiB/s) with 11 file(s) remaining
Completed 379.1 MiB/522.1 MiB (139.7 MiB/s) with 11 file(s) remaining
Completed 379.3 MiB/522.1 MiB (139.8 MiB/s) with 11 file(s) remaining
Completed 379.6 MiB/522.1 MiB (139.7 MiB/s) with 11 file(s) remaining
Completed 379.8 MiB/522.1 MiB (139.8 MiB/s) with 11 file(s) remaining
Completed 380.1 MiB/522.1 MiB (139.9 MiB/s) with 11 file(s) remaining
Completed 380.3 MiB/522.1 MiB (139.8 MiB/s) with 11 file(s) remaining
Completed 380.6 MiB/522.1 MiB (139.8 MiB/s) with 11 file(s) remaining
Completed 380.8 MiB/522.1 MiB (139.9 MiB/s) with 11 file(s) remaining
Completed 381.1 MiB/522.1 MiB (139.9 MiB/s) with 11 file(s) remaining
Completed 381.3 MiB/522.1 MiB (139.9 MiB/s) with 11 file(s) remaining
Completed 381.6 MiB/522.1 MiB (140.0 MiB/s) with 11 file(s) remaining
Completed 381.8 MiB/522.1 MiB (140.1 MiB/s) with 11 file(s) remaining
Completed 382.1 MiB/522.1 MiB (140.1 MiB/s) with 11 file(s) remaining
Completed 382.3 MiB/522.1 MiB (140.2 MiB/s) with 11 file(s) remaining
Completed 382.6 MiB/522.1 MiB (140.2 MiB/s) with 11 file(s) remaining
Completed 382.8 MiB/522.1 MiB (140.2 MiB/s) with 11 file(s) remaining
Completed 383.1 MiB/522.1 MiB (140.3 MiB/s) with 11 file(s) remaining
Completed 383.3 MiB/522.1 MiB (140.3 MiB/s) with 11 file(s) remaining
Completed 383.6 MiB/522.1 MiB (140.4 MiB/s) with 11 file(s) remaining
Completed 383.8 MiB/522.1 MiB (140.4 MiB/s) with 11 file(s) remaining
Completed 384.1 MiB/522.1 MiB (140.5 MiB/s) with 11 file(s) remaining
Completed 384.3 MiB/522.1 MiB (140.6 MiB/s) with 11 file(s) remaining
Completed 384.6 MiB/522.1 MiB (140.6 MiB/s) with 11 file(s) remaining
Completed 384.8 MiB/522.1 MiB (140.7 MiB/s) with 11 file(s) remaining
Completed 385.1 MiB/522.1 MiB (140.7 MiB/s) with 11 file(s) remaining
Completed 385.3 MiB/522.1 MiB (140.8 MiB/s) with 11 file(s) remaining
Completed 385.5 MiB/522.1 MiB (140.7 MiB/s) with 11 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-10/ses-1/patterns/sub-10_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-10/ses-1/patterns/sub-10_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 385.5 MiB/522.1 MiB (140.7 MiB/s) with 10 file(s) remaining
Completed 385.8 MiB/522.1 MiB (140.7 MiB/s) with 10 file(s) remaining
Completed 386.0 MiB/522.1 MiB (140.7 MiB/s) with 10 file(s) remaining
Completed 386.3 MiB/522.1 MiB (140.7 MiB/s) with 10 file(s) remaining
Completed 386.5 MiB/522.1 MiB (140.8 MiB/s) with 10 file(s) remaining
Completed 386.8 MiB/522.1 MiB (140.8 MiB/s) with 10 file(s) remaining
Completed 387.0 MiB/522.1 MiB (140.9 MiB/s) with 10 file(s) remaining
Completed 387.3 MiB/522.1 MiB (140.9 MiB/s) with 10 file(s) remaining
Completed 387.5 MiB/522.1 MiB (140.9 MiB/s) with 10 file(s) remaining
Completed 387.8 MiB/522.1 MiB (141.0 MiB/s) with 10 file(s) remaining
Completed 388.0 MiB/522.1 MiB (141.0 MiB/s) with 10 file(s) remaining
Completed 388.3 MiB/522.1 MiB (141.1 MiB/s) with 10 file(s) remaining
Completed 388.5 MiB/522.1 MiB (141.1 MiB/s) with 10 file(s) remaining
Completed 388.8 MiB/522.1 MiB (141.1 MiB/s) with 10 file(s) remaining
Completed 389.0 MiB/522.1 MiB (141.2 MiB/s) with 10 file(s) remaining
Completed 389.3 MiB/522.1 MiB (141.3 MiB/s) with 10 file(s) remaining
Completed 389.5 MiB/522.1 MiB (141.3 MiB/s) with 10 file(s) remaining
Completed 389.8 MiB/522.1 MiB (141.4 MiB/s) with 10 file(s) remaining
Completed 390.0 MiB/522.1 MiB (141.4 MiB/s) with 10 file(s) remaining
Completed 390.3 MiB/522.1 MiB (141.4 MiB/s) with 10 file(s) remaining
Completed 390.5 MiB/522.1 MiB (141.4 MiB/s) with 10 file(s) remaining
Completed 390.8 MiB/522.1 MiB (141.5 MiB/s) with 10 file(s) remaining
Completed 391.0 MiB/522.1 MiB (141.5 MiB/s) with 10 file(s) remaining
Completed 391.3 MiB/522.1 MiB (141.5 MiB/s) with 10 file(s) remaining
Completed 391.5 MiB/522.1 MiB (141.5 MiB/s) with 10 file(s) remaining
Completed 391.8 MiB/522.1 MiB (141.5 MiB/s) with 10 file(s) remaining
Completed 392.0 MiB/522.1 MiB (141.6 MiB/s) with 10 file(s) remaining
Completed 392.3 MiB/522.1 MiB (141.6 MiB/s) with 10 file(s) remaining
Completed 392.5 MiB/522.1 MiB (141.7 MiB/s) with 10 file(s) remaining
Completed 392.8 MiB/522.1 MiB (141.7 MiB/s) with 10 file(s) remaining
Completed 393.0 MiB/522.1 MiB (141.7 MiB/s) with 10 file(s) remaining
Completed 393.3 MiB/522.1 MiB (141.8 MiB/s) with 10 file(s) remaining
Completed 393.5 MiB/522.1 MiB (141.8 MiB/s) with 10 file(s) remaining
Completed 393.8 MiB/522.1 MiB (141.9 MiB/s) with 10 file(s) remaining
Completed 394.0 MiB/522.1 MiB (142.0 MiB/s) with 10 file(s) remaining
Completed 394.3 MiB/522.1 MiB (142.0 MiB/s) with 10 file(s) remaining
Completed 394.5 MiB/522.1 MiB (142.1 MiB/s) with 10 file(s) remaining
Completed 394.8 MiB/522.1 MiB (142.1 MiB/s) with 10 file(s) remaining
Completed 395.0 MiB/522.1 MiB (142.2 MiB/s) with 10 file(s) remaining
Completed 395.3 MiB/522.1 MiB (142.2 MiB/s) with 10 file(s) remaining
Completed 395.5 MiB/522.1 MiB (142.3 MiB/s) with 10 file(s) remaining
Completed 395.8 MiB/522.1 MiB (142.3 MiB/s) with 10 file(s) remaining
Completed 396.0 MiB/522.1 MiB (142.3 MiB/s) with 10 file(s) remaining
Completed 396.3 MiB/522.1 MiB (142.4 MiB/s) with 10 file(s) remaining
Completed 396.5 MiB/522.1 MiB (142.4 MiB/s) with 10 file(s) remaining
Completed 396.8 MiB/522.1 MiB (142.4 MiB/s) with 10 file(s) remaining
Completed 397.0 MiB/522.1 MiB (142.2 MiB/s) with 10 file(s) remaining
Completed 397.3 MiB/522.1 MiB (142.3 MiB/s) with 10 file(s) remaining
Completed 397.5 MiB/522.1 MiB (142.4 MiB/s) with 10 file(s) remaining
Completed 397.8 MiB/522.1 MiB (142.4 MiB/s) with 10 file(s) remaining
Completed 398.0 MiB/522.1 MiB (142.4 MiB/s) with 10 file(s) remaining
Completed 398.3 MiB/522.1 MiB (142.5 MiB/s) with 10 file(s) remaining
Completed 398.5 MiB/522.1 MiB (142.5 MiB/s) with 10 file(s) remaining
Completed 398.8 MiB/522.1 MiB (142.5 MiB/s) with 10 file(s) remaining
Completed 399.0 MiB/522.1 MiB (142.6 MiB/s) with 10 file(s) remaining
Completed 399.3 MiB/522.1 MiB (142.6 MiB/s) with 10 file(s) remaining
Completed 399.5 MiB/522.1 MiB (142.7 MiB/s) with 10 file(s) remaining
Completed 399.8 MiB/522.1 MiB (142.8 MiB/s) with 10 file(s) remaining
Completed 400.0 MiB/522.1 MiB (142.8 MiB/s) with 10 file(s) remaining
Completed 400.3 MiB/522.1 MiB (142.7 MiB/s) with 10 file(s) remaining
Completed 400.5 MiB/522.1 MiB (142.8 MiB/s) with 10 file(s) remaining
Completed 400.8 MiB/522.1 MiB (142.8 MiB/s) with 10 file(s) remaining
Completed 401.0 MiB/522.1 MiB (142.9 MiB/s) with 10 file(s) remaining
Completed 401.3 MiB/522.1 MiB (143.0 MiB/s) with 10 file(s) remaining
Completed 401.4 MiB/522.1 MiB (143.0 MiB/s) with 10 file(s) remaining
Completed 401.6 MiB/522.1 MiB (142.9 MiB/s) with 10 file(s) remaining
Completed 401.9 MiB/522.1 MiB (142.9 MiB/s) with 10 file(s) remaining
Completed 402.1 MiB/522.1 MiB (143.0 MiB/s) with 10 file(s) remaining
Completed 402.4 MiB/522.1 MiB (143.0 MiB/s) with 10 file(s) remaining
Completed 402.6 MiB/522.1 MiB (143.1 MiB/s) with 10 file(s) remaining
Completed 402.9 MiB/522.1 MiB (143.1 MiB/s) with 10 file(s) remaining
Completed 403.1 MiB/522.1 MiB (143.2 MiB/s) with 10 file(s) remaining
Completed 403.4 MiB/522.1 MiB (143.2 MiB/s) with 10 file(s) remaining
Completed 403.6 MiB/522.1 MiB (143.3 MiB/s) with 10 file(s) remaining
Completed 403.9 MiB/522.1 MiB (143.3 MiB/s) with 10 file(s) remaining
Completed 404.1 MiB/522.1 MiB (143.3 MiB/s) with 10 file(s) remaining
Completed 404.4 MiB/522.1 MiB (143.3 MiB/s) with 10 file(s) remaining
Completed 404.6 MiB/522.1 MiB (143.4 MiB/s) with 10 file(s) remaining
Completed 404.9 MiB/522.1 MiB (143.4 MiB/s) with 10 file(s) remaining
Completed 405.1 MiB/522.1 MiB (143.4 MiB/s) with 10 file(s) remaining
Completed 405.4 MiB/522.1 MiB (143.4 MiB/s) with 10 file(s) remaining
Completed 405.6 MiB/522.1 MiB (143.5 MiB/s) with 10 file(s) remaining
Completed 405.9 MiB/522.1 MiB (143.5 MiB/s) with 10 file(s) remaining
Completed 406.1 MiB/522.1 MiB (143.5 MiB/s) with 10 file(s) remaining
Completed 406.4 MiB/522.1 MiB (143.5 MiB/s) with 10 file(s) remaining
Completed 406.6 MiB/522.1 MiB (143.5 MiB/s) with 10 file(s) remaining
Completed 406.9 MiB/522.1 MiB (143.6 MiB/s) with 10 file(s) remaining
Completed 407.1 MiB/522.1 MiB (143.7 MiB/s) with 10 file(s) remaining
Completed 407.4 MiB/522.1 MiB (143.7 MiB/s) with 10 file(s) remaining
Completed 407.6 MiB/522.1 MiB (143.8 MiB/s) with 10 file(s) remaining
Completed 407.9 MiB/522.1 MiB (143.8 MiB/s) with 10 file(s) remaining
Completed 408.1 MiB/522.1 MiB (143.9 MiB/s) with 10 file(s) remaining
Completed 408.4 MiB/522.1 MiB (143.9 MiB/s) with 10 file(s) remaining
Completed 408.6 MiB/522.1 MiB (143.9 MiB/s) with 10 file(s) remaining
Completed 408.9 MiB/522.1 MiB (143.9 MiB/s) with 10 file(s) remaining
Completed 409.1 MiB/522.1 MiB (143.9 MiB/s) with 10 file(s) remaining
Completed 409.4 MiB/522.1 MiB (143.9 MiB/s) with 10 file(s) remaining
Completed 409.6 MiB/522.1 MiB (143.9 MiB/s) with 10 file(s) remaining
Completed 409.9 MiB/522.1 MiB (144.0 MiB/s) with 10 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-11/ses-1/patterns/sub-11_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-11/ses-1/patterns/sub-11_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 409.9 MiB/522.1 MiB (144.0 MiB/s) with 9 file(s) remaining
Completed 410.1 MiB/522.1 MiB (144.0 MiB/s) with 9 file(s) remaining
Completed 410.4 MiB/522.1 MiB (144.0 MiB/s) with 9 file(s) remaining
Completed 410.6 MiB/522.1 MiB (144.1 MiB/s) with 9 file(s) remaining
Completed 410.9 MiB/522.1 MiB (144.1 MiB/s) with 9 file(s) remaining
Completed 411.1 MiB/522.1 MiB (144.2 MiB/s) with 9 file(s) remaining
Completed 411.4 MiB/522.1 MiB (144.2 MiB/s) with 9 file(s) remaining
Completed 411.6 MiB/522.1 MiB (144.3 MiB/s) with 9 file(s) remaining
Completed 411.9 MiB/522.1 MiB (144.3 MiB/s) with 9 file(s) remaining
Completed 412.1 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 412.4 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 412.6 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 412.9 MiB/522.1 MiB (144.3 MiB/s) with 9 file(s) remaining
Completed 413.1 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 413.4 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 413.6 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 413.9 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 414.1 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 414.4 MiB/522.1 MiB (144.5 MiB/s) with 9 file(s) remaining
Completed 414.6 MiB/522.1 MiB (144.5 MiB/s) with 9 file(s) remaining
Completed 414.9 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 415.1 MiB/522.1 MiB (144.5 MiB/s) with 9 file(s) remaining
Completed 415.4 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 415.6 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 415.9 MiB/522.1 MiB (144.3 MiB/s) with 9 file(s) remaining
Completed 416.1 MiB/522.1 MiB (144.3 MiB/s) with 9 file(s) remaining
Completed 416.4 MiB/522.1 MiB (144.3 MiB/s) with 9 file(s) remaining
Completed 416.6 MiB/522.1 MiB (144.3 MiB/s) with 9 file(s) remaining
Completed 416.9 MiB/522.1 MiB (144.3 MiB/s) with 9 file(s) remaining
Completed 417.1 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 417.4 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 417.6 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 417.9 MiB/522.1 MiB (144.4 MiB/s) with 9 file(s) remaining
Completed 418.1 MiB/522.1 MiB (144.5 MiB/s) with 9 file(s) remaining
Completed 418.4 MiB/522.1 MiB (144.5 MiB/s) with 9 file(s) remaining
Completed 418.6 MiB/522.1 MiB (144.5 MiB/s) with 9 file(s) remaining
Completed 418.9 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
Completed 419.1 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
Completed 419.4 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
Completed 419.6 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
Completed 419.9 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 420.1 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 420.4 MiB/522.1 MiB (144.8 MiB/s) with 9 file(s) remaining
Completed 420.6 MiB/522.1 MiB (144.8 MiB/s) with 9 file(s) remaining
Completed 420.9 MiB/522.1 MiB (144.9 MiB/s) with 9 file(s) remaining
Completed 421.1 MiB/522.1 MiB (144.9 MiB/s) with 9 file(s) remaining
Completed 421.4 MiB/522.1 MiB (144.9 MiB/s) with 9 file(s) remaining
Completed 421.6 MiB/522.1 MiB (144.9 MiB/s) with 9 file(s) remaining
Completed 421.9 MiB/522.1 MiB (144.8 MiB/s) with 9 file(s) remaining
Completed 422.1 MiB/522.1 MiB (144.8 MiB/s) with 9 file(s) remaining
Completed 422.4 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 422.6 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
Completed 422.9 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 423.1 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
Completed 423.4 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
Completed 423.6 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 423.9 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
Completed 424.1 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
Completed 424.4 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
Completed 424.6 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 424.9 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
Completed 425.1 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
Completed 425.4 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 425.6 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 425.9 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 426.1 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 426.4 MiB/522.1 MiB (144.8 MiB/s) with 9 file(s) remaining
Completed 426.6 MiB/522.1 MiB (144.8 MiB/s) with 9 file(s) remaining
Completed 426.9 MiB/522.1 MiB (144.8 MiB/s) with 9 file(s) remaining
Completed 427.1 MiB/522.1 MiB (144.8 MiB/s) with 9 file(s) remaining
Completed 427.4 MiB/522.1 MiB (144.8 MiB/s) with 9 file(s) remaining
Completed 427.6 MiB/522.1 MiB (144.8 MiB/s) with 9 file(s) remaining
Completed 427.9 MiB/522.1 MiB (144.9 MiB/s) with 9 file(s) remaining
Completed 428.1 MiB/522.1 MiB (144.9 MiB/s) with 9 file(s) remaining
Completed 428.4 MiB/522.1 MiB (145.0 MiB/s) with 9 file(s) remaining
Completed 428.6 MiB/522.1 MiB (145.0 MiB/s) with 9 file(s) remaining
Completed 428.9 MiB/522.1 MiB (145.0 MiB/s) with 9 file(s) remaining
Completed 429.1 MiB/522.1 MiB (145.0 MiB/s) with 9 file(s) remaining
Completed 429.4 MiB/522.1 MiB (145.0 MiB/s) with 9 file(s) remaining
Completed 429.6 MiB/522.1 MiB (145.0 MiB/s) with 9 file(s) remaining
Completed 429.9 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
Completed 430.1 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
Completed 430.4 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 430.6 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 430.9 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 431.1 MiB/522.1 MiB (144.8 MiB/s) with 9 file(s) remaining
Completed 431.4 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 431.6 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 431.9 MiB/522.1 MiB (144.8 MiB/s) with 9 file(s) remaining
Completed 432.1 MiB/522.1 MiB (144.8 MiB/s) with 9 file(s) remaining
Completed 432.4 MiB/522.1 MiB (144.8 MiB/s) with 9 file(s) remaining
Completed 432.6 MiB/522.1 MiB (144.7 MiB/s) with 9 file(s) remaining
Completed 432.9 MiB/522.1 MiB (144.6 MiB/s) with 9 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-11/ses-1/patterns/sub-11_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-11/ses-1/patterns/sub-11_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 432.9 MiB/522.1 MiB (144.6 MiB/s) with 8 file(s) remaining
Completed 433.1 MiB/522.1 MiB (144.5 MiB/s) with 8 file(s) remaining
Completed 433.4 MiB/522.1 MiB (144.6 MiB/s) with 8 file(s) remaining
Completed 433.6 MiB/522.1 MiB (144.6 MiB/s) with 8 file(s) remaining
Completed 433.9 MiB/522.1 MiB (144.7 MiB/s) with 8 file(s) remaining
Completed 434.1 MiB/522.1 MiB (144.7 MiB/s) with 8 file(s) remaining
Completed 434.4 MiB/522.1 MiB (144.8 MiB/s) with 8 file(s) remaining
Completed 434.6 MiB/522.1 MiB (144.8 MiB/s) with 8 file(s) remaining
Completed 434.9 MiB/522.1 MiB (144.8 MiB/s) with 8 file(s) remaining
Completed 435.1 MiB/522.1 MiB (144.9 MiB/s) with 8 file(s) remaining
Completed 435.4 MiB/522.1 MiB (144.9 MiB/s) with 8 file(s) remaining
Completed 435.6 MiB/522.1 MiB (145.0 MiB/s) with 8 file(s) remaining
Completed 435.9 MiB/522.1 MiB (145.0 MiB/s) with 8 file(s) remaining
Completed 436.1 MiB/522.1 MiB (145.1 MiB/s) with 8 file(s) remaining
Completed 436.4 MiB/522.1 MiB (145.1 MiB/s) with 8 file(s) remaining
Completed 436.6 MiB/522.1 MiB (145.1 MiB/s) with 8 file(s) remaining
Completed 436.9 MiB/522.1 MiB (145.1 MiB/s) with 8 file(s) remaining
Completed 437.1 MiB/522.1 MiB (145.2 MiB/s) with 8 file(s) remaining
Completed 437.4 MiB/522.1 MiB (145.1 MiB/s) with 8 file(s) remaining
Completed 437.6 MiB/522.1 MiB (145.2 MiB/s) with 8 file(s) remaining
Completed 437.9 MiB/522.1 MiB (145.2 MiB/s) with 8 file(s) remaining
Completed 438.1 MiB/522.1 MiB (145.3 MiB/s) with 8 file(s) remaining
Completed 438.4 MiB/522.1 MiB (145.1 MiB/s) with 8 file(s) remaining
Completed 438.5 MiB/522.1 MiB (145.1 MiB/s) with 8 file(s) remaining
Completed 438.8 MiB/522.1 MiB (145.1 MiB/s) with 8 file(s) remaining
Completed 439.0 MiB/522.1 MiB (145.1 MiB/s) with 8 file(s) remaining
Completed 439.3 MiB/522.1 MiB (145.2 MiB/s) with 8 file(s) remaining
Completed 439.5 MiB/522.1 MiB (145.2 MiB/s) with 8 file(s) remaining
Completed 439.8 MiB/522.1 MiB (145.2 MiB/s) with 8 file(s) remaining
Completed 440.0 MiB/522.1 MiB (145.2 MiB/s) with 8 file(s) remaining
Completed 440.3 MiB/522.1 MiB (145.3 MiB/s) with 8 file(s) remaining
Completed 440.5 MiB/522.1 MiB (145.3 MiB/s) with 8 file(s) remaining
Completed 440.8 MiB/522.1 MiB (145.3 MiB/s) with 8 file(s) remaining
Completed 441.0 MiB/522.1 MiB (145.3 MiB/s) with 8 file(s) remaining
Completed 441.3 MiB/522.1 MiB (145.4 MiB/s) with 8 file(s) remaining
Completed 441.5 MiB/522.1 MiB (145.4 MiB/s) with 8 file(s) remaining
Completed 441.7 MiB/522.1 MiB (145.4 MiB/s) with 8 file(s) remaining
Completed 442.0 MiB/522.1 MiB (145.4 MiB/s) with 8 file(s) remaining
Completed 442.2 MiB/522.1 MiB (145.3 MiB/s) with 8 file(s) remaining
Completed 442.5 MiB/522.1 MiB (145.4 MiB/s) with 8 file(s) remaining
Completed 442.7 MiB/522.1 MiB (145.5 MiB/s) with 8 file(s) remaining
Completed 443.0 MiB/522.1 MiB (145.5 MiB/s) with 8 file(s) remaining
Completed 443.2 MiB/522.1 MiB (145.5 MiB/s) with 8 file(s) remaining
Completed 443.5 MiB/522.1 MiB (145.6 MiB/s) with 8 file(s) remaining
Completed 443.7 MiB/522.1 MiB (145.6 MiB/s) with 8 file(s) remaining
Completed 444.0 MiB/522.1 MiB (145.6 MiB/s) with 8 file(s) remaining
Completed 444.2 MiB/522.1 MiB (145.7 MiB/s) with 8 file(s) remaining
Completed 444.5 MiB/522.1 MiB (145.7 MiB/s) with 8 file(s) remaining
Completed 444.7 MiB/522.1 MiB (145.7 MiB/s) with 8 file(s) remaining
Completed 445.0 MiB/522.1 MiB (145.7 MiB/s) with 8 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-12/ses-1/patterns/sub-12_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-12/ses-1/patterns/sub-12_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 445.0 MiB/522.1 MiB (145.7 MiB/s) with 7 file(s) remaining
Completed 445.2 MiB/522.1 MiB (145.7 MiB/s) with 7 file(s) remaining
Completed 445.5 MiB/522.1 MiB (145.8 MiB/s) with 7 file(s) remaining
Completed 445.7 MiB/522.1 MiB (145.8 MiB/s) with 7 file(s) remaining
Completed 446.0 MiB/522.1 MiB (145.8 MiB/s) with 7 file(s) remaining
Completed 446.2 MiB/522.1 MiB (145.8 MiB/s) with 7 file(s) remaining
Completed 446.5 MiB/522.1 MiB (145.8 MiB/s) with 7 file(s) remaining
Completed 446.7 MiB/522.1 MiB (145.9 MiB/s) with 7 file(s) remaining
Completed 447.0 MiB/522.1 MiB (145.8 MiB/s) with 7 file(s) remaining
Completed 447.2 MiB/522.1 MiB (145.9 MiB/s) with 7 file(s) remaining
Completed 447.5 MiB/522.1 MiB (145.8 MiB/s) with 7 file(s) remaining
Completed 447.7 MiB/522.1 MiB (145.9 MiB/s) with 7 file(s) remaining
Completed 448.0 MiB/522.1 MiB (145.9 MiB/s) with 7 file(s) remaining
Completed 448.2 MiB/522.1 MiB (145.9 MiB/s) with 7 file(s) remaining
Completed 448.5 MiB/522.1 MiB (145.9 MiB/s) with 7 file(s) remaining
Completed 448.7 MiB/522.1 MiB (145.9 MiB/s) with 7 file(s) remaining
Completed 449.0 MiB/522.1 MiB (146.0 MiB/s) with 7 file(s) remaining
Completed 449.2 MiB/522.1 MiB (146.1 MiB/s) with 7 file(s) remaining
Completed 449.5 MiB/522.1 MiB (146.1 MiB/s) with 7 file(s) remaining
Completed 449.7 MiB/522.1 MiB (146.2 MiB/s) with 7 file(s) remaining
Completed 450.0 MiB/522.1 MiB (146.2 MiB/s) with 7 file(s) remaining
Completed 450.2 MiB/522.1 MiB (146.3 MiB/s) with 7 file(s) remaining
Completed 450.5 MiB/522.1 MiB (146.3 MiB/s) with 7 file(s) remaining
Completed 450.7 MiB/522.1 MiB (146.4 MiB/s) with 7 file(s) remaining
Completed 451.0 MiB/522.1 MiB (146.4 MiB/s) with 7 file(s) remaining
Completed 451.2 MiB/522.1 MiB (146.4 MiB/s) with 7 file(s) remaining
Completed 451.5 MiB/522.1 MiB (146.4 MiB/s) with 7 file(s) remaining
Completed 451.7 MiB/522.1 MiB (146.5 MiB/s) with 7 file(s) remaining
Completed 452.0 MiB/522.1 MiB (146.5 MiB/s) with 7 file(s) remaining
Completed 452.2 MiB/522.1 MiB (146.5 MiB/s) with 7 file(s) remaining
Completed 452.5 MiB/522.1 MiB (146.6 MiB/s) with 7 file(s) remaining
Completed 452.7 MiB/522.1 MiB (146.6 MiB/s) with 7 file(s) remaining
Completed 453.0 MiB/522.1 MiB (146.6 MiB/s) with 7 file(s) remaining
Completed 453.2 MiB/522.1 MiB (146.7 MiB/s) with 7 file(s) remaining
Completed 453.5 MiB/522.1 MiB (146.7 MiB/s) with 7 file(s) remaining
Completed 453.7 MiB/522.1 MiB (146.7 MiB/s) with 7 file(s) remaining
Completed 454.0 MiB/522.1 MiB (146.7 MiB/s) with 7 file(s) remaining
Completed 454.2 MiB/522.1 MiB (146.8 MiB/s) with 7 file(s) remaining
Completed 454.5 MiB/522.1 MiB (146.8 MiB/s) with 7 file(s) remaining
Completed 454.7 MiB/522.1 MiB (146.8 MiB/s) with 7 file(s) remaining
Completed 455.0 MiB/522.1 MiB (146.9 MiB/s) with 7 file(s) remaining
Completed 455.2 MiB/522.1 MiB (146.9 MiB/s) with 7 file(s) remaining
Completed 455.5 MiB/522.1 MiB (146.9 MiB/s) with 7 file(s) remaining
Completed 455.7 MiB/522.1 MiB (147.0 MiB/s) with 7 file(s) remaining
Completed 456.0 MiB/522.1 MiB (147.0 MiB/s) with 7 file(s) remaining
Completed 456.2 MiB/522.1 MiB (147.1 MiB/s) with 7 file(s) remaining
Completed 456.5 MiB/522.1 MiB (147.1 MiB/s) with 7 file(s) remaining
Completed 456.7 MiB/522.1 MiB (147.1 MiB/s) with 7 file(s) remaining
Completed 457.0 MiB/522.1 MiB (147.1 MiB/s) with 7 file(s) remaining
Completed 457.2 MiB/522.1 MiB (147.2 MiB/s) with 7 file(s) remaining
Completed 457.5 MiB/522.1 MiB (147.2 MiB/s) with 7 file(s) remaining
Completed 457.7 MiB/522.1 MiB (147.3 MiB/s) with 7 file(s) remaining
Completed 458.0 MiB/522.1 MiB (147.3 MiB/s) with 7 file(s) remaining
Completed 458.2 MiB/522.1 MiB (147.3 MiB/s) with 7 file(s) remaining
Completed 458.5 MiB/522.1 MiB (147.4 MiB/s) with 7 file(s) remaining
Completed 458.7 MiB/522.1 MiB (147.4 MiB/s) with 7 file(s) remaining
Completed 459.0 MiB/522.1 MiB (147.4 MiB/s) with 7 file(s) remaining
Completed 459.2 MiB/522.1 MiB (147.4 MiB/s) with 7 file(s) remaining
Completed 459.5 MiB/522.1 MiB (147.5 MiB/s) with 7 file(s) remaining
Completed 459.7 MiB/522.1 MiB (147.5 MiB/s) with 7 file(s) remaining
Completed 460.0 MiB/522.1 MiB (147.6 MiB/s) with 7 file(s) remaining
Completed 460.2 MiB/522.1 MiB (147.6 MiB/s) with 7 file(s) remaining
Completed 460.5 MiB/522.1 MiB (147.6 MiB/s) with 7 file(s) remaining
Completed 460.7 MiB/522.1 MiB (147.7 MiB/s) with 7 file(s) remaining
Completed 461.0 MiB/522.1 MiB (147.7 MiB/s) with 7 file(s) remaining
Completed 461.2 MiB/522.1 MiB (147.7 MiB/s) with 7 file(s) remaining
Completed 461.5 MiB/522.1 MiB (147.8 MiB/s) with 7 file(s) remaining
Completed 461.6 MiB/522.1 MiB (147.8 MiB/s) with 7 file(s) remaining
Completed 461.9 MiB/522.1 MiB (147.8 MiB/s) with 7 file(s) remaining
Completed 462.1 MiB/522.1 MiB (147.8 MiB/s) with 7 file(s) remaining
Completed 462.4 MiB/522.1 MiB (147.8 MiB/s) with 7 file(s) remaining
Completed 462.6 MiB/522.1 MiB (147.9 MiB/s) with 7 file(s) remaining
Completed 462.9 MiB/522.1 MiB (147.9 MiB/s) with 7 file(s) remaining
Completed 463.1 MiB/522.1 MiB (147.8 MiB/s) with 7 file(s) remaining
Completed 463.4 MiB/522.1 MiB (147.8 MiB/s) with 7 file(s) remaining
Completed 463.6 MiB/522.1 MiB (147.9 MiB/s) with 7 file(s) remaining
Completed 463.9 MiB/522.1 MiB (147.9 MiB/s) with 7 file(s) remaining
Completed 464.1 MiB/522.1 MiB (147.9 MiB/s) with 7 file(s) remaining
Completed 464.4 MiB/522.1 MiB (148.0 MiB/s) with 7 file(s) remaining
Completed 464.6 MiB/522.1 MiB (148.0 MiB/s) with 7 file(s) remaining
Completed 464.9 MiB/522.1 MiB (148.0 MiB/s) with 7 file(s) remaining
Completed 465.1 MiB/522.1 MiB (148.0 MiB/s) with 7 file(s) remaining
Completed 465.4 MiB/522.1 MiB (148.1 MiB/s) with 7 file(s) remaining
Completed 465.6 MiB/522.1 MiB (148.1 MiB/s) with 7 file(s) remaining
Completed 465.9 MiB/522.1 MiB (148.2 MiB/s) with 7 file(s) remaining
Completed 466.1 MiB/522.1 MiB (148.2 MiB/s) with 7 file(s) remaining
Completed 466.4 MiB/522.1 MiB (148.1 MiB/s) with 7 file(s) remaining
Completed 466.6 MiB/522.1 MiB (148.2 MiB/s) with 7 file(s) remaining
Completed 466.9 MiB/522.1 MiB (148.2 MiB/s) with 7 file(s) remaining
Completed 467.1 MiB/522.1 MiB (148.2 MiB/s) with 7 file(s) remaining
Completed 467.4 MiB/522.1 MiB (148.2 MiB/s) with 7 file(s) remaining
Completed 467.6 MiB/522.1 MiB (148.3 MiB/s) with 7 file(s) remaining
Completed 467.9 MiB/522.1 MiB (148.3 MiB/s) with 7 file(s) remaining
Completed 468.1 MiB/522.1 MiB (148.4 MiB/s) with 7 file(s) remaining
Completed 468.4 MiB/522.1 MiB (148.4 MiB/s) with 7 file(s) remaining
Completed 468.6 MiB/522.1 MiB (148.4 MiB/s) with 7 file(s) remaining
Completed 468.9 MiB/522.1 MiB (148.5 MiB/s) with 7 file(s) remaining
Completed 469.1 MiB/522.1 MiB (148.5 MiB/s) with 7 file(s) remaining
Completed 469.4 MiB/522.1 MiB (148.5 MiB/s) with 7 file(s) remaining
Completed 469.6 MiB/522.1 MiB (148.6 MiB/s) with 7 file(s) remaining
Completed 469.9 MiB/522.1 MiB (148.6 MiB/s) with 7 file(s) remaining
Completed 470.1 MiB/522.1 MiB (148.6 MiB/s) with 7 file(s) remaining
Completed 470.4 MiB/522.1 MiB (148.6 MiB/s) with 7 file(s) remaining
Completed 470.6 MiB/522.1 MiB (148.7 MiB/s) with 7 file(s) remaining
Completed 470.9 MiB/522.1 MiB (148.7 MiB/s) with 7 file(s) remaining
Completed 471.1 MiB/522.1 MiB (148.7 MiB/s) with 7 file(s) remaining
Completed 471.4 MiB/522.1 MiB (148.7 MiB/s) with 7 file(s) remaining
Completed 471.6 MiB/522.1 MiB (148.7 MiB/s) with 7 file(s) remaining
Completed 471.9 MiB/522.1 MiB (148.7 MiB/s) with 7 file(s) remaining
Completed 472.1 MiB/522.1 MiB (148.7 MiB/s) with 7 file(s) remaining
Completed 472.4 MiB/522.1 MiB (148.8 MiB/s) with 7 file(s) remaining
Completed 472.6 MiB/522.1 MiB (148.8 MiB/s) with 7 file(s) remaining
Completed 472.9 MiB/522.1 MiB (148.8 MiB/s) with 7 file(s) remaining
Completed 473.1 MiB/522.1 MiB (148.8 MiB/s) with 7 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-12/ses-1/patterns/sub-12_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-12/ses-1/patterns/sub-12_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 473.1 MiB/522.1 MiB (148.8 MiB/s) with 6 file(s) remaining
Completed 473.4 MiB/522.1 MiB (148.7 MiB/s) with 6 file(s) remaining
Completed 473.6 MiB/522.1 MiB (148.7 MiB/s) with 6 file(s) remaining
Completed 473.9 MiB/522.1 MiB (148.3 MiB/s) with 6 file(s) remaining
Completed 474.1 MiB/522.1 MiB (148.3 MiB/s) with 6 file(s) remaining
Completed 474.4 MiB/522.1 MiB (148.4 MiB/s) with 6 file(s) remaining
Completed 474.6 MiB/522.1 MiB (148.4 MiB/s) with 6 file(s) remaining
Completed 474.9 MiB/522.1 MiB (148.4 MiB/s) with 6 file(s) remaining
Completed 475.1 MiB/522.1 MiB (148.4 MiB/s) with 6 file(s) remaining
Completed 475.4 MiB/522.1 MiB (148.4 MiB/s) with 6 file(s) remaining
Completed 475.6 MiB/522.1 MiB (148.5 MiB/s) with 6 file(s) remaining
Completed 475.9 MiB/522.1 MiB (148.5 MiB/s) with 6 file(s) remaining
Completed 476.1 MiB/522.1 MiB (148.5 MiB/s) with 6 file(s) remaining
Completed 476.4 MiB/522.1 MiB (148.6 MiB/s) with 6 file(s) remaining
Completed 476.6 MiB/522.1 MiB (148.6 MiB/s) with 6 file(s) remaining
Completed 476.9 MiB/522.1 MiB (148.6 MiB/s) with 6 file(s) remaining
Completed 477.1 MiB/522.1 MiB (148.5 MiB/s) with 6 file(s) remaining
Completed 477.4 MiB/522.1 MiB (148.5 MiB/s) with 6 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-13/ses-1/patterns/sub-13_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-13/ses-1/patterns/sub-13_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 477.4 MiB/522.1 MiB (148.5 MiB/s) with 5 file(s) remaining
Completed 477.6 MiB/522.1 MiB (148.5 MiB/s) with 5 file(s) remaining
Completed 477.9 MiB/522.1 MiB (148.6 MiB/s) with 5 file(s) remaining
Completed 478.1 MiB/522.1 MiB (148.6 MiB/s) with 5 file(s) remaining
Completed 478.4 MiB/522.1 MiB (148.6 MiB/s) with 5 file(s) remaining
Completed 478.6 MiB/522.1 MiB (148.7 MiB/s) with 5 file(s) remaining
Completed 478.9 MiB/522.1 MiB (148.7 MiB/s) with 5 file(s) remaining
Completed 479.1 MiB/522.1 MiB (148.7 MiB/s) with 5 file(s) remaining
Completed 479.4 MiB/522.1 MiB (148.8 MiB/s) with 5 file(s) remaining
Completed 479.6 MiB/522.1 MiB (148.8 MiB/s) with 5 file(s) remaining
Completed 479.9 MiB/522.1 MiB (148.8 MiB/s) with 5 file(s) remaining
Completed 480.1 MiB/522.1 MiB (148.8 MiB/s) with 5 file(s) remaining
Completed 480.4 MiB/522.1 MiB (148.9 MiB/s) with 5 file(s) remaining
Completed 480.6 MiB/522.1 MiB (148.9 MiB/s) with 5 file(s) remaining
Completed 480.9 MiB/522.1 MiB (148.9 MiB/s) with 5 file(s) remaining
Completed 481.1 MiB/522.1 MiB (149.0 MiB/s) with 5 file(s) remaining
Completed 481.4 MiB/522.1 MiB (149.0 MiB/s) with 5 file(s) remaining
Completed 481.6 MiB/522.1 MiB (149.0 MiB/s) with 5 file(s) remaining
Completed 481.9 MiB/522.1 MiB (149.0 MiB/s) with 5 file(s) remaining
Completed 482.1 MiB/522.1 MiB (149.1 MiB/s) with 5 file(s) remaining
Completed 482.4 MiB/522.1 MiB (149.1 MiB/s) with 5 file(s) remaining
Completed 482.6 MiB/522.1 MiB (149.1 MiB/s) with 5 file(s) remaining
Completed 482.9 MiB/522.1 MiB (149.0 MiB/s) with 5 file(s) remaining
Completed 483.1 MiB/522.1 MiB (148.8 MiB/s) with 5 file(s) remaining
Completed 483.4 MiB/522.1 MiB (148.8 MiB/s) with 5 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-13/ses-1/patterns/sub-13_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-13/ses-1/patterns/sub-13_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 483.4 MiB/522.1 MiB (148.8 MiB/s) with 4 file(s) remaining
Completed 483.6 MiB/522.1 MiB (148.8 MiB/s) with 4 file(s) remaining
Completed 483.9 MiB/522.1 MiB (148.8 MiB/s) with 4 file(s) remaining
Completed 484.1 MiB/522.1 MiB (148.7 MiB/s) with 4 file(s) remaining
Completed 484.4 MiB/522.1 MiB (148.7 MiB/s) with 4 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-14/ses-1/patterns/sub-14_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-14/ses-1/patterns/sub-14_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 484.4 MiB/522.1 MiB (148.7 MiB/s) with 3 file(s) remaining
Completed 484.6 MiB/522.1 MiB (148.7 MiB/s) with 3 file(s) remaining
Completed 484.9 MiB/522.1 MiB (148.7 MiB/s) with 3 file(s) remaining
Completed 485.1 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 485.4 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 485.6 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 485.9 MiB/522.1 MiB (148.6 MiB/s) with 3 file(s) remaining
Completed 486.1 MiB/522.1 MiB (148.6 MiB/s) with 3 file(s) remaining
Completed 486.4 MiB/522.1 MiB (148.6 MiB/s) with 3 file(s) remaining
Completed 486.6 MiB/522.1 MiB (148.7 MiB/s) with 3 file(s) remaining
Completed 486.9 MiB/522.1 MiB (148.7 MiB/s) with 3 file(s) remaining
Completed 487.1 MiB/522.1 MiB (148.7 MiB/s) with 3 file(s) remaining
Completed 487.4 MiB/522.1 MiB (148.7 MiB/s) with 3 file(s) remaining
Completed 487.6 MiB/522.1 MiB (148.7 MiB/s) with 3 file(s) remaining
Completed 487.9 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 488.1 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 488.4 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 488.6 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 488.9 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 489.1 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 489.4 MiB/522.1 MiB (148.2 MiB/s) with 3 file(s) remaining
Completed 489.6 MiB/522.1 MiB (148.3 MiB/s) with 3 file(s) remaining
Completed 489.9 MiB/522.1 MiB (148.3 MiB/s) with 3 file(s) remaining
Completed 490.1 MiB/522.1 MiB (148.3 MiB/s) with 3 file(s) remaining
Completed 490.4 MiB/522.1 MiB (148.3 MiB/s) with 3 file(s) remaining
Completed 490.6 MiB/522.1 MiB (148.4 MiB/s) with 3 file(s) remaining
Completed 490.9 MiB/522.1 MiB (148.4 MiB/s) with 3 file(s) remaining
Completed 491.1 MiB/522.1 MiB (148.4 MiB/s) with 3 file(s) remaining
Completed 491.4 MiB/522.1 MiB (148.3 MiB/s) with 3 file(s) remaining
Completed 491.6 MiB/522.1 MiB (148.3 MiB/s) with 3 file(s) remaining
Completed 491.9 MiB/522.1 MiB (148.4 MiB/s) with 3 file(s) remaining
Completed 492.1 MiB/522.1 MiB (148.4 MiB/s) with 3 file(s) remaining
Completed 492.4 MiB/522.1 MiB (148.5 MiB/s) with 3 file(s) remaining
Completed 492.6 MiB/522.1 MiB (148.4 MiB/s) with 3 file(s) remaining
Completed 492.9 MiB/522.1 MiB (148.5 MiB/s) with 3 file(s) remaining
Completed 493.1 MiB/522.1 MiB (148.5 MiB/s) with 3 file(s) remaining
Completed 493.4 MiB/522.1 MiB (148.5 MiB/s) with 3 file(s) remaining
Completed 493.6 MiB/522.1 MiB (148.6 MiB/s) with 3 file(s) remaining
Completed 493.9 MiB/522.1 MiB (148.6 MiB/s) with 3 file(s) remaining
Completed 494.1 MiB/522.1 MiB (148.7 MiB/s) with 3 file(s) remaining
Completed 494.4 MiB/522.1 MiB (148.7 MiB/s) with 3 file(s) remaining
Completed 494.6 MiB/522.1 MiB (148.7 MiB/s) with 3 file(s) remaining
Completed 494.9 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 495.1 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 495.4 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 495.6 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 495.9 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 496.1 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 496.4 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 496.6 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 496.9 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 497.1 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 497.4 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 497.6 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 497.9 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 498.1 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 498.4 MiB/522.1 MiB (148.9 MiB/s) with 3 file(s) remaining
Completed 498.6 MiB/522.1 MiB (148.9 MiB/s) with 3 file(s) remaining
Completed 498.9 MiB/522.1 MiB (149.0 MiB/s) with 3 file(s) remaining
Completed 499.1 MiB/522.1 MiB (149.0 MiB/s) with 3 file(s) remaining
Completed 499.4 MiB/522.1 MiB (149.0 MiB/s) with 3 file(s) remaining
Completed 499.6 MiB/522.1 MiB (149.1 MiB/s) with 3 file(s) remaining
Completed 499.9 MiB/522.1 MiB (148.7 MiB/s) with 3 file(s) remaining
Completed 500.1 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 500.4 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 500.6 MiB/522.1 MiB (148.8 MiB/s) with 3 file(s) remaining
Completed 500.9 MiB/522.1 MiB (148.9 MiB/s) with 3 file(s) remaining
Completed 501.1 MiB/522.1 MiB (148.9 MiB/s) with 3 file(s) remaining
Completed 501.4 MiB/522.1 MiB (149.0 MiB/s) with 3 file(s) remaining
Completed 501.6 MiB/522.1 MiB (149.0 MiB/s) with 3 file(s) remaining
Completed 501.9 MiB/522.1 MiB (149.0 MiB/s) with 3 file(s) remaining
Completed 502.1 MiB/522.1 MiB (149.1 MiB/s) with 3 file(s) remaining
Completed 502.4 MiB/522.1 MiB (149.1 MiB/s) with 3 file(s) remaining
Completed 502.6 MiB/522.1 MiB (149.1 MiB/s) with 3 file(s) remaining
Completed 502.9 MiB/522.1 MiB (149.2 MiB/s) with 3 file(s) remaining
Completed 503.1 MiB/522.1 MiB (149.2 MiB/s) with 3 file(s) remaining
Completed 503.4 MiB/522.1 MiB (149.2 MiB/s) with 3 file(s) remaining
Completed 503.6 MiB/522.1 MiB (149.2 MiB/s) with 3 file(s) remaining
Completed 503.9 MiB/522.1 MiB (149.3 MiB/s) with 3 file(s) remaining
Completed 504.1 MiB/522.1 MiB (149.3 MiB/s) with 3 file(s) remaining
Completed 504.4 MiB/522.1 MiB (149.4 MiB/s) with 3 file(s) remaining
Completed 504.6 MiB/522.1 MiB (149.4 MiB/s) with 3 file(s) remaining
Completed 504.9 MiB/522.1 MiB (149.4 MiB/s) with 3 file(s) remaining
Completed 505.1 MiB/522.1 MiB (149.5 MiB/s) with 3 file(s) remaining
Completed 505.4 MiB/522.1 MiB (149.5 MiB/s) with 3 file(s) remaining
Completed 505.6 MiB/522.1 MiB (149.5 MiB/s) with 3 file(s) remaining
Completed 505.9 MiB/522.1 MiB (149.6 MiB/s) with 3 file(s) remaining
Completed 506.1 MiB/522.1 MiB (149.6 MiB/s) with 3 file(s) remaining
Completed 506.4 MiB/522.1 MiB (149.7 MiB/s) with 3 file(s) remaining
Completed 506.6 MiB/522.1 MiB (149.7 MiB/s) with 3 file(s) remaining
Completed 506.9 MiB/522.1 MiB (149.8 MiB/s) with 3 file(s) remaining
Completed 507.1 MiB/522.1 MiB (149.8 MiB/s) with 3 file(s) remaining
Completed 507.4 MiB/522.1 MiB (149.9 MiB/s) with 3 file(s) remaining
Completed 507.6 MiB/522.1 MiB (149.9 MiB/s) with 3 file(s) remaining
Completed 507.9 MiB/522.1 MiB (149.9 MiB/s) with 3 file(s) remaining
Completed 508.1 MiB/522.1 MiB (150.0 MiB/s) with 3 file(s) remaining
Completed 508.4 MiB/522.1 MiB (150.0 MiB/s) with 3 file(s) remaining
Completed 508.6 MiB/522.1 MiB (150.0 MiB/s) with 3 file(s) remaining
Completed 508.8 MiB/522.1 MiB (150.0 MiB/s) with 3 file(s) remaining
Completed 509.1 MiB/522.1 MiB (150.0 MiB/s) with 3 file(s) remaining
Completed 509.3 MiB/522.1 MiB (149.9 MiB/s) with 3 file(s) remaining
Completed 509.6 MiB/522.1 MiB (149.9 MiB/s) with 3 file(s) remaining
Completed 509.8 MiB/522.1 MiB (149.9 MiB/s) with 3 file(s) remaining
Completed 509.9 MiB/522.1 MiB (149.9 MiB/s) with 3 file(s) remaining
Completed 510.2 MiB/522.1 MiB (149.9 MiB/s) with 3 file(s) remaining
Completed 510.4 MiB/522.1 MiB (150.0 MiB/s) with 3 file(s) remaining
Completed 510.7 MiB/522.1 MiB (150.0 MiB/s) with 3 file(s) remaining
Completed 510.9 MiB/522.1 MiB (150.0 MiB/s) with 3 file(s) remaining
Completed 511.2 MiB/522.1 MiB (150.0 MiB/s) with 3 file(s) remaining
Completed 511.4 MiB/522.1 MiB (150.1 MiB/s) with 3 file(s) remaining
Completed 511.7 MiB/522.1 MiB (150.1 MiB/s) with 3 file(s) remaining
Completed 511.9 MiB/522.1 MiB (150.2 MiB/s) with 3 file(s) remaining
Completed 512.2 MiB/522.1 MiB (150.2 MiB/s) with 3 file(s) remaining
Completed 512.4 MiB/522.1 MiB (150.3 MiB/s) with 3 file(s) remaining
Completed 512.7 MiB/522.1 MiB (150.3 MiB/s) with 3 file(s) remaining
Completed 512.9 MiB/522.1 MiB (150.3 MiB/s) with 3 file(s) remaining
Completed 513.2 MiB/522.1 MiB (150.4 MiB/s) with 3 file(s) remaining
Completed 513.4 MiB/522.1 MiB (150.4 MiB/s) with 3 file(s) remaining
Completed 513.7 MiB/522.1 MiB (150.5 MiB/s) with 3 file(s) remaining
Completed 513.9 MiB/522.1 MiB (150.4 MiB/s) with 3 file(s) remaining
Completed 514.2 MiB/522.1 MiB (150.5 MiB/s) with 3 file(s) remaining
Completed 514.4 MiB/522.1 MiB (150.6 MiB/s) with 3 file(s) remaining
Completed 514.7 MiB/522.1 MiB (150.6 MiB/s) with 3 file(s) remaining
Completed 514.9 MiB/522.1 MiB (150.6 MiB/s) with 3 file(s) remaining
Completed 515.2 MiB/522.1 MiB (150.7 MiB/s) with 3 file(s) remaining
Completed 515.4 MiB/522.1 MiB (150.7 MiB/s) with 3 file(s) remaining
Completed 515.7 MiB/522.1 MiB (150.8 MiB/s) with 3 file(s) remaining
Completed 515.9 MiB/522.1 MiB (150.8 MiB/s) with 3 file(s) remaining
Completed 516.2 MiB/522.1 MiB (150.9 MiB/s) with 3 file(s) remaining
Completed 516.4 MiB/522.1 MiB (150.9 MiB/s) with 3 file(s) remaining
Completed 516.7 MiB/522.1 MiB (150.9 MiB/s) with 3 file(s) remaining
Completed 516.9 MiB/522.1 MiB (151.0 MiB/s) with 3 file(s) remaining
Completed 517.2 MiB/522.1 MiB (151.0 MiB/s) with 3 file(s) remaining
Completed 517.4 MiB/522.1 MiB (151.1 MiB/s) with 3 file(s) remaining
Completed 517.7 MiB/522.1 MiB (151.1 MiB/s) with 3 file(s) remaining
Completed 517.9 MiB/522.1 MiB (151.1 MiB/s) with 3 file(s) remaining
Completed 518.2 MiB/522.1 MiB (151.2 MiB/s) with 3 file(s) remaining
Completed 518.4 MiB/522.1 MiB (151.2 MiB/s) with 3 file(s) remaining
Completed 518.7 MiB/522.1 MiB (151.2 MiB/s) with 3 file(s) remaining
Completed 518.9 MiB/522.1 MiB (151.3 MiB/s) with 3 file(s) remaining
Completed 519.2 MiB/522.1 MiB (151.3 MiB/s) with 3 file(s) remaining
Completed 519.4 MiB/522.1 MiB (151.4 MiB/s) with 3 file(s) remaining
Completed 519.7 MiB/522.1 MiB (151.4 MiB/s) with 3 file(s) remaining
Completed 519.9 MiB/522.1 MiB (151.4 MiB/s) with 3 file(s) remaining
Completed 520.2 MiB/522.1 MiB (151.3 MiB/s) with 3 file(s) remaining
Completed 520.4 MiB/522.1 MiB (151.3 MiB/s) with 3 file(s) remaining
Completed 520.7 MiB/522.1 MiB (151.3 MiB/s) with 3 file(s) remaining
Completed 520.9 MiB/522.1 MiB (151.4 MiB/s) with 3 file(s) remaining
Completed 521.2 MiB/522.1 MiB (151.4 MiB/s) with 3 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-14/ses-1/patterns/sub-14_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-14/ses-1/patterns/sub-14_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 521.2 MiB/522.1 MiB (151.4 MiB/s) with 2 file(s) remaining
Completed 521.4 MiB/522.1 MiB (151.0 MiB/s) with 2 file(s) remaining
Completed 521.7 MiB/522.1 MiB (151.1 MiB/s) with 2 file(s) remaining
Completed 521.9 MiB/522.1 MiB (151.1 MiB/s) with 2 file(s) remaining
Completed 522.1 MiB/522.1 MiB (151.1 MiB/s) with 2 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-17/ses-1/patterns/sub-17_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-17/ses-1/patterns/sub-17_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_varbeta.nii.gz
Completed 522.1 MiB/522.1 MiB (151.1 MiB/s) with 1 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-17/ses-1/patterns/sub-17_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-17/ses-1/patterns/sub-17_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz
Completed 7.1 KiB/107.3 KiB (8.2 KiB/s) with 14 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-02/ses-1/patterns/sub-02_ses-1_task-face_run-1_events.tsv to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-02/ses-1/patterns/sub-02_ses-1_task-face_run-1_events.tsv
Completed 7.1 KiB/107.3 KiB (8.2 KiB/s) with 13 file(s) remaining
Completed 14.7 KiB/107.3 KiB (15.0 KiB/s) with 13 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-12/ses-1/patterns/sub-12_ses-1_task-face_run-1_events.tsv to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-12/ses-1/patterns/sub-12_ses-1_task-face_run-1_events.tsv
Completed 14.7 KiB/107.3 KiB (15.0 KiB/s) with 12 file(s) remaining
Completed 20.9 KiB/107.3 KiB (21.3 KiB/s) with 12 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-01/ses-1/patterns/sub-01_ses-1_task-face_run-1_events.tsv to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-01/ses-1/patterns/sub-01_ses-1_task-face_run-1_events.tsv
Completed 20.9 KiB/107.3 KiB (21.3 KiB/s) with 11 file(s) remaining
Completed 31.1 KiB/107.3 KiB (31.0 KiB/s) with 11 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-08/ses-1/patterns/sub-08_ses-1_task-face_run-1_events.tsv to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-08/ses-1/patterns/sub-08_ses-1_task-face_run-1_events.tsv
Completed 31.1 KiB/107.3 KiB (31.0 KiB/s) with 10 file(s) remaining
Completed 38.3 KiB/107.3 KiB (38.0 KiB/s) with 10 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-14/ses-1/patterns/sub-14_ses-1_task-face_run-1_events.tsv to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-14/ses-1/patterns/sub-14_ses-1_task-face_run-1_events.tsv
Completed 38.3 KiB/107.3 KiB (38.0 KiB/s) with 9 file(s) remaining
Completed 45.4 KiB/107.3 KiB (44.9 KiB/s) with 9 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-07/ses-1/patterns/sub-07_ses-1_task-face_run-1_events.tsv to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-07/ses-1/patterns/sub-07_ses-1_task-face_run-1_events.tsv
Completed 45.4 KiB/107.3 KiB (44.9 KiB/s) with 8 file(s) remaining
Completed 52.7 KiB/107.3 KiB (51.6 KiB/s) with 8 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-13/ses-1/patterns/sub-13_ses-1_task-face_run-1_events.tsv to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-13/ses-1/patterns/sub-13_ses-1_task-face_run-1_events.tsv
Completed 52.7 KiB/107.3 KiB (51.6 KiB/s) with 7 file(s) remaining
Completed 60.2 KiB/107.3 KiB (57.9 KiB/s) with 7 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-05/ses-1/patterns/sub-05_ses-1_task-face_run-1_events.tsv to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-05/ses-1/patterns/sub-05_ses-1_task-face_run-1_events.tsv
Completed 60.2 KiB/107.3 KiB (57.9 KiB/s) with 6 file(s) remaining
Completed 67.2 KiB/107.3 KiB (64.0 KiB/s) with 6 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-17/ses-1/patterns/sub-17_ses-1_task-face_run-1_events.tsv to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-17/ses-1/patterns/sub-17_ses-1_task-face_run-1_events.tsv
Completed 67.2 KiB/107.3 KiB (64.0 KiB/s) with 5 file(s) remaining
Completed 74.5 KiB/107.3 KiB (69.4 KiB/s) with 5 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-06/ses-1/patterns/sub-06_ses-1_task-face_run-1_events.tsv to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-06/ses-1/patterns/sub-06_ses-1_task-face_run-1_events.tsv
Completed 74.5 KiB/107.3 KiB (69.4 KiB/s) with 4 file(s) remaining
Completed 81.7 KiB/107.3 KiB (76.1 KiB/s) with 4 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-09/ses-1/patterns/sub-09_ses-1_task-face_run-1_events.tsv to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-09/ses-1/patterns/sub-09_ses-1_task-face_run-1_events.tsv
Completed 81.7 KiB/107.3 KiB (76.1 KiB/s) with 3 file(s) remaining
Completed 88.7 KiB/107.3 KiB (82.4 KiB/s) with 3 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-04/ses-1/patterns/sub-04_ses-1_task-face_run-1_events.tsv to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-04/ses-1/patterns/sub-04_ses-1_task-face_run-1_events.tsv
Completed 88.7 KiB/107.3 KiB (82.4 KiB/s) with 2 file(s) remaining
Completed 98.8 KiB/107.3 KiB (91.3 KiB/s) with 2 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-11/ses-1/patterns/sub-11_ses-1_task-face_run-1_events.tsv to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-11/ses-1/patterns/sub-11_ses-1_task-face_run-1_events.tsv
Completed 98.8 KiB/107.3 KiB (91.3 KiB/s) with 1 file(s) remaining
Completed 107.3 KiB/107.3 KiB (96.5 KiB/s) with 1 file(s) remaining
download: s3://openneuro.org/ds003965/derivatives/pattern_estimation/sub-10/ses-1/patterns/sub-10_ses-1_task-face_run-1_events.tsv to ../../../../../../NI-edu-data/derivatives/pattern_estimation/sub-10/ses-1/patterns/sub-10_ses-1_task-face_run-1_events.tsv
Done!
''' Implement the ToDo here. '''
# We'll only analyze the first 10 subjects
subs = sorted([os.path.basename(d) for d in
glob(os.path.join(data_dir, 'derivatives', 'pattern_estimation', 'sub-*'))])
subs = subs[:10]
# Pre-allocate the correlation vector
rdv_corrs = np.zeros(len(subs))
pattern_est_dir = os.path.join(data_dir, 'derivatives', 'pattern_estimation')
# Iterate over subjects (i = 0:9)
for i, sub in enumerate(subs):
print("Processing %s ..." % sub)
events_file = os.path.join(pattern_est_dir, sub, 'ses-1', 'patterns', sub + '_ses-1_task-face_run-1_events.tsv')
patterns = os.path.join(pattern_est_dir, sub, 'ses-1', 'patterns', sub + '_ses-1_task-face_run-1_space-MNI152NLin2009cAsym_desc-trial_beta.nii.gz')
# YOUR CODE HERE
raise NotImplementedError()
''' Tests the above ToDo (part 1). '''
np.testing.assert_array_almost_equal(
np.array([ 0.01328101, -0.01517032, -0.01950736, 0.01904201, -0.0036204 ,
-0.01989825, 0.03360738, 0.02309053, -0.00340634, 0.01325309]),
rdv_corrs,
decimal=4
)
print("Well done!")
''' Tests the above ToDo (part 1). '''
np.testing.assert_almost_equal(pval, 0.6953125, decimal=4)
print("Well done!")
This notebook discussed the basics of representational similarity analysis. There are many more topics that we didn’t discuss (such as cross-validated distance metrics, noise ceilings, and comparing different feature RDMs).
For a more in-depth technical overview of RSA, we recommend the following article:
(Note that the paper introduces a MATLAB toolbox for RSA; while in development, the authors recently rewrote the toolbox as a Python package; if you want to do RSA in Python, I would recommend this package!)