Classifying fMRI data with SPDNet

This example demonstrates how to use spd_learn’s SPDNet to distinguish autism spectrum disorder (ASD) from typical controls (TC) with resting-state fMRI from the ABIDE Pre-processed Connectome Project [Nielsen et al., 2014].

This example compares the performance of the SPDNet with a stronge and robust baseline classifier that uses the tangent space of the covariance matrices, followed by a linear classifier (sklearn.linear_model.LogisticRegression).

More details about the baseline can be found in the benchmark [Dadi et al., 2019].

The results show that the SPDNet have competitive results the baseline, even if don’t reach the state-of-the-art performance.

This tutorial shows how to:

• Fetch the ABIDE preprocessed connectome project (PCP) dataset using nilearn [Nilearn contributors, n.d.].

• The dataset contains resting-state fMRI time-series of 400 subjects.

• Compute the covariance matrices of the time-series.

• Train a SPDNet on the training set.

• Evaluate the model on the held-out test set.

You can cut runtime further by lowering N_SUBJECTS or removing the variable to use the full dataset.

The code have strong similarities with the braindecode example.

# Imports & configuration
# -----------------------
import matplotlib.pyplot as plt
import numpy as np
import torch

from braindecode import EEGClassifier
from nilearn import datasets
from nilearn.connectome import ConnectivityMeasure
from sklearn.metrics import balanced_accuracy_score
from sklearn.model_selection import train_test_split

from spd_learn.models import SPDNet


SEED = 42
N_SUBJECTS = 400

# Set random seeds for reproducibility
np.random.seed(SEED)
torch.manual_seed(SEED)

/opt/hostedtoolcache/Python/3.11.16/x64/lib/python3.11/site-packages/braindecode/models/eegpt.py:497: FutureWarning: Montage name 'standard_1020' is deprecated and will be removed in MNE 1.14. Use 'colin27_1020' instead.
  montage = mne.channels.make_standard_montage("standard_1020")
/opt/hostedtoolcache/Python/3.11.16/x64/lib/python3.11/site-packages/braindecode/models/eegpt.py:1452: FutureWarning: Montage name 'standard_1020' is deprecated and will be removed in MNE 1.14. Use 'colin27_1020' instead.
  montage = make_standard_montage("standard_1020")

<torch._C.Generator object at 0x7fe20594ca10>

Fetching the ABIDE Dataset

The ABIDE (Autism Brain Imaging Data Exchange) dataset contains resting-state fMRI data from multiple sites. We use the CC200 atlas parcellation which extracts time-series from 200 brain regions.

abide = datasets.fetch_abide_pcp(
    derivatives=["rois_cc200"],
    n_subjects=N_SUBJECTS,
    verbose=1,
)

ts = abide.rois_cc200
phenotypic = abide.phenotypic

# Create diagnosis: 0 for control, 1 for autism
y = phenotypic["DX_GROUP"].replace({2: 0, 1: 1}).to_numpy()

print(f"Labels: {np.unique(y, return_counts=True)}")

[fetch_abide_pcp] Added README.md to /home/runner/nilearn_data
[fetch_abide_pcp] Dataset created in /home/runner/nilearn_data/ABIDE_pcp
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Pitt_0050039_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Pitt_0050040_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Pitt_0050052_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Pitt_0050053_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050106_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050107_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050109_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050111_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050112_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050113_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050114_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050115_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050116_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050117_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050118_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050119_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050121_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050123_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050124_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050125_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050127_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050128_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050129_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050130_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050131_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050132_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050134_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Olin_0050135_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050142_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050143_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050144_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050145_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050146_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050147_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050148_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050149_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050150_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050152_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050153_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050156_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050157_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050158_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050159_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050160_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050161_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050162_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050163_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050164_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050167_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050168_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050169_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050170_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/OHSU_0050171_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050182_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050183_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050184_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050186_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050187_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050188_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050189_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050190_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050193_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050194_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050195_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050196_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050198_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050199_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050200_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050201_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050202_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050203_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050204_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050205_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050206_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050208_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050210_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050213_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050214_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050215_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/SDSU_0050217_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050232_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050233_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050234_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050236_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050237_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050239_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050240_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050241_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050243_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050245_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050247_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050248_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050249_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050250_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050251_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050252_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050253_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050254_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050255_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050257_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050259_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050260_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050261_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050262_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050263_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050264_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050265_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050266_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050267_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050268_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050269_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050270_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Trinity_0050271_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050272_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050273_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050274_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050275_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050276_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050278_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050282_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050284_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050285_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050287_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050289_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050290_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050291_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050292_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050293_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050294_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050295_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050297_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050298_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050300_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050301_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050302_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050304_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050308_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050310_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050312_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050314_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050315_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050318_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050319_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050320_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050321_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050324_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050325_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050327_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050329_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050330_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050331_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050332_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050333_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050334_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050335_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050336_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050337_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050338_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050339_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050340_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050341_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050342_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050343_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050344_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050345_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050346_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050347_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050348_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050349_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050350_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050351_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050352_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050353_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050354_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050355_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050356_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050357_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050358_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050359_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050360_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050361_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050362_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050363_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050364_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050365_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050366_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050367_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050368_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050369_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050370_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050372_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050373_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050374_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050375_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050376_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050377_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050379_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050380_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_1_0050381_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050382_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050383_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050385_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050386_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050387_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050388_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050390_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050391_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050397_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050399_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050402_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050403_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050404_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050405_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050406_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050407_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050408_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050410_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050411_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050412_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050413_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050414_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050415_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050416_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050417_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050418_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050419_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050421_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050422_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050424_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050425_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050426_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050427_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/UM_2_0050428_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050433_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050434_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050435_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050436_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050437_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050438_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050439_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050440_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050441_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050442_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050443_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050444_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050445_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050446_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050447_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050448_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050449_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050453_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050463_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050466_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050467_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050468_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050469_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050470_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050477_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050480_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050481_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050482_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050483_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050485_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050486_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050487_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050488_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050490_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050491_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050492_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050493_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050494_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050496_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050497_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050498_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050499_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050500_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050501_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050502_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050503_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050504_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050507_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050509_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050510_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050514_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050515_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050516_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050518_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050519_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050520_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050521_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050523_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050524_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050525_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050526_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050527_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050528_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050529_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050530_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050531_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/USM_0050532_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050551_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050552_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050555_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050557_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050558_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050561_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050563_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050565_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050568_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050569_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050570_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050571_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050572_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050573_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050574_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050575_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050576_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050577_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050578_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050601_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050602_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050603_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050604_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050606_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050607_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050608_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050612_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050613_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050614_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050615_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050616_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050619_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050620_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050621_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050622_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050623_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050624_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050625_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050626_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050627_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/Yale_0050628_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/CMU_a_0050642_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/CMU_b_0050644_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/CMU_a_0050647_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/CMU_b_0050648_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/CMU_a_0050649_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/CMU_a_0050654_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/CMU_a_0050656_rois_cc200.1D ...
[fetch_abide_pcp]  ...done. (0 seconds, 0 min)

[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/CMU_a_0050659_rois_cc200.1D ...
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[fetch_abide_pcp] Downloading data from https://s3.amazonaws.com/fcp-indi/data/Projects/ABIDE_Initiative/Outputs/cpac/nofilt_noglobal/rois_cc200/CMU_a_0050664_rois_cc200.1D ...
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Labels: (array([0, 1]), array([205, 195]))

Visualizing the Dataset

Let’s visualize a sample time-series and compute a sample connectivity matrix to understand the data structure.

# Compute sample covariance matrices for visualization
covariance_viz = ConnectivityMeasure(kind="correlation")
sample_corr = covariance_viz.fit_transform([ts[0]])[0]

fig, axes = plt.subplots(1, 3, figsize=(15, 4))

# Plot sample time-series (first 10 ROIs, first 100 time points)
ax1 = axes[0]
time_points = min(100, ts[0].shape[0])
n_rois_show = 10
for i in range(n_rois_show):
    ax1.plot(ts[0][:time_points, i], alpha=0.7, label=f"ROI {i + 1}")
ax1.set_xlabel("Time (TRs)")
ax1.set_ylabel("BOLD Signal")
ax1.set_title("Sample fMRI Time-Series\n(10 ROIs)", fontweight="bold")
ax1.grid(True, alpha=0.3)

# Plot correlation matrix
ax2 = axes[1]
im = ax2.imshow(sample_corr, cmap="RdBu_r", vmin=-1, vmax=1, aspect="auto")
ax2.set_xlabel("ROI")
ax2.set_ylabel("ROI")
ax2.set_title("Sample Correlation Matrix\n(200 x 200)", fontweight="bold")
plt.colorbar(im, ax=ax2, shrink=0.8, label="Correlation")

# Plot class distribution
ax3 = axes[2]
unique, counts = np.unique(y, return_counts=True)
colors = ["#3498db", "#e74c3c"]
bars = ax3.bar(["Control", "Autism"], counts, color=colors, alpha=0.8)
ax3.set_ylabel("Number of Subjects")
ax3.set_title("Class Distribution\n(ABIDE Dataset)", fontweight="bold")
ax3.grid(True, alpha=0.3, axis="y")
for bar, count in zip(bars, counts):
    ax3.text(
        bar.get_x() + bar.get_width() / 2,
        bar.get_height() + 2,
        str(count),
        ha="center",
        fontweight="bold",
    )

plt.suptitle(f"ABIDE Dataset Overview (N={N_SUBJECTS})", fontsize=14, fontweight="bold")
plt.tight_layout()
plt.show()

Creating the connectivity matrices

Here, we compute the covariance matrices of the time-series using the nilearn.connectome.ConnectivityMeasure class.

covariance = ConnectivityMeasure(kind="covariance")

X = np.array([covariance.fit_transform([t])[0] for t in ts])

Splitting the data

As we are handle few instance scenary, we will use a stratified split to ensure that the training and test sets have the same proportion of classes as the original dataset. This is important to ensure that the model is trained and evaluated on a representative sample of the data.

We select 10% of the data for testing, and the rest for training.

X_train, X_test, y_train, y_test = train_test_split(
    X,
    y,
    test_size=0.1,
    shuffle=True,
    stratify=y,
    random_state=SEED,
)

print(
    f"Train set shape: {X_train.shape} with {len(X_train)} instances \
      Test set shape: {X_test.shape} with {len(X_test)} instances"
)

Train set shape: (360, 200, 200) with 360 instances       Test set shape: (40, 200, 200) with 40 instances

Training the models

In this section, we train the SPDNet and a baseline classifier that uses the tangent space of the covariance matrices followed by a linear classifier.

We use the EEGClassifier from braindecode to train the SPDNet. The EEGClassifier is a wrapper around the PyTorch model that provides a convenient interface for training and evaluating the model. It handles the training loop, validation, and testing of the model, as well as the optimization of the model parameters.

The baseline classifier uses the tangent space of the covariance matrices, which is a common approach in machine learning for classifying covariance matrices. The tangent space is a linear approximation of the manifold of covariance matrices, which allows us to use linear classifiers on the covariance matrices.

from pyriemann.tangentspace import TangentSpace
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import ConfusionMatrixDisplay
from sklearn.pipeline import make_pipeline
from skorch.callbacks import EarlyStopping
from skorch.dataset import ValidSplit


clf = make_pipeline(
    TangentSpace(),
    LogisticRegression(random_state=SEED),
)


clf_deep = EEGClassifier(
    # The model is a PyTorch module, so we need to pass it as a callable
    # to the EEGClassifier.
    module=SPDNet,
    module__input_type="cov",
    module__n_chans=X_train.shape[1],
    module__n_outputs=len(np.unique(y_train)),
    module__subspacedim=X_train.shape[1],
    # the rest of the parameters are related to the training
    # and validation of the model.
    device="cuda" if torch.cuda.is_available() else "cpu",
    criterion=torch.nn.CrossEntropyLoss,
    optimizer=torch.optim.AdamW,
    train_split=ValidSplit(0.1, stratified=True, random_state=SEED),
    max_epochs=100,
    batch_size=64,
    lr=0.01,
    callbacks=[
        "accuracy",
        EarlyStopping(
            monitor="valid_loss",
            patience=10,
        ),
    ],
    compile=True,
)


clf.fit(X_train, y_train)
clf_deep.fit(X_train, y_train)

y_pred = clf.predict(X_test)
y_pred_deep = clf_deep.predict(X_test)

Module <class 'spd_learn.models.spdnet.SPDNet'> is missing parameter 'n_times'.
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0] Graph break from `Tensor.item()`, consider setting:
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]     torch._dynamo.config.capture_scalar_outputs = True
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0] or:
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]     env TORCHDYNAMO_CAPTURE_SCALAR_OUTPUTS=1
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0] to include these operations in the captured graph.
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0] Graph break: from user code at:
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]   File "/home/runner/work/spd_learn/spd_learn/spd_learn/models/spdnet.py", line 107, in forward
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]     X = self.reeig(X)
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]         ^^^^^^^^^^^^^
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]   File "/home/runner/work/spd_learn/spd_learn/spd_learn/modules/modeig.py", line 191, in forward
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]     return clamp_eigvals.apply(X, threshold)
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]   File "/home/runner/work/spd_learn/spd_learn/spd_learn/functional/core.py", line 328, in backward
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]     return modeig_backward(
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]            ^^^^^^^^^^^^^^^^
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]   File "/home/runner/work/spd_learn/spd_learn/spd_learn/functional/autograd.py", line 86, in modeig_backward
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]     threshold = get_loewner_threshold(s)
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]                 ^^^^^^^^^^^^^^^^^^^^^^^^
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]   File "/home/runner/work/spd_learn/spd_learn/spd_learn/functional/numerical.py", line 526, in get_loewner_threshold
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]     max_eigval = eigenvalues.abs().max().item()
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]
W0927 20:10:01.385000 2466 site-packages/torch/_dynamo/variables/tensor.py:1841] [0/0]
  epoch    train_accuracy    train_loss    valid_acc    valid_accuracy    valid_loss      dur
-------  ----------------  ------------  -----------  ----------------  ------------  -------
      1            0.5123       10.1652       0.5000            0.5000        4.6666  42.0134
      2            0.5123        4.7474       0.5000            0.5000        6.4448  4.3726
      3            0.6883        3.0350       0.5278            0.5278        2.3658  4.4713
      4            0.6173        1.3846       0.5000            0.5000        3.6843  4.7293
      5            0.9784        0.9720       0.5556            0.5556        0.8435  4.7058
      6            0.9599        0.2912       0.5833            0.5833        1.3495  4.6588
      7            0.9167        0.1703       0.5278            0.5278        2.0916  4.6585
      8            0.8920        0.1533       0.5000            0.5000        2.6638  4.7072
      9            0.9691        0.0946       0.5556            0.5556        2.0053  3.3621
     10            0.9969        0.0786       0.5278            0.5278        1.1176  3.1976
     11            1.0000        0.0359       0.5278            0.5278        1.0943  3.2040
     12            0.9969        0.0035       0.6389            0.6389        1.3405  3.1884
     13            1.0000        0.0146       0.5556            0.5556        1.0004  3.1949
     14            0.9969        0.0059       0.5833            0.5833        0.9343  3.1933
Stopping since valid_loss has not improved in the last 10 epochs.

Evaluating the models

acc_baseline = balanced_accuracy_score(y_test, y_pred)
acc_deep = balanced_accuracy_score(y_test, y_pred_deep)

print(f"Test bal accuracy tang space: {acc_baseline * 100:.1f}%")
print(f"Test bal accuracy SPDNet: {acc_deep * 100:.1f}%")

Test bal accuracy tang space: 72.1%
Test bal accuracy SPDNet: 84.2%

Visualizing the results

We can also visualize the confusion matrices for both models to get a better understanding of their performance. The confusion matrix shows the number of correct and incorrect predictions for each class.

# Increase font size for better readability
plt.rcParams.update({"font.size": 12})

fig, axes = plt.subplots(1, 2, figsize=(12, 5), sharey=True)

ConfusionMatrixDisplay.from_predictions(
    y_test,
    y_pred,
    ax=axes[0],
    display_labels=["Control", "Autism"],
    cmap="Blues",
)
axes[0].set_title("Tangent Space + Logistic Regression")

ConfusionMatrixDisplay.from_predictions(
    y_test,
    y_pred_deep,
    ax=axes[1],
    display_labels=["Control", "Autism"],
    cmap="Blues",
)
axes[1].set_title("SPDNet")

fig.suptitle("Confusion matrices on the test set", fontsize=16)
plt.show()