{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "\n",
    "<a href=\"https://colab.research.google.com/github/NeuroDesk/example-notebooks/blob/main/books/workflows/pyBIDS.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Google Colab\"/>   </a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "#  pyBIDS - a Python API for working with BIDS datasets\n",
    "\n",
    "Author: Monika Doerig\n",
    "\n",
    "Citation:\n",
    "\n",
    "**Data from OpenNeuro**\n",
    "- Gorgolewski KJ and Storkey A and Bastin ME and Whittle IR and Wardlaw JM and Pernet CR (2022). A test-retest fMRI dataset for motor, language and spatial attention functions. OpenNeuro. [Dataset] doi: doi[10.18112/openneuro.ds000114.v1.0.2](https://doi.org/10.18112/openneuro.ds000114.v1.0.2)\n",
    "\n",
    "\n",
    "**pyBIDS**: \n",
    "\n",
    "- Yarkoni et al., (2019). PyBIDS: Python tools for BIDS datasets. Journal of Open Source Software, 4(40), 1294, [https://doi.org/10.21105/joss.01294](https://doi.org/10.21105/joss.01294)\n",
    "\n",
    "- Yarkoni, T., Markiewicz, C. J., de la Vega, A., Gorgolewski, K. J., Salo, T., Gau, R., Halchenko, Y. O., Papadopoulos Orfanos, D., Esteban, O., McNamara, Q., DeStasio, K., Poline, J.-B., Johnson, H., Kalenkovich, E., Petrov, D., Nielson, D. M., James Kent, Kent, J. D., Appelhoff, S., … pierre-nedelec. (2024). PyBIDS: Python tools for BIDS datasets (0.18.1). Zenodo. [https://doi.org/10.5281/zenodo.14285569](https://doi.org/10.5281/zenodo.14285569)\n",
    "- This example is highly inspired by the [pybids documentation](https://bids-standard.github.io/pybids/index.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "## Setup Neurodesk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "vscode": {
     "languageId": "plaintext"
    }
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "import os\n",
    "import sys\n",
    "IN_COLAB = 'google.colab' in sys.modules\n",
    "\n",
    "if IN_COLAB:\n",
    "  os.environ[\"LD_PRELOAD\"] = \"\";\n",
    "  os.environ[\"APPTAINER_BINDPATH\"] = \"/content,/tmp,/cvmfs\"\n",
    "  os.environ[\"MPLCONFIGDIR\"] = \"/content/matplotlib-mpldir\"\n",
    "  os.environ[\"LMOD_CMD\"] = \"/usr/share/lmod/lmod/libexec/lmod\"\n",
    "\n",
    "  !curl -J -O https://raw.githubusercontent.com/NeuroDesk/neurocommand/main/googlecolab_setup.sh\n",
    "  !chmod +x googlecolab_setup.sh\n",
    "  !./googlecolab_setup.sh\n",
    "\n",
    "  os.environ[\"MODULEPATH\"] = ':'.join(map(str, list(map(lambda x: os.path.join(os.path.abspath('/cvmfs/neurodesk.ardc.edu.au/neurodesk-modules/'), x),os.listdir('/cvmfs/neurodesk.ardc.edu.au/neurodesk-modules/')))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "vendor_id\t: GenuineIntel\n",
      "model name\t: Intel(R) Xeon(R) Gold 6126 CPU @ 2.60GHz\n"
     ]
    }
   ],
   "source": [
    "# Output CPU information:\n",
    "!cat /proc/cpuinfo | grep 'vendor' | uniq\n",
    "!cat /proc/cpuinfo | grep 'model name' | uniq"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "## Installation\n",
    "\n",
    "PyBIDS simplifies the process of querying, summarizing, and managing data for neuroimaging researchers using the BIDS standard. Several Python packages for neuroimaging analysis—such as Nipype and Nilearn—are designed to integrate seamlessly with BIDS-formatted datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "! pip install pybids"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "## Data download"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "editable": true,
    "scrolled": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "scroll-output"
    ],
    "vscode": {
     "languageId": "plaintext"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "[INFO   ] scanning for unlocked files (this may take some time)                 \u001b[A\n",
      "[INFO   ] Remote origin not usable by git-annex; setting annex-ignore \n",
      "[INFO   ] access to 1 dataset sibling s3-PRIVATE not auto-enabled, enable with:\n",
      "| \t\tdatalad siblings -d \"/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114\" enable -s s3-PRIVATE \n",
      "\u001b[1;1minstall\u001b[0m(\u001b[1;32mok\u001b[0m): /home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114 (\u001b[1;35mdataset\u001b[0m)\n",
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      "Get sub-05/s .. _bold.nii.gz:  51%|█▌ | 6.60M/12.9M [00:00<00:00, 16.5M Bytes/s]\u001b[A\n",
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      "Get sub-05/s .. _bold.nii.gz:  77%|██▎| 9.92M/12.9M [00:00<00:00, 16.5M Bytes/s]\u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "Get sub-05/s .. _bold.nii.gz:  30%|▉  | 3.29M/11.1M [00:00<00:00, 16.5M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  45%|█▎ | 4.97M/11.1M [00:00<00:00, 16.6M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  60%|█▊ | 6.66M/11.1M [00:00<00:00, 16.7M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  75%|██▎| 8.35M/11.1M [00:00<00:00, 16.7M Bytes/s]\u001b[A\n",
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      "Total:  10%|██▊                        | 221M/2.17G [00:15<02:20, 13.9M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. t_T1w.nii.gz:   0%|            | 0.00/9.94M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "Get sub-05/s .. t_T1w.nii.gz:  33%|█  | 3.32M/9.94M [00:00<00:00, 16.6M Bytes/s]\u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "Get sub-05/s .. t_dwi.nii.gz:  41%|█▌  | 43.9M/108M [00:02<00:03, 16.6M Bytes/s]\u001b[A\n",
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      "Get sub-05/s .. t_dwi.nii.gz:  81%|███▏| 87.5M/108M [00:05<00:01, 16.9M Bytes/s]\u001b[A\n",
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      "Get sub-05/s .. t_dwi.nii.gz:  97%|████▊| 104M/108M [00:06<00:00, 16.5M Bytes/s]\u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "Total:  16%|████▏                      | 339M/2.17G [00:24<02:09, 14.1M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:   0%|            | 0.00/24.9M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "Get sub-05/s .. _bold.nii.gz:  20%|▌  | 5.31M/26.7M [00:00<00:01, 17.7M Bytes/s]\u001b[A\n",
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      "Get sub-05/s .. _bold.nii.gz:  74%|██▏| 19.6M/26.7M [00:01<00:00, 17.8M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  80%|██▍| 21.5M/26.7M [00:01<00:00, 17.9M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  87%|██▌| 23.3M/26.7M [00:01<00:00, 18.0M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  94%|██▊| 25.2M/26.7M [00:01<00:00, 18.1M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
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      "Get sub-05/s .. _bold.nii.gz:  11%|▎  | 3.71M/34.4M [00:00<00:01, 18.5M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  16%|▍  | 5.59M/34.4M [00:00<00:01, 18.6M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  22%|▋  | 7.48M/34.4M [00:00<00:01, 18.7M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  27%|▊  | 9.38M/34.4M [00:00<00:01, 18.8M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  38%|█▏ | 13.2M/34.4M [00:00<00:01, 18.9M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  44%|█▎ | 15.1M/34.4M [00:00<00:01, 18.9M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  49%|█▍ | 17.0M/34.4M [00:00<00:00, 19.0M Bytes/s]\u001b[A\n",
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      "Get sub-05/s .. _bold.nii.gz:  72%|██▏| 24.8M/34.4M [00:01<00:00, 19.3M Bytes/s]\u001b[A\n",
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      "Get sub-05/s .. _bold.nii.gz:  84%|██▌| 28.8M/34.4M [00:01<00:00, 19.5M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  89%|██▋| 30.8M/34.4M [00:01<00:00, 19.6M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  95%|██▊| 32.8M/34.4M [00:01<00:00, 19.7M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
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      "Get sub-05/s .. _bold.nii.gz:  30%|▉  | 3.94M/13.1M [00:00<00:00, 19.6M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  60%|█▊ | 7.86M/13.1M [00:00<00:00, 19.6M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  76%|██▎| 9.92M/13.1M [00:00<00:00, 19.9M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
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      "Get sub-05/s .. _bold.nii.gz:  18%|▌  | 2.09M/11.5M [00:00<00:00, 20.9M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  50%|█▍ | 5.74M/11.5M [00:00<00:00, 21.2M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  71%|██▏| 8.23M/11.5M [00:00<00:00, 20.3M Bytes/s]\u001b[A\n",
      "Get sub-05/s .. _bold.nii.gz:  90%|██▋| 10.3M/11.5M [00:00<00:00, 20.5M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-03/s .. t_T1w.nii.gz:   0%|            | 0.00/8.13M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_T1w.nii.gz:  20%|▌  | 1.65M/8.13M [00:00<00:00, 14.9M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_T1w.nii.gz:  61%|█▊ | 4.96M/8.13M [00:00<00:00, 16.1M Bytes/s]\u001b[A\n",
      "Total:  21%|█████▋                     | 458M/2.17G [00:32<02:01, 14.1M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:   0%|             | 0.00/102M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "Get sub-03/s .. t_dwi.nii.gz:   3%|▏   | 3.22M/102M [00:00<00:06, 16.1M Bytes/s]\u001b[A\n",
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      "Get sub-03/s .. t_dwi.nii.gz:  20%|▊   | 20.8M/102M [00:01<00:04, 16.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  24%|▉   | 23.9M/102M [00:01<00:04, 17.8M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  25%|█   | 25.7M/102M [00:01<00:04, 17.8M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  27%|█   | 27.5M/102M [00:01<00:04, 18.0M Bytes/s]\u001b[A\n",
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      "Get sub-03/s .. t_dwi.nii.gz:  32%|█▎  | 32.9M/102M [00:01<00:03, 17.3M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  34%|█▎  | 34.7M/102M [00:02<00:03, 17.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  36%|█▍  | 36.6M/102M [00:02<00:03, 17.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  38%|█▌  | 38.5M/102M [00:02<00:03, 18.1M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  40%|█▌  | 40.3M/102M [00:02<00:03, 18.3M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  42%|█▋  | 42.3M/102M [00:02<00:03, 18.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  43%|█▋  | 44.2M/102M [00:02<00:03, 18.7M Bytes/s]\u001b[A\n",
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      "Get sub-03/s .. t_dwi.nii.gz:  49%|█▉  | 49.5M/102M [00:02<00:02, 18.3M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  51%|██  | 51.5M/102M [00:02<00:02, 18.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  53%|██  | 53.5M/102M [00:03<00:02, 18.9M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  55%|██▏ | 55.5M/102M [00:03<00:02, 19.1M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  57%|██▎ | 57.4M/102M [00:03<00:02, 19.3M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  58%|██▎ | 59.4M/102M [00:03<00:02, 19.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  60%|██▍ | 61.4M/102M [00:03<00:02, 19.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  62%|██▍ | 63.4M/102M [00:03<00:01, 19.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  64%|██▌ | 65.4M/102M [00:03<00:01, 19.8M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  66%|██▋ | 67.4M/102M [00:03<00:01, 19.9M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  68%|██▋ | 69.5M/102M [00:03<00:01, 20.0M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  70%|██▊ | 71.5M/102M [00:03<00:01, 20.1M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  72%|██▉ | 73.5M/102M [00:04<00:01, 20.1M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  76%|███ | 77.6M/102M [00:04<00:01, 20.3M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  80%|███▏| 81.8M/102M [00:04<00:00, 20.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  82%|███▎| 83.8M/102M [00:04<00:00, 20.0M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  84%|███▍| 85.8M/102M [00:04<00:00, 19.8M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  86%|███▍| 87.8M/102M [00:04<00:00, 19.8M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  88%|███▌| 89.9M/102M [00:04<00:00, 20.0M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  91%|███▌| 92.0M/102M [00:04<00:00, 20.3M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  93%|███▋| 94.1M/102M [00:05<00:00, 20.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  95%|███▊| 96.2M/102M [00:05<00:00, 20.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  97%|███▊| 98.3M/102M [00:05<00:00, 20.7M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:   0%|            | 0.00/22.7M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  18%|▌  | 4.12M/22.7M [00:00<00:00, 20.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  36%|█  | 8.11M/22.7M [00:00<00:00, 20.2M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  45%|█▎ | 10.2M/22.7M [00:00<00:00, 20.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  64%|█▉ | 14.5M/22.7M [00:00<00:00, 20.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  73%|██▏| 16.5M/22.7M [00:00<00:00, 20.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  83%|██▍| 18.7M/22.7M [00:00<00:00, 21.1M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  92%|██▊| 20.9M/22.7M [00:01<00:00, 21.2M Bytes/s]\u001b[A\n",
      "Total:  27%|███████▏                   | 583M/2.17G [00:39<01:48, 14.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:   0%|            | 0.00/24.2M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:   9%|▎  | 2.10M/24.2M [00:00<00:01, 20.2M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  18%|▌  | 4.27M/24.2M [00:00<00:00, 21.0M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  27%|▊  | 6.41M/24.2M [00:00<00:00, 21.2M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  35%|█  | 8.56M/24.2M [00:00<00:00, 21.3M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  44%|█▎ | 10.7M/24.2M [00:00<00:00, 21.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  53%|█▌ | 12.9M/24.2M [00:00<00:00, 21.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  71%|██▏| 17.2M/24.2M [00:00<00:00, 21.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  80%|██▍| 19.3M/24.2M [00:00<00:00, 21.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  89%|██▋| 21.5M/24.2M [00:01<00:00, 21.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  98%|██▉| 23.7M/24.2M [00:01<00:00, 21.5M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:   0%|            | 0.00/31.2M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:   7%|▏  | 2.17M/31.2M [00:00<00:01, 21.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  15%|▍  | 4.53M/31.2M [00:00<00:01, 21.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  28%|▊  | 8.63M/31.2M [00:00<00:01, 21.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  35%|█  | 10.8M/31.2M [00:00<00:00, 21.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  49%|█▍ | 15.1M/31.2M [00:00<00:00, 21.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  62%|█▊ | 19.4M/31.2M [00:00<00:00, 21.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  69%|██ | 21.6M/31.2M [00:01<00:00, 21.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  76%|██▎| 23.8M/31.2M [00:01<00:00, 21.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  83%|██▍| 26.0M/31.2M [00:01<00:00, 21.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  96%|██▉| 30.1M/31.2M [00:01<00:00, 21.1M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:   0%|            | 0.00/12.0M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  35%|█  | 4.26M/12.0M [00:00<00:00, 20.2M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  54%|█▌ | 6.42M/12.0M [00:00<00:00, 20.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  72%|██▏| 8.61M/12.0M [00:00<00:00, 21.2M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  90%|██▋| 10.8M/12.0M [00:00<00:00, 21.4M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:   0%|            | 0.00/10.4M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  40%|█▏ | 4.13M/10.4M [00:00<00:00, 20.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  60%|█▊ | 6.22M/10.4M [00:00<00:00, 20.8M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  81%|██▍| 8.35M/10.4M [00:00<00:00, 20.9M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-03/s .. t_T1w.nii.gz:   0%|            | 0.00/7.97M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_T1w.nii.gz:  53%|█▌ | 4.24M/7.97M [00:00<00:00, 21.1M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_T1w.nii.gz:  80%|██▍| 6.38M/7.97M [00:00<00:00, 21.1M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:   0%|             | 0.00/107M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:   4%|▏   | 4.02M/107M [00:00<00:04, 21.2M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:   6%|▏   | 6.21M/107M [00:00<00:04, 20.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:   8%|▎   | 8.39M/107M [00:00<00:04, 21.0M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  12%|▍   | 12.7M/107M [00:00<00:04, 21.1M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  16%|▋   | 16.8M/107M [00:00<00:04, 20.8M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  20%|▊   | 20.9M/107M [00:01<00:04, 20.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  22%|▉   | 23.6M/107M [00:01<00:04, 18.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  24%|▉   | 25.6M/107M [00:01<00:04, 18.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  27%|█   | 28.9M/107M [00:01<00:04, 17.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  30%|█▏  | 31.7M/107M [00:01<00:04, 16.9M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  32%|█▎  | 33.8M/107M [00:01<00:04, 16.1M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  33%|█▎  | 35.4M/107M [00:01<00:04, 16.2M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  35%|█▍  | 37.0M/107M [00:02<00:04, 16.2M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  38%|█▌  | 40.2M/107M [00:02<00:03, 17.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  40%|█▌  | 42.3M/107M [00:02<00:03, 16.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  41%|█▋  | 44.0M/107M [00:02<00:03, 16.8M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  43%|█▋  | 45.8M/107M [00:02<00:03, 17.0M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  45%|█▊  | 47.6M/107M [00:02<00:03, 17.2M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  46%|█▊  | 49.4M/107M [00:02<00:03, 17.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  48%|█▉  | 51.2M/107M [00:02<00:03, 17.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  50%|█▉  | 53.1M/107M [00:02<00:03, 17.8M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  53%|██▏ | 56.7M/107M [00:03<00:02, 18.0M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  55%|██▏ | 58.6M/107M [00:03<00:02, 17.9M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  57%|██▎ | 60.7M/107M [00:03<00:02, 18.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  59%|██▎ | 62.5M/107M [00:03<00:02, 18.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  60%|██▍ | 64.4M/107M [00:03<00:02, 18.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  62%|██▍ | 66.4M/107M [00:03<00:02, 18.8M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  64%|██▌ | 68.3M/107M [00:03<00:02, 18.9M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  68%|██▋ | 72.0M/107M [00:03<00:01, 18.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  69%|██▊ | 73.9M/107M [00:04<00:01, 18.5M Bytes/s]\u001b[A\n",
      "Total:  31%|████████▎                  | 668M/2.17G [00:50<01:52, 13.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  75%|██▉ | 79.6M/107M [00:04<00:01, 18.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  77%|███ | 81.6M/107M [00:04<00:01, 18.9M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  78%|███▏| 83.6M/107M [00:04<00:01, 19.2M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  80%|███▏| 85.6M/107M [00:04<00:01, 19.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  82%|███▎| 87.6M/107M [00:04<00:00, 19.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  84%|███▎| 89.6M/107M [00:04<00:00, 19.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  86%|███▍| 91.6M/107M [00:04<00:00, 19.8M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  88%|███▌| 93.7M/107M [00:05<00:00, 19.9M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  90%|███▌| 95.7M/107M [00:05<00:00, 20.0M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  92%|███▋| 97.7M/107M [00:05<00:00, 20.1M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  94%|███▋| 99.8M/107M [00:05<00:00, 20.3M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  98%|████▉| 104M/107M [00:05<00:00, 20.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:  99%|████▉| 106M/107M [00:05<00:00, 20.5M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-03/s .. t_dwi.nii.gz:   0%|             | 0.00/107M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Total:  36%|█████████▋                 | 775M/2.17G [00:51<01:33, 14.9M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:   0%|            | 0.00/23.1M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  18%|▌  | 4.09M/23.1M [00:00<00:00, 20.3M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  27%|▊  | 6.15M/23.1M [00:00<00:00, 20.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  36%|█  | 8.27M/23.1M [00:00<00:00, 20.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  45%|█▎ | 10.3M/23.1M [00:00<00:00, 20.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  63%|█▉ | 14.5M/23.1M [00:00<00:00, 20.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  81%|██▍| 18.7M/23.1M [00:00<00:00, 20.8M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  90%|██▋| 20.8M/23.1M [00:01<00:00, 20.9M Bytes/s]\u001b[A\n",
      "Total:  37%|█████████▉                 | 798M/2.17G [00:53<01:31, 15.0M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:   0%|            | 0.00/24.5M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:   9%|▎  | 2.09M/24.5M [00:00<00:01, 20.9M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  22%|▋  | 5.42M/24.5M [00:00<00:00, 22.0M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  34%|█  | 8.41M/24.5M [00:00<00:00, 20.8M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  43%|█▎ | 10.5M/24.5M [00:00<00:00, 20.9M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  52%|█▌ | 12.7M/24.5M [00:00<00:00, 21.1M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  65%|█▉ | 15.9M/24.5M [00:00<00:00, 21.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  77%|██▎| 19.0M/24.5M [00:00<00:00, 20.8M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  86%|██▌| 21.1M/24.5M [00:01<00:00, 21.0M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  95%|██▊| 23.2M/24.5M [00:01<00:00, 21.1M Bytes/s]\u001b[A\n",
      "Total:  38%|██████████▏                | 823M/2.17G [00:54<01:29, 15.0M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:   0%|            | 0.00/31.8M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  13%|▍  | 4.23M/31.8M [00:00<00:01, 21.1M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  27%|▊  | 8.43M/31.8M [00:00<00:01, 21.0M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  33%|▉  | 10.6M/31.8M [00:00<00:01, 21.2M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  40%|█▏ | 12.8M/31.8M [00:00<00:00, 21.3M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  47%|█▍ | 14.9M/31.8M [00:00<00:00, 21.4M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  54%|█▌ | 17.1M/31.8M [00:00<00:00, 21.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  67%|██ | 21.4M/31.8M [00:01<00:00, 21.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  74%|██▏| 23.6M/31.8M [00:01<00:00, 21.6M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  83%|██▍| 26.3M/31.8M [00:01<00:00, 21.5M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  95%|██▊| 30.1M/31.8M [00:01<00:00, 21.7M Bytes/s]\u001b[A\n",
      "Total:  39%|██████████▌                | 854M/2.17G [00:56<01:27, 15.1M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:   0%|            | 0.00/12.2M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  17%|▌  | 2.12M/12.2M [00:00<00:00, 20.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  35%|█  | 4.28M/12.2M [00:00<00:00, 21.2M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  70%|██ | 8.52M/12.2M [00:00<00:00, 21.1M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  88%|██▋| 10.7M/12.2M [00:00<00:00, 21.2M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
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      "Get sub-03/s .. _bold.nii.gz:  79%|██▎| 8.31M/10.6M [00:00<00:00, 20.7M Bytes/s]\u001b[A\n",
      "Get sub-03/s .. _bold.nii.gz:  98%|██▉| 10.4M/10.6M [00:00<00:00, 20.7M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-02/s .. t_T1w.nii.gz:   0%|            | 0.00/8.90M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_T1w.nii.gz:  47%|█▍ | 4.16M/8.90M [00:00<00:00, 20.8M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_T1w.nii.gz:  93%|██▊| 8.31M/8.90M [00:00<00:00, 20.7M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
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      "Get sub-02/s .. t_dwi.nii.gz:  37%|█▍  | 37.9M/101M [00:02<00:03, 17.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  39%|█▌  | 39.8M/101M [00:02<00:03, 18.1M Bytes/s]\u001b[A\n",
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      "Get sub-02/s .. t_dwi.nii.gz:  54%|██▏ | 54.9M/101M [00:03<00:02, 19.0M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  56%|██▏ | 56.9M/101M [00:03<00:02, 19.2M Bytes/s]\u001b[A\n",
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      "Get sub-02/s .. t_dwi.nii.gz:  64%|██▌ | 64.5M/101M [00:03<00:01, 18.7M Bytes/s]\u001b[A\n",
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      "Get sub-02/s .. t_dwi.nii.gz:  69%|██▊ | 70.3M/101M [00:03<00:01, 19.1M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  71%|██▊ | 72.3M/101M [00:04<00:01, 19.3M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  73%|██▉ | 74.3M/101M [00:04<00:01, 19.6M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  75%|███ | 76.4M/101M [00:04<00:01, 19.7M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  77%|███ | 78.4M/101M [00:04<00:01, 19.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  81%|███▏| 82.2M/101M [00:04<00:00, 19.6M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  83%|███▎| 84.3M/101M [00:04<00:00, 19.8M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  85%|███▍| 86.3M/101M [00:04<00:00, 19.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  87%|███▍| 88.4M/101M [00:04<00:00, 20.1M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  89%|███▌| 90.5M/101M [00:04<00:00, 20.2M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  91%|███▋| 92.5M/101M [00:05<00:00, 20.4M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  93%|███▋| 94.6M/101M [00:05<00:00, 20.4M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  95%|███▊| 96.7M/101M [00:05<00:00, 20.4M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  97%|███▉| 98.8M/101M [00:05<00:00, 20.6M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:   0%|             | 0.00/101M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Total:  45%|████████████▎              | 987M/2.17G [01:05<01:18, 15.2M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:   0%|            | 0.00/22.7M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "Get sub-02/s .. _bold.nii.gz:  37%|█  | 8.35M/22.7M [00:00<00:00, 20.9M Bytes/s]\u001b[A\n",
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      "Get sub-02/s .. _bold.nii.gz:  55%|█▋ | 12.6M/22.7M [00:00<00:00, 21.1M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  65%|█▉ | 14.7M/22.7M [00:00<00:00, 21.1M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  74%|██▏| 16.9M/22.7M [00:00<00:00, 21.1M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  93%|██▊| 21.1M/22.7M [00:01<00:00, 21.1M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:   0%|            | 0.00/24.4M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:   9%|▎  | 2.14M/24.4M [00:00<00:01, 21.4M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  18%|▌  | 4.29M/24.4M [00:00<00:00, 21.4M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  26%|▊  | 6.45M/24.4M [00:00<00:00, 21.5M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  35%|█  | 8.61M/24.4M [00:00<00:00, 21.5M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  53%|█▌ | 12.9M/24.4M [00:00<00:00, 21.5M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  62%|█▊ | 15.1M/24.4M [00:00<00:00, 21.5M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  80%|██▍| 19.4M/24.4M [00:00<00:00, 21.5M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  89%|██▋| 21.6M/24.4M [00:01<00:00, 21.6M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
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      "Get sub-02/s .. _bold.nii.gz:  13%|▍  | 4.15M/31.2M [00:00<00:01, 20.8M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  20%|▌  | 6.25M/31.2M [00:00<00:01, 20.8M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  33%|▉  | 10.3M/31.2M [00:00<00:01, 20.5M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  40%|█▏ | 12.4M/31.2M [00:00<00:00, 20.7M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  46%|█▍ | 14.5M/31.2M [00:00<00:00, 20.7M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  60%|█▊ | 18.8M/31.2M [00:00<00:00, 21.0M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  74%|██▏| 23.0M/31.2M [00:01<00:00, 21.0M Bytes/s]\u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "Get sub-02/s .. _bold.nii.gz:  35%|█  | 4.18M/12.0M [00:00<00:00, 20.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  70%|██ | 8.38M/12.0M [00:00<00:00, 20.9M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
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      "Get sub-02/s .. _bold.nii.gz:  40%|█▏ | 4.14M/10.4M [00:00<00:00, 20.7M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  60%|█▊ | 6.26M/10.4M [00:00<00:00, 20.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz: 100%|██▉| 10.3M/10.4M [00:00<00:00, 20.5M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-02/s .. t_T1w.nii.gz:   0%|            | 0.00/10.0M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_T1w.nii.gz:  44%|█▎ | 4.37M/10.0M [00:00<00:00, 21.8M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_T1w.nii.gz:  87%|██▌| 8.73M/10.0M [00:00<00:00, 21.7M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
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      "Get sub-02/s .. t_dwi.nii.gz:   8%|▎   | 8.30M/104M [00:00<00:04, 20.7M Bytes/s]\u001b[A\n",
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      "Get sub-02/s .. t_dwi.nii.gz:  21%|▊   | 21.4M/104M [00:01<00:03, 21.6M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  25%|▉   | 25.8M/104M [00:01<00:03, 21.7M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  27%|█   | 28.0M/104M [00:01<00:03, 21.7M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  29%|█▏  | 30.2M/104M [00:01<00:03, 21.7M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  31%|█▏  | 32.3M/104M [00:01<00:03, 21.7M Bytes/s]\u001b[A\n",
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      "Get sub-02/s .. t_dwi.nii.gz:  46%|█▊  | 47.5M/104M [00:02<00:02, 21.2M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  48%|█▉  | 49.7M/104M [00:02<00:02, 21.3M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  50%|█▉  | 51.9M/104M [00:02<00:02, 21.4M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  54%|██▏ | 56.2M/104M [00:02<00:02, 21.4M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  56%|██▏ | 58.4M/104M [00:02<00:02, 21.5M Bytes/s]\u001b[A\n",
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      "Get sub-02/s .. t_dwi.nii.gz:  60%|██▍ | 62.7M/104M [00:02<00:01, 21.6M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  62%|██▍ | 64.9M/104M [00:03<00:01, 21.7M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  64%|██▌ | 67.1M/104M [00:03<00:01, 21.7M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  66%|██▋ | 69.3M/104M [00:03<00:01, 21.8M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  69%|██▋ | 71.5M/104M [00:03<00:01, 21.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  71%|██▊ | 73.7M/104M [00:03<00:01, 21.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  75%|██▉ | 78.1M/104M [00:03<00:01, 21.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  77%|███ | 80.3M/104M [00:03<00:01, 21.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  79%|███▏| 82.5M/104M [00:03<00:00, 21.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  83%|███▎| 86.9M/104M [00:04<00:00, 21.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  85%|███▍| 89.1M/104M [00:04<00:00, 21.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  88%|███▌| 91.3M/104M [00:04<00:00, 22.0M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  92%|███▋| 95.7M/104M [00:04<00:00, 22.0M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  96%|████▊| 100M/104M [00:04<00:00, 21.6M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. t_dwi.nii.gz:  98%|████▉| 102M/104M [00:04<00:00, 21.7M Bytes/s]\u001b[A\n",
      "Total:  55%|██████████████▍           | 1.20G/2.17G [01:17<01:02, 15.5M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:   0%|            | 0.00/23.3M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  17%|▌  | 3.93M/23.3M [00:00<00:01, 18.7M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  31%|▉  | 7.24M/23.3M [00:00<00:00, 17.4M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  39%|█▏ | 9.20M/23.3M [00:00<00:00, 18.1M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  53%|█▌ | 12.5M/23.3M [00:00<00:00, 17.3M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  68%|██ | 15.8M/23.3M [00:00<00:00, 17.1M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  82%|██▍| 19.2M/23.3M [00:01<00:00, 16.3M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  90%|██▋| 20.9M/23.3M [00:01<00:00, 16.3M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  97%|██▉| 22.6M/23.3M [00:01<00:00, 16.6M Bytes/s]\u001b[A\n",
      "Total:  56%|██████████████▋           | 1.23G/2.17G [01:19<01:01, 15.4M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:   0%|            | 0.00/24.9M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  14%|▍  | 3.45M/24.9M [00:00<00:01, 16.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  21%|▋  | 5.19M/24.9M [00:00<00:01, 17.1M Bytes/s]\u001b[A\n",
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      "Get sub-02/s .. _bold.nii.gz:  80%|██▍| 20.0M/24.9M [00:01<00:00, 18.6M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  88%|██▋| 21.9M/24.9M [00:01<00:00, 18.7M Bytes/s]\u001b[A\n",
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      "Total:  58%|██████████████▉           | 1.25G/2.17G [01:21<00:59, 15.4M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:   0%|            | 0.00/32.2M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "Get sub-02/s .. _bold.nii.gz:  25%|▋  | 7.92M/32.2M [00:00<00:01, 19.7M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  31%|▉  | 9.90M/32.2M [00:00<00:01, 19.7M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  37%|█  | 11.9M/32.2M [00:00<00:01, 19.7M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  43%|█▎ | 13.9M/32.2M [00:00<00:00, 19.8M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  49%|█▍ | 15.9M/32.2M [00:00<00:00, 19.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  56%|█▋ | 17.9M/32.2M [00:00<00:00, 19.9M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  62%|█▊ | 19.9M/32.2M [00:01<00:00, 20.0M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  68%|██ | 22.0M/32.2M [00:01<00:00, 20.1M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  81%|██▍| 26.0M/32.2M [00:01<00:00, 20.1M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  87%|██▌| 28.1M/32.2M [00:01<00:00, 20.2M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:  93%|██▊| 30.1M/32.2M [00:01<00:00, 20.2M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz: 100%|██▉| 32.2M/32.2M [00:01<00:00, 20.4M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:   0%|            | 0.00/32.2M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Total:  59%|███████████████▎          | 1.28G/2.17G [01:23<00:57, 15.4M Bytes/s]\u001b[A\n",
      "Get sub-02/s .. _bold.nii.gz:   0%|            | 0.00/12.3M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "                                                                                \u001b[A\n",
      "Get sub-01/s .. t_T1w.nii.gz:   0%|            | 0.00/8.50M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "Get sub-01/s .. t_dwi.nii.gz:  91%|██▋| 90.6M/99.9M [00:05<00:00, 18.1M Bytes/s]\u001b[A\n",
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      "Total:  65%|████████████████▉         | 1.41G/2.17G [01:32<00:49, 15.3M Bytes/s]\u001b[A\n",
      "Get sub-01/s .. _bold.nii.gz:   0%|            | 0.00/22.3M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "Get sub-01/s .. t_dwi.nii.gz:  77%|███ | 79.9M/104M [00:04<00:01, 19.4M Bytes/s]\u001b[A\n",
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      "Get sub-01/s .. t_dwi.nii.gz:  96%|████▊| 100M/104M [00:05<00:00, 20.3M Bytes/s]\u001b[A\n",
      "Get sub-01/s .. t_dwi.nii.gz:  98%|████▉| 102M/104M [00:05<00:00, 20.4M Bytes/s]\u001b[A\n",
      "Total:  75%|███████████████████▍      | 1.63G/2.17G [01:45<00:35, 15.4M Bytes/s]\u001b[A\n",
      "Get sub-01/s .. _bold.nii.gz:   0%|            | 0.00/22.9M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "Get sub-01/s .. _bold.nii.gz:  85%|██▌| 19.4M/22.9M [00:01<00:00, 16.4M Bytes/s]\u001b[A\n",
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      "Total:  76%|███████████████████▋      | 1.65G/2.17G [01:47<00:34, 15.3M Bytes/s]\u001b[A\n",
      "Get sub-01/s .. _bold.nii.gz:   0%|            | 0.00/24.5M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "Get sub-01/s .. _bold.nii.gz:  72%|██▏| 17.7M/24.5M [00:01<00:00, 17.8M Bytes/s]\u001b[A\n",
      "Get sub-01/s .. _bold.nii.gz:  80%|██▍| 19.5M/24.5M [00:01<00:00, 17.9M Bytes/s]\u001b[A\n",
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      "Total:  77%|████████████████████      | 1.67G/2.17G [01:49<00:32, 15.3M Bytes/s]\u001b[A\n",
      "Get sub-01/s .. _bold.nii.gz:   0%|            | 0.00/31.6M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "Get sub-01/s .. _bold.nii.gz:  67%|██ | 21.3M/31.6M [00:01<00:00, 19.6M Bytes/s]\u001b[A\n",
      "Get sub-01/s .. _bold.nii.gz:  74%|██▏| 23.3M/31.6M [00:01<00:00, 19.7M Bytes/s]\u001b[A\n",
      "Get sub-01/s .. _bold.nii.gz:  85%|██▌| 27.0M/31.6M [00:01<00:00, 19.3M Bytes/s]\u001b[A\n",
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      "Total:  78%|████████████████████▍     | 1.70G/2.17G [01:51<00:30, 15.3M Bytes/s]\u001b[A\n",
      "Get sub-01/s .. _bold.nii.gz:   0%|            | 0.00/12.0M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "Get sub-01/s .. _bold.nii.gz:  50%|█▍ | 6.02M/12.0M [00:00<00:00, 20.0M Bytes/s]\u001b[A\n",
      "Get sub-01/s .. _bold.nii.gz:  67%|██ | 8.06M/12.0M [00:00<00:00, 20.1M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-01/s .. _bold.nii.gz:   0%|            | 0.00/10.4M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-01/s .. _bold.nii.gz:  18%|▌  | 1.87M/10.4M [00:00<00:00, 9.66M Bytes/s]\u001b[A\n",
      "Get sub-01/s .. _bold.nii.gz:  44%|█▎ | 4.57M/10.4M [00:00<00:00, 17.0M Bytes/s]\u001b[A\n",
      "Get sub-01/s .. _bold.nii.gz:  77%|██▎| 8.03M/10.4M [00:00<00:00, 17.1M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-04/s .. t_T1w.nii.gz:   0%|            | 0.00/10.1M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_T1w.nii.gz:  15%|▍  | 1.53M/10.1M [00:00<00:00, 15.2M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_T1w.nii.gz:  42%|█▎ | 4.24M/10.1M [00:00<00:00, 15.9M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_T1w.nii.gz:  61%|█▊ | 6.14M/10.1M [00:00<00:00, 15.2M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_T1w.nii.gz:  76%|██▎| 7.68M/10.1M [00:00<00:00, 15.2M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_T1w.nii.gz:  91%|██▋| 9.23M/10.1M [00:00<00:00, 15.3M Bytes/s]\u001b[A\n",
      "Total:  80%|████████████████████▊     | 1.74G/2.17G [01:53<00:28, 15.2M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:   0%|             | 0.00/102M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "Get sub-04/s .. t_dwi.nii.gz:   5%|▏   | 4.75M/102M [00:00<00:06, 15.9M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:   8%|▎   | 7.96M/102M [00:00<00:05, 16.0M Bytes/s]\u001b[A\n",
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      "Get sub-04/s .. t_dwi.nii.gz:  45%|█▊  | 45.8M/102M [00:02<00:03, 16.9M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  46%|█▊  | 47.5M/102M [00:02<00:03, 17.0M Bytes/s]\u001b[A\n",
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      "Get sub-04/s .. t_dwi.nii.gz:  57%|██▎ | 57.9M/102M [00:03<00:02, 17.3M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  59%|██▎ | 60.3M/102M [00:03<00:02, 16.2M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  61%|██▍ | 62.9M/102M [00:03<00:02, 16.1M Bytes/s]\u001b[A\n",
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      "Get sub-04/s .. t_dwi.nii.gz:  68%|██▋ | 69.6M/102M [00:04<00:02, 16.3M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  70%|██▊ | 71.5M/102M [00:04<00:01, 17.1M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  72%|██▊ | 73.3M/102M [00:04<00:01, 17.2M Bytes/s]\u001b[A\n",
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      "Get sub-04/s .. t_dwi.nii.gz:  76%|███ | 77.5M/102M [00:04<00:01, 18.0M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  78%|███▏| 80.3M/102M [00:04<00:01, 17.3M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  82%|███▎| 83.8M/102M [00:05<00:01, 17.3M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  84%|███▎| 85.5M/102M [00:05<00:00, 17.3M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  85%|███▍| 87.3M/102M [00:05<00:00, 17.4M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  87%|███▍| 89.0M/102M [00:05<00:00, 17.4M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  90%|███▌| 92.5M/102M [00:05<00:00, 17.1M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  94%|███▋| 95.8M/102M [00:05<00:00, 16.6M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  95%|███▊| 97.5M/102M [00:05<00:00, 16.6M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  97%|███▉| 99.2M/102M [00:06<00:00, 16.6M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:   0%|             | 0.00/102M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Total:  85%|██████████████████████    | 1.84G/2.17G [02:01<00:21, 15.2M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:   0%|            | 0.00/24.6M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "Get sub-04/s .. _bold.nii.gz:  16%|▍  | 3.95M/24.6M [00:00<00:01, 17.8M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  28%|▊  | 6.93M/24.6M [00:00<00:01, 17.1M Bytes/s]\u001b[A\n",
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      "Get sub-04/s .. _bold.nii.gz:  85%|██▌| 20.9M/24.6M [00:01<00:00, 17.4M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  92%|██▊| 22.7M/24.6M [00:01<00:00, 17.4M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  99%|██▉| 24.4M/24.6M [00:01<00:00, 17.4M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
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      "Get sub-04/s .. _bold.nii.gz:  13%|▍  | 3.47M/26.2M [00:00<00:01, 17.4M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  20%|▌  | 5.24M/26.2M [00:00<00:01, 17.5M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  33%|█  | 8.76M/26.2M [00:00<00:00, 17.5M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  40%|█▏ | 10.5M/26.2M [00:00<00:00, 17.5M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  50%|█▌ | 13.2M/26.2M [00:00<00:00, 17.9M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  60%|█▊ | 15.8M/26.2M [00:00<00:00, 17.4M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  67%|██ | 17.6M/26.2M [00:01<00:00, 17.5M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  74%|██▏| 19.3M/26.2M [00:01<00:00, 17.5M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  82%|██▍| 21.5M/26.2M [00:01<00:00, 16.7M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  94%|██▊| 24.6M/26.2M [00:01<00:00, 17.8M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:   0%|            | 0.00/33.7M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  10%|▎  | 3.50M/33.7M [00:00<00:01, 17.5M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  16%|▍  | 5.25M/33.7M [00:00<00:01, 17.5M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  21%|▌  | 7.00M/33.7M [00:00<00:01, 17.5M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  26%|▊  | 8.77M/33.7M [00:00<00:01, 17.5M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  36%|█  | 12.3M/33.7M [00:00<00:01, 17.6M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  42%|█▎ | 14.1M/33.7M [00:00<00:01, 17.6M Bytes/s]\u001b[A\n",
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      "Get sub-04/s .. _bold.nii.gz:  57%|█▋ | 19.4M/33.7M [00:01<00:00, 17.6M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  67%|██ | 22.7M/33.7M [00:01<00:00, 17.4M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  73%|██▏| 24.6M/33.7M [00:01<00:00, 17.6M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  78%|██▎| 26.4M/33.7M [00:01<00:00, 17.6M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  89%|██▋| 30.0M/33.7M [00:01<00:00, 17.6M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  99%|██▉| 33.4M/33.7M [00:01<00:00, 16.6M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:   0%|            | 0.00/12.9M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  21%|▌  | 2.65M/12.9M [00:00<00:00, 20.0M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  41%|█▏ | 5.33M/12.9M [00:00<00:00, 17.4M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  67%|██ | 8.64M/12.9M [00:00<00:00, 16.9M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  81%|██▍| 10.4M/12.9M [00:00<00:00, 17.1M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  95%|██▊| 12.2M/12.9M [00:00<00:00, 17.4M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:   0%|            | 0.00/11.2M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  16%|▍  | 1.79M/11.2M [00:00<00:00, 17.9M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  32%|▉  | 3.61M/11.2M [00:00<00:00, 18.0M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  49%|█▍ | 5.43M/11.2M [00:00<00:00, 18.1M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  81%|██▍| 9.05M/11.2M [00:00<00:00, 18.1M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  97%|██▉| 10.9M/11.2M [00:00<00:00, 18.1M Bytes/s]\u001b[A\n",
      "Total:  90%|███████████████████████▎  | 1.95G/2.17G [02:08<00:14, 15.1M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_T1w.nii.gz:   0%|            | 0.00/9.72M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_T1w.nii.gz:  38%|█▏ | 3.66M/9.72M [00:00<00:00, 18.3M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_T1w.nii.gz:  57%|█▋ | 5.50M/9.72M [00:00<00:00, 18.3M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_T1w.nii.gz:  75%|██▎| 7.34M/9.72M [00:00<00:00, 18.3M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_T1w.nii.gz:  95%|██▊| 9.19M/9.72M [00:00<00:00, 18.4M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
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      "Get sub-04/s .. t_dwi.nii.gz:   3%|▏   | 3.63M/105M [00:00<00:05, 18.1M Bytes/s]\u001b[A\n",
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      "Get sub-04/s .. t_dwi.nii.gz:  23%|▉   | 24.3M/105M [00:01<00:04, 18.9M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  25%|█   | 26.3M/105M [00:01<00:04, 19.0M Bytes/s]\u001b[A\n",
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      "Get sub-04/s .. t_dwi.nii.gz:  51%|██  | 53.6M/105M [00:02<00:02, 19.9M Bytes/s]\u001b[A\n",
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      "Get sub-04/s .. t_dwi.nii.gz:  73%|██▉ | 76.6M/105M [00:03<00:01, 21.2M Bytes/s]\u001b[A\n",
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      "Get sub-04/s .. t_dwi.nii.gz:  77%|███ | 81.0M/105M [00:04<00:01, 21.4M Bytes/s]\u001b[A\n",
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      "Get sub-04/s .. t_dwi.nii.gz:  84%|███▎| 87.6M/105M [00:04<00:00, 21.8M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  88%|███▌| 92.0M/105M [00:04<00:00, 21.9M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  90%|███▌| 94.3M/105M [00:04<00:00, 22.0M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  92%|███▋| 96.5M/105M [00:04<00:00, 22.1M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  94%|███▊| 98.8M/105M [00:04<00:00, 22.3M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:  96%|████▊| 101M/105M [00:05<00:00, 22.4M Bytes/s]\u001b[A\n",
      "                                                                                \u001b[A\n",
      "Get sub-04/s .. t_dwi.nii.gz:   0%|             | 0.00/105M [00:00<?, ? Bytes/s]\u001b[A\n",
      "Total:  95%|████████████████████████▋ | 2.06G/2.17G [02:15<00:07, 15.2M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:   0%|            | 0.00/24.7M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "                                                                                \u001b[A\n",
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      "Get sub-04/s .. _bold.nii.gz:  75%|██▏| 9.63M/12.9M [00:00<00:00, 19.8M Bytes/s]\u001b[A\n",
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      "                                                                                \u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:   0%|            | 0.00/11.2M [00:00<?, ? Bytes/s]\u001b[A\n",
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      "Get sub-04/s .. _bold.nii.gz:  45%|█▎ | 4.99M/11.2M [00:00<00:00, 21.9M Bytes/s]\u001b[A\n",
      "Get sub-04/s .. _bold.nii.gz:  80%|██▍| 8.89M/11.2M [00:00<00:00, 22.0M Bytes/s]\u001b[A\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-05/ses-retest/anat/sub-05_ses-retest_T1w.nii.gz (\u001b[1;35mfile\u001b[0m) [from s3-PUBLIC...]\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-05/ses-retest/dwi/sub-05_ses-retest_dwi.nii.gz (\u001b[1;35mfile\u001b[0m) [from s3-PUBLIC...]\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-05/ses-retest/func/sub-05_ses-retest_task-covertverbgeneration_bold.nii.gz (\u001b[1;35mfile\u001b[0m) [from s3-PUBLIC...]\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-05/ses-retest/func/sub-05_ses-retest_task-fingerfootlips_bold.nii.gz (\u001b[1;35mfile\u001b[0m) [from s3-PUBLIC...]\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-05/ses-retest/func/sub-05_ses-retest_task-linebisection_bold.nii.gz (\u001b[1;35mfile\u001b[0m) [from s3-PUBLIC...]\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-05/ses-retest/func/sub-05_ses-retest_task-overtverbgeneration_bold.nii.gz (\u001b[1;35mfile\u001b[0m) [from s3-PUBLIC...]\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-05/ses-retest/func/sub-05_ses-retest_task-overtwordrepetition_bold.nii.gz (\u001b[1;35mfile\u001b[0m) [from s3-PUBLIC...]\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-05/ses-test/anat/sub-05_ses-test_T1w.nii.gz (\u001b[1;35mfile\u001b[0m) [from s3-PUBLIC...]\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-05/ses-test/dwi/sub-05_ses-test_dwi.nii.gz (\u001b[1;35mfile\u001b[0m) [from s3-PUBLIC...]\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-05/ses-test/func/sub-05_ses-test_task-covertverbgeneration_bold.nii.gz (\u001b[1;35mfile\u001b[0m) [from s3-PUBLIC...]\n",
      "  [60 similar messages have been suppressed; disable with datalad.ui.suppress-similar-results=off]\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-05 (\u001b[1;35mdirectory\u001b[0m)\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-03 (\u001b[1;35mdirectory\u001b[0m)\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-02 (\u001b[1;35mdirectory\u001b[0m)\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-01 (\u001b[1;35mdirectory\u001b[0m)\n",
      "\u001b[1;1mget\u001b[0m(\u001b[1;32mok\u001b[0m): sub-04 (\u001b[1;35mdirectory\u001b[0m)\n",
      "action summary:\n",
      "  get (ok: 75)\n",
      "\u001b[0m"
     ]
    }
   ],
   "source": [
    "PATTERN = \"sub-0[1-5]\"\n",
    "! datalad install https://github.com/OpenNeuroDatasets/ds000114.git \n",
    "! cd ds000114 && datalad get $PATTERN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "editable": true,
    "scrolled": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[01;34mds000114\u001b[0m\n",
      "├── \u001b[00mCHANGES\u001b[0m\n",
      "├── \u001b[00mdataset_description.json\u001b[0m\n",
      "├── \u001b[00mdwi.bval\u001b[0m\n",
      "├── \u001b[00mdwi.bvec\u001b[0m\n",
      "├── \u001b[00mparticipants.tsv\u001b[0m\n",
      "├── \u001b[01;34msub-01\u001b[0m\n",
      "│   ├── \u001b[01;34mses-retest\u001b[0m\n",
      "│   │   ├── \u001b[01;34manat\u001b[0m\n",
      "│   │   │   └── \u001b[01;36msub-01_ses-retest_T1w.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/xm/25/MD5E-s8503839--3b3b49b2396b59ddd5a73b7f596f9e46.nii.gz/MD5E-s8503839--3b3b49b2396b59ddd5a73b7f596f9e46.nii.gz\u001b[0m\n",
      "│   │   ├── \u001b[01;34mdwi\u001b[0m\n",
      "│   │   │   └── \u001b[01;36msub-01_ses-retest_dwi.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/0K/16/MD5E-s99899518--5ebac8e9e23180638dd68dde10b818be.nii.gz/MD5E-s99899518--5ebac8e9e23180638dd68dde10b818be.nii.gz\u001b[0m\n",
      "│   │   └── \u001b[01;34mfunc\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-01_ses-retest_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/3q/Qf/MD5E-s22317848--b30f5b2f7a6039a3e384bcb40bec7e55.nii.gz/MD5E-s22317848--b30f5b2f7a6039a3e384bcb40bec7e55.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-01_ses-retest_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/26/6j/MD5E-s23793248--327e42d440f0557105bf7c05a3b9f1e8.nii.gz/MD5E-s23793248--327e42d440f0557105bf7c05a3b9f1e8.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-01_ses-retest_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/qv/gf/MD5E-s30728838--58392e3ead9caeefe148a57c71dd5b44.nii.gz/MD5E-s30728838--58392e3ead9caeefe148a57c71dd5b44.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[00msub-01_ses-retest_task-linebisection_events.tsv\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-01_ses-retest_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/Fx/6K/MD5E-s11839146--5f62c005467de0dabc6ebcd09c3e7ec3.nii.gz/MD5E-s11839146--5f62c005467de0dabc6ebcd09c3e7ec3.nii.gz\u001b[0m\n",
      "│   │       └── \u001b[01;36msub-01_ses-retest_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/x3/qW/MD5E-s10162063--a86a0f448872de33a901a6b639e975c9.nii.gz/MD5E-s10162063--a86a0f448872de33a901a6b639e975c9.nii.gz\u001b[0m\n",
      "│   └── \u001b[01;34mses-test\u001b[0m\n",
      "│       ├── \u001b[01;34manat\u001b[0m\n",
      "│       │   └── \u001b[01;36msub-01_ses-test_T1w.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/QP/jm/MD5E-s8677710--d6820f6cb8fb965e864419c14f6a22d5.nii.gz/MD5E-s8677710--d6820f6cb8fb965e864419c14f6a22d5.nii.gz\u001b[0m\n",
      "│       ├── \u001b[01;34mdwi\u001b[0m\n",
      "│       │   └── \u001b[01;36msub-01_ses-test_dwi.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/X2/kJ/MD5E-s104193417--454850ac9ed1c96c40b6b7946e51bf71.nii.gz/MD5E-s104193417--454850ac9ed1c96c40b6b7946e51bf71.nii.gz\u001b[0m\n",
      "│       └── \u001b[01;34mfunc\u001b[0m\n",
      "│           ├── \u001b[01;36msub-01_ses-test_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/mx/zJ/MD5E-s22944165--71b1eda077a1003a177552f6c380323a.nii.gz/MD5E-s22944165--71b1eda077a1003a177552f6c380323a.nii.gz\u001b[0m\n",
      "│           ├── \u001b[01;36msub-01_ses-test_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/k6/4f/MD5E-s24454931--e9ab535d84a922b0c7ed52461244cf47.nii.gz/MD5E-s24454931--e9ab535d84a922b0c7ed52461244cf47.nii.gz\u001b[0m\n",
      "│           ├── \u001b[01;36msub-01_ses-test_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/32/Qq/MD5E-s31617092--151bc230c3b577110883369b6fad0daa.nii.gz/MD5E-s31617092--151bc230c3b577110883369b6fad0daa.nii.gz\u001b[0m\n",
      "│           ├── \u001b[00msub-01_ses-test_task-linebisection_events.tsv\u001b[0m\n",
      "│           ├── \u001b[01;36msub-01_ses-test_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/p3/fZ/MD5E-s12048980--648c9094579aa5d047a5f6db468f9bc9.nii.gz/MD5E-s12048980--648c9094579aa5d047a5f6db468f9bc9.nii.gz\u001b[0m\n",
      "│           └── \u001b[01;36msub-01_ses-test_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/56/GV/MD5E-s10362270--6a5c483d118db28ff8a62455def5501c.nii.gz/MD5E-s10362270--6a5c483d118db28ff8a62455def5501c.nii.gz\u001b[0m\n",
      "├── \u001b[01;34msub-02\u001b[0m\n",
      "│   ├── \u001b[01;34mses-retest\u001b[0m\n",
      "│   │   ├── \u001b[01;34manat\u001b[0m\n",
      "│   │   │   └── \u001b[01;36msub-02_ses-retest_T1w.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/VV/x2/MD5E-s8901003--6ad41304cbd57904227d914c054dcdc3.nii.gz/MD5E-s8901003--6ad41304cbd57904227d914c054dcdc3.nii.gz\u001b[0m\n",
      "│   │   ├── \u001b[01;34mdwi\u001b[0m\n",
      "│   │   │   └── \u001b[01;36msub-02_ses-retest_dwi.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/ZZ/4X/MD5E-s101314358--9be934908a88073bc070e524651ee665.nii.gz/MD5E-s101314358--9be934908a88073bc070e524651ee665.nii.gz\u001b[0m\n",
      "│   │   └── \u001b[01;34mfunc\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-02_ses-retest_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/vk/gK/MD5E-s22730907--26df7900a64e1d9f90e17ad0fa53145d.nii.gz/MD5E-s22730907--26df7900a64e1d9f90e17ad0fa53145d.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-02_ses-retest_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/Jg/vq/MD5E-s24364271--593256c66ce88ed8aaef140a4b37c6ec.nii.gz/MD5E-s24364271--593256c66ce88ed8aaef140a4b37c6ec.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-02_ses-retest_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/pZ/GJ/MD5E-s31238024--929a3999fa92002e571bec60f7343b65.nii.gz/MD5E-s31238024--929a3999fa92002e571bec60f7343b65.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[00msub-02_ses-retest_task-linebisection_events.tsv\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-02_ses-retest_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/35/2V/MD5E-s12039294--070d0299974f916bdee0791985381593.nii.gz/MD5E-s12039294--070d0299974f916bdee0791985381593.nii.gz\u001b[0m\n",
      "│   │       └── \u001b[01;36msub-02_ses-retest_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/Z4/0G/MD5E-s10369674--71d655f61e4ce98ae7761ce76e3c30f9.nii.gz/MD5E-s10369674--71d655f61e4ce98ae7761ce76e3c30f9.nii.gz\u001b[0m\n",
      "│   └── \u001b[01;34mses-test\u001b[0m\n",
      "│       ├── \u001b[01;34manat\u001b[0m\n",
      "│       │   └── \u001b[01;36msub-02_ses-test_T1w.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/qq/gm/MD5E-s10025785--0e790e210a275d76e3f2f4d895df6358.nii.gz/MD5E-s10025785--0e790e210a275d76e3f2f4d895df6358.nii.gz\u001b[0m\n",
      "│       ├── \u001b[01;34mdwi\u001b[0m\n",
      "│       │   └── \u001b[01;36msub-02_ses-test_dwi.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/8x/vp/MD5E-s104222416--86575d07809e9c717079592a12c69344.nii.gz/MD5E-s104222416--86575d07809e9c717079592a12c69344.nii.gz\u001b[0m\n",
      "│       └── \u001b[01;34mfunc\u001b[0m\n",
      "│           ├── \u001b[01;36msub-02_ses-test_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/F6/6J/MD5E-s23349944--2a2b8bc1f3d90e84d879bdd4638103c8.nii.gz/MD5E-s23349944--2a2b8bc1f3d90e84d879bdd4638103c8.nii.gz\u001b[0m\n",
      "│           ├── \u001b[01;36msub-02_ses-test_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/pG/k1/MD5E-s24882575--75c39bee9e25e02c629dfcce1b378589.nii.gz/MD5E-s24882575--75c39bee9e25e02c629dfcce1b378589.nii.gz\u001b[0m\n",
      "│           ├── \u001b[01;36msub-02_ses-test_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/WM/m9/MD5E-s32248732--4cd877de7b4c66e073610dffb67dfbcc.nii.gz/MD5E-s32248732--4cd877de7b4c66e073610dffb67dfbcc.nii.gz\u001b[0m\n",
      "│           ├── \u001b[00msub-02_ses-test_task-linebisection_events.tsv\u001b[0m\n",
      "│           ├── \u001b[01;36msub-02_ses-test_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/Jz/zM/MD5E-s12348374--67f259c7e0bbb0fe39e747be5f905a4b.nii.gz/MD5E-s12348374--67f259c7e0bbb0fe39e747be5f905a4b.nii.gz\u001b[0m\n",
      "│           └── \u001b[01;36msub-02_ses-test_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/6g/Zw/MD5E-s10496422--bae24132d514bb028ca8a3d749363bd9.nii.gz/MD5E-s10496422--bae24132d514bb028ca8a3d749363bd9.nii.gz\u001b[0m\n",
      "├── \u001b[01;34msub-03\u001b[0m\n",
      "│   ├── \u001b[01;34mses-retest\u001b[0m\n",
      "│   │   ├── \u001b[01;34manat\u001b[0m\n",
      "│   │   │   └── \u001b[01;36msub-03_ses-retest_T1w.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/64/vk/MD5E-s8125470--75575589e60ce58d95b4d72d3b4bf222.nii.gz/MD5E-s8125470--75575589e60ce58d95b4d72d3b4bf222.nii.gz\u001b[0m\n",
      "│   │   ├── \u001b[01;34mdwi\u001b[0m\n",
      "│   │   │   └── \u001b[01;36msub-03_ses-retest_dwi.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/Pf/07/MD5E-s101660442--50491e142880d5f32b6c33cde372fb05.nii.gz/MD5E-s101660442--50491e142880d5f32b6c33cde372fb05.nii.gz\u001b[0m\n",
      "│   │   └── \u001b[01;34mfunc\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-03_ses-retest_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/z1/0p/MD5E-s22709259--a01b5167228be96f007e84bab43e8b60.nii.gz/MD5E-s22709259--a01b5167228be96f007e84bab43e8b60.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-03_ses-retest_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/WG/k5/MD5E-s24175561--769ba7da6cac3318c47bc9215a77359b.nii.gz/MD5E-s24175561--769ba7da6cac3318c47bc9215a77359b.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-03_ses-retest_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/Qf/QX/MD5E-s31217356--89a8e84fbe0b5f019ce69d4ad643863c.nii.gz/MD5E-s31217356--89a8e84fbe0b5f019ce69d4ad643863c.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[00msub-03_ses-retest_task-linebisection_events.tsv\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-03_ses-retest_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/Xx/q2/MD5E-s11992800--894dac07de9c8cddf6ea7e42f39f5c80.nii.gz/MD5E-s11992800--894dac07de9c8cddf6ea7e42f39f5c80.nii.gz\u001b[0m\n",
      "│   │       └── \u001b[01;36msub-03_ses-retest_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/7F/8p/MD5E-s10359493--9b3e5cc9933645901049c64c600ec6ca.nii.gz/MD5E-s10359493--9b3e5cc9933645901049c64c600ec6ca.nii.gz\u001b[0m\n",
      "│   └── \u001b[01;34mses-test\u001b[0m\n",
      "│       ├── \u001b[01;34manat\u001b[0m\n",
      "│       │   └── \u001b[01;36msub-03_ses-test_T1w.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/P9/kj/MD5E-s7970968--75bb38265ea96864bfa0b012ba21b0b0.nii.gz/MD5E-s7970968--75bb38265ea96864bfa0b012ba21b0b0.nii.gz\u001b[0m\n",
      "│       ├── \u001b[01;34mdwi\u001b[0m\n",
      "│       │   └── \u001b[01;36msub-03_ses-test_dwi.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/F3/Pf/MD5E-s106544064--badea2659bd4440ff4c20e2f149034cc.nii.gz/MD5E-s106544064--badea2659bd4440ff4c20e2f149034cc.nii.gz\u001b[0m\n",
      "│       └── \u001b[01;34mfunc\u001b[0m\n",
      "│           ├── \u001b[01;36msub-03_ses-test_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/J6/f0/MD5E-s23145742--a792c0592cb77a161eb5d000a618c17c.nii.gz/MD5E-s23145742--a792c0592cb77a161eb5d000a618c17c.nii.gz\u001b[0m\n",
      "│           ├── \u001b[01;36msub-03_ses-test_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/gp/QM/MD5E-s24520513--0fd08e07bbee37ac9efe14c7b265299a.nii.gz/MD5E-s24520513--0fd08e07bbee37ac9efe14c7b265299a.nii.gz\u001b[0m\n",
      "│           ├── \u001b[01;36msub-03_ses-test_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/mP/mg/MD5E-s31785134--76856b9d6c90730144196aa48e4d9a9f.nii.gz/MD5E-s31785134--76856b9d6c90730144196aa48e4d9a9f.nii.gz\u001b[0m\n",
      "│           ├── \u001b[00msub-03_ses-test_task-linebisection_events.tsv\u001b[0m\n",
      "│           ├── \u001b[01;36msub-03_ses-test_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/w3/XQ/MD5E-s12159084--67f84031d332467dae91107e53f0d89e.nii.gz/MD5E-s12159084--67f84031d332467dae91107e53f0d89e.nii.gz\u001b[0m\n",
      "│           └── \u001b[01;36msub-03_ses-test_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/Qk/kK/MD5E-s10552089--e00b7544d9c44dddcd966e2c1dcd468f.nii.gz/MD5E-s10552089--e00b7544d9c44dddcd966e2c1dcd468f.nii.gz\u001b[0m\n",
      "├── \u001b[01;34msub-04\u001b[0m\n",
      "│   ├── \u001b[01;34mses-retest\u001b[0m\n",
      "│   │   ├── \u001b[01;34manat\u001b[0m\n",
      "│   │   │   └── \u001b[01;36msub-04_ses-retest_T1w.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/z9/V6/MD5E-s10125819--92fcdbdd50bb334651e474417237a7f2.nii.gz/MD5E-s10125819--92fcdbdd50bb334651e474417237a7f2.nii.gz\u001b[0m\n",
      "│   │   ├── \u001b[01;34mdwi\u001b[0m\n",
      "│   │   │   └── \u001b[01;36msub-04_ses-retest_dwi.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/0Q/z6/MD5E-s102315940--827455ba66acecb6a2c8b9222bcd9fa1.nii.gz/MD5E-s102315940--827455ba66acecb6a2c8b9222bcd9fa1.nii.gz\u001b[0m\n",
      "│   │   └── \u001b[01;34mfunc\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-04_ses-retest_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/6G/PV/MD5E-s24644977--c2411e3bad71cddeb2c083f999d22f93.nii.gz/MD5E-s24644977--c2411e3bad71cddeb2c083f999d22f93.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-04_ses-retest_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/Jf/m1/MD5E-s26197435--1ec999d21c0039897b67f38f5870d70c.nii.gz/MD5E-s26197435--1ec999d21c0039897b67f38f5870d70c.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-04_ses-retest_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/J2/v9/MD5E-s33748727--044de5969956d86b7cdee0eb36e26c9e.nii.gz/MD5E-s33748727--044de5969956d86b7cdee0eb36e26c9e.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[00msub-04_ses-retest_task-linebisection_events.tsv\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-04_ses-retest_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/Kf/5K/MD5E-s12862957--a356882c1f18391f2f5215bda39f817f.nii.gz/MD5E-s12862957--a356882c1f18391f2f5215bda39f817f.nii.gz\u001b[0m\n",
      "│   │       └── \u001b[01;36msub-04_ses-retest_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/70/k3/MD5E-s11172082--dcd559966a66e0645cb98a9b13c67a6c.nii.gz/MD5E-s11172082--dcd559966a66e0645cb98a9b13c67a6c.nii.gz\u001b[0m\n",
      "│   └── \u001b[01;34mses-test\u001b[0m\n",
      "│       ├── \u001b[01;34manat\u001b[0m\n",
      "│       │   └── \u001b[01;36msub-04_ses-test_T1w.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/mg/5z/MD5E-s9717713--7764ef9c3fb344f69f1c2eb34cd56046.nii.gz/MD5E-s9717713--7764ef9c3fb344f69f1c2eb34cd56046.nii.gz\u001b[0m\n",
      "│       ├── \u001b[01;34mdwi\u001b[0m\n",
      "│       │   └── \u001b[01;36msub-04_ses-test_dwi.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/W0/Gk/MD5E-s104883316--ec0aec8977aa5a5c0901cd9d2e25347c.nii.gz/MD5E-s104883316--ec0aec8977aa5a5c0901cd9d2e25347c.nii.gz\u001b[0m\n",
      "│       └── \u001b[01;34mfunc\u001b[0m\n",
      "│           ├── \u001b[01;36msub-04_ses-test_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/GX/QK/MD5E-s24677139--d835385cb69d9907d6b0cb7311a91ff3.nii.gz/MD5E-s24677139--d835385cb69d9907d6b0cb7311a91ff3.nii.gz\u001b[0m\n",
      "│           ├── \u001b[01;36msub-04_ses-test_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/Qv/qX/MD5E-s26270785--61f837b1ef1f667975ab25b820844d93.nii.gz/MD5E-s26270785--61f837b1ef1f667975ab25b820844d93.nii.gz\u001b[0m\n",
      "│           ├── \u001b[01;36msub-04_ses-test_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/gk/3p/MD5E-s33823763--377e091ada8819942070a374b71ea986.nii.gz/MD5E-s33823763--377e091ada8819942070a374b71ea986.nii.gz\u001b[0m\n",
      "│           ├── \u001b[00msub-04_ses-test_task-linebisection_events.tsv\u001b[0m\n",
      "│           ├── \u001b[01;36msub-04_ses-test_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/0Q/jG/MD5E-s12907201--46e3c39a8f7ec6c2f5b1ab157efa10d1.nii.gz/MD5E-s12907201--46e3c39a8f7ec6c2f5b1ab157efa10d1.nii.gz\u001b[0m\n",
      "│           └── \u001b[01;36msub-04_ses-test_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/X5/FJ/MD5E-s11171792--bc9ba9ef24fcf364f3057401c17b1c49.nii.gz/MD5E-s11171792--bc9ba9ef24fcf364f3057401c17b1c49.nii.gz\u001b[0m\n",
      "├── \u001b[01;34msub-05\u001b[0m\n",
      "│   ├── \u001b[01;34mses-retest\u001b[0m\n",
      "│   │   ├── \u001b[01;34manat\u001b[0m\n",
      "│   │   │   └── \u001b[01;36msub-05_ses-retest_T1w.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/JK/PV/MD5E-s9511479--cec6ad961369ea1b21521d33040406d1.nii.gz/MD5E-s9511479--cec6ad961369ea1b21521d33040406d1.nii.gz\u001b[0m\n",
      "│   │   ├── \u001b[01;34mdwi\u001b[0m\n",
      "│   │   │   └── \u001b[01;36msub-05_ses-retest_dwi.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/Mx/KM/MD5E-s104024235--7a107b0b7d70f0e0a60e5fccbda23f41.nii.gz/MD5E-s104024235--7a107b0b7d70f0e0a60e5fccbda23f41.nii.gz\u001b[0m\n",
      "│   │   └── \u001b[01;34mfunc\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-05_ses-retest_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/x3/7x/MD5E-s24240966--89dc3e4888f5788e390be04cc91565ef.nii.gz/MD5E-s24240966--89dc3e4888f5788e390be04cc91565ef.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-05_ses-retest_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/V4/fV/MD5E-s25998505--071b1bd89a8d245b7a7a23323b434706.nii.gz/MD5E-s25998505--071b1bd89a8d245b7a7a23323b434706.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-05_ses-retest_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/3v/1w/MD5E-s33598359--952f5c8625b962a9f5ccb3d2bb58d1aa.nii.gz/MD5E-s33598359--952f5c8625b962a9f5ccb3d2bb58d1aa.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[00msub-05_ses-retest_task-linebisection_events.tsv\u001b[0m\n",
      "│   │       ├── \u001b[01;36msub-05_ses-retest_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/w0/75/MD5E-s12942731--e26171327d6bbdd4f392e1e327f92850.nii.gz/MD5E-s12942731--e26171327d6bbdd4f392e1e327f92850.nii.gz\u001b[0m\n",
      "│   │       └── \u001b[01;36msub-05_ses-retest_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/2V/K8/MD5E-s11109819--e0875ced4e44d9a144316893937a063b.nii.gz/MD5E-s11109819--e0875ced4e44d9a144316893937a063b.nii.gz\u001b[0m\n",
      "│   └── \u001b[01;34mses-test\u001b[0m\n",
      "│       ├── \u001b[01;34manat\u001b[0m\n",
      "│       │   └── \u001b[01;36msub-05_ses-test_T1w.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/f1/XP/MD5E-s9942928--e32c1d5fb1d6db6449b19be10b5efc67.nii.gz/MD5E-s9942928--e32c1d5fb1d6db6449b19be10b5efc67.nii.gz\u001b[0m\n",
      "│       ├── \u001b[01;34mdwi\u001b[0m\n",
      "│       │   └── \u001b[01;36msub-05_ses-test_dwi.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/q3/gK/MD5E-s108049676--0d107c0acf9bed884baedfb7bc6a76e7.nii.gz/MD5E-s108049676--0d107c0acf9bed884baedfb7bc6a76e7.nii.gz\u001b[0m\n",
      "│       └── \u001b[01;34mfunc\u001b[0m\n",
      "│           ├── \u001b[01;36msub-05_ses-test_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/0z/1V/MD5E-s24924488--f11c9aec356aa58e53e7a154222f4e74.nii.gz/MD5E-s24924488--f11c9aec356aa58e53e7a154222f4e74.nii.gz\u001b[0m\n",
      "│           ├── \u001b[01;36msub-05_ses-test_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/GK/P9/MD5E-s26693258--a904caebfaa372a21eb37231bae55299.nii.gz/MD5E-s26693258--a904caebfaa372a21eb37231bae55299.nii.gz\u001b[0m\n",
      "│           ├── \u001b[01;36msub-05_ses-test_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/jW/X3/MD5E-s34416273--467b8d34b985d8caa2ac26e93506b775.nii.gz/MD5E-s34416273--467b8d34b985d8caa2ac26e93506b775.nii.gz\u001b[0m\n",
      "│           ├── \u001b[00msub-05_ses-test_task-linebisection_events.tsv\u001b[0m\n",
      "│           ├── \u001b[01;36msub-05_ses-test_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/fZ/Qx/MD5E-s13124683--f6b7dbf08272097300cf977ddc06a3a3.nii.gz/MD5E-s13124683--f6b7dbf08272097300cf977ddc06a3a3.nii.gz\u001b[0m\n",
      "│           └── \u001b[01;36msub-05_ses-test_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[01;31m../../../.git/annex/objects/wP/ZP/MD5E-s11526323--f99a4f1f281cc1213c556b1f446724e5.nii.gz/MD5E-s11526323--f99a4f1f281cc1213c556b1f446724e5.nii.gz\u001b[0m\n",
      "├── \u001b[01;34msub-06\u001b[0m\n",
      "│   ├── \u001b[01;34mses-retest\u001b[0m\n",
      "│   │   ├── \u001b[01;34manat\u001b[0m\n",
      "│   │   │   └── \u001b[40;31;01msub-06_ses-retest_T1w.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/9W/pF/MD5E-s9712028--b4fbccf8add0667a4cba4306d2609bf6.nii.gz/MD5E-s9712028--b4fbccf8add0667a4cba4306d2609bf6.nii.gz\u001b[0m\n",
      "│   │   ├── \u001b[01;34mdwi\u001b[0m\n",
      "│   │   │   └── \u001b[40;31;01msub-06_ses-retest_dwi.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/82/0m/MD5E-s102946238--20e290d95ed62fe68f5c73c3e057aa68.nii.gz/MD5E-s102946238--20e290d95ed62fe68f5c73c3e057aa68.nii.gz\u001b[0m\n",
      "│   │   └── \u001b[01;34mfunc\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-06_ses-retest_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/KQ/41/MD5E-s24361814--23edea0b5a1c7b770ae89a700099482a.nii.gz/MD5E-s24361814--23edea0b5a1c7b770ae89a700099482a.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-06_ses-retest_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/MW/2q/MD5E-s26020756--5525a120e543de5a7c561eb0ac058c50.nii.gz/MD5E-s26020756--5525a120e543de5a7c561eb0ac058c50.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-06_ses-retest_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/kz/g4/MD5E-s33607078--55b31ff735c4a5d571e49ca0fa44ef3b.nii.gz/MD5E-s33607078--55b31ff735c4a5d571e49ca0fa44ef3b.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[00msub-06_ses-retest_task-linebisection_events.tsv\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-06_ses-retest_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/qf/92/MD5E-s12884913--85e85fa3810ffbc274163169994516ce.nii.gz/MD5E-s12884913--85e85fa3810ffbc274163169994516ce.nii.gz\u001b[0m\n",
      "│   │       └── \u001b[40;31;01msub-06_ses-retest_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/zx/Mx/MD5E-s11071105--d4dc6401799624f330849cb2a26ecce0.nii.gz/MD5E-s11071105--d4dc6401799624f330849cb2a26ecce0.nii.gz\u001b[0m\n",
      "│   └── \u001b[01;34mses-test\u001b[0m\n",
      "│       ├── \u001b[01;34manat\u001b[0m\n",
      "│       │   └── \u001b[40;31;01msub-06_ses-test_T1w.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/gm/9z/MD5E-s10429286--0dcb4734fa4f0bccc2f7b953e630e24d.nii.gz/MD5E-s10429286--0dcb4734fa4f0bccc2f7b953e630e24d.nii.gz\u001b[0m\n",
      "│       ├── \u001b[01;34mdwi\u001b[0m\n",
      "│       │   └── \u001b[40;31;01msub-06_ses-test_dwi.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/q4/Jf/MD5E-s111500846--b91fca5d1ca3b959becfc5da8923aab1.nii.gz/MD5E-s111500846--b91fca5d1ca3b959becfc5da8923aab1.nii.gz\u001b[0m\n",
      "│       └── \u001b[01;34mfunc\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-06_ses-test_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/K1/PM/MD5E-s25380586--d07bdf55b059b9532106bdf96c3d5be6.nii.gz/MD5E-s25380586--d07bdf55b059b9532106bdf96c3d5be6.nii.gz\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-06_ses-test_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/V9/52/MD5E-s26868014--5c133cbc6d656f72433b1c5da1ea66e7.nii.gz/MD5E-s26868014--5c133cbc6d656f72433b1c5da1ea66e7.nii.gz\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-06_ses-test_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/x0/Z9/MD5E-s34846203--cd71c6d597806515b0f8b956637c33a1.nii.gz/MD5E-s34846203--cd71c6d597806515b0f8b956637c33a1.nii.gz\u001b[0m\n",
      "│           ├── \u001b[00msub-06_ses-test_task-linebisection_events.tsv\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-06_ses-test_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/KV/31/MD5E-s13292168--c6397d91154050fe59a42da6316b0d4b.nii.gz/MD5E-s13292168--c6397d91154050fe59a42da6316b0d4b.nii.gz\u001b[0m\n",
      "│           └── \u001b[40;31;01msub-06_ses-test_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/6K/wQ/MD5E-s11225007--3a39708bd39fa2e4fadccbbf3056bb4e.nii.gz/MD5E-s11225007--3a39708bd39fa2e4fadccbbf3056bb4e.nii.gz\u001b[0m\n",
      "├── \u001b[01;34msub-07\u001b[0m\n",
      "│   ├── \u001b[01;34mses-retest\u001b[0m\n",
      "│   │   ├── \u001b[01;34manat\u001b[0m\n",
      "│   │   │   └── \u001b[40;31;01msub-07_ses-retest_T1w.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/wz/fx/MD5E-s8725991--d2be2d444bca2a33e53521f5aa9fafaa.nii.gz/MD5E-s8725991--d2be2d444bca2a33e53521f5aa9fafaa.nii.gz\u001b[0m\n",
      "│   │   ├── \u001b[01;34mdwi\u001b[0m\n",
      "│   │   │   └── \u001b[40;31;01msub-07_ses-retest_dwi.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/wP/wJ/MD5E-s101870616--440ae52ddacae1affe2e1f59ac795dd3.nii.gz/MD5E-s101870616--440ae52ddacae1affe2e1f59ac795dd3.nii.gz\u001b[0m\n",
      "│   │   └── \u001b[01;34mfunc\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-07_ses-retest_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/Kk/4J/MD5E-s22958973--c4ed743b362967e6fa2da91f07fb5e4b.nii.gz/MD5E-s22958973--c4ed743b362967e6fa2da91f07fb5e4b.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-07_ses-retest_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/V3/KV/MD5E-s24493127--2a5924ea580a6156a268fd785ed5a920.nii.gz/MD5E-s24493127--2a5924ea580a6156a268fd785ed5a920.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-07_ses-retest_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/Fq/0m/MD5E-s31692006--899332b77616cec163c34a33133db1ad.nii.gz/MD5E-s31692006--899332b77616cec163c34a33133db1ad.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[00msub-07_ses-retest_task-linebisection_events.tsv\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-07_ses-retest_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/qf/Fx/MD5E-s12040345--b22b478fbe5db9a29a44a6181a9ca742.nii.gz/MD5E-s12040345--b22b478fbe5db9a29a44a6181a9ca742.nii.gz\u001b[0m\n",
      "│   │       └── \u001b[40;31;01msub-07_ses-retest_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/qZ/36/MD5E-s10217500--ff1be72ed50f666ffeca2aec2b33c9ed.nii.gz/MD5E-s10217500--ff1be72ed50f666ffeca2aec2b33c9ed.nii.gz\u001b[0m\n",
      "│   └── \u001b[01;34mses-test\u001b[0m\n",
      "│       ├── \u001b[01;34manat\u001b[0m\n",
      "│       │   └── \u001b[40;31;01msub-07_ses-test_T1w.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/2Q/jJ/MD5E-s8580756--2f14ce817190386a6b4cbf77f89492e1.nii.gz/MD5E-s8580756--2f14ce817190386a6b4cbf77f89492e1.nii.gz\u001b[0m\n",
      "│       ├── \u001b[01;34mdwi\u001b[0m\n",
      "│       │   └── \u001b[40;31;01msub-07_ses-test_dwi.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/zG/84/MD5E-s103326300--7fdd20ad61b709937d1cc5bb2e0798c6.nii.gz/MD5E-s103326300--7fdd20ad61b709937d1cc5bb2e0798c6.nii.gz\u001b[0m\n",
      "│       └── \u001b[01;34mfunc\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-07_ses-test_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/V3/g1/MD5E-s23258547--3eac6de7ef215928b8e3124f19ea8a8c.nii.gz/MD5E-s23258547--3eac6de7ef215928b8e3124f19ea8a8c.nii.gz\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-07_ses-test_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/Xf/kK/MD5E-s24751878--661682e4f762d7c99dbf049fcc658c87.nii.gz/MD5E-s24751878--661682e4f762d7c99dbf049fcc658c87.nii.gz\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-07_ses-test_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/pG/qJ/MD5E-s32129273--5d4591dadeabaed078c7519da44178fb.nii.gz/MD5E-s32129273--5d4591dadeabaed078c7519da44178fb.nii.gz\u001b[0m\n",
      "│           ├── \u001b[00msub-07_ses-test_task-linebisection_events.tsv\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-07_ses-test_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/x4/J8/MD5E-s12271868--80db70ef7a5e5c78f7a5cdd16a636f11.nii.gz/MD5E-s12271868--80db70ef7a5e5c78f7a5cdd16a636f11.nii.gz\u001b[0m\n",
      "│           └── \u001b[40;31;01msub-07_ses-test_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/zZ/61/MD5E-s10521017--969638eda30b31ad90b2403d5cc10b20.nii.gz/MD5E-s10521017--969638eda30b31ad90b2403d5cc10b20.nii.gz\u001b[0m\n",
      "├── \u001b[01;34msub-08\u001b[0m\n",
      "│   ├── \u001b[01;34mses-retest\u001b[0m\n",
      "│   │   ├── \u001b[01;34manat\u001b[0m\n",
      "│   │   │   └── \u001b[40;31;01msub-08_ses-retest_T1w.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/G3/j0/MD5E-s9815716--3ccef5772c262fd48ee053f97a3381ce.nii.gz/MD5E-s9815716--3ccef5772c262fd48ee053f97a3381ce.nii.gz\u001b[0m\n",
      "│   │   ├── \u001b[01;34mdwi\u001b[0m\n",
      "│   │   │   └── \u001b[40;31;01msub-08_ses-retest_dwi.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/QJ/gw/MD5E-s104814386--e6cab512bec21cf56a56833041fb513c.nii.gz/MD5E-s104814386--e6cab512bec21cf56a56833041fb513c.nii.gz\u001b[0m\n",
      "│   │   └── \u001b[01;34mfunc\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-08_ses-retest_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/QP/w0/MD5E-s24230763--51bc4ea41cba2f3a9d15be16f6c34d02.nii.gz/MD5E-s24230763--51bc4ea41cba2f3a9d15be16f6c34d02.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-08_ses-retest_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/48/X1/MD5E-s25800747--f446847b95b4e32814564f9197271ed9.nii.gz/MD5E-s25800747--f446847b95b4e32814564f9197271ed9.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-08_ses-retest_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/fP/63/MD5E-s33353778--6a1da1d5367e05e8a62702feeae571d9.nii.gz/MD5E-s33353778--6a1da1d5367e05e8a62702feeae571d9.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[00msub-08_ses-retest_task-linebisection_events.tsv\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-08_ses-retest_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/75/86/MD5E-s12754775--52ec0425828a22ec5770d853aca3a446.nii.gz/MD5E-s12754775--52ec0425828a22ec5770d853aca3a446.nii.gz\u001b[0m\n",
      "│   │       └── \u001b[40;31;01msub-08_ses-retest_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/gW/KF/MD5E-s10970580--4060fc6ee9f4383aed5c49e4cded633a.nii.gz/MD5E-s10970580--4060fc6ee9f4383aed5c49e4cded633a.nii.gz\u001b[0m\n",
      "│   └── \u001b[01;34mses-test\u001b[0m\n",
      "│       ├── \u001b[01;34manat\u001b[0m\n",
      "│       │   └── \u001b[40;31;01msub-08_ses-test_T1w.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/85/WP/MD5E-s9325328--35d0ce9fd75157df786d11c84b3c2178.nii.gz/MD5E-s9325328--35d0ce9fd75157df786d11c84b3c2178.nii.gz\u001b[0m\n",
      "│       ├── \u001b[01;34mdwi\u001b[0m\n",
      "│       │   └── \u001b[40;31;01msub-08_ses-test_dwi.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/MM/v4/MD5E-s102691986--702eadb2a87f9cc17b8c62c64b27a8fb.nii.gz/MD5E-s102691986--702eadb2a87f9cc17b8c62c64b27a8fb.nii.gz\u001b[0m\n",
      "│       └── \u001b[01;34mfunc\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-08_ses-test_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/4g/25/MD5E-s24002538--085dc82910b78be26a215d4c51194aea.nii.gz/MD5E-s24002538--085dc82910b78be26a215d4c51194aea.nii.gz\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-08_ses-test_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/4g/pV/MD5E-s25655723--fddb912934403f6cd56dd32277e4be69.nii.gz/MD5E-s25655723--fddb912934403f6cd56dd32277e4be69.nii.gz\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-08_ses-test_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/v0/Vf/MD5E-s33201889--0647f2251ac5f125b4b84ca5a93e37ca.nii.gz/MD5E-s33201889--0647f2251ac5f125b4b84ca5a93e37ca.nii.gz\u001b[0m\n",
      "│           ├── \u001b[00msub-08_ses-test_task-linebisection_events.tsv\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-08_ses-test_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/Kf/11/MD5E-s12622070--c140fdd9e3e5747b9c9a8ff8dcc949cf.nii.gz/MD5E-s12622070--c140fdd9e3e5747b9c9a8ff8dcc949cf.nii.gz\u001b[0m\n",
      "│           └── \u001b[40;31;01msub-08_ses-test_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/8g/2p/MD5E-s10907328--1188c30e16c68cd270d02aa8d554f24d.nii.gz/MD5E-s10907328--1188c30e16c68cd270d02aa8d554f24d.nii.gz\u001b[0m\n",
      "├── \u001b[01;34msub-09\u001b[0m\n",
      "│   ├── \u001b[01;34mses-retest\u001b[0m\n",
      "│   │   ├── \u001b[01;34manat\u001b[0m\n",
      "│   │   │   └── \u001b[40;31;01msub-09_ses-retest_T1w.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/XM/9P/MD5E-s9038046--abcb37f89145be848b1b6c19c69b4e66.nii.gz/MD5E-s9038046--abcb37f89145be848b1b6c19c69b4e66.nii.gz\u001b[0m\n",
      "│   │   ├── \u001b[01;34mdwi\u001b[0m\n",
      "│   │   │   └── \u001b[40;31;01msub-09_ses-retest_dwi.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/g5/GQ/MD5E-s104913036--9af1945a4e26239a938536e6eb962630.nii.gz/MD5E-s104913036--9af1945a4e26239a938536e6eb962630.nii.gz\u001b[0m\n",
      "│   │   └── \u001b[01;34mfunc\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-09_ses-retest_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/qp/56/MD5E-s23883001--7eb7d4a5b01596f680d0d748473f1f38.nii.gz/MD5E-s23883001--7eb7d4a5b01596f680d0d748473f1f38.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-09_ses-retest_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/KM/3m/MD5E-s25333347--98c608533e6f0f0148d1b4223578a7e0.nii.gz/MD5E-s25333347--98c608533e6f0f0148d1b4223578a7e0.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-09_ses-retest_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/jG/KZ/MD5E-s32759028--0e0b0badca8ad941baea5212d0bbd4c8.nii.gz/MD5E-s32759028--0e0b0badca8ad941baea5212d0bbd4c8.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[00msub-09_ses-retest_task-linebisection_events.tsv\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-09_ses-retest_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/Wk/x1/MD5E-s12607832--fa71f8dbe19dbb58fc8e56fd4c0d74a9.nii.gz/MD5E-s12607832--fa71f8dbe19dbb58fc8e56fd4c0d74a9.nii.gz\u001b[0m\n",
      "│   │       └── \u001b[40;31;01msub-09_ses-retest_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/1F/Qk/MD5E-s10992778--c0e5683ec6bed25d407e896cef3a4cc3.nii.gz/MD5E-s10992778--c0e5683ec6bed25d407e896cef3a4cc3.nii.gz\u001b[0m\n",
      "│   └── \u001b[01;34mses-test\u001b[0m\n",
      "│       ├── \u001b[01;34manat\u001b[0m\n",
      "│       │   └── \u001b[40;31;01msub-09_ses-test_T1w.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/0w/6v/MD5E-s9093983--6307afbbcebf1d2bfe945a1e963d3a9d.nii.gz/MD5E-s9093983--6307afbbcebf1d2bfe945a1e963d3a9d.nii.gz\u001b[0m\n",
      "│       ├── \u001b[01;34mdwi\u001b[0m\n",
      "│       │   └── \u001b[40;31;01msub-09_ses-test_dwi.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/F8/6K/MD5E-s106806289--ed3b50d7d009964e8fbfb2d0250fc67e.nii.gz/MD5E-s106806289--ed3b50d7d009964e8fbfb2d0250fc67e.nii.gz\u001b[0m\n",
      "│       └── \u001b[01;34mfunc\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-09_ses-test_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/9x/8z/MD5E-s24415813--8c4d3158eda8efb430816469342f2d83.nii.gz/MD5E-s24415813--8c4d3158eda8efb430816469342f2d83.nii.gz\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-09_ses-test_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/Pp/J2/MD5E-s25892719--8591a417c483510c6492132b5f0cecb8.nii.gz/MD5E-s25892719--8591a417c483510c6492132b5f0cecb8.nii.gz\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-09_ses-test_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/vf/7Z/MD5E-s33605998--6a5422bb4dfded010105d8fd14a3f454.nii.gz/MD5E-s33605998--6a5422bb4dfded010105d8fd14a3f454.nii.gz\u001b[0m\n",
      "│           ├── \u001b[00msub-09_ses-test_task-linebisection_events.tsv\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-09_ses-test_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/mV/29/MD5E-s12849009--d9afb889bde8c40bc778bff8ba55060b.nii.gz/MD5E-s12849009--d9afb889bde8c40bc778bff8ba55060b.nii.gz\u001b[0m\n",
      "│           └── \u001b[40;31;01msub-09_ses-test_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/pk/wX/MD5E-s10859124--729337dd4c06fb3aceae73a91fbd5300.nii.gz/MD5E-s10859124--729337dd4c06fb3aceae73a91fbd5300.nii.gz\u001b[0m\n",
      "├── \u001b[01;34msub-10\u001b[0m\n",
      "│   ├── \u001b[01;34mses-retest\u001b[0m\n",
      "│   │   ├── \u001b[01;34manat\u001b[0m\n",
      "│   │   │   └── \u001b[40;31;01msub-10_ses-retest_T1w.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/pZ/57/MD5E-s8165420--f72be15a6c60658bac5148423087bb85.nii.gz/MD5E-s8165420--f72be15a6c60658bac5148423087bb85.nii.gz\u001b[0m\n",
      "│   │   ├── \u001b[01;34mdwi\u001b[0m\n",
      "│   │   │   └── \u001b[40;31;01msub-10_ses-retest_dwi.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/v0/JM/MD5E-s101212223--f7d66db879a83e55b4caa332fb60f0a9.nii.gz/MD5E-s101212223--f7d66db879a83e55b4caa332fb60f0a9.nii.gz\u001b[0m\n",
      "│   │   └── \u001b[01;34mfunc\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-10_ses-retest_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/kx/8m/MD5E-s22613897--fedb2d74d4c0426bda2660a0194a6e3c.nii.gz/MD5E-s22613897--fedb2d74d4c0426bda2660a0194a6e3c.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-10_ses-retest_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/4j/Q5/MD5E-s24086519--a813253ad6218481c5ac211a7b70cb2a.nii.gz/MD5E-s24086519--a813253ad6218481c5ac211a7b70cb2a.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-10_ses-retest_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/0V/7G/MD5E-s31223672--4817426ded5dcaa26ab61206c8c25a01.nii.gz/MD5E-s31223672--4817426ded5dcaa26ab61206c8c25a01.nii.gz\u001b[0m\n",
      "│   │       ├── \u001b[00msub-10_ses-retest_task-linebisection_events.tsv\u001b[0m\n",
      "│   │       ├── \u001b[40;31;01msub-10_ses-retest_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/PK/m9/MD5E-s12012688--f84bcd3565935a28933f3f6ec778b7e4.nii.gz/MD5E-s12012688--f84bcd3565935a28933f3f6ec778b7e4.nii.gz\u001b[0m\n",
      "│   │       └── \u001b[40;31;01msub-10_ses-retest_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/wj/XP/MD5E-s10205344--4dae96535f63a91e230ceee0567731cb.nii.gz/MD5E-s10205344--4dae96535f63a91e230ceee0567731cb.nii.gz\u001b[0m\n",
      "│   └── \u001b[01;34mses-test\u001b[0m\n",
      "│       ├── \u001b[01;34manat\u001b[0m\n",
      "│       │   └── \u001b[40;31;01msub-10_ses-test_T1w.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/Mq/mJ/MD5E-s8625770--9aad310eebc17dfa2a14de13ae26c9a0.nii.gz/MD5E-s8625770--9aad310eebc17dfa2a14de13ae26c9a0.nii.gz\u001b[0m\n",
      "│       ├── \u001b[01;34mdwi\u001b[0m\n",
      "│       │   └── \u001b[40;31;01msub-10_ses-test_dwi.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/vW/Jp/MD5E-s408320142--0e710fe67a26868893112fdbcf441fe1.nii.gz/MD5E-s408320142--0e710fe67a26868893112fdbcf441fe1.nii.gz\u001b[0m\n",
      "│       └── \u001b[01;34mfunc\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-10_ses-test_task-covertverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/p2/69/MD5E-s23125294--db06785e844b7705bf4eb76c3934e515.nii.gz/MD5E-s23125294--db06785e844b7705bf4eb76c3934e515.nii.gz\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-10_ses-test_task-fingerfootlips_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/wg/wQ/MD5E-s24873409--ef5680f23a727a842c0259fbd38b8207.nii.gz/MD5E-s24873409--ef5680f23a727a842c0259fbd38b8207.nii.gz\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-10_ses-test_task-linebisection_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/zP/g6/MD5E-s32217029--be5d868e5a99f7ae36db9965035197ba.nii.gz/MD5E-s32217029--be5d868e5a99f7ae36db9965035197ba.nii.gz\u001b[0m\n",
      "│           ├── \u001b[00msub-10_ses-test_task-linebisection_events.tsv\u001b[0m\n",
      "│           ├── \u001b[40;31;01msub-10_ses-test_task-overtverbgeneration_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/xZ/3P/MD5E-s12286926--5194547f3ddf306eca340a7e67ae3376.nii.gz/MD5E-s12286926--5194547f3ddf306eca340a7e67ae3376.nii.gz\u001b[0m\n",
      "│           └── \u001b[40;31;01msub-10_ses-test_task-overtwordrepetition_bold.nii.gz\u001b[0m -> \u001b[00m../../../.git/annex/objects/9G/VZ/MD5E-s10338205--6cd9153fc2727a337c055c687c8ef705.nii.gz/MD5E-s10338205--6cd9153fc2727a337c055c687c8ef705.nii.gz\u001b[0m\n",
      "├── \u001b[00mtask-covertverbgeneration_bold.json\u001b[0m\n",
      "├── \u001b[00mtask-covertverbgeneration_events.tsv\u001b[0m\n",
      "├── \u001b[00mtask-fingerfootlips_bold.json\u001b[0m\n",
      "├── \u001b[00mtask-fingerfootlips_events.tsv\u001b[0m\n",
      "├── \u001b[00mtask-linebisection_bold.json\u001b[0m\n",
      "├── \u001b[00mtask-overtverbgeneration_bold.json\u001b[0m\n",
      "├── \u001b[00mtask-overtverbgeneration_events.tsv\u001b[0m\n",
      "├── \u001b[00mtask-overtwordrepetition_bold.json\u001b[0m\n",
      "└── \u001b[00mtask-overtwordrepetition_events.tsv\u001b[0m\n",
      "\n",
      "90 directories, 174 files\n"
     ]
    }
   ],
   "source": [
    "!tree -L 4 ds000114"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "## Querying BIDS datasets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "### Loading BIDS datasets\n",
    "The BIDSLayout instance is a lightweight container for all of the files in the BIDS project directory. It automatically detects any BIDS entities found in the file paths, and allows us to perform simple but relatively powerful queries over the file tree. By default, defined BIDS entities include things like “subject”, “session”, “run”, and “type”."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from bids.layout import BIDSLayout\n",
    "layout = BIDSLayout(\"ds000114\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "### Querying the ```BIDSLayout``` using ```get```\n",
    "\n",
    "When a BIDSLayout is initialized, it scans and indexes all files and metadata within the specified root directory.  Once the indexing is complete, you can start exploring the dataset through different types of queries. The main method for this is ```.get()```. If you call ```.get()``` without any arguments, it simply returns a list of all BIDS files in the dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 174 files in the layout.\n",
      "\n",
      "The first 3 files are:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<BIDSFile filename='/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/CHANGES'>,\n",
       " <BIDSJSONFile filename='/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/dataset_description.json'>,\n",
       " <BIDSFile filename='/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/dwi.bval'>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_files = layout.get()\n",
    "print(\"There are {} files in the layout.\".format(len(all_files)))\n",
    "print(\"\\nThe first 3 files are:\")\n",
    "all_files[:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "In this Python list, each elementis a BIDSFile object. If you want to work with just file names, you can simpliy it with:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/CHANGES',\n",
       " '/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/dataset_description.json',\n",
       " '/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/dwi.bval']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "layout.get(return_type='filename')[:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "__Common BIDS Entities:__\n",
    "\n",
    "The ```.get()```method supports various arguments that let us narrow down the results based on specific criteria. Any BIDS-defined keywords - referred to as entities in PyBIDS - can be used as filters. Here are the most common ones:\n",
    "\n",
    "```suffix```: The part of a BIDS filename just before the extension (e.g., 'bold', 'events', 'physio', etc.).\n",
    "\n",
    "```subject```: The subject label\n",
    "\n",
    "```session```: The session label\n",
    "\n",
    "```run```: The run index\n",
    "\n",
    "```task```: The task name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "editable": true,
    "scrolled": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'subject': <Entity subject (pattern=[/\\\\]+sub-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'session': <Entity session (pattern=[_/\\\\]+ses-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'sample': <Entity sample (pattern=[_/\\\\]+sample-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'task': <Entity task (pattern=[_/\\\\]+task-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'tracksys': <Entity tracksys (pattern=[_/\\\\]+tracksys-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'acquisition': <Entity acquisition (pattern=[_/\\\\]+acq-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'nucleus': <Entity nucleus (pattern=[_/\\\\]+nuc-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'volume': <Entity volume (pattern=[_/\\\\]+voi-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'ceagent': <Entity ceagent (pattern=[_/\\\\]+ce-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'staining': <Entity staining (pattern=[_/\\\\]+stain-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'tracer': <Entity tracer (pattern=[_/\\\\]+trc-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'reconstruction': <Entity reconstruction (pattern=[_/\\\\]+rec-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'direction': <Entity direction (pattern=[_/\\\\]+dir-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'run': <Entity run (pattern=[_/\\\\]+run-(\\d+), dtype=<class 'bids.layout.utils.PaddedInt'>)>,\n",
       " 'proc': <Entity proc (pattern=[_/\\\\]+proc-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'modality': <Entity modality (pattern=[_/\\\\]+mod-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'echo': <Entity echo (pattern=[_/\\\\]+echo-([0-9]+), dtype=<class 'str'>)>,\n",
       " 'flip': <Entity flip (pattern=[_/\\\\]+flip-([0-9]+), dtype=<class 'str'>)>,\n",
       " 'inv': <Entity inv (pattern=[_/\\\\]+inv-([0-9]+), dtype=<class 'str'>)>,\n",
       " 'mt': <Entity mt (pattern=[_/\\\\]+mt-(on|off), dtype=<class 'str'>)>,\n",
       " 'part': <Entity part (pattern=[_/\\\\]+part-(imag|mag|phase|real), dtype=<class 'str'>)>,\n",
       " 'recording': <Entity recording (pattern=[_/\\\\]+recording-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'space': <Entity space (pattern=[_/\\\\]+space-([a-zA-Z0-9]+), dtype=<class 'str'>)>,\n",
       " 'chunk': <Entity chunk (pattern=[_/\\\\]+chunk-([0-9]+), dtype=<class 'str'>)>,\n",
       " 'suffix': <Entity suffix (pattern=(?:^|[_/\\\\])([a-zA-Z0-9]+)\\.[^/\\\\]+$, dtype=<class 'str'>)>,\n",
       " 'scans': <Entity scans (pattern=(.*\\_scans.tsv)$, dtype=<class 'str'>)>,\n",
       " 'fmap': <Entity fmap (pattern=(phasediff|magnitude[1-2]|phase[1-2]|fieldmap|epi)\\.nii, dtype=<class 'str'>)>,\n",
       " 'datatype': <Entity datatype (pattern=[/\\\\]+(anat|beh|dwi|eeg|fmap|func|ieeg|meg|micr|motion|mrs|nirs|perf|pet)[/\\\\]+, dtype=<class 'str'>)>,\n",
       " 'extension': <Entity extension (pattern=[^./\\\\](\\.[^/\\\\]+)$, dtype=<class 'str'>)>,\n",
       " 'EchoTime': <Entity EchoTime (pattern=None, dtype=<class 'str'>)>,\n",
       " 'FlipAngle': <Entity FlipAngle (pattern=None, dtype=<class 'str'>)>,\n",
       " 'RepetitionTime': <Entity RepetitionTime (pattern=None, dtype=<class 'str'>)>,\n",
       " 'SliceTiming': <Entity SliceTiming (pattern=None, dtype=<class 'str'>)>,\n",
       " 'TaskName': <Entity TaskName (pattern=None, dtype=<class 'str'>)>}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "layout.get_entities()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "*Query by subjects:*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['01', '02', '03', '04', '05', '06', '07', '08', '09', '10']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "layout.get_subjects()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "*Query by sessions:*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['retest', 'test']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "layout.get_sessions()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "*Query by tasks:*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['covertverbgeneration',\n",
       " 'fingerfootlips',\n",
       " 'linebisection',\n",
       " 'overtverbgeneration',\n",
       " 'overtwordrepetition']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "layout.get_task()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "Here’s how we would retrieve all BOLD runs with *.nii.gz* extensions for *subject '02'*:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-02/ses-retest/func/sub-02_ses-retest_task-covertverbgeneration_bold.nii.gz',\n",
       " '/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-02/ses-retest/func/sub-02_ses-retest_task-fingerfootlips_bold.nii.gz',\n",
       " '/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-02/ses-retest/func/sub-02_ses-retest_task-linebisection_bold.nii.gz',\n",
       " '/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-02/ses-retest/func/sub-02_ses-retest_task-overtverbgeneration_bold.nii.gz',\n",
       " '/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-02/ses-retest/func/sub-02_ses-retest_task-overtwordrepetition_bold.nii.gz',\n",
       " '/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-02/ses-test/func/sub-02_ses-test_task-covertverbgeneration_bold.nii.gz',\n",
       " '/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-02/ses-test/func/sub-02_ses-test_task-fingerfootlips_bold.nii.gz',\n",
       " '/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-02/ses-test/func/sub-02_ses-test_task-linebisection_bold.nii.gz',\n",
       " '/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-02/ses-test/func/sub-02_ses-test_task-overtverbgeneration_bold.nii.gz',\n",
       " '/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-02/ses-test/func/sub-02_ses-test_task-overtwordrepetition_bold.nii.gz']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Retrieve filenames of all BOLD runs for subject 02\n",
    "layout.get(subject='02', extension='nii.gz', suffix='bold', return_type='filename')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "### Extracting metadata\n",
    "All the entities mentioned above are derived from the filenames in a BIDS dataset. However, sometimes we want to filter files not just by their names, but also using **metadata** defined in sidecar JSON files, as specified by the BIDS standard. When a BIDSLayout is initialized, it automatically indexes all associated metadata files. This means we can use any key found in a JSON file as a filter in ```.get()```, and we can even combine these with core BIDS entities like subject, run, and task.\n",
    "\n",
    "For example, suppose we want to retrieve all files that meet the following criteria:\n",
    "(a) the RepetitionTime metadata value is 2.5,\n",
    "(b) the task is either 'covert_verb_generation' or 'finger_foot_lips', and\n",
    "(c) the subject is '01' or '02'.\n",
    "\n",
    "Here’s how we can do that:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<BIDSImageFile filename='/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-01/ses-retest/func/sub-01_ses-retest_task-covertverbgeneration_bold.nii.gz'>,\n",
       " <BIDSImageFile filename='/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-01/ses-retest/func/sub-01_ses-retest_task-fingerfootlips_bold.nii.gz'>,\n",
       " <BIDSImageFile filename='/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-01/ses-test/func/sub-01_ses-test_task-covertverbgeneration_bold.nii.gz'>,\n",
       " <BIDSImageFile filename='/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-01/ses-test/func/sub-01_ses-test_task-fingerfootlips_bold.nii.gz'>,\n",
       " <BIDSImageFile filename='/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-02/ses-retest/func/sub-02_ses-retest_task-covertverbgeneration_bold.nii.gz'>,\n",
       " <BIDSImageFile filename='/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-02/ses-retest/func/sub-02_ses-retest_task-fingerfootlips_bold.nii.gz'>,\n",
       " <BIDSImageFile filename='/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-02/ses-test/func/sub-02_ses-test_task-covertverbgeneration_bold.nii.gz'>,\n",
       " <BIDSImageFile filename='/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-02/ses-test/func/sub-02_ses-test_task-fingerfootlips_bold.nii.gz'>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "layout.get(subject=['01', '02'], RepetitionTime=2.5, TaskName=['covert_verb_generation', 'finger_foot_lips'] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "## The ```BIDSFile```\n",
    "\n",
    "Calling ```.get()``` on a ```BIDSLayout``` returns a list of ```BIDSFile``` objects by default. These are lightweight representations of individual files within a BIDS dataset and offer convenient access to various attributes and methods. Let’s explore what a ```BIDSFile``` can do. To start, we’ll select a random file from the layout."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BIDSImageFile filename='/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/sub-01/ses-retest/func/sub-01_ses-retest_task-overtverbgeneration_bold.nii.gz'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Pick the 11th file in the dataset\n",
    "bf = layout.get()[11]\n",
    "\n",
    "# Print it\n",
    "bf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "A ```BIDSFile``` provides a convenient interface to interact with individual files in a BIDS dataset. Depending on the file type, different attributes and methods are available. Keep in mind that some methods are only applicable to specific types of files—for example, you can’t use ```.get_image()``` on a non-image file.\n",
    "\n",
    "Here are some commonly used attributes and methods:\n",
    "\n",
    "```.path``` – Full path to the file\n",
    "\n",
    "```.filename``` – Name of the file (excluding the directory)\n",
    "\n",
    "```.dirname``` – Directory where the file is located\n",
    "\n",
    "```.get_entities()``` – Returns a dictionary of entities (e.g., subject, task) associated with the file; metadata can be optionally included\n",
    "\n",
    "```.get_image()``` – Loads the file as a nibabel image (only valid for image files)\n",
    "\n",
    "```.get_df()``` – Loads the file into a pandas DataFrame (works for .tsv files)\n",
    "\n",
    "```.get_metadata()``` – Retrieves a dictionary of metadata from the related JSON sidecar(s)\n",
    "\n",
    "```.get_associations()``` – Lists other files that are linked to this one (e.g., JSON, events, or anatomical associations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'datatype': 'func',\n",
       " 'extension': '.nii.gz',\n",
       " 'session': 'retest',\n",
       " 'subject': '01',\n",
       " 'suffix': 'bold',\n",
       " 'task': 'overtverbgeneration'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print all the entities associated with this file, and their values\n",
    "bf.get_entities()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "editable": true,
    "scrolled": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'EchoTime': 0.05,\n",
       " 'FlipAngle': 90,\n",
       " 'RepetitionTime': 5.0,\n",
       " 'SliceTiming': [0.0,\n",
       "  1.2499999999999998,\n",
       "  0.08333333333333333,\n",
       "  1.333333333333333,\n",
       "  0.16666666666666666,\n",
       "  1.4166666666666663,\n",
       "  0.25,\n",
       "  1.4999999999999996,\n",
       "  0.3333333333333333,\n",
       "  1.5833333333333328,\n",
       "  0.41666666666666663,\n",
       "  1.666666666666666,\n",
       "  0.5,\n",
       "  1.7499999999999993,\n",
       "  0.5833333333333333,\n",
       "  1.8333333333333326,\n",
       "  0.6666666666666666,\n",
       "  1.9166666666666659,\n",
       "  0.75,\n",
       "  1.9999999999999991,\n",
       "  0.8333333333333333,\n",
       "  2.083333333333332,\n",
       "  0.9166666666666666,\n",
       "  2.1666666666666656,\n",
       "  1.0,\n",
       "  2.249999999999999,\n",
       "  1.0833333333333333,\n",
       "  2.333333333333332,\n",
       "  1.1666666666666665,\n",
       "  2.416666666666665],\n",
       " 'TaskName': 'overt_verb_generation'}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print all metadata of this file\n",
    "bf.get_metadata()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "editable": true,
    "scrolled": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [
     "scroll-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'EchoTime': 0.05,\n",
       " 'FlipAngle': 90,\n",
       " 'RepetitionTime': 5.0,\n",
       " 'SliceTiming': [0.0,\n",
       "  1.2499999999999998,\n",
       "  0.08333333333333333,\n",
       "  1.333333333333333,\n",
       "  0.16666666666666666,\n",
       "  1.4166666666666663,\n",
       "  0.25,\n",
       "  1.4999999999999996,\n",
       "  0.3333333333333333,\n",
       "  1.5833333333333328,\n",
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       "  1.666666666666666,\n",
       "  0.5,\n",
       "  1.7499999999999993,\n",
       "  0.5833333333333333,\n",
       "  1.8333333333333326,\n",
       "  0.6666666666666666,\n",
       "  1.9166666666666659,\n",
       "  0.75,\n",
       "  1.9999999999999991,\n",
       "  0.8333333333333333,\n",
       "  2.083333333333332,\n",
       "  0.9166666666666666,\n",
       "  2.1666666666666656,\n",
       "  1.0,\n",
       "  2.249999999999999,\n",
       "  1.0833333333333333,\n",
       "  2.333333333333332,\n",
       "  1.1666666666666665,\n",
       "  2.416666666666665],\n",
       " 'TaskName': 'overt_verb_generation',\n",
       " 'datatype': 'func',\n",
       " 'extension': '.nii.gz',\n",
       " 'session': 'retest',\n",
       " 'subject': '01',\n",
       " 'suffix': 'bold',\n",
       " 'task': 'overtverbgeneration'}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get union of both of the above in one shot like this\n",
    "bf.get_entities(metadata='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<BIDSJSONFile filename='/home/jovyan/Git_repositories/example-notebooks/books/workflows/ds000114/task-overtverbgeneration_bold.json'>]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Here are all the files associated with our target file in some way\n",
    "bf.get_associations()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "### Exporting a BIDSLayout to a pandas Dataframe\n",
    "If you’re looking for a high-level overview of all the files in your BIDSLayout without manually iterating through each ```BIDSFile``` and extracting their entities, the ```.to_df()``` method offers a convenient solution. It provides a structured summary of the dataset in the form of a pandas DataFrame."
   ]
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  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
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    "tags": []
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   "outputs": [
    {
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       "entity                                               path datatype extension  \\\n",
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    "# Convert the layout to a pandas dataframe\n",
    "df = layout.to_df()\n",
    "df.head()"
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   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "editable": true,
    "slideshow": {
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    {
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       "entity                                               path EchoTime FlipAngle  \\\n",
       "0       /home/jovyan/Git_repositories/example-notebook...      NaN       NaN   \n",
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       "2       /home/jovyan/Git_repositories/example-notebook...      NaN       NaN   \n",
       "3       /home/jovyan/Git_repositories/example-notebook...      NaN       NaN   \n",
       "4       /home/jovyan/Git_repositories/example-notebook...      NaN       NaN   \n",
       "5       /home/jovyan/Git_repositories/example-notebook...      NaN       NaN   \n",
       "6       /home/jovyan/Git_repositories/example-notebook...     0.05        90   \n",
       "7       /home/jovyan/Git_repositories/example-notebook...     0.05        90   \n",
       "8       /home/jovyan/Git_repositories/example-notebook...     0.05        90   \n",
       "9       /home/jovyan/Git_repositories/example-notebook...      NaN       NaN   \n",
       "\n",
       "entity RepetitionTime                                        SliceTiming  \\\n",
       "0                 NaN                                                NaN   \n",
       "1                 NaN                                                NaN   \n",
       "2                 NaN                                                NaN   \n",
       "3                 NaN                                                NaN   \n",
       "4                 NaN                                                NaN   \n",
       "5                 NaN                                                NaN   \n",
       "6                 2.5  [0.0, 1.2499999999999998, 0.08333333333333333,...   \n",
       "7                 2.5  [0.0, 1.2499999999999998, 0.08333333333333333,...   \n",
       "8                 2.5  [0.0, 1.2499999999999998, 0.08333333333333333,...   \n",
       "9                 NaN                                                NaN   \n",
       "\n",
       "entity                TaskName datatype extension session subject  \\\n",
       "0                          NaN      NaN     .json     NaN     NaN   \n",
       "1                          NaN      NaN     .bval     NaN     NaN   \n",
       "2                          NaN      NaN     .bvec     NaN     NaN   \n",
       "3                          NaN      NaN      .tsv     NaN     NaN   \n",
       "4                          NaN     anat   .nii.gz  retest      01   \n",
       "5                          NaN      dwi   .nii.gz  retest      01   \n",
       "6       covert_verb_generation     func   .nii.gz  retest      01   \n",
       "7             finger_foot_lips     func   .nii.gz  retest      01   \n",
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       "9                          NaN     func      .tsv  retest      01   \n",
       "\n",
       "entity        suffix                  task  \n",
       "0        description                   NaN  \n",
       "1                dwi                   NaN  \n",
       "2                dwi                   NaN  \n",
       "3       participants                   NaN  \n",
       "4                T1w                   NaN  \n",
       "5                dwi                   NaN  \n",
       "6               bold  covertverbgeneration  \n",
       "7               bold        fingerfootlips  \n",
       "8               bold         linebisection  \n",
       "9             events         linebisection  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Include metadata\n",
    "layout.to_df(metadata=True).head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": [
    "## BIDS Validator\n",
    "```PyBIDS``` includes an implicit import of the ```BIDSValidator``` class from the separate ```bids-validator``` package. This class can be used to check whether a given file path conforms to BIDS naming conventions and to infer what type of data the file represents.\n",
    "\n",
    "However, it's important to note that the Python-based validator may lag behind the official JavaScript implementation available online. Additionally, the Python version only validates individual file paths - it doesn't support validation of an entire ```BIDS dataset```. For full dataset validation, it's recommended to use the online [BIDS Validator](https://bids-standard.github.io/bids-validator/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from bids.layout import BIDSValidator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# When using the bids validator, the filepath MUST be relative to the top level bids directory\n",
    "validator = BIDSValidator()\n",
    "validator.is_bids('/sub-02/ses-retest/func/sub-02_ses-retest_task-covertverbgeneration_bold.nii.gz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Can decide if a filepath represents a file part of the specification\n",
    "validator.is_file('/sub-02/ses-retest/func/sub-02_ses-retest_task-covertverbgeneration_bold.nii.gz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Can check if a file is at the top level of the dataset\n",
    "validator.is_top_level('/dataset_description.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# or subject (or session) level\n",
    "validator.is_subject_level('/dataset_description.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Can decide if a filepath represents phenotypic data\n",
    "validator.is_phenotypic('/sub-02/ses-test/anat/sub-02_ses-test_T1w.nii.gz')"
   ]
  }
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