ISC_suggestions.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "dd0f8f08-146c-4d1f-9ae6-93cdaa09220a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python version: 3.9.18 | packaged by conda-forge | (main, Dec 23 2023, 16:33:10) \n",
      "[GCC 12.3.0]\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "print(f\"Python version: {sys.version}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "39cffaf0-fc3c-4561-a828-512c43ed632e",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (837246186.py, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  Cell \u001b[0;32mIn[2], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m    nibabel>=3.0.1\u001b[0m\n\u001b[0m                ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "nibabel>=3.0.1\n",
    "scikit-learn>=0.21.0\n",
    "nilearn>=0.6.0\n",
    "pandas>=1.1.0\n",
    "numpy<1.24\n",
    "seaborn>=0.7.0\n",
    "matplotlib>=2.2.0\n",
    "scipy>=1.7.0\n",
    "pynv\n",
    "joblib>=0.15\n",
    "h5py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "54cafeb6-3d56-41ed-a52b-be6510c2f7a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Installing collected packages: looseversion, annexremote, urllib3, tqdm, patool, msgpack, more-itertools, jmespath, jeepney, iso8601, humanize, fasteners, distro, chardet, backports.tarfile, jaraco.functools, jaraco.context, jaraco.classes, cryptography, botocore, SecretStorage, s3transfer, requests-toolbelt, keyrings.alt, python-gitlab, keyring, boto3, datalad\n",
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     ]
    }
   ],
   "source": [
    "!pip install datalad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a6e6964c-faf4-4989-b8fe-5fd9f2b03650",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import glob\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from nltools.mask import create_sphere, expand_mask\n",
    "from nltools.data import Brain_Data, Adjacency\n",
    "from nltools.stats import align\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.gridspec as gridspec\n",
    "from nilearn.plotting import plot_stat_map\n",
    "import datalad.api as dl\n",
    "import warnings\n",
    "import nibabel as nib\n",
    "warnings.simplefilter('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c09a2fb8-93c9-4c4f-8eef-b8ed40196f46",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   condition subject                                          file_path\n",
      "0      N_ANA  sub-07  /data/rainville/dSutterlin/projects/ISC_hypnot...\n",
      "3      HYPER  sub-07  /data/rainville/dSutterlin/projects/ISC_hypnot...\n",
      "6    N_HYPER  sub-07  /data/rainville/dSutterlin/projects/ISC_hypnot...\n",
      "10       ANA  sub-07  /data/rainville/dSutterlin/projects/ISC_hypnot...\n",
      "1      N_ANA  sub-38  /data/rainville/dSutterlin/projects/ISC_hypnot...\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import nibabel as nib\n",
    "import pandas as pd\n",
    "\n",
    "def load_isc_data(base_path):\n",
    "    \"\"\"\n",
    "    Load ISC data from the specified folder structure.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    base_path : str\n",
    "        The base directory containing the subfolders with ISC data.\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    pd.DataFrame\n",
    "        A DataFrame containing the loaded data with columns:\n",
    "        'folder', 'subject', 'file_path', and 'data'.\n",
    "    \"\"\"\n",
    "    # Initialize a list to store metadata and data\n",
    "    data_list = []\n",
    "\n",
    "\n",
    "    # Iterate through folders in the base path\n",
    "    for folder in os.listdir(base_path):\n",
    "        folder_path = os.path.join(base_path, folder)\n",
    "        if os.path.isdir(folder_path):  # Ensure it's a folder\n",
    "            # Iterate through files in each folder\n",
    "            for file in os.listdir(folder_path):\n",
    "                if file.endswith('.nii.gz'):  # Check for .nii.gz files\n",
    "                    file_path = os.path.join(folder_path, file)\n",
    "                    subject = file.split('_')[0]  # Extract subject from filename\n",
    "                    \n",
    "                    # Append metadata and data to the list\n",
    "                    data_list.append({\n",
    "                        'condition': folder,\n",
    "                        'subject': subject,\n",
    "                        'file_path': file_path,\n",
    "    \n",
    "                    })\n",
    "    \n",
    "    # Convert the list to a pandas DataFrame\n",
    "    df = pd.DataFrame(data_list)\n",
    "    return df\n",
    "\n",
    "# Example usage\n",
    "base_path = \"/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub\"\n",
    "isc_data_df = load_isc_data(base_path)\n",
    "subjects = isc_data_df.uniq\n",
    "isc_data_df = isc_data_df.sort_values(by='subject')\n",
    "# Display the DataFrame\n",
    "print(isc_data_df.head())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "236a365b-73d5-4228-932c-14917de262c7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Subjects: ['sub-07' 'sub-38' 'sub-42']\n",
      "Subject: sub-07, Files: ['/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/ANA/sub-07_87-vol_ANA.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/HYPER/sub-07_84-vol_HYPER.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/N_ANA/sub-07_110-vol_N_ANA.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/N_HYPER/sub-07_110-vol_N_HYPER.nii.gz']\n",
      "Subject: sub-38, Files: ['/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/ANA/sub-38_87-vol_ANA.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/HYPER/sub-38_84-vol_HYPER.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/N_ANA/sub-38_110-vol_N_ANA.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/N_HYPER/sub-38_110-vol_N_HYPER.nii.gz']\n",
      "Subject: sub-42, Files: ['/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/ANA/sub-42_87-vol_ANA.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/HYPER/sub-42_84-vol_HYPER.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/N_ANA/sub-42_110-vol_N_ANA.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/N_HYPER/sub-42_110-vol_N_HYPER.nii.gz']\n"
     ]
    }
   ],
   "source": [
    "\n",
    "subjects = isc_data_df['subject'].unique()\n",
    "print(\"Subjects:\", subjects)\n",
    "\n",
    "condition_order = sorted(isc_data_df['condition'].unique())\n",
    "subject_file_dict = {}\n",
    "\n",
    "for subject in subjects:\n",
    "    # Filter DataFrame for the specific subject\n",
    "    subject_data = isc_data_df[isc_data_df['subject'] == subject]\n",
    "    # Ensure file paths are sorted by condition order\n",
    "    subject_data = subject_data.set_index('condition').loc[condition_order]\n",
    "    subject_file_dict[subject] = subject_data['file_path'].tolist()\n",
    "\n",
    "# Verify the dictionary\n",
    "for sub, paths in subject_file_dict.items():\n",
    "    print(f\"Subject: {sub}, Files: {paths}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "32d05002-e261-410d-9e79-66670bbb01df",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "313ec585-a6b5-41a9-82a7-7be6ab240553",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "04c7f1b0-97c6-43c9-8f18-b2d02d6e5400",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cbb456e9-c15f-4979-9bce-c292d9508e32",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "9920cd91-8223-45be-9977-bc3d964812cf",
   "metadata": {},
   "source": [
    "Load data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94026481-635b-4727-9dd0-74c81a9bc4d2",
   "metadata": {},
   "source": [
    "**Probabilistic atlas**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e89109b6-0d35-427e-a774-fbf43c3ea5ef",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "atlas loaded with N ROI :  (104, 123, 104, 256)\n"
     ]
    }
   ],
   "source": [
    "atlas_path = '/data/rainville/dSutterlin/projects/isc_suggestions/DiFuMo256/3mm/maps.nii.gz'\n",
    "atlas_dict_path = '/data/rainville/dSutterlin/projects/isc_suggestions/DiFuMo256/labels_256_dictionary.csv'\n",
    "atlas = nib.load(atlas_path)\n",
    "atlas_df = pd.read_csv(atlas_dict_path)\n",
    "print('atlas loaded with N ROI : ', atlas.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e13a2ed3-5a47-4956-bd27-cb99f1a16ffd",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "nltools.data.brain_data.Brain_Data(data=(238955,), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "548f879f-9f65-4f96-87ad-134fec557de8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x200 with 11 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask = Brain_Data('https://neurovault.org/media/images/8423/k50_2mm.nii.gz')\n",
    "mask_x = expand_mask(mask)\n",
    "mask.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fb13ec17-216f-45c3-a720-e7a7c19c97e3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<bound method Brain_Data.shape of nltools.data.brain_data.Brain_Data(data=(50, 238955), Y=0, X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz)> (91, 109, 91, 50)\n"
     ]
    }
   ],
   "source": [
    "mask_nifti = mask_x.to_nifti()\n",
    "print(mask_x.shape, mask_nifti.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "2c075b70-596b-46ba-8c3d-712cb37aedcd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<nilearn.plotting.displays._slicers.OrthoSlicer at 0x7fa867867af0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 660x350 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from nilearn.plotting import plot_prob_atlas\n",
    "\n",
    "mask_nifti = mask_x.to_nifti()\n",
    "view = plot_prob_atlas(mask_nifti, threshold=None)  # Use threshold=None to display the whole mask\n",
    "view"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49b3eb10-e1c6-446c-9859-6586b2e5f7b5",
   "metadata": {},
   "source": [
    "**Extract data in ROI**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6933cb00-e7cc-4487-bad5-94e156e14eb0",
   "metadata": {},
   "outputs": [],
   "source": [
    "isc_data_df["
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fe696289-82ff-4bda-bd72-424a0a1e3aab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_items([('sub-07', ['/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/ANA/sub-07_87-vol_ANA.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/HYPER/sub-07_84-vol_HYPER.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/N_ANA/sub-07_110-vol_N_ANA.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/N_HYPER/sub-07_110-vol_N_HYPER.nii.gz']), ('sub-38', ['/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/ANA/sub-38_87-vol_ANA.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/HYPER/sub-38_84-vol_HYPER.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/N_ANA/sub-38_110-vol_N_ANA.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/N_HYPER/sub-38_110-vol_N_HYPER.nii.gz']), ('sub-42', ['/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/ANA/sub-42_87-vol_ANA.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/HYPER/sub-42_84-vol_HYPER.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/N_ANA/sub-42_110-vol_N_ANA.nii.gz', '/data/rainville/dSutterlin/projects/ISC_hypnotic_suggestions/results/data/test_data_sugg_3sub/N_HYPER/sub-42_110-vol_N_HYPER.nii.gz'])])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subject_file_dict.items()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9cf777c8-0e1c-4196-9146-718aaef82fcc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sub-07\n",
      "sub-38\n",
      "sub-42\n"
     ]
    }
   ],
   "source": [
    "#func_ana = Brain_Data(ana_files)\n",
    "n_subj = 6; # limit computation time\n",
    "\n",
    "roi = 4\n",
    "roi_mask = mask_x[roi]\n",
    "\n",
    "#file_list = glob.glob(os.path.join(data_dir, 'fmriprep', '*', 'func', f'*crop*{scan}*nii.gz'))\n",
    "ana_data = []\n",
    "for count, (sub, f) in enumerate(subject_file_dict.items()):\n",
    "    if count > n_subj:\n",
    "        break\n",
    "    else:    \n",
    "        print(sub)\n",
    "        data = Brain_Data(f)\n",
    "        ana_data.append(data.apply_mask(roi_mask))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "466d19d8-5753-4d70-8953-7b308b85c99e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[nltools.data.brain_data.Brain_Data(data=(391, 2786), Y=0, X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz),\n",
       " nltools.data.brain_data.Brain_Data(data=(391, 2786), Y=0, X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz),\n",
       " nltools.data.brain_data.Brain_Data(data=(391, 2786), Y=0, X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz)]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ana_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5af50e29-50cd-47d1-99bf-54d610b249f3",
   "metadata": {},
   "source": [
    "**Hyper align**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "330a7235-6eb6-4b81-92ad-fa1d4683b366",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[nltools.data.brain_data.Brain_Data(data=(372, 2786), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz),\n",
       " nltools.data.brain_data.Brain_Data(data=(372, 2786), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz),\n",
       " nltools.data.brain_data.Brain_Data(data=(372, 2786), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz),\n",
       " nltools.data.brain_data.Brain_Data(data=(377, 2786), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz),\n",
       " nltools.data.brain_data.Brain_Data(data=(377, 2786), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz),\n",
       " nltools.data.brain_data.Brain_Data(data=(377, 2786), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz),\n",
       " nltools.data.brain_data.Brain_Data(data=(377, 2786), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz)]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ana_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e370eda4-f2b3-488d-a166-d7fb47095775",
   "metadata": {},
   "outputs": [],
   "source": [
    "hyperalign = align(ana_data[:6], method='procrustes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "891305e1-2d4b-4c76-a670-05a8e94081b0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  nltools.data.brain_data.Brain_Data(data=(377, 2786), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz),\n",
       "  nltools.data.brain_data.Brain_Data(data=(377, 2786), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz),\n",
       "  nltools.data.brain_data.Brain_Data(data=(377, 2786), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz),\n",
       "  nltools.data.brain_data.Brain_Data(data=(377, 2786), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz),\n",
       "  nltools.data.brain_data.Brain_Data(data=(377, 2786), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz)],\n",
       " 'common_model': nltools.data.brain_data.Brain_Data(data=(377, 2786), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz),\n",
       " 'transformation_matrix': [nltools.data.brain_data.Brain_Data(data=(2786, 2786), Y=(0, 0), X=(0, 0), mask=MNI152_T1_2mm_brain_mask.nii.gz),\n",
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       "  988: 0.32699718761107877,\n",
       "  989: 0.29662336517854704,\n",
       "  990: 0.32070857746483805,\n",
       "  991: 0.34486442194202965,\n",
       "  992: 0.34709973187261034,\n",
       "  993: 0.3447918994256785,\n",
       "  994: 0.34008545538409274,\n",
       "  995: 0.3165044596760739,\n",
       "  996: 0.32528832759163495,\n",
       "  997: 0.3572326426861308,\n",
       "  998: 0.347835067913994,\n",
       "  999: 0.328762295102918,\n",
       "  ...}}"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hyperalign"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9bbb3410-cc83-44ce-b88b-3911473f1d2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Aligned Voxel ISC: r=0.3')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "voxel_index = 50\n",
    "\n",
    "voxel_unaligned = pd.DataFrame([x.data[:, voxel_index] for x in ana_data]).T # x is subject i\n",
    "voxel_aligned = pd.DataFrame([x.data[:, voxel_index] for x in hyperalign['transformed']]).T\n",
    "\n",
    "f, a = plt.subplots(nrows=2, figsize=(15, 5), sharex=True)\n",
    "a[0].plot(voxel_unaligned, linestyle='-', alpha=.2)\n",
    "a[0].plot(np.mean(voxel_unaligned, axis=1), linestyle='-', color='navy')\n",
    "a[0].set_ylabel('Unaligned Voxel', fontsize=16)\n",
    "a[0].yaxis.set_ticks([])\n",
    "\n",
    "a[1].plot(voxel_aligned, linestyle='-', alpha=.2)\n",
    "a[1].plot(np.mean(voxel_aligned, axis=1), linestyle='-', color='navy')\n",
    "a[1].set_ylabel('Aligned Voxel', fontsize=16)\n",
    "a[1].yaxis.set_ticks([])\n",
    "\n",
    "plt.xlabel('Voxel Time Course (TRs)', fontsize=16)\n",
    "a[0].set_title(f\"Unaligned Voxel ISC: r={Adjacency(voxel_unaligned.corr(), matrix_type='similarity').mean():.02}\", fontsize=18)\n",
    "a[1].set_title(f\"Aligned Voxel ISC: r={Adjacency(voxel_aligned.corr(), matrix_type='similarity').mean():.02}\", fontsize=18)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94bcc62a-0d42-4f77-a3be-ab0249cb27b5",
   "metadata": {},
   "source": [
    "**ISC distribution : N voxel pair-wise correlation, meaned**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e097125-06c2-4b29-be1f-33859e0836b4",
   "metadata": {},
   "source": [
    "Unaligned voxel ISC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "097d12a2-4a43-497f-86e7-155289c912df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1036392,)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ana_data[0].data.flatten().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6bb3486d-f0aa-42f1-802d-9bc44bda2b17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2786"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ana_data[0].data.shape[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "13c5c2a9-9c5f-446d-8246-95f31e016954",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Unaligned ISC (voxel-wise): 0.39\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from nltools.data import Adjacency\n",
    "\n",
    "unaligned_isc = {}\n",
    "\n",
    "#compute mean ISC for each unaligned voxel to plot distribution\n",
    "for voxel_index in range(ana_data[0].data.shape[1]):  # Assuming all_data is a list of Brain_Data objects\n",
    "    # Extract the time series for this voxel across all subjects\n",
    "    voxel_time_series = np.array([x.data[:372, voxel_index] for x in ana_data])  # shape (n_subjects, n_timepoints)\n",
    "    voxel_corr = np.corrcoef(voxel_time_series)  # matrix shape (n_subjects, n_subjects)\n",
    "    triu_indices = np.triu_indices_from(voxel_corr, k=1) # mean of triangle\n",
    "    unaligned_isc[voxel_index] = voxel_corr[triu_indices].mean()\n",
    "\n",
    "plt.hist(unaligned_isc.values(),label='Unaligned ISC')\n",
    "plt.axvline(x=np.mean(list(unaligned_isc.values())), linestyle='--', color='red', linewidth=2, label=f'Mean Unaligned ISC: {np.mean(list(unaligned_isc.values())):.2f}')\n",
    "plt.ylabel('Frequency', fontsize=16)\n",
    "plt.xlabel('Voxel ISC Values', fontsize=16)\n",
    "plt.title('Unaligned ISC Distribution', fontsize=18)\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "# Print the mean ISC value for unaligned data\n",
    "print(f\"Mean Unaligned ISC (voxel-wise): {np.mean(list(unaligned_isc.values())):.2f}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "8f084e94-6e9a-438b-9014-8b479202461c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean ISC: 0.33\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(hyperalign['isc'].values(), label='Aligned ISC')\n",
    "plt.axvline(x=np.mean(list(hyperalign['isc'].values())), linestyle='--', color='red', linewidth=2)\n",
    "plt.ylabel('Frequency', fontsize=16)\n",
    "plt.xlabel('Voxel ISC Values', fontsize=16)\n",
    "plt.legend()\n",
    "plt.title('Hyperalignment ISC', fontsize=18)\n",
    "\n",
    "print(f\"Mean ISC: {np.mean(list(hyperalign['isc'].values())):.2}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e5c5bb0-a300-4e6c-b64a-305071f67a89",
   "metadata": {},
   "source": [
    "**Compare a slice of ROI**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "28ec27d7-e37b-4084-94aa-6810f46692eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x600 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tr_index = 100\n",
    "\n",
    "f,a = plt.subplots(ncols=5, nrows=2, figsize=(15,6), sharex=True, sharey=True)\n",
    "for i in range(5):\n",
    "    sns.heatmap(np.rot90(ana_data[i][tr_index].to_nifti().dataobj[30:60, 10:28, 37]), cbar=False, cmap='RdBu_r', ax=a[0,i])\n",
    "    a[0,i].set_title(f'Subject: {i+1}', fontsize=18)\n",
    "    a[0,i].axes.get_xaxis().set_visible(False)\n",
    "    a[0,i].yaxis.set_ticks([])\n",
    "    sns.heatmap(np.rot90(hyperalign['transformed'][i][tr_index].to_nifti().dataobj[30:60, 10:28, 37]), cbar=False, cmap='RdBu_r', ax=a[1,i])\n",
    "    a[1,i].axes.get_xaxis().set_visible(False)\n",
    "    a[1,i].yaxis.set_ticks([])\n",
    "\n",
    "a[0,0].set_ylabel('Unaligned Voxels', fontsize=16)\n",
    "a[1,0].set_ylabel('Aligned Voxels', fontsize=16)\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0dfe4f73-bb5c-4af9-a2a5-32f94eb604f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = '/data/rainville/Hypnosis_ISC/4D_data/segmented'"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}