testing/test_1_juspyce.fit.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# JuSpyce API test: data import"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/llotter/projects/juspyce\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "import os\n",
    "from glob import glob\n",
    "import pathlib\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from IPython.display import display\n",
    "import seaborn as sns\n",
    "\n",
    "# current path\n",
    "wd = pathlib.Path().resolve().parent\n",
    "print(wd)\n",
    "\n",
    "# import juspyce\n",
    "sys.path.append(os.path.dirname(os.path.join(wd, \"juspyce\")))\n",
    "from juspyce.api import JuSpyce\n",
    "from juspyce.stats import *\n",
    "from juspyce.utils import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Collect data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7\n",
      "2\n",
      "28\n",
      "116\n"
     ]
    }
   ],
   "source": [
    "# imaging data\n",
    "predictors_vol = glob(os.path.join(wd, \"testing\", \"test_predictors\", \"*.nii.gz\"))\n",
    "predictors_surf = [\n",
    "    (os.path.join(wd, \"testing\", \"test_predictors\", \"CMRo2-o2-33-Vaishnavi2010_L.func.gii\"),\n",
    "     os.path.join(wd, \"testing\", \"test_predictors\", \"CMRo2-o2-33-Vaishnavi2010_R.func.gii\")),\n",
    "    (os.path.join(wd, \"testing\", \"test_predictors\", \"CBF-h2o-33-Vaishnavi2010_L.func.gii\"),\n",
    "     os.path.join(wd, \"testing\", \"test_predictors\", \"CBF-h2o-33-Vaishnavi2010_R.func.gii\"))]\n",
    "functional_vol = glob(os.path.join(wd, \"testing\", \"test_functional\", \"*.nii.gz\"))\n",
    "\n",
    "# parcellations\n",
    "parcellation_vol = os.path.join(wd, \"testing\", \"test_parc\", \"Schaefer100-7_TianS1_2mm.nii.gz\")\n",
    "parcellation_vol_labels = pd.read_csv(\n",
    "    os.path.join(wd, \"testing\", \"test_parc\", \"Schaefer100-7_TianS1_2mm.csv\")).label.to_list()\n",
    "parcellation_surf = (os.path.join(wd, \"testing\", \"test_parc\", \"destrieux.fsa.10k.L.label.gii\"),\n",
    "                     os.path.join(wd, \"testing\", \"test_parc\", \"destrieux.fsa.10k.R.label.gii\"))\n",
    "\n",
    "print(len(predictors_vol))\n",
    "print(len(predictors_surf))\n",
    "print(len(functional_vol))\n",
    "print(len(parcellation_vol_labels))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialize & import: volumetric data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:juspyce.api:Checking input data for x (should be, e.g., PET data):\n",
      "INFO:juspyce.io:Input type: list, assuming imaging data.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9f46e267a65b43828b502f75d574b3dd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Parcellating imaging data (8 proc):   0%|          | 0/7 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:juspyce.api:Got 'x' data for 7 x 116 parcels.\n",
      "INFO:juspyce.api:Checking input data for y (should be, e.g., subject data):\n",
      "INFO:juspyce.io:Input type: list, assuming imaging data.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fe69ee99da1544e1a36333940a8d5e99",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Parcellating imaging data (8 proc):   0%|          | 0/28 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:juspyce.api:Got 'y' data for 28 x 116 parcels.\n",
      "INFO:juspyce.api:Checking input data for z (should be, e.g., grey matter data):\n",
      "INFO:juspyce.api:Using nilearn grey matter template as 'z' to control for GMV.\n",
      "INFO:juspyce.io:Input type: list, assuming imaging data.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f69907bb090a4c5da70e4ff1c36a01d4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Parcellating imaging data (8 proc):   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:juspyce.api:Got 'z' data for 1 x 116 parcels.\n",
      "INFO:juspyce.api:Z-standardizing 'X' data.\n",
      "INFO:juspyce.api:Z-standardizing 'Y' data.\n",
      "INFO:juspyce.api:Z-standardizing 'Z' data.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(7, 116) (28, 116)\n"
     ]
    },
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       "      <th>NAc-lh</th>\n",
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       "      <td>-0.047469</td>\n",
       "      <td>2.937761</td>\n",
       "      <td>2.466495</td>\n",
       "      <td>1.534875</td>\n",
       "      <td>1.358547</td>\n",
       "      <td>2.503007</td>\n",
       "      <td>1.408804</td>\n",
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       "    <tr>\n",
       "      <th>mGluR5-abp688-73-smart2019</th>\n",
       "      <td>-0.571617</td>\n",
       "      <td>-1.216179</td>\n",
       "      <td>-0.616632</td>\n",
       "      <td>-2.584671</td>\n",
       "      <td>-1.578982</td>\n",
       "      <td>-0.101176</td>\n",
       "      <td>0.129241</td>\n",
       "      <td>-0.981888</td>\n",
       "      <td>0.072335</td>\n",
       "      <td>0.738736</td>\n",
       "      <td>...</td>\n",
       "      <td>0.397593</td>\n",
       "      <td>-0.165991</td>\n",
       "      <td>-0.781848</td>\n",
       "      <td>-1.092088</td>\n",
       "      <td>-1.722625</td>\n",
       "      <td>-2.301382</td>\n",
       "      <td>1.202235</td>\n",
       "      <td>-3.299477</td>\n",
       "      <td>0.203655</td>\n",
       "      <td>-0.209401</td>\n",
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       "    <tr>\n",
       "      <th>MU-carfentanil-204-kantonen2020</th>\n",
       "      <td>-0.495141</td>\n",
       "      <td>-1.307902</td>\n",
       "      <td>-1.166701</td>\n",
       "      <td>-1.755306</td>\n",
       "      <td>-1.864846</td>\n",
       "      <td>-1.615505</td>\n",
       "      <td>-0.569246</td>\n",
       "      <td>-1.362724</td>\n",
       "      <td>-1.574736</td>\n",
       "      <td>-0.524004</td>\n",
       "      <td>...</td>\n",
       "      <td>1.390534</td>\n",
       "      <td>1.645285</td>\n",
       "      <td>-0.818641</td>\n",
       "      <td>1.606248</td>\n",
       "      <td>1.635952</td>\n",
       "      <td>2.613713</td>\n",
       "      <td>3.758146</td>\n",
       "      <td>-0.246388</td>\n",
       "      <td>1.480701</td>\n",
       "      <td>1.533651</td>\n",
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       "      <td>0.608313</td>\n",
       "      <td>1.187470</td>\n",
       "      <td>1.537523</td>\n",
       "      <td>-1.190966</td>\n",
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       "      <td>-0.318240</td>\n",
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       "      <td>-0.247245</td>\n",
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       "      <td>-0.176834</td>\n",
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       "      <td>3.628440</td>\n",
       "      <td>2.128651</td>\n",
       "      <td>4.752495</td>\n",
       "      <td>3.212779</td>\n",
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       "                                 LH_Vis_1  LH_Vis_2  LH_Vis_3  LH_Vis_4  \\\n",
       "5HT2a-cimbi36-29-beliveau2017   -0.264168  0.619941  0.514632 -0.052629   \n",
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       "mGluR5-abp688-73-smart2019      -0.571617 -1.216179 -0.616632 -2.584671   \n",
       "MU-carfentanil-204-kantonen2020 -0.495141 -1.307902 -1.166701 -1.755306   \n",
       "GABAa-flumazenil-6-dukart2018    0.608313  1.187470  1.537523 -1.190966   \n",
       "5HT1b-p943-65-gallezot2010      -2.026874 -0.767668 -0.748779 -0.554213   \n",
       "D2-raclopride-156-malen2022     -0.267509 -0.181701 -0.242144 -0.590686   \n",
       "\n",
       "                                 LH_Vis_5  LH_Vis_6  LH_Vis_7  LH_Vis_8  \\\n",
       "5HT2a-cimbi36-29-beliveau2017    0.985569  0.767391  0.978715  0.106174   \n",
       "NMDA-ge179-29-galovic2021       -0.369305  0.695164 -0.704261 -1.197996   \n",
       "mGluR5-abp688-73-smart2019      -1.578982 -0.101176  0.129241 -0.981888   \n",
       "MU-carfentanil-204-kantonen2020 -1.864846 -1.615505 -0.569246 -1.362724   \n",
       "GABAa-flumazenil-6-dukart2018    0.859510  1.948552  0.162192 -0.318240   \n",
       "5HT1b-p943-65-gallezot2010       1.202359  1.646692 -0.090497  0.063097   \n",
       "D2-raclopride-156-malen2022     -0.247245 -0.255069 -0.284163 -0.387137   \n",
       "\n",
       "                                 LH_Vis_9  LH_SomMot_1  ...    PUT-rh  \\\n",
       "5HT2a-cimbi36-29-beliveau2017    0.038989     1.037732  ... -1.799079   \n",
       "NMDA-ge179-29-galovic2021        0.033065     0.199374  ...  2.214798   \n",
       "mGluR5-abp688-73-smart2019       0.072335     0.738736  ...  0.397593   \n",
       "MU-carfentanil-204-kantonen2020 -1.574736    -0.524004  ...  1.390534   \n",
       "GABAa-flumazenil-6-dukart2018    0.649862     0.309374  ... -2.013617   \n",
       "5HT1b-p943-65-gallezot2010       0.292534    -0.242754  ...  0.338575   \n",
       "D2-raclopride-156-malen2022     -0.176834    -0.227523  ...  4.577519   \n",
       "\n",
       "                                   CAU-rh    HIP-lh    AMY-lh   pTHA-lh  \\\n",
       "5HT2a-cimbi36-29-beliveau2017   -3.109406 -0.785152 -1.336239 -2.100968   \n",
       "NMDA-ge179-29-galovic2021        1.118777  1.701154 -0.047469  2.937761   \n",
       "mGluR5-abp688-73-smart2019      -0.165991 -0.781848 -1.092088 -1.722625   \n",
       "MU-carfentanil-204-kantonen2020  1.645285 -0.818641  1.606248  1.635952   \n",
       "GABAa-flumazenil-6-dukart2018   -2.963909 -0.315344 -0.715506 -2.387318   \n",
       "5HT1b-p943-65-gallezot2010      -1.582449 -2.147360 -0.637618 -1.833340   \n",
       "D2-raclopride-156-malen2022      3.674336 -0.167294  0.029536  0.096265   \n",
       "\n",
       "                                  aTHA-lh    NAc-lh     GP-lh    PUT-lh  \\\n",
       "5HT2a-cimbi36-29-beliveau2017   -1.413720 -1.041542 -2.344997 -1.331977   \n",
       "NMDA-ge179-29-galovic2021        2.466495  1.534875  1.358547  2.503007   \n",
       "mGluR5-abp688-73-smart2019      -2.301382  1.202235 -3.299477  0.203655   \n",
       "MU-carfentanil-204-kantonen2020  2.613713  3.758146 -0.246388  1.480701   \n",
       "GABAa-flumazenil-6-dukart2018   -2.490360 -1.071716 -2.617411 -1.828161   \n",
       "5HT1b-p943-65-gallezot2010      -1.754440  1.394318  3.675709  0.343322   \n",
       "D2-raclopride-156-malen2022      0.157489  3.628440  2.128651  4.752495   \n",
       "\n",
       "                                   CAU-lh  \n",
       "5HT2a-cimbi36-29-beliveau2017   -3.089251  \n",
       "NMDA-ge179-29-galovic2021        1.408804  \n",
       "mGluR5-abp688-73-smart2019      -0.209401  \n",
       "MU-carfentanil-204-kantonen2020  1.533651  \n",
       "GABAa-flumazenil-6-dukart2018   -2.884014  \n",
       "5HT1b-p943-65-gallezot2010      -1.624356  \n",
       "D2-raclopride-156-malen2022      3.212779  \n",
       "\n",
       "[7 rows x 116 columns]"
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       "      <th>LH_Vis_2</th>\n",
       "      <th>LH_Vis_3</th>\n",
       "      <th>LH_Vis_4</th>\n",
       "      <th>LH_Vis_5</th>\n",
       "      <th>LH_Vis_6</th>\n",
       "      <th>LH_Vis_7</th>\n",
       "      <th>LH_Vis_8</th>\n",
       "      <th>LH_Vis_9</th>\n",
       "      <th>LH_SomMot_1</th>\n",
       "      <th>...</th>\n",
       "      <th>PUT-rh</th>\n",
       "      <th>CAU-rh</th>\n",
       "      <th>HIP-lh</th>\n",
       "      <th>AMY-lh</th>\n",
       "      <th>pTHA-lh</th>\n",
       "      <th>aTHA-lh</th>\n",
       "      <th>NAc-lh</th>\n",
       "      <th>GP-lh</th>\n",
       "      <th>PUT-lh</th>\n",
       "      <th>CAU-lh</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>control</th>\n",
       "      <td>-0.979917</td>\n",
       "      <td>-0.384432</td>\n",
       "      <td>-0.724519</td>\n",
       "      <td>-0.717717</td>\n",
       "      <td>-0.847953</td>\n",
       "      <td>-0.845561</td>\n",
       "      <td>-1.027770</td>\n",
       "      <td>-0.109973</td>\n",
       "      <td>-0.372873</td>\n",
       "      <td>-0.860997</td>\n",
       "      <td>...</td>\n",
       "      <td>0.679512</td>\n",
       "      <td>-0.053890</td>\n",
       "      <td>-0.974177</td>\n",
       "      <td>-1.036892</td>\n",
       "      <td>1.822552</td>\n",
       "      <td>0.558228</td>\n",
       "      <td>-1.344703</td>\n",
       "      <td>0.795150</td>\n",
       "      <td>1.044851</td>\n",
       "      <td>-0.704277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>touch</th>\n",
       "      <td>-0.609990</td>\n",
       "      <td>-0.623416</td>\n",
       "      <td>-0.441366</td>\n",
       "      <td>-0.674736</td>\n",
       "      <td>-0.539122</td>\n",
       "      <td>-0.611563</td>\n",
       "      <td>-0.615599</td>\n",
       "      <td>-0.537207</td>\n",
       "      <td>-0.602477</td>\n",
       "      <td>1.396591</td>\n",
       "      <td>...</td>\n",
       "      <td>0.071053</td>\n",
       "      <td>-0.609950</td>\n",
       "      <td>-0.748519</td>\n",
       "      <td>-0.735118</td>\n",
       "      <td>0.548597</td>\n",
       "      <td>-0.081033</td>\n",
       "      <td>-0.698296</td>\n",
       "      <td>-0.690818</td>\n",
       "      <td>-0.446518</td>\n",
       "      <td>-0.728646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interoception</th>\n",
       "      <td>-0.584510</td>\n",
       "      <td>-0.309503</td>\n",
       "      <td>-0.441553</td>\n",
       "      <td>-0.536978</td>\n",
       "      <td>-0.496687</td>\n",
       "      <td>-0.203884</td>\n",
       "      <td>-0.614538</td>\n",
       "      <td>-0.720578</td>\n",
       "      <td>-0.650276</td>\n",
       "      <td>1.074812</td>\n",
       "      <td>...</td>\n",
       "      <td>3.057332</td>\n",
       "      <td>0.294060</td>\n",
       "      <td>-0.439937</td>\n",
       "      <td>0.529685</td>\n",
       "      <td>0.217025</td>\n",
       "      <td>0.013952</td>\n",
       "      <td>-0.016668</td>\n",
       "      <td>0.331524</td>\n",
       "      <td>0.703412</td>\n",
       "      <td>-0.101138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>learning</th>\n",
       "      <td>1.881603</td>\n",
       "      <td>0.282980</td>\n",
       "      <td>0.049563</td>\n",
       "      <td>0.306161</td>\n",
       "      <td>0.083300</td>\n",
       "      <td>0.035737</td>\n",
       "      <td>-0.237220</td>\n",
       "      <td>0.198877</td>\n",
       "      <td>-0.146356</td>\n",
       "      <td>-1.038012</td>\n",
       "      <td>...</td>\n",
       "      <td>1.827821</td>\n",
       "      <td>1.621217</td>\n",
       "      <td>2.805222</td>\n",
       "      <td>0.205436</td>\n",
       "      <td>0.481021</td>\n",
       "      <td>0.841901</td>\n",
       "      <td>3.329236</td>\n",
       "      <td>3.235139</td>\n",
       "      <td>2.791219</td>\n",
       "      <td>1.956812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attention</th>\n",
       "      <td>-1.043345</td>\n",
       "      <td>0.988413</td>\n",
       "      <td>-0.013416</td>\n",
       "      <td>1.415960</td>\n",
       "      <td>1.346545</td>\n",
       "      <td>0.263423</td>\n",
       "      <td>1.086665</td>\n",
       "      <td>1.675413</td>\n",
       "      <td>0.603983</td>\n",
       "      <td>-0.583783</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.431557</td>\n",
       "      <td>-0.733922</td>\n",
       "      <td>-1.437557</td>\n",
       "      <td>-1.884704</td>\n",
       "      <td>-0.361686</td>\n",
       "      <td>-0.513677</td>\n",
       "      <td>-1.552835</td>\n",
       "      <td>-0.952838</td>\n",
       "      <td>-1.012371</td>\n",
       "      <td>-0.954968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>language</th>\n",
       "      <td>-0.361627</td>\n",
       "      <td>-0.218567</td>\n",
       "      <td>-0.596183</td>\n",
       "      <td>0.146000</td>\n",
       "      <td>-0.766066</td>\n",
       "      <td>-0.385798</td>\n",
       "      <td>0.425113</td>\n",
       "      <td>-0.574921</td>\n",
       "      <td>-0.527282</td>\n",
       "      <td>0.782032</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.106558</td>\n",
       "      <td>-0.043684</td>\n",
       "      <td>-0.791802</td>\n",
       "      <td>-0.940110</td>\n",
       "      <td>-0.429036</td>\n",
       "      <td>0.198915</td>\n",
       "      <td>-0.120527</td>\n",
       "      <td>0.305078</td>\n",
       "      <td>-0.036820</td>\n",
       "      <td>-0.008570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interaction</th>\n",
       "      <td>0.562361</td>\n",
       "      <td>0.850952</td>\n",
       "      <td>-0.019251</td>\n",
       "      <td>1.163435</td>\n",
       "      <td>1.143413</td>\n",
       "      <td>-0.104980</td>\n",
       "      <td>0.415113</td>\n",
       "      <td>0.595721</td>\n",
       "      <td>-0.172755</td>\n",
       "      <td>2.326707</td>\n",
       "      <td>...</td>\n",
       "      <td>0.307117</td>\n",
       "      <td>-0.440936</td>\n",
       "      <td>0.887388</td>\n",
       "      <td>-0.834922</td>\n",
       "      <td>0.602970</td>\n",
       "      <td>-0.470414</td>\n",
       "      <td>-1.045377</td>\n",
       "      <td>0.412924</td>\n",
       "      <td>0.401740</td>\n",
       "      <td>-1.089458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inhibition</th>\n",
       "      <td>-1.229373</td>\n",
       "      <td>-0.802153</td>\n",
       "      <td>-0.687448</td>\n",
       "      <td>-0.683081</td>\n",
       "      <td>-0.928564</td>\n",
       "      <td>-0.953441</td>\n",
       "      <td>-0.938040</td>\n",
       "      <td>-0.531735</td>\n",
       "      <td>-0.650699</td>\n",
       "      <td>-0.140440</td>\n",
       "      <td>...</td>\n",
       "      <td>0.623672</td>\n",
       "      <td>0.052508</td>\n",
       "      <td>-1.389163</td>\n",
       "      <td>-1.310390</td>\n",
       "      <td>0.860164</td>\n",
       "      <td>-0.109300</td>\n",
       "      <td>-1.087186</td>\n",
       "      <td>0.796897</td>\n",
       "      <td>1.026083</td>\n",
       "      <td>-0.615228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>somatosensory</th>\n",
       "      <td>-0.621487</td>\n",
       "      <td>-0.691599</td>\n",
       "      <td>-0.454639</td>\n",
       "      <td>-0.685211</td>\n",
       "      <td>-0.589551</td>\n",
       "      <td>-0.574190</td>\n",
       "      <td>-0.680714</td>\n",
       "      <td>-0.607947</td>\n",
       "      <td>-0.639705</td>\n",
       "      <td>1.438160</td>\n",
       "      <td>...</td>\n",
       "      <td>0.043530</td>\n",
       "      <td>-0.755064</td>\n",
       "      <td>-0.771641</td>\n",
       "      <td>-0.772320</td>\n",
       "      <td>0.287000</td>\n",
       "      <td>-0.240668</td>\n",
       "      <td>-0.637103</td>\n",
       "      <td>-0.803458</td>\n",
       "      <td>-0.458228</td>\n",
       "      <td>-0.727205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>decision</th>\n",
       "      <td>-0.925355</td>\n",
       "      <td>0.197618</td>\n",
       "      <td>-0.621515</td>\n",
       "      <td>0.203955</td>\n",
       "      <td>-0.430108</td>\n",
       "      <td>-0.760909</td>\n",
       "      <td>0.794073</td>\n",
       "      <td>-0.055139</td>\n",
       "      <td>-0.471957</td>\n",
       "      <td>-1.359569</td>\n",
       "      <td>...</td>\n",
       "      <td>0.855850</td>\n",
       "      <td>1.791906</td>\n",
       "      <td>-1.361423</td>\n",
       "      <td>-1.065043</td>\n",
       "      <td>-0.167914</td>\n",
       "      <td>0.885781</td>\n",
       "      <td>4.084600</td>\n",
       "      <td>3.309685</td>\n",
       "      <td>2.278896</td>\n",
       "      <td>2.176497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auditory</th>\n",
       "      <td>-0.361448</td>\n",
       "      <td>-0.701525</td>\n",
       "      <td>-0.416643</td>\n",
       "      <td>-0.484525</td>\n",
       "      <td>-0.301756</td>\n",
       "      <td>-0.321813</td>\n",
       "      <td>-0.725406</td>\n",
       "      <td>-0.690572</td>\n",
       "      <td>-0.222378</td>\n",
       "      <td>5.429670</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.105606</td>\n",
       "      <td>-0.307153</td>\n",
       "      <td>-0.539696</td>\n",
       "      <td>-0.671180</td>\n",
       "      <td>0.248893</td>\n",
       "      <td>-0.115558</td>\n",
       "      <td>-0.596205</td>\n",
       "      <td>-0.348332</td>\n",
       "      <td>-0.299067</td>\n",
       "      <td>-0.625465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>taste</th>\n",
       "      <td>-0.569215</td>\n",
       "      <td>-0.422249</td>\n",
       "      <td>-0.461231</td>\n",
       "      <td>-0.659778</td>\n",
       "      <td>-0.547000</td>\n",
       "      <td>-0.343144</td>\n",
       "      <td>-0.870957</td>\n",
       "      <td>-0.757165</td>\n",
       "      <td>-0.587932</td>\n",
       "      <td>0.538723</td>\n",
       "      <td>...</td>\n",
       "      <td>2.774750</td>\n",
       "      <td>0.756729</td>\n",
       "      <td>-0.279139</td>\n",
       "      <td>0.793700</td>\n",
       "      <td>3.667111</td>\n",
       "      <td>2.732496</td>\n",
       "      <td>0.967619</td>\n",
       "      <td>1.348786</td>\n",
       "      <td>1.104752</td>\n",
       "      <td>0.525993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>metabolism</th>\n",
       "      <td>0.834153</td>\n",
       "      <td>0.088841</td>\n",
       "      <td>0.180972</td>\n",
       "      <td>-0.642634</td>\n",
       "      <td>-0.274388</td>\n",
       "      <td>0.154924</td>\n",
       "      <td>-0.909190</td>\n",
       "      <td>0.013291</td>\n",
       "      <td>0.301971</td>\n",
       "      <td>-0.445636</td>\n",
       "      <td>...</td>\n",
       "      <td>1.346804</td>\n",
       "      <td>0.105775</td>\n",
       "      <td>0.845229</td>\n",
       "      <td>-0.476927</td>\n",
       "      <td>5.472754</td>\n",
       "      <td>3.536922</td>\n",
       "      <td>-0.228438</td>\n",
       "      <td>0.662047</td>\n",
       "      <td>0.835600</td>\n",
       "      <td>0.036782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>memory</th>\n",
       "      <td>4.554924</td>\n",
       "      <td>-0.575992</td>\n",
       "      <td>-0.366840</td>\n",
       "      <td>-0.382279</td>\n",
       "      <td>-0.968143</td>\n",
       "      <td>-0.170915</td>\n",
       "      <td>-0.664695</td>\n",
       "      <td>0.465839</td>\n",
       "      <td>0.808402</td>\n",
       "      <td>-0.731703</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.929063</td>\n",
       "      <td>-0.644232</td>\n",
       "      <td>3.570022</td>\n",
       "      <td>0.574213</td>\n",
       "      <td>0.239163</td>\n",
       "      <td>-0.608261</td>\n",
       "      <td>-0.882966</td>\n",
       "      <td>1.185120</td>\n",
       "      <td>0.423195</td>\n",
       "      <td>0.498374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>empathy</th>\n",
       "      <td>-0.813548</td>\n",
       "      <td>-0.760588</td>\n",
       "      <td>-0.781109</td>\n",
       "      <td>-0.972891</td>\n",
       "      <td>-1.045621</td>\n",
       "      <td>-0.941710</td>\n",
       "      <td>-0.738194</td>\n",
       "      <td>-1.029142</td>\n",
       "      <td>-0.869500</td>\n",
       "      <td>1.390042</td>\n",
       "      <td>...</td>\n",
       "      <td>1.908029</td>\n",
       "      <td>0.111150</td>\n",
       "      <td>-0.805134</td>\n",
       "      <td>-0.406304</td>\n",
       "      <td>0.352770</td>\n",
       "      <td>0.078322</td>\n",
       "      <td>-0.749458</td>\n",
       "      <td>0.271036</td>\n",
       "      <td>0.359401</td>\n",
       "      <td>-0.559433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vision</th>\n",
       "      <td>-0.132817</td>\n",
       "      <td>2.453404</td>\n",
       "      <td>1.116577</td>\n",
       "      <td>2.879456</td>\n",
       "      <td>3.349727</td>\n",
       "      <td>0.987778</td>\n",
       "      <td>2.099549</td>\n",
       "      <td>2.215061</td>\n",
       "      <td>0.876299</td>\n",
       "      <td>-0.784755</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.547586</td>\n",
       "      <td>-0.706839</td>\n",
       "      <td>-0.414185</td>\n",
       "      <td>-0.713137</td>\n",
       "      <td>-0.567597</td>\n",
       "      <td>-0.699672</td>\n",
       "      <td>-0.956592</td>\n",
       "      <td>-1.017006</td>\n",
       "      <td>-0.915494</td>\n",
       "      <td>-0.705892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>autonomic</th>\n",
       "      <td>-0.630614</td>\n",
       "      <td>-0.475875</td>\n",
       "      <td>-0.520218</td>\n",
       "      <td>-0.679226</td>\n",
       "      <td>-0.593837</td>\n",
       "      <td>-0.223628</td>\n",
       "      <td>-0.803925</td>\n",
       "      <td>-0.807201</td>\n",
       "      <td>-0.659348</td>\n",
       "      <td>0.924433</td>\n",
       "      <td>...</td>\n",
       "      <td>2.969071</td>\n",
       "      <td>0.314519</td>\n",
       "      <td>-0.383827</td>\n",
       "      <td>0.702324</td>\n",
       "      <td>0.764685</td>\n",
       "      <td>0.426154</td>\n",
       "      <td>0.100160</td>\n",
       "      <td>0.392727</td>\n",
       "      <td>0.707609</td>\n",
       "      <td>-0.017524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>visual</th>\n",
       "      <td>-0.133712</td>\n",
       "      <td>2.569102</td>\n",
       "      <td>1.304021</td>\n",
       "      <td>3.077109</td>\n",
       "      <td>3.856158</td>\n",
       "      <td>1.205951</td>\n",
       "      <td>1.815946</td>\n",
       "      <td>2.164752</td>\n",
       "      <td>0.987444</td>\n",
       "      <td>-1.080444</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.450875</td>\n",
       "      <td>-0.517021</td>\n",
       "      <td>-0.301213</td>\n",
       "      <td>-0.553308</td>\n",
       "      <td>-0.510976</td>\n",
       "      <td>-0.593201</td>\n",
       "      <td>-0.581663</td>\n",
       "      <td>-0.799386</td>\n",
       "      <td>-0.772714</td>\n",
       "      <td>-0.396788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fear</th>\n",
       "      <td>0.116182</td>\n",
       "      <td>-0.095495</td>\n",
       "      <td>-0.198693</td>\n",
       "      <td>-0.325950</td>\n",
       "      <td>-0.211649</td>\n",
       "      <td>-0.334138</td>\n",
       "      <td>-0.320361</td>\n",
       "      <td>-0.174797</td>\n",
       "      <td>-0.368401</td>\n",
       "      <td>-0.127720</td>\n",
       "      <td>...</td>\n",
       "      <td>0.798344</td>\n",
       "      <td>-0.211987</td>\n",
       "      <td>1.719800</td>\n",
       "      <td>6.972305</td>\n",
       "      <td>0.602844</td>\n",
       "      <td>0.421668</td>\n",
       "      <td>0.211387</td>\n",
       "      <td>0.337909</td>\n",
       "      <td>0.258981</td>\n",
       "      <td>-0.159504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>perception</th>\n",
       "      <td>-0.514624</td>\n",
       "      <td>1.350572</td>\n",
       "      <td>0.108427</td>\n",
       "      <td>1.673279</td>\n",
       "      <td>1.426535</td>\n",
       "      <td>0.029002</td>\n",
       "      <td>3.192582</td>\n",
       "      <td>1.497386</td>\n",
       "      <td>0.094102</td>\n",
       "      <td>1.655177</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.240645</td>\n",
       "      <td>-0.954062</td>\n",
       "      <td>-0.757486</td>\n",
       "      <td>-0.664035</td>\n",
       "      <td>0.187419</td>\n",
       "      <td>-0.294258</td>\n",
       "      <td>-1.700010</td>\n",
       "      <td>-1.081873</td>\n",
       "      <td>-0.931232</td>\n",
       "      <td>-1.197861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cognition</th>\n",
       "      <td>0.829538</td>\n",
       "      <td>0.155910</td>\n",
       "      <td>-0.109444</td>\n",
       "      <td>-1.276196</td>\n",
       "      <td>-0.753356</td>\n",
       "      <td>0.036170</td>\n",
       "      <td>-0.866881</td>\n",
       "      <td>-0.016588</td>\n",
       "      <td>0.578196</td>\n",
       "      <td>-1.240657</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.173038</td>\n",
       "      <td>-0.627344</td>\n",
       "      <td>-0.329282</td>\n",
       "      <td>-2.297168</td>\n",
       "      <td>0.766017</td>\n",
       "      <td>-0.368639</td>\n",
       "      <td>-1.763855</td>\n",
       "      <td>-0.188680</td>\n",
       "      <td>-0.306753</td>\n",
       "      <td>-0.300490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reward</th>\n",
       "      <td>-0.517660</td>\n",
       "      <td>-0.128380</td>\n",
       "      <td>-0.283025</td>\n",
       "      <td>-0.148582</td>\n",
       "      <td>-0.017509</td>\n",
       "      <td>-0.292921</td>\n",
       "      <td>-0.621011</td>\n",
       "      <td>-0.259912</td>\n",
       "      <td>-0.268474</td>\n",
       "      <td>-0.447344</td>\n",
       "      <td>...</td>\n",
       "      <td>1.396490</td>\n",
       "      <td>1.630302</td>\n",
       "      <td>-0.442384</td>\n",
       "      <td>0.293975</td>\n",
       "      <td>0.035979</td>\n",
       "      <td>0.924517</td>\n",
       "      <td>5.027902</td>\n",
       "      <td>3.718029</td>\n",
       "      <td>1.921254</td>\n",
       "      <td>1.850727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mirror</th>\n",
       "      <td>-0.847428</td>\n",
       "      <td>-0.355399</td>\n",
       "      <td>-0.371542</td>\n",
       "      <td>-0.413696</td>\n",
       "      <td>-0.353011</td>\n",
       "      <td>-0.647169</td>\n",
       "      <td>0.058517</td>\n",
       "      <td>0.066207</td>\n",
       "      <td>-0.154757</td>\n",
       "      <td>0.043833</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.520665</td>\n",
       "      <td>-0.558435</td>\n",
       "      <td>-1.095704</td>\n",
       "      <td>-1.138411</td>\n",
       "      <td>-0.226698</td>\n",
       "      <td>-0.638740</td>\n",
       "      <td>-1.437222</td>\n",
       "      <td>-0.270633</td>\n",
       "      <td>-0.038312</td>\n",
       "      <td>-1.066505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>orientation</th>\n",
       "      <td>-0.094515</td>\n",
       "      <td>2.401950</td>\n",
       "      <td>0.934516</td>\n",
       "      <td>2.600586</td>\n",
       "      <td>2.883504</td>\n",
       "      <td>0.814465</td>\n",
       "      <td>1.386491</td>\n",
       "      <td>2.007522</td>\n",
       "      <td>0.833429</td>\n",
       "      <td>-1.184592</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.445825</td>\n",
       "      <td>-0.518093</td>\n",
       "      <td>-0.401944</td>\n",
       "      <td>-0.663927</td>\n",
       "      <td>-0.482440</td>\n",
       "      <td>-0.603454</td>\n",
       "      <td>-0.565645</td>\n",
       "      <td>-0.655183</td>\n",
       "      <td>-0.641765</td>\n",
       "      <td>-0.413446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movement</th>\n",
       "      <td>-0.968376</td>\n",
       "      <td>-0.398341</td>\n",
       "      <td>-0.354677</td>\n",
       "      <td>-0.764634</td>\n",
       "      <td>0.280003</td>\n",
       "      <td>-0.679875</td>\n",
       "      <td>0.383903</td>\n",
       "      <td>-0.170558</td>\n",
       "      <td>-0.274638</td>\n",
       "      <td>0.338052</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.300819</td>\n",
       "      <td>-0.855482</td>\n",
       "      <td>-0.769764</td>\n",
       "      <td>-0.528120</td>\n",
       "      <td>-0.254069</td>\n",
       "      <td>-0.214168</td>\n",
       "      <td>-0.973730</td>\n",
       "      <td>0.672977</td>\n",
       "      <td>0.509405</td>\n",
       "      <td>-0.817060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>default_mode</th>\n",
       "      <td>0.741745</td>\n",
       "      <td>-0.450520</td>\n",
       "      <td>-0.030670</td>\n",
       "      <td>-0.685096</td>\n",
       "      <td>-0.341038</td>\n",
       "      <td>1.385775</td>\n",
       "      <td>0.447121</td>\n",
       "      <td>-0.034145</td>\n",
       "      <td>1.185124</td>\n",
       "      <td>-0.322359</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.756635</td>\n",
       "      <td>-0.823429</td>\n",
       "      <td>0.385121</td>\n",
       "      <td>-1.253528</td>\n",
       "      <td>0.496175</td>\n",
       "      <td>-0.504014</td>\n",
       "      <td>0.277550</td>\n",
       "      <td>-0.208673</td>\n",
       "      <td>-0.674028</td>\n",
       "      <td>-0.879524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dopamine</th>\n",
       "      <td>-0.654114</td>\n",
       "      <td>-0.402960</td>\n",
       "      <td>-0.322492</td>\n",
       "      <td>-0.559624</td>\n",
       "      <td>-0.365012</td>\n",
       "      <td>-0.372522</td>\n",
       "      <td>-0.903198</td>\n",
       "      <td>-0.483861</td>\n",
       "      <td>-0.298635</td>\n",
       "      <td>-0.740872</td>\n",
       "      <td>...</td>\n",
       "      <td>2.168493</td>\n",
       "      <td>2.217031</td>\n",
       "      <td>-0.787306</td>\n",
       "      <td>-0.198430</td>\n",
       "      <td>0.730859</td>\n",
       "      <td>1.307878</td>\n",
       "      <td>4.038762</td>\n",
       "      <td>3.414632</td>\n",
       "      <td>3.169603</td>\n",
       "      <td>2.162088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pain</th>\n",
       "      <td>-0.349556</td>\n",
       "      <td>-1.026056</td>\n",
       "      <td>-0.576541</td>\n",
       "      <td>-1.065971</td>\n",
       "      <td>-1.196263</td>\n",
       "      <td>-0.778575</td>\n",
       "      <td>-1.064920</td>\n",
       "      <td>-0.837913</td>\n",
       "      <td>-0.471749</td>\n",
       "      <td>1.627217</td>\n",
       "      <td>...</td>\n",
       "      <td>1.222731</td>\n",
       "      <td>0.695446</td>\n",
       "      <td>0.033115</td>\n",
       "      <td>-0.030598</td>\n",
       "      <td>1.921603</td>\n",
       "      <td>1.388232</td>\n",
       "      <td>-0.780832</td>\n",
       "      <td>0.824071</td>\n",
       "      <td>0.561053</td>\n",
       "      <td>-0.087971</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28 rows × 116 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               LH_Vis_1  LH_Vis_2  LH_Vis_3  LH_Vis_4  LH_Vis_5  LH_Vis_6  \\\n",
       "control       -0.979917 -0.384432 -0.724519 -0.717717 -0.847953 -0.845561   \n",
       "touch         -0.609990 -0.623416 -0.441366 -0.674736 -0.539122 -0.611563   \n",
       "interoception -0.584510 -0.309503 -0.441553 -0.536978 -0.496687 -0.203884   \n",
       "learning       1.881603  0.282980  0.049563  0.306161  0.083300  0.035737   \n",
       "attention     -1.043345  0.988413 -0.013416  1.415960  1.346545  0.263423   \n",
       "language      -0.361627 -0.218567 -0.596183  0.146000 -0.766066 -0.385798   \n",
       "interaction    0.562361  0.850952 -0.019251  1.163435  1.143413 -0.104980   \n",
       "inhibition    -1.229373 -0.802153 -0.687448 -0.683081 -0.928564 -0.953441   \n",
       "somatosensory -0.621487 -0.691599 -0.454639 -0.685211 -0.589551 -0.574190   \n",
       "decision      -0.925355  0.197618 -0.621515  0.203955 -0.430108 -0.760909   \n",
       "auditory      -0.361448 -0.701525 -0.416643 -0.484525 -0.301756 -0.321813   \n",
       "taste         -0.569215 -0.422249 -0.461231 -0.659778 -0.547000 -0.343144   \n",
       "metabolism     0.834153  0.088841  0.180972 -0.642634 -0.274388  0.154924   \n",
       "memory         4.554924 -0.575992 -0.366840 -0.382279 -0.968143 -0.170915   \n",
       "empathy       -0.813548 -0.760588 -0.781109 -0.972891 -1.045621 -0.941710   \n",
       "vision        -0.132817  2.453404  1.116577  2.879456  3.349727  0.987778   \n",
       "autonomic     -0.630614 -0.475875 -0.520218 -0.679226 -0.593837 -0.223628   \n",
       "visual        -0.133712  2.569102  1.304021  3.077109  3.856158  1.205951   \n",
       "fear           0.116182 -0.095495 -0.198693 -0.325950 -0.211649 -0.334138   \n",
       "perception    -0.514624  1.350572  0.108427  1.673279  1.426535  0.029002   \n",
       "cognition      0.829538  0.155910 -0.109444 -1.276196 -0.753356  0.036170   \n",
       "reward        -0.517660 -0.128380 -0.283025 -0.148582 -0.017509 -0.292921   \n",
       "mirror        -0.847428 -0.355399 -0.371542 -0.413696 -0.353011 -0.647169   \n",
       "orientation   -0.094515  2.401950  0.934516  2.600586  2.883504  0.814465   \n",
       "movement      -0.968376 -0.398341 -0.354677 -0.764634  0.280003 -0.679875   \n",
       "default_mode   0.741745 -0.450520 -0.030670 -0.685096 -0.341038  1.385775   \n",
       "dopamine      -0.654114 -0.402960 -0.322492 -0.559624 -0.365012 -0.372522   \n",
       "pain          -0.349556 -1.026056 -0.576541 -1.065971 -1.196263 -0.778575   \n",
       "\n",
       "               LH_Vis_7  LH_Vis_8  LH_Vis_9  LH_SomMot_1  ...    PUT-rh  \\\n",
       "control       -1.027770 -0.109973 -0.372873    -0.860997  ...  0.679512   \n",
       "touch         -0.615599 -0.537207 -0.602477     1.396591  ...  0.071053   \n",
       "interoception -0.614538 -0.720578 -0.650276     1.074812  ...  3.057332   \n",
       "learning      -0.237220  0.198877 -0.146356    -1.038012  ...  1.827821   \n",
       "attention      1.086665  1.675413  0.603983    -0.583783  ... -0.431557   \n",
       "language       0.425113 -0.574921 -0.527282     0.782032  ... -0.106558   \n",
       "interaction    0.415113  0.595721 -0.172755     2.326707  ...  0.307117   \n",
       "inhibition    -0.938040 -0.531735 -0.650699    -0.140440  ...  0.623672   \n",
       "somatosensory -0.680714 -0.607947 -0.639705     1.438160  ...  0.043530   \n",
       "decision       0.794073 -0.055139 -0.471957    -1.359569  ...  0.855850   \n",
       "auditory      -0.725406 -0.690572 -0.222378     5.429670  ... -0.105606   \n",
       "taste         -0.870957 -0.757165 -0.587932     0.538723  ...  2.774750   \n",
       "metabolism    -0.909190  0.013291  0.301971    -0.445636  ...  1.346804   \n",
       "memory        -0.664695  0.465839  0.808402    -0.731703  ... -0.929063   \n",
       "empathy       -0.738194 -1.029142 -0.869500     1.390042  ...  1.908029   \n",
       "vision         2.099549  2.215061  0.876299    -0.784755  ... -0.547586   \n",
       "autonomic     -0.803925 -0.807201 -0.659348     0.924433  ...  2.969071   \n",
       "visual         1.815946  2.164752  0.987444    -1.080444  ... -0.450875   \n",
       "fear          -0.320361 -0.174797 -0.368401    -0.127720  ...  0.798344   \n",
       "perception     3.192582  1.497386  0.094102     1.655177  ... -0.240645   \n",
       "cognition     -0.866881 -0.016588  0.578196    -1.240657  ... -1.173038   \n",
       "reward        -0.621011 -0.259912 -0.268474    -0.447344  ...  1.396490   \n",
       "mirror         0.058517  0.066207 -0.154757     0.043833  ... -0.520665   \n",
       "orientation    1.386491  2.007522  0.833429    -1.184592  ... -0.445825   \n",
       "movement       0.383903 -0.170558 -0.274638     0.338052  ... -0.300819   \n",
       "default_mode   0.447121 -0.034145  1.185124    -0.322359  ... -0.756635   \n",
       "dopamine      -0.903198 -0.483861 -0.298635    -0.740872  ...  2.168493   \n",
       "pain          -1.064920 -0.837913 -0.471749     1.627217  ...  1.222731   \n",
       "\n",
       "                 CAU-rh    HIP-lh    AMY-lh   pTHA-lh   aTHA-lh    NAc-lh  \\\n",
       "control       -0.053890 -0.974177 -1.036892  1.822552  0.558228 -1.344703   \n",
       "touch         -0.609950 -0.748519 -0.735118  0.548597 -0.081033 -0.698296   \n",
       "interoception  0.294060 -0.439937  0.529685  0.217025  0.013952 -0.016668   \n",
       "learning       1.621217  2.805222  0.205436  0.481021  0.841901  3.329236   \n",
       "attention     -0.733922 -1.437557 -1.884704 -0.361686 -0.513677 -1.552835   \n",
       "language      -0.043684 -0.791802 -0.940110 -0.429036  0.198915 -0.120527   \n",
       "interaction   -0.440936  0.887388 -0.834922  0.602970 -0.470414 -1.045377   \n",
       "inhibition     0.052508 -1.389163 -1.310390  0.860164 -0.109300 -1.087186   \n",
       "somatosensory -0.755064 -0.771641 -0.772320  0.287000 -0.240668 -0.637103   \n",
       "decision       1.791906 -1.361423 -1.065043 -0.167914  0.885781  4.084600   \n",
       "auditory      -0.307153 -0.539696 -0.671180  0.248893 -0.115558 -0.596205   \n",
       "taste          0.756729 -0.279139  0.793700  3.667111  2.732496  0.967619   \n",
       "metabolism     0.105775  0.845229 -0.476927  5.472754  3.536922 -0.228438   \n",
       "memory        -0.644232  3.570022  0.574213  0.239163 -0.608261 -0.882966   \n",
       "empathy        0.111150 -0.805134 -0.406304  0.352770  0.078322 -0.749458   \n",
       "vision        -0.706839 -0.414185 -0.713137 -0.567597 -0.699672 -0.956592   \n",
       "autonomic      0.314519 -0.383827  0.702324  0.764685  0.426154  0.100160   \n",
       "visual        -0.517021 -0.301213 -0.553308 -0.510976 -0.593201 -0.581663   \n",
       "fear          -0.211987  1.719800  6.972305  0.602844  0.421668  0.211387   \n",
       "perception    -0.954062 -0.757486 -0.664035  0.187419 -0.294258 -1.700010   \n",
       "cognition     -0.627344 -0.329282 -2.297168  0.766017 -0.368639 -1.763855   \n",
       "reward         1.630302 -0.442384  0.293975  0.035979  0.924517  5.027902   \n",
       "mirror        -0.558435 -1.095704 -1.138411 -0.226698 -0.638740 -1.437222   \n",
       "orientation   -0.518093 -0.401944 -0.663927 -0.482440 -0.603454 -0.565645   \n",
       "movement      -0.855482 -0.769764 -0.528120 -0.254069 -0.214168 -0.973730   \n",
       "default_mode  -0.823429  0.385121 -1.253528  0.496175 -0.504014  0.277550   \n",
       "dopamine       2.217031 -0.787306 -0.198430  0.730859  1.307878  4.038762   \n",
       "pain           0.695446  0.033115 -0.030598  1.921603  1.388232 -0.780832   \n",
       "\n",
       "                  GP-lh    PUT-lh    CAU-lh  \n",
       "control        0.795150  1.044851 -0.704277  \n",
       "touch         -0.690818 -0.446518 -0.728646  \n",
       "interoception  0.331524  0.703412 -0.101138  \n",
       "learning       3.235139  2.791219  1.956812  \n",
       "attention     -0.952838 -1.012371 -0.954968  \n",
       "language       0.305078 -0.036820 -0.008570  \n",
       "interaction    0.412924  0.401740 -1.089458  \n",
       "inhibition     0.796897  1.026083 -0.615228  \n",
       "somatosensory -0.803458 -0.458228 -0.727205  \n",
       "decision       3.309685  2.278896  2.176497  \n",
       "auditory      -0.348332 -0.299067 -0.625465  \n",
       "taste          1.348786  1.104752  0.525993  \n",
       "metabolism     0.662047  0.835600  0.036782  \n",
       "memory         1.185120  0.423195  0.498374  \n",
       "empathy        0.271036  0.359401 -0.559433  \n",
       "vision        -1.017006 -0.915494 -0.705892  \n",
       "autonomic      0.392727  0.707609 -0.017524  \n",
       "visual        -0.799386 -0.772714 -0.396788  \n",
       "fear           0.337909  0.258981 -0.159504  \n",
       "perception    -1.081873 -0.931232 -1.197861  \n",
       "cognition     -0.188680 -0.306753 -0.300490  \n",
       "reward         3.718029  1.921254  1.850727  \n",
       "mirror        -0.270633 -0.038312 -1.066505  \n",
       "orientation   -0.655183 -0.641765 -0.413446  \n",
       "movement       0.672977  0.509405 -0.817060  \n",
       "default_mode  -0.208673 -0.674028 -0.879524  \n",
       "dopamine       3.414632  3.169603  2.162088  \n",
       "pain           0.824071  0.561053 -0.087971  \n",
       "\n",
       "[28 rows x 116 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LH_Vis_1</th>\n",
       "      <th>LH_Vis_2</th>\n",
       "      <th>LH_Vis_3</th>\n",
       "      <th>LH_Vis_4</th>\n",
       "      <th>LH_Vis_5</th>\n",
       "      <th>LH_Vis_6</th>\n",
       "      <th>LH_Vis_7</th>\n",
       "      <th>LH_Vis_8</th>\n",
       "      <th>LH_Vis_9</th>\n",
       "      <th>LH_SomMot_1</th>\n",
       "      <th>...</th>\n",
       "      <th>PUT-rh</th>\n",
       "      <th>CAU-rh</th>\n",
       "      <th>HIP-lh</th>\n",
       "      <th>AMY-lh</th>\n",
       "      <th>pTHA-lh</th>\n",
       "      <th>aTHA-lh</th>\n",
       "      <th>NAc-lh</th>\n",
       "      <th>GP-lh</th>\n",
       "      <th>PUT-lh</th>\n",
       "      <th>CAU-lh</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>gm</th>\n",
       "      <td>0.921333</td>\n",
       "      <td>0.17635</td>\n",
       "      <td>0.697561</td>\n",
       "      <td>-1.638616</td>\n",
       "      <td>-0.881545</td>\n",
       "      <td>0.259694</td>\n",
       "      <td>-0.339806</td>\n",
       "      <td>-1.042037</td>\n",
       "      <td>-0.933184</td>\n",
       "      <td>-0.88505</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.075629</td>\n",
       "      <td>1.104424</td>\n",
       "      <td>1.833296</td>\n",
       "      <td>2.346207</td>\n",
       "      <td>0.271519</td>\n",
       "      <td>0.381889</td>\n",
       "      <td>2.348057</td>\n",
       "      <td>-3.565602</td>\n",
       "      <td>-0.349896</td>\n",
       "      <td>1.576679</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 116 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    LH_Vis_1  LH_Vis_2  LH_Vis_3  LH_Vis_4  LH_Vis_5  LH_Vis_6  LH_Vis_7  \\\n",
       "gm  0.921333   0.17635  0.697561 -1.638616 -0.881545  0.259694 -0.339806   \n",
       "\n",
       "    LH_Vis_8  LH_Vis_9  LH_SomMot_1  ...    PUT-rh    CAU-rh    HIP-lh  \\\n",
       "gm -1.042037 -0.933184     -0.88505  ... -0.075629  1.104424  1.833296   \n",
       "\n",
       "      AMY-lh   pTHA-lh   aTHA-lh    NAc-lh     GP-lh    PUT-lh    CAU-lh  \n",
       "gm  2.346207  0.271519  0.381889  2.348057 -3.565602 -0.349896  1.576679  \n",
       "\n",
       "[1 rows x 116 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# initialize\n",
    "juspyce_vol = JuSpyce(\n",
    "    x=predictors_vol, # list of input data to predict functional data from (e.g., PET volumes)\n",
    "    y=functional_vol, # list of functional data\n",
    "    z=\"gm\", # optional: e.g., to partial out in partial correlations, \"gm\"=use standard gmv volume\n",
    "    data_space=\"MNI152\", # data space, should be \"MNI152\" in this case, can be \"fsaverage\", \"fslr\"\n",
    "    parcellation=parcellation_vol,\n",
    "    parcellation_labels=parcellation_vol_labels,\n",
    "    parcellation_space=\"MNI152\",\n",
    "    standardize=True, # will z-transform all input data. Can also be \"x\", \"xy\", \"xyz\" for specific data\n",
    "    n_proc=8) # number of parallel processes for various methods\n",
    "\n",
    "# import data\n",
    "juspyce_vol.fit()\n",
    "\n",
    "# data is stored in dataframes X, Y and Z\n",
    "# format is: n_functional x n_parcels\n",
    "print(juspyce_vol.X.shape, juspyce_vol.Y.shape)\n",
    "display(juspyce_vol.X)\n",
    "display(juspyce_vol.Y)\n",
    "display(juspyce_vol.Z)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save juspyce object and reload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:juspyce.api:Saved complete gzip compressed object to /Users/llotter/projects/juspyce/testing/test_juspyce_vol.pkl.gz.\n",
      "INFO:juspyce.api:Loaded complete object from /Users/llotter/projects/juspyce/testing/test_juspyce_vol.pkl.gz.\n"
     ]
    }
   ],
   "source": [
    "# juspyce objects can be saved any time including all data. \n",
    "# compression is defined by ending: either *.pkl/*.pickle (no compression) \n",
    "# or *.pkl.gz/*.pickle.gz (gzip compression)\n",
    "juspyce_vol.to_pickle(os.path.join(wd, \"testing\", \"test_juspyce_vol.pkl.gz\")) \n",
    "juspyce_vol = JuSpyce.from_pickle(os.path.join(wd, \"testing\", \"test_juspyce_vol.pkl.gz\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialize & import: mixed volume and surface data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:juspyce.api:Checking input data for x (should be, e.g., PET data):\n",
      "INFO:juspyce.io:Input type: list, assuming imaging data.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bd26426d10bf4a2ba5d8a45d94121dbf",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Parcellating imaging data (8 proc):   0%|          | 0/2 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:juspyce.api:Got 'x' data for 2 x 148 parcels.\n",
      "INFO:juspyce.api:Checking input data for y (should be, e.g., subject data):\n",
      "INFO:juspyce.io:Input type: list, assuming imaging data.\n",
      "WARNING:juspyce.io:Data is in MNI space but parcellation is in surface space and 'resampling_target' is 'data'! Cannot resample surface to MNI: Setting 'resampling_target' to 'parcellation'.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ac7bd6c0357a40228e7327d5b14bfc70",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Parcellating imaging data (8 proc):   0%|          | 0/28 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:juspyce.api:Got 'y' data for 28 x 148 parcels.\n",
      "INFO:juspyce.api:Checking input data for z (should be, e.g., grey matter data):\n",
      "INFO:juspyce.api:Using nilearn grey matter template as 'z' to control for GMV.\n",
      "INFO:juspyce.io:Input type: list, assuming imaging data.\n",
      "WARNING:juspyce.io:Data is in MNI space but parcellation is in surface space and 'resampling_target' is 'data'! Cannot resample surface to MNI: Setting 'resampling_target' to 'parcellation'.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9f91787a76b34239bb5b1cacc682edc4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Parcellating imaging data (8 proc):   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:juspyce.api:Got 'z' data for 1 x 148 parcels.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 148) (28, 148)\n"
     ]
    },
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       "    <tr>\n",
       "      <th>CMRo2-o2-33-Vaishnavi2010_L.func</th>\n",
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       "      <td>4964.388672</td>\n",
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       "      <th>CBF-h2o-33-Vaishnavi2010_L.func</th>\n",
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       "      <td>5409.136719</td>\n",
       "      <td>5516.737793</td>\n",
       "      <td>5269.058105</td>\n",
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       "                                          0            1            2    \\\n",
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       "CBF-h2o-33-Vaishnavi2010_L.func   5764.210938  5409.136719  5516.737793   \n",
       "\n",
       "                                          3            4            5    \\\n",
       "CMRo2-o2-33-Vaishnavi2010_L.func  4568.198730  5060.350098  4829.768066   \n",
       "CBF-h2o-33-Vaishnavi2010_L.func   5269.058105  5779.020508  5583.581055   \n",
       "\n",
       "                                          6            7            8    \\\n",
       "CMRo2-o2-33-Vaishnavi2010_L.func  4780.229492  4694.488770  4928.132812   \n",
       "CBF-h2o-33-Vaishnavi2010_L.func   5569.392090  5428.163086  5664.505859   \n",
       "\n",
       "                                          9    ...          138          139  \\\n",
       "CMRo2-o2-33-Vaishnavi2010_L.func  4676.219238  ...  4925.309570  4742.232910   \n",
       "CBF-h2o-33-Vaishnavi2010_L.func   5352.337402  ...  5744.316895  5515.418457   \n",
       "\n",
       "                                          140          141          142  \\\n",
       "CMRo2-o2-33-Vaishnavi2010_L.func  4903.771973  4964.388672  4669.261230   \n",
       "CBF-h2o-33-Vaishnavi2010_L.func   5694.718262  5750.099121  5368.715332   \n",
       "\n",
       "                                          143          144          145  \\\n",
       "CMRo2-o2-33-Vaishnavi2010_L.func  4881.380859  4867.863770  4995.543457   \n",
       "CBF-h2o-33-Vaishnavi2010_L.func   5688.740723  5705.983887  5787.997559   \n",
       "\n",
       "                                          146          147  \n",
       "CMRo2-o2-33-Vaishnavi2010_L.func  4785.766602  5118.133301  \n",
       "CBF-h2o-33-Vaishnavi2010_L.func   5547.638672  5939.518066  \n",
       "\n",
       "[2 rows x 148 columns]"
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>control</th>\n",
       "      <td>-1.371014</td>\n",
       "      <td>-1.346159</td>\n",
       "      <td>1.016378</td>\n",
       "      <td>0.448044</td>\n",
       "      <td>-1.255325</td>\n",
       "      <td>-2.024646</td>\n",
       "      <td>2.398735</td>\n",
       "      <td>2.690309</td>\n",
       "      <td>-1.071807</td>\n",
       "      <td>-0.696488</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.043549</td>\n",
       "      <td>-0.670861</td>\n",
       "      <td>2.472193</td>\n",
       "      <td>0.420016</td>\n",
       "      <td>3.870055</td>\n",
       "      <td>-3.325713</td>\n",
       "      <td>-0.631142</td>\n",
       "      <td>-1.161160</td>\n",
       "      <td>-2.627733</td>\n",
       "      <td>-3.380851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>touch</th>\n",
       "      <td>-1.289809</td>\n",
       "      <td>-1.366971</td>\n",
       "      <td>2.814862</td>\n",
       "      <td>6.081244</td>\n",
       "      <td>-0.805127</td>\n",
       "      <td>-1.483805</td>\n",
       "      <td>-1.036637</td>\n",
       "      <td>1.155758</td>\n",
       "      <td>-0.751748</td>\n",
       "      <td>-0.767616</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.237522</td>\n",
       "      <td>0.834570</td>\n",
       "      <td>7.807311</td>\n",
       "      <td>-0.749544</td>\n",
       "      <td>0.205293</td>\n",
       "      <td>-1.554056</td>\n",
       "      <td>-0.889442</td>\n",
       "      <td>-0.701713</td>\n",
       "      <td>-0.399285</td>\n",
       "      <td>2.733511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interoception</th>\n",
       "      <td>-1.179117</td>\n",
       "      <td>-1.140074</td>\n",
       "      <td>-0.930808</td>\n",
       "      <td>2.543342</td>\n",
       "      <td>-0.659694</td>\n",
       "      <td>0.102520</td>\n",
       "      <td>0.434319</td>\n",
       "      <td>-0.598213</td>\n",
       "      <td>-1.154665</td>\n",
       "      <td>-0.736761</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.183257</td>\n",
       "      <td>0.451261</td>\n",
       "      <td>-0.071721</td>\n",
       "      <td>0.232134</td>\n",
       "      <td>-1.342661</td>\n",
       "      <td>-1.040956</td>\n",
       "      <td>-1.023058</td>\n",
       "      <td>-0.778582</td>\n",
       "      <td>-0.537093</td>\n",
       "      <td>1.277936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>learning</th>\n",
       "      <td>-1.572913</td>\n",
       "      <td>1.269572</td>\n",
       "      <td>-1.654516</td>\n",
       "      <td>-0.961098</td>\n",
       "      <td>0.006065</td>\n",
       "      <td>-1.403230</td>\n",
       "      <td>-0.692625</td>\n",
       "      <td>-0.414042</td>\n",
       "      <td>-0.568809</td>\n",
       "      <td>0.352733</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.301428</td>\n",
       "      <td>-0.498740</td>\n",
       "      <td>-1.212603</td>\n",
       "      <td>-1.474852</td>\n",
       "      <td>0.113258</td>\n",
       "      <td>-1.508902</td>\n",
       "      <td>-1.382449</td>\n",
       "      <td>-0.901932</td>\n",
       "      <td>-2.255096</td>\n",
       "      <td>-3.998271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attention</th>\n",
       "      <td>-1.579017</td>\n",
       "      <td>4.848795</td>\n",
       "      <td>-2.015037</td>\n",
       "      <td>-1.845505</td>\n",
       "      <td>-1.452127</td>\n",
       "      <td>-3.097129</td>\n",
       "      <td>0.807872</td>\n",
       "      <td>-0.558523</td>\n",
       "      <td>-0.706361</td>\n",
       "      <td>-0.419569</td>\n",
       "      <td>...</td>\n",
       "      <td>2.964164</td>\n",
       "      <td>-1.198841</td>\n",
       "      <td>1.652925</td>\n",
       "      <td>2.049416</td>\n",
       "      <td>3.704588</td>\n",
       "      <td>-3.627681</td>\n",
       "      <td>-0.217847</td>\n",
       "      <td>-0.423442</td>\n",
       "      <td>-0.353715</td>\n",
       "      <td>-1.395062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>language</th>\n",
       "      <td>-1.026605</td>\n",
       "      <td>0.524173</td>\n",
       "      <td>-0.905539</td>\n",
       "      <td>0.478666</td>\n",
       "      <td>-0.888232</td>\n",
       "      <td>-1.450918</td>\n",
       "      <td>1.486510</td>\n",
       "      <td>-0.772841</td>\n",
       "      <td>-0.566288</td>\n",
       "      <td>-0.863235</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.586411</td>\n",
       "      <td>-0.920050</td>\n",
       "      <td>-1.329494</td>\n",
       "      <td>-0.111244</td>\n",
       "      <td>-0.622946</td>\n",
       "      <td>-1.437327</td>\n",
       "      <td>-0.963530</td>\n",
       "      <td>0.184522</td>\n",
       "      <td>0.825368</td>\n",
       "      <td>-0.103948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interaction</th>\n",
       "      <td>-2.641033</td>\n",
       "      <td>3.546570</td>\n",
       "      <td>-0.186795</td>\n",
       "      <td>2.443621</td>\n",
       "      <td>-1.907089</td>\n",
       "      <td>-3.282254</td>\n",
       "      <td>-0.955571</td>\n",
       "      <td>-0.092537</td>\n",
       "      <td>-2.625381</td>\n",
       "      <td>-0.742452</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.544461</td>\n",
       "      <td>-1.711683</td>\n",
       "      <td>1.155326</td>\n",
       "      <td>-0.010440</td>\n",
       "      <td>1.990413</td>\n",
       "      <td>-3.530236</td>\n",
       "      <td>-2.145781</td>\n",
       "      <td>-0.069053</td>\n",
       "      <td>2.018002</td>\n",
       "      <td>4.889253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inhibition</th>\n",
       "      <td>-1.956237</td>\n",
       "      <td>-1.963915</td>\n",
       "      <td>3.559033</td>\n",
       "      <td>3.063316</td>\n",
       "      <td>-1.684497</td>\n",
       "      <td>-2.576224</td>\n",
       "      <td>3.008456</td>\n",
       "      <td>4.504025</td>\n",
       "      <td>-1.551673</td>\n",
       "      <td>-1.398739</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.199847</td>\n",
       "      <td>-0.475013</td>\n",
       "      <td>5.500950</td>\n",
       "      <td>1.882685</td>\n",
       "      <td>5.664635</td>\n",
       "      <td>-3.518324</td>\n",
       "      <td>-0.897055</td>\n",
       "      <td>-1.324444</td>\n",
       "      <td>-2.064466</td>\n",
       "      <td>-2.005240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>somatosensory</th>\n",
       "      <td>-1.033058</td>\n",
       "      <td>-1.414063</td>\n",
       "      <td>2.547990</td>\n",
       "      <td>5.947804</td>\n",
       "      <td>-0.529854</td>\n",
       "      <td>-1.177540</td>\n",
       "      <td>-0.893077</td>\n",
       "      <td>1.073547</td>\n",
       "      <td>-0.500831</td>\n",
       "      <td>-0.667135</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.110196</td>\n",
       "      <td>1.000544</td>\n",
       "      <td>7.026681</td>\n",
       "      <td>-0.700827</td>\n",
       "      <td>0.284644</td>\n",
       "      <td>-1.285796</td>\n",
       "      <td>-0.792750</td>\n",
       "      <td>-0.646177</td>\n",
       "      <td>-0.119571</td>\n",
       "      <td>2.373124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>decision</th>\n",
       "      <td>-0.858616</td>\n",
       "      <td>2.153281</td>\n",
       "      <td>-1.658931</td>\n",
       "      <td>-1.498151</td>\n",
       "      <td>-0.805422</td>\n",
       "      <td>-0.384554</td>\n",
       "      <td>2.954711</td>\n",
       "      <td>-0.227272</td>\n",
       "      <td>-0.712050</td>\n",
       "      <td>-1.225212</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.628846</td>\n",
       "      <td>-0.548395</td>\n",
       "      <td>-1.298228</td>\n",
       "      <td>0.823443</td>\n",
       "      <td>1.251700</td>\n",
       "      <td>-0.587261</td>\n",
       "      <td>-1.332829</td>\n",
       "      <td>-0.684007</td>\n",
       "      <td>-1.424613</td>\n",
       "      <td>-4.121480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auditory</th>\n",
       "      <td>-0.931594</td>\n",
       "      <td>-1.750585</td>\n",
       "      <td>-0.972749</td>\n",
       "      <td>2.778615</td>\n",
       "      <td>-0.717138</td>\n",
       "      <td>-1.392975</td>\n",
       "      <td>-0.792379</td>\n",
       "      <td>-0.430275</td>\n",
       "      <td>-0.260769</td>\n",
       "      <td>-0.983289</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.426312</td>\n",
       "      <td>-0.308752</td>\n",
       "      <td>-0.047415</td>\n",
       "      <td>-0.626650</td>\n",
       "      <td>-0.197026</td>\n",
       "      <td>-1.109649</td>\n",
       "      <td>-0.618736</td>\n",
       "      <td>-0.146319</td>\n",
       "      <td>4.740716</td>\n",
       "      <td>20.836042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>taste</th>\n",
       "      <td>-0.304565</td>\n",
       "      <td>-2.023093</td>\n",
       "      <td>-0.537644</td>\n",
       "      <td>2.602324</td>\n",
       "      <td>-0.165319</td>\n",
       "      <td>0.024295</td>\n",
       "      <td>0.126123</td>\n",
       "      <td>0.095542</td>\n",
       "      <td>-0.779595</td>\n",
       "      <td>0.758611</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.472111</td>\n",
       "      <td>0.758889</td>\n",
       "      <td>-0.661832</td>\n",
       "      <td>-1.068923</td>\n",
       "      <td>-2.074063</td>\n",
       "      <td>1.035066</td>\n",
       "      <td>-0.990983</td>\n",
       "      <td>-0.741100</td>\n",
       "      <td>-1.788260</td>\n",
       "      <td>0.419244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>metabolism</th>\n",
       "      <td>-0.930570</td>\n",
       "      <td>-1.915976</td>\n",
       "      <td>0.135570</td>\n",
       "      <td>-0.344070</td>\n",
       "      <td>-0.689141</td>\n",
       "      <td>-1.509367</td>\n",
       "      <td>-0.395646</td>\n",
       "      <td>1.110446</td>\n",
       "      <td>0.746993</td>\n",
       "      <td>2.508521</td>\n",
       "      <td>...</td>\n",
       "      <td>0.821542</td>\n",
       "      <td>0.220376</td>\n",
       "      <td>-0.504231</td>\n",
       "      <td>-2.622973</td>\n",
       "      <td>-0.843363</td>\n",
       "      <td>-1.560520</td>\n",
       "      <td>0.979977</td>\n",
       "      <td>-0.118071</td>\n",
       "      <td>-2.344524</td>\n",
       "      <td>-2.102232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>memory</th>\n",
       "      <td>0.046111</td>\n",
       "      <td>-1.145548</td>\n",
       "      <td>-1.040095</td>\n",
       "      <td>-0.656165</td>\n",
       "      <td>-0.315754</td>\n",
       "      <td>-0.904538</td>\n",
       "      <td>0.110395</td>\n",
       "      <td>-0.781365</td>\n",
       "      <td>0.783855</td>\n",
       "      <td>1.721897</td>\n",
       "      <td>...</td>\n",
       "      <td>0.914199</td>\n",
       "      <td>-0.337022</td>\n",
       "      <td>-1.143690</td>\n",
       "      <td>-0.564290</td>\n",
       "      <td>0.886588</td>\n",
       "      <td>-2.696248</td>\n",
       "      <td>-0.067685</td>\n",
       "      <td>-0.413882</td>\n",
       "      <td>-0.821746</td>\n",
       "      <td>-1.478211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>empathy</th>\n",
       "      <td>-1.708206</td>\n",
       "      <td>-2.149224</td>\n",
       "      <td>0.292019</td>\n",
       "      <td>3.808888</td>\n",
       "      <td>-1.926137</td>\n",
       "      <td>-1.098048</td>\n",
       "      <td>2.457055</td>\n",
       "      <td>0.905440</td>\n",
       "      <td>-1.869685</td>\n",
       "      <td>-2.066709</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.308235</td>\n",
       "      <td>0.709221</td>\n",
       "      <td>3.231662</td>\n",
       "      <td>1.267374</td>\n",
       "      <td>-1.123839</td>\n",
       "      <td>-1.864492</td>\n",
       "      <td>-1.964194</td>\n",
       "      <td>0.043945</td>\n",
       "      <td>1.893754</td>\n",
       "      <td>1.629845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vision</th>\n",
       "      <td>-1.684081</td>\n",
       "      <td>10.084911</td>\n",
       "      <td>-0.974187</td>\n",
       "      <td>-1.840087</td>\n",
       "      <td>-1.417968</td>\n",
       "      <td>-3.095545</td>\n",
       "      <td>-1.661210</td>\n",
       "      <td>-0.916210</td>\n",
       "      <td>-2.110138</td>\n",
       "      <td>-0.028048</td>\n",
       "      <td>...</td>\n",
       "      <td>2.161019</td>\n",
       "      <td>-1.321880</td>\n",
       "      <td>0.864581</td>\n",
       "      <td>0.219118</td>\n",
       "      <td>1.170386</td>\n",
       "      <td>-2.913210</td>\n",
       "      <td>-1.170858</td>\n",
       "      <td>0.185038</td>\n",
       "      <td>-0.821252</td>\n",
       "      <td>-2.970653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>autonomic</th>\n",
       "      <td>-0.942708</td>\n",
       "      <td>-1.704588</td>\n",
       "      <td>-1.039971</td>\n",
       "      <td>2.388219</td>\n",
       "      <td>-0.610254</td>\n",
       "      <td>1.831626</td>\n",
       "      <td>2.511786</td>\n",
       "      <td>0.357482</td>\n",
       "      <td>-0.533443</td>\n",
       "      <td>-0.586569</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.240556</td>\n",
       "      <td>1.571101</td>\n",
       "      <td>-0.090484</td>\n",
       "      <td>-0.322066</td>\n",
       "      <td>-1.776840</td>\n",
       "      <td>-0.254910</td>\n",
       "      <td>-0.965236</td>\n",
       "      <td>-1.076537</td>\n",
       "      <td>-1.070422</td>\n",
       "      <td>0.845953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>visual</th>\n",
       "      <td>-1.087509</td>\n",
       "      <td>7.628293</td>\n",
       "      <td>-0.914381</td>\n",
       "      <td>-2.133940</td>\n",
       "      <td>-0.799607</td>\n",
       "      <td>-1.884341</td>\n",
       "      <td>-0.783259</td>\n",
       "      <td>-0.631128</td>\n",
       "      <td>-1.586288</td>\n",
       "      <td>0.394684</td>\n",
       "      <td>...</td>\n",
       "      <td>1.568600</td>\n",
       "      <td>-0.836650</td>\n",
       "      <td>-0.040695</td>\n",
       "      <td>0.393488</td>\n",
       "      <td>1.105418</td>\n",
       "      <td>-1.840410</td>\n",
       "      <td>-1.006912</td>\n",
       "      <td>-0.292329</td>\n",
       "      <td>-1.217771</td>\n",
       "      <td>-3.191827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fear</th>\n",
       "      <td>0.159141</td>\n",
       "      <td>-1.247048</td>\n",
       "      <td>-0.600666</td>\n",
       "      <td>-0.906114</td>\n",
       "      <td>0.166807</td>\n",
       "      <td>0.693966</td>\n",
       "      <td>-0.388841</td>\n",
       "      <td>0.345273</td>\n",
       "      <td>-0.738773</td>\n",
       "      <td>0.358186</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.618488</td>\n",
       "      <td>0.482985</td>\n",
       "      <td>-1.363471</td>\n",
       "      <td>-2.246634</td>\n",
       "      <td>-2.305413</td>\n",
       "      <td>0.133597</td>\n",
       "      <td>-0.454802</td>\n",
       "      <td>-0.339026</td>\n",
       "      <td>-0.946203</td>\n",
       "      <td>-0.270022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>perception</th>\n",
       "      <td>-2.281582</td>\n",
       "      <td>8.785230</td>\n",
       "      <td>-1.233275</td>\n",
       "      <td>1.836322</td>\n",
       "      <td>-2.636142</td>\n",
       "      <td>-4.535680</td>\n",
       "      <td>-1.778086</td>\n",
       "      <td>-0.485367</td>\n",
       "      <td>-2.532861</td>\n",
       "      <td>-0.747490</td>\n",
       "      <td>...</td>\n",
       "      <td>1.237307</td>\n",
       "      <td>-1.467019</td>\n",
       "      <td>1.215979</td>\n",
       "      <td>-0.079921</td>\n",
       "      <td>0.451879</td>\n",
       "      <td>-3.858645</td>\n",
       "      <td>-1.458804</td>\n",
       "      <td>1.846153</td>\n",
       "      <td>4.679544</td>\n",
       "      <td>5.467571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cognition</th>\n",
       "      <td>-0.451063</td>\n",
       "      <td>-2.532066</td>\n",
       "      <td>-1.812785</td>\n",
       "      <td>-2.224910</td>\n",
       "      <td>0.229258</td>\n",
       "      <td>-0.055257</td>\n",
       "      <td>-0.545765</td>\n",
       "      <td>-1.350153</td>\n",
       "      <td>1.085660</td>\n",
       "      <td>0.647190</td>\n",
       "      <td>...</td>\n",
       "      <td>0.503060</td>\n",
       "      <td>-0.651869</td>\n",
       "      <td>-1.333575</td>\n",
       "      <td>-0.814602</td>\n",
       "      <td>1.119827</td>\n",
       "      <td>-1.347285</td>\n",
       "      <td>0.417535</td>\n",
       "      <td>0.206568</td>\n",
       "      <td>-0.475331</td>\n",
       "      <td>-2.435809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reward</th>\n",
       "      <td>-0.548588</td>\n",
       "      <td>-0.074650</td>\n",
       "      <td>-0.424905</td>\n",
       "      <td>-0.083715</td>\n",
       "      <td>0.526217</td>\n",
       "      <td>1.739535</td>\n",
       "      <td>0.036470</td>\n",
       "      <td>0.081434</td>\n",
       "      <td>0.665600</td>\n",
       "      <td>-0.073424</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.325767</td>\n",
       "      <td>1.007344</td>\n",
       "      <td>-0.867252</td>\n",
       "      <td>-0.489480</td>\n",
       "      <td>-0.093997</td>\n",
       "      <td>1.904437</td>\n",
       "      <td>-0.278671</td>\n",
       "      <td>-0.846287</td>\n",
       "      <td>-0.938378</td>\n",
       "      <td>-1.415717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mirror</th>\n",
       "      <td>-1.897967</td>\n",
       "      <td>-0.150993</td>\n",
       "      <td>2.383235</td>\n",
       "      <td>1.956550</td>\n",
       "      <td>-1.680783</td>\n",
       "      <td>-3.155090</td>\n",
       "      <td>-0.907251</td>\n",
       "      <td>2.174062</td>\n",
       "      <td>-1.433074</td>\n",
       "      <td>-1.156724</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.019466</td>\n",
       "      <td>-1.627311</td>\n",
       "      <td>6.267666</td>\n",
       "      <td>0.562086</td>\n",
       "      <td>5.565850</td>\n",
       "      <td>-3.274464</td>\n",
       "      <td>-1.189424</td>\n",
       "      <td>-0.754233</td>\n",
       "      <td>-0.899056</td>\n",
       "      <td>-0.045952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>orientation</th>\n",
       "      <td>-2.115221</td>\n",
       "      <td>8.254447</td>\n",
       "      <td>-0.913849</td>\n",
       "      <td>-2.158626</td>\n",
       "      <td>-1.659540</td>\n",
       "      <td>-3.506155</td>\n",
       "      <td>-1.847802</td>\n",
       "      <td>-1.027398</td>\n",
       "      <td>-1.562524</td>\n",
       "      <td>0.269498</td>\n",
       "      <td>...</td>\n",
       "      <td>2.416618</td>\n",
       "      <td>-0.177239</td>\n",
       "      <td>1.101743</td>\n",
       "      <td>0.037689</td>\n",
       "      <td>1.227964</td>\n",
       "      <td>-3.166781</td>\n",
       "      <td>-0.800956</td>\n",
       "      <td>-0.315288</td>\n",
       "      <td>-1.560446</td>\n",
       "      <td>-4.650064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movement</th>\n",
       "      <td>-0.580368</td>\n",
       "      <td>-0.101832</td>\n",
       "      <td>1.534515</td>\n",
       "      <td>0.303011</td>\n",
       "      <td>-0.448017</td>\n",
       "      <td>-0.747349</td>\n",
       "      <td>-0.454701</td>\n",
       "      <td>1.754523</td>\n",
       "      <td>-0.033169</td>\n",
       "      <td>-0.222948</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.354443</td>\n",
       "      <td>-0.491876</td>\n",
       "      <td>2.279637</td>\n",
       "      <td>-0.557915</td>\n",
       "      <td>2.597236</td>\n",
       "      <td>-1.080438</td>\n",
       "      <td>-0.622250</td>\n",
       "      <td>-0.706748</td>\n",
       "      <td>-0.515054</td>\n",
       "      <td>1.029632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>default_mode</th>\n",
       "      <td>0.056814</td>\n",
       "      <td>-0.531234</td>\n",
       "      <td>-0.370928</td>\n",
       "      <td>-0.275309</td>\n",
       "      <td>2.326231</td>\n",
       "      <td>1.127163</td>\n",
       "      <td>-1.459942</td>\n",
       "      <td>-0.285064</td>\n",
       "      <td>4.005736</td>\n",
       "      <td>2.136653</td>\n",
       "      <td>...</td>\n",
       "      <td>0.655194</td>\n",
       "      <td>0.263145</td>\n",
       "      <td>-0.714676</td>\n",
       "      <td>-0.993727</td>\n",
       "      <td>-0.649192</td>\n",
       "      <td>2.063148</td>\n",
       "      <td>1.617906</td>\n",
       "      <td>0.124306</td>\n",
       "      <td>0.498546</td>\n",
       "      <td>0.174973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dopamine</th>\n",
       "      <td>0.075819</td>\n",
       "      <td>-1.589021</td>\n",
       "      <td>-0.815590</td>\n",
       "      <td>-0.787635</td>\n",
       "      <td>1.098487</td>\n",
       "      <td>2.135614</td>\n",
       "      <td>1.632264</td>\n",
       "      <td>0.974918</td>\n",
       "      <td>0.662740</td>\n",
       "      <td>-0.218723</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.565208</td>\n",
       "      <td>0.880251</td>\n",
       "      <td>-1.304929</td>\n",
       "      <td>-0.354654</td>\n",
       "      <td>-0.141429</td>\n",
       "      <td>1.384400</td>\n",
       "      <td>-0.527022</td>\n",
       "      <td>-1.581725</td>\n",
       "      <td>-2.472044</td>\n",
       "      <td>-2.953540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pain</th>\n",
       "      <td>0.405822</td>\n",
       "      <td>-1.197391</td>\n",
       "      <td>0.356836</td>\n",
       "      <td>2.384290</td>\n",
       "      <td>-0.879515</td>\n",
       "      <td>-1.052451</td>\n",
       "      <td>2.456028</td>\n",
       "      <td>2.493093</td>\n",
       "      <td>-0.263043</td>\n",
       "      <td>-1.214742</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.072115</td>\n",
       "      <td>0.762047</td>\n",
       "      <td>1.469720</td>\n",
       "      <td>-0.482426</td>\n",
       "      <td>-0.489698</td>\n",
       "      <td>-0.393979</td>\n",
       "      <td>-0.621424</td>\n",
       "      <td>-0.602907</td>\n",
       "      <td>-0.116568</td>\n",
       "      <td>0.394850</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28 rows × 148 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    0          1         2         3         4         5    \\\n",
       "control       -1.371014  -1.346159  1.016378  0.448044 -1.255325 -2.024646   \n",
       "touch         -1.289809  -1.366971  2.814862  6.081244 -0.805127 -1.483805   \n",
       "interoception -1.179117  -1.140074 -0.930808  2.543342 -0.659694  0.102520   \n",
       "learning      -1.572913   1.269572 -1.654516 -0.961098  0.006065 -1.403230   \n",
       "attention     -1.579017   4.848795 -2.015037 -1.845505 -1.452127 -3.097129   \n",
       "language      -1.026605   0.524173 -0.905539  0.478666 -0.888232 -1.450918   \n",
       "interaction   -2.641033   3.546570 -0.186795  2.443621 -1.907089 -3.282254   \n",
       "inhibition    -1.956237  -1.963915  3.559033  3.063316 -1.684497 -2.576224   \n",
       "somatosensory -1.033058  -1.414063  2.547990  5.947804 -0.529854 -1.177540   \n",
       "decision      -0.858616   2.153281 -1.658931 -1.498151 -0.805422 -0.384554   \n",
       "auditory      -0.931594  -1.750585 -0.972749  2.778615 -0.717138 -1.392975   \n",
       "taste         -0.304565  -2.023093 -0.537644  2.602324 -0.165319  0.024295   \n",
       "metabolism    -0.930570  -1.915976  0.135570 -0.344070 -0.689141 -1.509367   \n",
       "memory         0.046111  -1.145548 -1.040095 -0.656165 -0.315754 -0.904538   \n",
       "empathy       -1.708206  -2.149224  0.292019  3.808888 -1.926137 -1.098048   \n",
       "vision        -1.684081  10.084911 -0.974187 -1.840087 -1.417968 -3.095545   \n",
       "autonomic     -0.942708  -1.704588 -1.039971  2.388219 -0.610254  1.831626   \n",
       "visual        -1.087509   7.628293 -0.914381 -2.133940 -0.799607 -1.884341   \n",
       "fear           0.159141  -1.247048 -0.600666 -0.906114  0.166807  0.693966   \n",
       "perception    -2.281582   8.785230 -1.233275  1.836322 -2.636142 -4.535680   \n",
       "cognition     -0.451063  -2.532066 -1.812785 -2.224910  0.229258 -0.055257   \n",
       "reward        -0.548588  -0.074650 -0.424905 -0.083715  0.526217  1.739535   \n",
       "mirror        -1.897967  -0.150993  2.383235  1.956550 -1.680783 -3.155090   \n",
       "orientation   -2.115221   8.254447 -0.913849 -2.158626 -1.659540 -3.506155   \n",
       "movement      -0.580368  -0.101832  1.534515  0.303011 -0.448017 -0.747349   \n",
       "default_mode   0.056814  -0.531234 -0.370928 -0.275309  2.326231  1.127163   \n",
       "dopamine       0.075819  -1.589021 -0.815590 -0.787635  1.098487  2.135614   \n",
       "pain           0.405822  -1.197391  0.356836  2.384290 -0.879515 -1.052451   \n",
       "\n",
       "                    6         7         8         9    ...       138  \\\n",
       "control        2.398735  2.690309 -1.071807 -0.696488  ... -0.043549   \n",
       "touch         -1.036637  1.155758 -0.751748 -0.767616  ... -1.237522   \n",
       "interoception  0.434319 -0.598213 -1.154665 -0.736761  ... -1.183257   \n",
       "learning      -0.692625 -0.414042 -0.568809  0.352733  ... -0.301428   \n",
       "attention      0.807872 -0.558523 -0.706361 -0.419569  ...  2.964164   \n",
       "language       1.486510 -0.772841 -0.566288 -0.863235  ... -0.586411   \n",
       "interaction   -0.955571 -0.092537 -2.625381 -0.742452  ... -0.544461   \n",
       "inhibition     3.008456  4.504025 -1.551673 -1.398739  ... -1.199847   \n",
       "somatosensory -0.893077  1.073547 -0.500831 -0.667135  ... -1.110196   \n",
       "decision       2.954711 -0.227272 -0.712050 -1.225212  ... -0.628846   \n",
       "auditory      -0.792379 -0.430275 -0.260769 -0.983289  ... -0.426312   \n",
       "taste          0.126123  0.095542 -0.779595  0.758611  ... -1.472111   \n",
       "metabolism    -0.395646  1.110446  0.746993  2.508521  ...  0.821542   \n",
       "memory         0.110395 -0.781365  0.783855  1.721897  ...  0.914199   \n",
       "empathy        2.457055  0.905440 -1.869685 -2.066709  ... -1.308235   \n",
       "vision        -1.661210 -0.916210 -2.110138 -0.028048  ...  2.161019   \n",
       "autonomic      2.511786  0.357482 -0.533443 -0.586569  ... -1.240556   \n",
       "visual        -0.783259 -0.631128 -1.586288  0.394684  ...  1.568600   \n",
       "fear          -0.388841  0.345273 -0.738773  0.358186  ... -1.618488   \n",
       "perception    -1.778086 -0.485367 -2.532861 -0.747490  ...  1.237307   \n",
       "cognition     -0.545765 -1.350153  1.085660  0.647190  ...  0.503060   \n",
       "reward         0.036470  0.081434  0.665600 -0.073424  ... -0.325767   \n",
       "mirror        -0.907251  2.174062 -1.433074 -1.156724  ... -0.019466   \n",
       "orientation   -1.847802 -1.027398 -1.562524  0.269498  ...  2.416618   \n",
       "movement      -0.454701  1.754523 -0.033169 -0.222948  ... -0.354443   \n",
       "default_mode  -1.459942 -0.285064  4.005736  2.136653  ...  0.655194   \n",
       "dopamine       1.632264  0.974918  0.662740 -0.218723  ... -0.565208   \n",
       "pain           2.456028  2.493093 -0.263043 -1.214742  ... -0.072115   \n",
       "\n",
       "                    139       140       141       142       143       144  \\\n",
       "control       -0.670861  2.472193  0.420016  3.870055 -3.325713 -0.631142   \n",
       "touch          0.834570  7.807311 -0.749544  0.205293 -1.554056 -0.889442   \n",
       "interoception  0.451261 -0.071721  0.232134 -1.342661 -1.040956 -1.023058   \n",
       "learning      -0.498740 -1.212603 -1.474852  0.113258 -1.508902 -1.382449   \n",
       "attention     -1.198841  1.652925  2.049416  3.704588 -3.627681 -0.217847   \n",
       "language      -0.920050 -1.329494 -0.111244 -0.622946 -1.437327 -0.963530   \n",
       "interaction   -1.711683  1.155326 -0.010440  1.990413 -3.530236 -2.145781   \n",
       "inhibition    -0.475013  5.500950  1.882685  5.664635 -3.518324 -0.897055   \n",
       "somatosensory  1.000544  7.026681 -0.700827  0.284644 -1.285796 -0.792750   \n",
       "decision      -0.548395 -1.298228  0.823443  1.251700 -0.587261 -1.332829   \n",
       "auditory      -0.308752 -0.047415 -0.626650 -0.197026 -1.109649 -0.618736   \n",
       "taste          0.758889 -0.661832 -1.068923 -2.074063  1.035066 -0.990983   \n",
       "metabolism     0.220376 -0.504231 -2.622973 -0.843363 -1.560520  0.979977   \n",
       "memory        -0.337022 -1.143690 -0.564290  0.886588 -2.696248 -0.067685   \n",
       "empathy        0.709221  3.231662  1.267374 -1.123839 -1.864492 -1.964194   \n",
       "vision        -1.321880  0.864581  0.219118  1.170386 -2.913210 -1.170858   \n",
       "autonomic      1.571101 -0.090484 -0.322066 -1.776840 -0.254910 -0.965236   \n",
       "visual        -0.836650 -0.040695  0.393488  1.105418 -1.840410 -1.006912   \n",
       "fear           0.482985 -1.363471 -2.246634 -2.305413  0.133597 -0.454802   \n",
       "perception    -1.467019  1.215979 -0.079921  0.451879 -3.858645 -1.458804   \n",
       "cognition     -0.651869 -1.333575 -0.814602  1.119827 -1.347285  0.417535   \n",
       "reward         1.007344 -0.867252 -0.489480 -0.093997  1.904437 -0.278671   \n",
       "mirror        -1.627311  6.267666  0.562086  5.565850 -3.274464 -1.189424   \n",
       "orientation   -0.177239  1.101743  0.037689  1.227964 -3.166781 -0.800956   \n",
       "movement      -0.491876  2.279637 -0.557915  2.597236 -1.080438 -0.622250   \n",
       "default_mode   0.263145 -0.714676 -0.993727 -0.649192  2.063148  1.617906   \n",
       "dopamine       0.880251 -1.304929 -0.354654 -0.141429  1.384400 -0.527022   \n",
       "pain           0.762047  1.469720 -0.482426 -0.489698 -0.393979 -0.621424   \n",
       "\n",
       "                    145       146        147  \n",
       "control       -1.161160 -2.627733  -3.380851  \n",
       "touch         -0.701713 -0.399285   2.733511  \n",
       "interoception -0.778582 -0.537093   1.277936  \n",
       "learning      -0.901932 -2.255096  -3.998271  \n",
       "attention     -0.423442 -0.353715  -1.395062  \n",
       "language       0.184522  0.825368  -0.103948  \n",
       "interaction   -0.069053  2.018002   4.889253  \n",
       "inhibition    -1.324444 -2.064466  -2.005240  \n",
       "somatosensory -0.646177 -0.119571   2.373124  \n",
       "decision      -0.684007 -1.424613  -4.121480  \n",
       "auditory      -0.146319  4.740716  20.836042  \n",
       "taste         -0.741100 -1.788260   0.419244  \n",
       "metabolism    -0.118071 -2.344524  -2.102232  \n",
       "memory        -0.413882 -0.821746  -1.478211  \n",
       "empathy        0.043945  1.893754   1.629845  \n",
       "vision         0.185038 -0.821252  -2.970653  \n",
       "autonomic     -1.076537 -1.070422   0.845953  \n",
       "visual        -0.292329 -1.217771  -3.191827  \n",
       "fear          -0.339026 -0.946203  -0.270022  \n",
       "perception     1.846153  4.679544   5.467571  \n",
       "cognition      0.206568 -0.475331  -2.435809  \n",
       "reward        -0.846287 -0.938378  -1.415717  \n",
       "mirror        -0.754233 -0.899056  -0.045952  \n",
       "orientation   -0.315288 -1.560446  -4.650064  \n",
       "movement      -0.706748 -0.515054   1.029632  \n",
       "default_mode   0.124306  0.498546   0.174973  \n",
       "dopamine      -1.581725 -2.472044  -2.953540  \n",
       "pain          -0.602907 -0.116568   0.394850  \n",
       "\n",
       "[28 rows x 148 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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       "    <tr>\n",
       "      <th>gm</th>\n",
       "      <td>0.552675</td>\n",
       "      <td>0.580925</td>\n",
       "      <td>0.554485</td>\n",
       "      <td>0.77889</td>\n",
       "      <td>0.560578</td>\n",
       "      <td>0.864765</td>\n",
       "      <td>0.843337</td>\n",
       "      <td>0.829759</td>\n",
       "      <td>0.922103</td>\n",
       "      <td>0.76727</td>\n",
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       "      <td>0.743937</td>\n",
       "      <td>0.553545</td>\n",
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       "         0         1         2        3         4         5         6    \\\n",
       "gm  0.552675  0.580925  0.554485  0.77889  0.560578  0.864765  0.843337   \n",
       "\n",
       "         7         8        9    ...       138       139       140       141  \\\n",
       "gm  0.829759  0.922103  0.76727  ...  0.743937  0.553545  0.625658  0.735472   \n",
       "\n",
       "         142       143       144      145      146       147  \n",
       "gm  0.546614  0.828356  0.807441  0.69386  0.59458  0.756037  \n",
       "\n",
       "[1 rows x 148 columns]"
      ]
     },
     "metadata": {},
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    }
   ],
   "source": [
    "# initialize\n",
    "# volumetric data can be transformed to surface. CAVE: not the other way round!\n",
    "juspyce_surf = JuSpyce(\n",
    "    x=predictors_surf, # list of input data to predict functional data from -> PET surfaces\n",
    "    y=functional_vol, # list of functional data -> volumetric, will be transformed to surface\n",
    "    z=\"gm\", # will be transformed to surface\n",
    "    data_space=[\"fsaverage\", \"MNI152\", \"MNI152\"], # data spaces: x -> surface, y & z-> volumetric \n",
    "    parcellation=parcellation_surf, # surface parcellation\n",
    "    parcellation_labels=None, # if no parcellation labels given, will create numbered columns\n",
    "    parcellation_space=\"fsaverage\", # surface space\n",
    "    standardize=False, \n",
    "    n_proc=8) \n",
    "\n",
    "# import data\n",
    "juspyce_surf.fit()\n",
    "\n",
    "# data is stored in dataframes X, Y and Z\n",
    "# format is: n_functional x n_parcels\n",
    "print(juspyce_surf.X.shape, juspyce_surf.Y.shape)\n",
    "display(juspyce_surf.X)\n",
    "display(juspyce_surf.Y)\n",
    "display(juspyce_surf.Z)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initialize & import: numpy arrays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:juspyce.api:Checking input data for x (should be, e.g., PET data):\n",
      "INFO:juspyce.io:Input type: ndarray, assuming parcellated data with shape (n_files/subjects/etc, n_parcels).\n",
      "INFO:juspyce.api:Got 'x' data for 1 x 116 parcels.\n",
      "INFO:juspyce.api:Checking input data for y (should be, e.g., subject data):\n",
      "INFO:juspyce.io:Input type: ndarray, assuming parcellated data with shape (n_files/subjects/etc, n_parcels).\n",
      "INFO:juspyce.api:Got 'y' data for 28 x 116 parcels.\n",
      "INFO:juspyce.api:Z-standardizing 'X' data.\n",
      "INFO:juspyce.api:Z-standardizing 'Y' data.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'> (116,)\n",
      "<class 'numpy.ndarray'> (28, 116)\n"
     ]
    },
    {
     "data": {
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       "      <th>106</th>\n",
       "      <th>107</th>\n",
       "      <th>108</th>\n",
       "      <th>109</th>\n",
       "      <th>110</th>\n",
       "      <th>111</th>\n",
       "      <th>112</th>\n",
       "      <th>113</th>\n",
       "      <th>114</th>\n",
       "      <th>115</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.264167</td>\n",
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       "      <td>0.514633</td>\n",
       "      <td>-0.052628</td>\n",
       "      <td>0.985569</td>\n",
       "      <td>0.767391</td>\n",
       "      <td>0.978715</td>\n",
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       "      <td>1.037732</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.799079</td>\n",
       "      <td>-3.109406</td>\n",
       "      <td>-0.785151</td>\n",
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       "      <td>-2.100968</td>\n",
       "      <td>-1.41372</td>\n",
       "      <td>-1.041542</td>\n",
       "      <td>-2.344997</td>\n",
       "      <td>-1.331977</td>\n",
       "      <td>-3.089251</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 116 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        0         1         2         3         4         5         6    \\\n",
       "0 -0.264167  0.619942  0.514633 -0.052628  0.985569  0.767391  0.978715   \n",
       "\n",
       "        7         8         9    ...       106       107       108       109  \\\n",
       "0  0.106174  0.038989  1.037732  ... -1.799079 -3.109406 -0.785151 -1.336239   \n",
       "\n",
       "        110      111       112       113       114       115  \n",
       "0 -2.100968 -1.41372 -1.041542 -2.344997 -1.331977 -3.089251  \n",
       "\n",
       "[1 rows x 116 columns]"
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     "output_type": "display_data"
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       "      <th>1</th>\n",
       "      <td>-0.609990</td>\n",
       "      <td>-0.623416</td>\n",
       "      <td>-0.441366</td>\n",
       "      <td>-0.674736</td>\n",
       "      <td>-0.539122</td>\n",
       "      <td>-0.611564</td>\n",
       "      <td>-0.615599</td>\n",
       "      <td>-0.537207</td>\n",
       "      <td>-0.602477</td>\n",
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       "      <td>0.071053</td>\n",
       "      <td>-0.609950</td>\n",
       "      <td>-0.748519</td>\n",
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       "      <td>0.548597</td>\n",
       "      <td>-0.081033</td>\n",
       "      <td>-0.698296</td>\n",
       "      <td>-0.690819</td>\n",
       "      <td>-0.446518</td>\n",
       "      <td>-0.728646</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.584510</td>\n",
       "      <td>-0.309503</td>\n",
       "      <td>-0.441553</td>\n",
       "      <td>-0.536978</td>\n",
       "      <td>-0.496687</td>\n",
       "      <td>-0.203884</td>\n",
       "      <td>-0.614538</td>\n",
       "      <td>-0.720578</td>\n",
       "      <td>-0.650276</td>\n",
       "      <td>1.074812</td>\n",
       "      <td>...</td>\n",
       "      <td>3.057332</td>\n",
       "      <td>0.294060</td>\n",
       "      <td>-0.439937</td>\n",
       "      <td>0.529685</td>\n",
       "      <td>0.217025</td>\n",
       "      <td>0.013952</td>\n",
       "      <td>-0.016668</td>\n",
       "      <td>0.331524</td>\n",
       "      <td>0.703412</td>\n",
       "      <td>-0.101138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.881603</td>\n",
       "      <td>0.282980</td>\n",
       "      <td>0.049563</td>\n",
       "      <td>0.306161</td>\n",
       "      <td>0.083300</td>\n",
       "      <td>0.035737</td>\n",
       "      <td>-0.237220</td>\n",
       "      <td>0.198877</td>\n",
       "      <td>-0.146356</td>\n",
       "      <td>-1.038011</td>\n",
       "      <td>...</td>\n",
       "      <td>1.827821</td>\n",
       "      <td>1.621217</td>\n",
       "      <td>2.805222</td>\n",
       "      <td>0.205435</td>\n",
       "      <td>0.481021</td>\n",
       "      <td>0.841900</td>\n",
       "      <td>3.329236</td>\n",
       "      <td>3.235139</td>\n",
       "      <td>2.791219</td>\n",
       "      <td>1.956812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-1.043345</td>\n",
       "      <td>0.988413</td>\n",
       "      <td>-0.013416</td>\n",
       "      <td>1.415961</td>\n",
       "      <td>1.346545</td>\n",
       "      <td>0.263423</td>\n",
       "      <td>1.086665</td>\n",
       "      <td>1.675413</td>\n",
       "      <td>0.603983</td>\n",
       "      <td>-0.583783</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.431557</td>\n",
       "      <td>-0.733922</td>\n",
       "      <td>-1.437557</td>\n",
       "      <td>-1.884704</td>\n",
       "      <td>-0.361686</td>\n",
       "      <td>-0.513677</td>\n",
       "      <td>-1.552835</td>\n",
       "      <td>-0.952838</td>\n",
       "      <td>-1.012371</td>\n",
       "      <td>-0.954968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.361627</td>\n",
       "      <td>-0.218567</td>\n",
       "      <td>-0.596183</td>\n",
       "      <td>0.146000</td>\n",
       "      <td>-0.766066</td>\n",
       "      <td>-0.385798</td>\n",
       "      <td>0.425112</td>\n",
       "      <td>-0.574921</td>\n",
       "      <td>-0.527282</td>\n",
       "      <td>0.782032</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.106558</td>\n",
       "      <td>-0.043684</td>\n",
       "      <td>-0.791802</td>\n",
       "      <td>-0.940110</td>\n",
       "      <td>-0.429037</td>\n",
       "      <td>0.198915</td>\n",
       "      <td>-0.120527</td>\n",
       "      <td>0.305078</td>\n",
       "      <td>-0.036820</td>\n",
       "      <td>-0.008570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.562361</td>\n",
       "      <td>0.850952</td>\n",
       "      <td>-0.019251</td>\n",
       "      <td>1.163435</td>\n",
       "      <td>1.143413</td>\n",
       "      <td>-0.104980</td>\n",
       "      <td>0.415113</td>\n",
       "      <td>0.595721</td>\n",
       "      <td>-0.172755</td>\n",
       "      <td>2.326707</td>\n",
       "      <td>...</td>\n",
       "      <td>0.307118</td>\n",
       "      <td>-0.440936</td>\n",
       "      <td>0.887388</td>\n",
       "      <td>-0.834922</td>\n",
       "      <td>0.602970</td>\n",
       "      <td>-0.470414</td>\n",
       "      <td>-1.045377</td>\n",
       "      <td>0.412925</td>\n",
       "      <td>0.401740</td>\n",
       "      <td>-1.089459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-1.229373</td>\n",
       "      <td>-0.802153</td>\n",
       "      <td>-0.687448</td>\n",
       "      <td>-0.683081</td>\n",
       "      <td>-0.928564</td>\n",
       "      <td>-0.953441</td>\n",
       "      <td>-0.938040</td>\n",
       "      <td>-0.531735</td>\n",
       "      <td>-0.650699</td>\n",
       "      <td>-0.140440</td>\n",
       "      <td>...</td>\n",
       "      <td>0.623672</td>\n",
       "      <td>0.052508</td>\n",
       "      <td>-1.389163</td>\n",
       "      <td>-1.310391</td>\n",
       "      <td>0.860165</td>\n",
       "      <td>-0.109300</td>\n",
       "      <td>-1.087187</td>\n",
       "      <td>0.796897</td>\n",
       "      <td>1.026083</td>\n",
       "      <td>-0.615229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.621487</td>\n",
       "      <td>-0.691599</td>\n",
       "      <td>-0.454639</td>\n",
       "      <td>-0.685210</td>\n",
       "      <td>-0.589551</td>\n",
       "      <td>-0.574190</td>\n",
       "      <td>-0.680714</td>\n",
       "      <td>-0.607947</td>\n",
       "      <td>-0.639705</td>\n",
       "      <td>1.438160</td>\n",
       "      <td>...</td>\n",
       "      <td>0.043530</td>\n",
       "      <td>-0.755064</td>\n",
       "      <td>-0.771641</td>\n",
       "      <td>-0.772320</td>\n",
       "      <td>0.287000</td>\n",
       "      <td>-0.240668</td>\n",
       "      <td>-0.637103</td>\n",
       "      <td>-0.803458</td>\n",
       "      <td>-0.458228</td>\n",
       "      <td>-0.727205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-0.925355</td>\n",
       "      <td>0.197618</td>\n",
       "      <td>-0.621516</td>\n",
       "      <td>0.203956</td>\n",
       "      <td>-0.430108</td>\n",
       "      <td>-0.760909</td>\n",
       "      <td>0.794073</td>\n",
       "      <td>-0.055139</td>\n",
       "      <td>-0.471957</td>\n",
       "      <td>-1.359570</td>\n",
       "      <td>...</td>\n",
       "      <td>0.855850</td>\n",
       "      <td>1.791906</td>\n",
       "      <td>-1.361423</td>\n",
       "      <td>-1.065043</td>\n",
       "      <td>-0.167914</td>\n",
       "      <td>0.885781</td>\n",
       "      <td>4.084601</td>\n",
       "      <td>3.309685</td>\n",
       "      <td>2.278896</td>\n",
       "      <td>2.176497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-0.361448</td>\n",
       "      <td>-0.701525</td>\n",
       "      <td>-0.416643</td>\n",
       "      <td>-0.484525</td>\n",
       "      <td>-0.301756</td>\n",
       "      <td>-0.321813</td>\n",
       "      <td>-0.725406</td>\n",
       "      <td>-0.690572</td>\n",
       "      <td>-0.222378</td>\n",
       "      <td>5.429670</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.105606</td>\n",
       "      <td>-0.307153</td>\n",
       "      <td>-0.539697</td>\n",
       "      <td>-0.671180</td>\n",
       "      <td>0.248893</td>\n",
       "      <td>-0.115558</td>\n",
       "      <td>-0.596206</td>\n",
       "      <td>-0.348332</td>\n",
       "      <td>-0.299067</td>\n",
       "      <td>-0.625465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.569215</td>\n",
       "      <td>-0.422249</td>\n",
       "      <td>-0.461231</td>\n",
       "      <td>-0.659778</td>\n",
       "      <td>-0.547000</td>\n",
       "      <td>-0.343144</td>\n",
       "      <td>-0.870957</td>\n",
       "      <td>-0.757165</td>\n",
       "      <td>-0.587932</td>\n",
       "      <td>0.538723</td>\n",
       "      <td>...</td>\n",
       "      <td>2.774750</td>\n",
       "      <td>0.756729</td>\n",
       "      <td>-0.279139</td>\n",
       "      <td>0.793700</td>\n",
       "      <td>3.667112</td>\n",
       "      <td>2.732496</td>\n",
       "      <td>0.967619</td>\n",
       "      <td>1.348786</td>\n",
       "      <td>1.104752</td>\n",
       "      <td>0.525994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.834153</td>\n",
       "      <td>0.088841</td>\n",
       "      <td>0.180972</td>\n",
       "      <td>-0.642634</td>\n",
       "      <td>-0.274388</td>\n",
       "      <td>0.154924</td>\n",
       "      <td>-0.909190</td>\n",
       "      <td>0.013291</td>\n",
       "      <td>0.301971</td>\n",
       "      <td>-0.445636</td>\n",
       "      <td>...</td>\n",
       "      <td>1.346804</td>\n",
       "      <td>0.105775</td>\n",
       "      <td>0.845229</td>\n",
       "      <td>-0.476927</td>\n",
       "      <td>5.472754</td>\n",
       "      <td>3.536922</td>\n",
       "      <td>-0.228438</td>\n",
       "      <td>0.662047</td>\n",
       "      <td>0.835600</td>\n",
       "      <td>0.036782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4.554924</td>\n",
       "      <td>-0.575992</td>\n",
       "      <td>-0.366840</td>\n",
       "      <td>-0.382279</td>\n",
       "      <td>-0.968143</td>\n",
       "      <td>-0.170915</td>\n",
       "      <td>-0.664695</td>\n",
       "      <td>0.465839</td>\n",
       "      <td>0.808402</td>\n",
       "      <td>-0.731703</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.929063</td>\n",
       "      <td>-0.644232</td>\n",
       "      <td>3.570022</td>\n",
       "      <td>0.574213</td>\n",
       "      <td>0.239163</td>\n",
       "      <td>-0.608261</td>\n",
       "      <td>-0.882966</td>\n",
       "      <td>1.185120</td>\n",
       "      <td>0.423195</td>\n",
       "      <td>0.498374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.813548</td>\n",
       "      <td>-0.760588</td>\n",
       "      <td>-0.781110</td>\n",
       "      <td>-0.972891</td>\n",
       "      <td>-1.045622</td>\n",
       "      <td>-0.941711</td>\n",
       "      <td>-0.738194</td>\n",
       "      <td>-1.029142</td>\n",
       "      <td>-0.869500</td>\n",
       "      <td>1.390042</td>\n",
       "      <td>...</td>\n",
       "      <td>1.908030</td>\n",
       "      <td>0.111150</td>\n",
       "      <td>-0.805135</td>\n",
       "      <td>-0.406304</td>\n",
       "      <td>0.352770</td>\n",
       "      <td>0.078322</td>\n",
       "      <td>-0.749458</td>\n",
       "      <td>0.271036</td>\n",
       "      <td>0.359401</td>\n",
       "      <td>-0.559433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-0.132817</td>\n",
       "      <td>2.453404</td>\n",
       "      <td>1.116577</td>\n",
       "      <td>2.879456</td>\n",
       "      <td>3.349727</td>\n",
       "      <td>0.987778</td>\n",
       "      <td>2.099549</td>\n",
       "      <td>2.215061</td>\n",
       "      <td>0.876299</td>\n",
       "      <td>-0.784755</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.547586</td>\n",
       "      <td>-0.706839</td>\n",
       "      <td>-0.414185</td>\n",
       "      <td>-0.713137</td>\n",
       "      <td>-0.567597</td>\n",
       "      <td>-0.699672</td>\n",
       "      <td>-0.956592</td>\n",
       "      <td>-1.017006</td>\n",
       "      <td>-0.915494</td>\n",
       "      <td>-0.705892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.630614</td>\n",
       "      <td>-0.475875</td>\n",
       "      <td>-0.520218</td>\n",
       "      <td>-0.679226</td>\n",
       "      <td>-0.593837</td>\n",
       "      <td>-0.223628</td>\n",
       "      <td>-0.803925</td>\n",
       "      <td>-0.807201</td>\n",
       "      <td>-0.659348</td>\n",
       "      <td>0.924433</td>\n",
       "      <td>...</td>\n",
       "      <td>2.969071</td>\n",
       "      <td>0.314519</td>\n",
       "      <td>-0.383827</td>\n",
       "      <td>0.702324</td>\n",
       "      <td>0.764685</td>\n",
       "      <td>0.426154</td>\n",
       "      <td>0.100160</td>\n",
       "      <td>0.392727</td>\n",
       "      <td>0.707609</td>\n",
       "      <td>-0.017524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-0.133712</td>\n",
       "      <td>2.569102</td>\n",
       "      <td>1.304021</td>\n",
       "      <td>3.077109</td>\n",
       "      <td>3.856159</td>\n",
       "      <td>1.205951</td>\n",
       "      <td>1.815946</td>\n",
       "      <td>2.164752</td>\n",
       "      <td>0.987444</td>\n",
       "      <td>-1.080444</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.450876</td>\n",
       "      <td>-0.517021</td>\n",
       "      <td>-0.301213</td>\n",
       "      <td>-0.553308</td>\n",
       "      <td>-0.510976</td>\n",
       "      <td>-0.593201</td>\n",
       "      <td>-0.581663</td>\n",
       "      <td>-0.799386</td>\n",
       "      <td>-0.772714</td>\n",
       "      <td>-0.396788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.116182</td>\n",
       "      <td>-0.095495</td>\n",
       "      <td>-0.198693</td>\n",
       "      <td>-0.325950</td>\n",
       "      <td>-0.211649</td>\n",
       "      <td>-0.334138</td>\n",
       "      <td>-0.320361</td>\n",
       "      <td>-0.174797</td>\n",
       "      <td>-0.368401</td>\n",
       "      <td>-0.127720</td>\n",
       "      <td>...</td>\n",
       "      <td>0.798344</td>\n",
       "      <td>-0.211987</td>\n",
       "      <td>1.719800</td>\n",
       "      <td>6.972305</td>\n",
       "      <td>0.602844</td>\n",
       "      <td>0.421668</td>\n",
       "      <td>0.211387</td>\n",
       "      <td>0.337909</td>\n",
       "      <td>0.258981</td>\n",
       "      <td>-0.159504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-0.514624</td>\n",
       "      <td>1.350572</td>\n",
       "      <td>0.108427</td>\n",
       "      <td>1.673280</td>\n",
       "      <td>1.426535</td>\n",
       "      <td>0.029002</td>\n",
       "      <td>3.192583</td>\n",
       "      <td>1.497386</td>\n",
       "      <td>0.094102</td>\n",
       "      <td>1.655178</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.240645</td>\n",
       "      <td>-0.954063</td>\n",
       "      <td>-0.757486</td>\n",
       "      <td>-0.664035</td>\n",
       "      <td>0.187419</td>\n",
       "      <td>-0.294258</td>\n",
       "      <td>-1.700010</td>\n",
       "      <td>-1.081873</td>\n",
       "      <td>-0.931232</td>\n",
       "      <td>-1.197861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.829538</td>\n",
       "      <td>0.155910</td>\n",
       "      <td>-0.109444</td>\n",
       "      <td>-1.276196</td>\n",
       "      <td>-0.753356</td>\n",
       "      <td>0.036169</td>\n",
       "      <td>-0.866881</td>\n",
       "      <td>-0.016589</td>\n",
       "      <td>0.578195</td>\n",
       "      <td>-1.240657</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.173038</td>\n",
       "      <td>-0.627344</td>\n",
       "      <td>-0.329282</td>\n",
       "      <td>-2.297169</td>\n",
       "      <td>0.766017</td>\n",
       "      <td>-0.368639</td>\n",
       "      <td>-1.763855</td>\n",
       "      <td>-0.188681</td>\n",
       "      <td>-0.306753</td>\n",
       "      <td>-0.300490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-0.517660</td>\n",
       "      <td>-0.128380</td>\n",
       "      <td>-0.283025</td>\n",
       "      <td>-0.148582</td>\n",
       "      <td>-0.017509</td>\n",
       "      <td>-0.292921</td>\n",
       "      <td>-0.621012</td>\n",
       "      <td>-0.259912</td>\n",
       "      <td>-0.268474</td>\n",
       "      <td>-0.447344</td>\n",
       "      <td>...</td>\n",
       "      <td>1.396490</td>\n",
       "      <td>1.630302</td>\n",
       "      <td>-0.442384</td>\n",
       "      <td>0.293976</td>\n",
       "      <td>0.035979</td>\n",
       "      <td>0.924517</td>\n",
       "      <td>5.027903</td>\n",
       "      <td>3.718029</td>\n",
       "      <td>1.921254</td>\n",
       "      <td>1.850727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-0.847428</td>\n",
       "      <td>-0.355399</td>\n",
       "      <td>-0.371542</td>\n",
       "      <td>-0.413696</td>\n",
       "      <td>-0.353011</td>\n",
       "      <td>-0.647169</td>\n",
       "      <td>0.058517</td>\n",
       "      <td>0.066207</td>\n",
       "      <td>-0.154757</td>\n",
       "      <td>0.043833</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.520665</td>\n",
       "      <td>-0.558435</td>\n",
       "      <td>-1.095704</td>\n",
       "      <td>-1.138411</td>\n",
       "      <td>-0.226698</td>\n",
       "      <td>-0.638740</td>\n",
       "      <td>-1.437222</td>\n",
       "      <td>-0.270633</td>\n",
       "      <td>-0.038312</td>\n",
       "      <td>-1.066505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-0.094515</td>\n",
       "      <td>2.401950</td>\n",
       "      <td>0.934517</td>\n",
       "      <td>2.600586</td>\n",
       "      <td>2.883504</td>\n",
       "      <td>0.814465</td>\n",
       "      <td>1.386491</td>\n",
       "      <td>2.007522</td>\n",
       "      <td>0.833429</td>\n",
       "      <td>-1.184592</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.445825</td>\n",
       "      <td>-0.518093</td>\n",
       "      <td>-0.401944</td>\n",
       "      <td>-0.663927</td>\n",
       "      <td>-0.482440</td>\n",
       "      <td>-0.603454</td>\n",
       "      <td>-0.565645</td>\n",
       "      <td>-0.655183</td>\n",
       "      <td>-0.641765</td>\n",
       "      <td>-0.413446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.968376</td>\n",
       "      <td>-0.398341</td>\n",
       "      <td>-0.354677</td>\n",
       "      <td>-0.764634</td>\n",
       "      <td>0.280003</td>\n",
       "      <td>-0.679875</td>\n",
       "      <td>0.383903</td>\n",
       "      <td>-0.170558</td>\n",
       "      <td>-0.274638</td>\n",
       "      <td>0.338052</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.300819</td>\n",
       "      <td>-0.855482</td>\n",
       "      <td>-0.769764</td>\n",
       "      <td>-0.528120</td>\n",
       "      <td>-0.254069</td>\n",
       "      <td>-0.214168</td>\n",
       "      <td>-0.973730</td>\n",
       "      <td>0.672977</td>\n",
       "      <td>0.509405</td>\n",
       "      <td>-0.817060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.741746</td>\n",
       "      <td>-0.450520</td>\n",
       "      <td>-0.030670</td>\n",
       "      <td>-0.685096</td>\n",
       "      <td>-0.341038</td>\n",
       "      <td>1.385775</td>\n",
       "      <td>0.447122</td>\n",
       "      <td>-0.034145</td>\n",
       "      <td>1.185124</td>\n",
       "      <td>-0.322359</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.756635</td>\n",
       "      <td>-0.823429</td>\n",
       "      <td>0.385121</td>\n",
       "      <td>-1.253529</td>\n",
       "      <td>0.496175</td>\n",
       "      <td>-0.504014</td>\n",
       "      <td>0.277550</td>\n",
       "      <td>-0.208673</td>\n",
       "      <td>-0.674028</td>\n",
       "      <td>-0.879524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-0.654114</td>\n",
       "      <td>-0.402960</td>\n",
       "      <td>-0.322492</td>\n",
       "      <td>-0.559624</td>\n",
       "      <td>-0.365012</td>\n",
       "      <td>-0.372522</td>\n",
       "      <td>-0.903198</td>\n",
       "      <td>-0.483861</td>\n",
       "      <td>-0.298635</td>\n",
       "      <td>-0.740872</td>\n",
       "      <td>...</td>\n",
       "      <td>2.168493</td>\n",
       "      <td>2.217031</td>\n",
       "      <td>-0.787306</td>\n",
       "      <td>-0.198430</td>\n",
       "      <td>0.730859</td>\n",
       "      <td>1.307878</td>\n",
       "      <td>4.038762</td>\n",
       "      <td>3.414632</td>\n",
       "      <td>3.169603</td>\n",
       "      <td>2.162088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-0.349556</td>\n",
       "      <td>-1.026056</td>\n",
       "      <td>-0.576541</td>\n",
       "      <td>-1.065971</td>\n",
       "      <td>-1.196263</td>\n",
       "      <td>-0.778575</td>\n",
       "      <td>-1.064920</td>\n",
       "      <td>-0.837913</td>\n",
       "      <td>-0.471749</td>\n",
       "      <td>1.627217</td>\n",
       "      <td>...</td>\n",
       "      <td>1.222731</td>\n",
       "      <td>0.695446</td>\n",
       "      <td>0.033115</td>\n",
       "      <td>-0.030598</td>\n",
       "      <td>1.921603</td>\n",
       "      <td>1.388232</td>\n",
       "      <td>-0.780832</td>\n",
       "      <td>0.824071</td>\n",
       "      <td>0.561053</td>\n",
       "      <td>-0.087971</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28 rows × 116 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         0         1         2         3         4         5         6    \\\n",
       "0  -0.979917 -0.384432 -0.724519 -0.717717 -0.847953 -0.845560 -1.027770   \n",
       "1  -0.609990 -0.623416 -0.441366 -0.674736 -0.539122 -0.611564 -0.615599   \n",
       "2  -0.584510 -0.309503 -0.441553 -0.536978 -0.496687 -0.203884 -0.614538   \n",
       "3   1.881603  0.282980  0.049563  0.306161  0.083300  0.035737 -0.237220   \n",
       "4  -1.043345  0.988413 -0.013416  1.415961  1.346545  0.263423  1.086665   \n",
       "5  -0.361627 -0.218567 -0.596183  0.146000 -0.766066 -0.385798  0.425112   \n",
       "6   0.562361  0.850952 -0.019251  1.163435  1.143413 -0.104980  0.415113   \n",
       "7  -1.229373 -0.802153 -0.687448 -0.683081 -0.928564 -0.953441 -0.938040   \n",
       "8  -0.621487 -0.691599 -0.454639 -0.685210 -0.589551 -0.574190 -0.680714   \n",
       "9  -0.925355  0.197618 -0.621516  0.203956 -0.430108 -0.760909  0.794073   \n",
       "10 -0.361448 -0.701525 -0.416643 -0.484525 -0.301756 -0.321813 -0.725406   \n",
       "11 -0.569215 -0.422249 -0.461231 -0.659778 -0.547000 -0.343144 -0.870957   \n",
       "12  0.834153  0.088841  0.180972 -0.642634 -0.274388  0.154924 -0.909190   \n",
       "13  4.554924 -0.575992 -0.366840 -0.382279 -0.968143 -0.170915 -0.664695   \n",
       "14 -0.813548 -0.760588 -0.781110 -0.972891 -1.045622 -0.941711 -0.738194   \n",
       "15 -0.132817  2.453404  1.116577  2.879456  3.349727  0.987778  2.099549   \n",
       "16 -0.630614 -0.475875 -0.520218 -0.679226 -0.593837 -0.223628 -0.803925   \n",
       "17 -0.133712  2.569102  1.304021  3.077109  3.856159  1.205951  1.815946   \n",
       "18  0.116182 -0.095495 -0.198693 -0.325950 -0.211649 -0.334138 -0.320361   \n",
       "19 -0.514624  1.350572  0.108427  1.673280  1.426535  0.029002  3.192583   \n",
       "20  0.829538  0.155910 -0.109444 -1.276196 -0.753356  0.036169 -0.866881   \n",
       "21 -0.517660 -0.128380 -0.283025 -0.148582 -0.017509 -0.292921 -0.621012   \n",
       "22 -0.847428 -0.355399 -0.371542 -0.413696 -0.353011 -0.647169  0.058517   \n",
       "23 -0.094515  2.401950  0.934517  2.600586  2.883504  0.814465  1.386491   \n",
       "24 -0.968376 -0.398341 -0.354677 -0.764634  0.280003 -0.679875  0.383903   \n",
       "25  0.741746 -0.450520 -0.030670 -0.685096 -0.341038  1.385775  0.447122   \n",
       "26 -0.654114 -0.402960 -0.322492 -0.559624 -0.365012 -0.372522 -0.903198   \n",
       "27 -0.349556 -1.026056 -0.576541 -1.065971 -1.196263 -0.778575 -1.064920   \n",
       "\n",
       "         7         8         9    ...       106       107       108       109  \\\n",
       "0  -0.109973 -0.372873 -0.860997  ...  0.679512 -0.053890 -0.974176 -1.036891   \n",
       "1  -0.537207 -0.602477  1.396591  ...  0.071053 -0.609950 -0.748519 -0.735118   \n",
       "2  -0.720578 -0.650276  1.074812  ...  3.057332  0.294060 -0.439937  0.529685   \n",
       "3   0.198877 -0.146356 -1.038011  ...  1.827821  1.621217  2.805222  0.205435   \n",
       "4   1.675413  0.603983 -0.583783  ... -0.431557 -0.733922 -1.437557 -1.884704   \n",
       "5  -0.574921 -0.527282  0.782032  ... -0.106558 -0.043684 -0.791802 -0.940110   \n",
       "6   0.595721 -0.172755  2.326707  ...  0.307118 -0.440936  0.887388 -0.834922   \n",
       "7  -0.531735 -0.650699 -0.140440  ...  0.623672  0.052508 -1.389163 -1.310391   \n",
       "8  -0.607947 -0.639705  1.438160  ...  0.043530 -0.755064 -0.771641 -0.772320   \n",
       "9  -0.055139 -0.471957 -1.359570  ...  0.855850  1.791906 -1.361423 -1.065043   \n",
       "10 -0.690572 -0.222378  5.429670  ... -0.105606 -0.307153 -0.539697 -0.671180   \n",
       "11 -0.757165 -0.587932  0.538723  ...  2.774750  0.756729 -0.279139  0.793700   \n",
       "12  0.013291  0.301971 -0.445636  ...  1.346804  0.105775  0.845229 -0.476927   \n",
       "13  0.465839  0.808402 -0.731703  ... -0.929063 -0.644232  3.570022  0.574213   \n",
       "14 -1.029142 -0.869500  1.390042  ...  1.908030  0.111150 -0.805135 -0.406304   \n",
       "15  2.215061  0.876299 -0.784755  ... -0.547586 -0.706839 -0.414185 -0.713137   \n",
       "16 -0.807201 -0.659348  0.924433  ...  2.969071  0.314519 -0.383827  0.702324   \n",
       "17  2.164752  0.987444 -1.080444  ... -0.450876 -0.517021 -0.301213 -0.553308   \n",
       "18 -0.174797 -0.368401 -0.127720  ...  0.798344 -0.211987  1.719800  6.972305   \n",
       "19  1.497386  0.094102  1.655178  ... -0.240645 -0.954063 -0.757486 -0.664035   \n",
       "20 -0.016589  0.578195 -1.240657  ... -1.173038 -0.627344 -0.329282 -2.297169   \n",
       "21 -0.259912 -0.268474 -0.447344  ...  1.396490  1.630302 -0.442384  0.293976   \n",
       "22  0.066207 -0.154757  0.043833  ... -0.520665 -0.558435 -1.095704 -1.138411   \n",
       "23  2.007522  0.833429 -1.184592  ... -0.445825 -0.518093 -0.401944 -0.663927   \n",
       "24 -0.170558 -0.274638  0.338052  ... -0.300819 -0.855482 -0.769764 -0.528120   \n",
       "25 -0.034145  1.185124 -0.322359  ... -0.756635 -0.823429  0.385121 -1.253529   \n",
       "26 -0.483861 -0.298635 -0.740872  ...  2.168493  2.217031 -0.787306 -0.198430   \n",
       "27 -0.837913 -0.471749  1.627217  ...  1.222731  0.695446  0.033115 -0.030598   \n",
       "\n",
       "         110       111       112       113       114       115  \n",
       "0   1.822552  0.558228 -1.344703  0.795150  1.044851 -0.704277  \n",
       "1   0.548597 -0.081033 -0.698296 -0.690819 -0.446518 -0.728646  \n",
       "2   0.217025  0.013952 -0.016668  0.331524  0.703412 -0.101138  \n",
       "3   0.481021  0.841900  3.329236  3.235139  2.791219  1.956812  \n",
       "4  -0.361686 -0.513677 -1.552835 -0.952838 -1.012371 -0.954968  \n",
       "5  -0.429037  0.198915 -0.120527  0.305078 -0.036820 -0.008570  \n",
       "6   0.602970 -0.470414 -1.045377  0.412925  0.401740 -1.089459  \n",
       "7   0.860165 -0.109300 -1.087187  0.796897  1.026083 -0.615229  \n",
       "8   0.287000 -0.240668 -0.637103 -0.803458 -0.458228 -0.727205  \n",
       "9  -0.167914  0.885781  4.084601  3.309685  2.278896  2.176497  \n",
       "10  0.248893 -0.115558 -0.596206 -0.348332 -0.299067 -0.625465  \n",
       "11  3.667112  2.732496  0.967619  1.348786  1.104752  0.525994  \n",
       "12  5.472754  3.536922 -0.228438  0.662047  0.835600  0.036782  \n",
       "13  0.239163 -0.608261 -0.882966  1.185120  0.423195  0.498374  \n",
       "14  0.352770  0.078322 -0.749458  0.271036  0.359401 -0.559433  \n",
       "15 -0.567597 -0.699672 -0.956592 -1.017006 -0.915494 -0.705892  \n",
       "16  0.764685  0.426154  0.100160  0.392727  0.707609 -0.017524  \n",
       "17 -0.510976 -0.593201 -0.581663 -0.799386 -0.772714 -0.396788  \n",
       "18  0.602844  0.421668  0.211387  0.337909  0.258981 -0.159504  \n",
       "19  0.187419 -0.294258 -1.700010 -1.081873 -0.931232 -1.197861  \n",
       "20  0.766017 -0.368639 -1.763855 -0.188681 -0.306753 -0.300490  \n",
       "21  0.035979  0.924517  5.027903  3.718029  1.921254  1.850727  \n",
       "22 -0.226698 -0.638740 -1.437222 -0.270633 -0.038312 -1.066505  \n",
       "23 -0.482440 -0.603454 -0.565645 -0.655183 -0.641765 -0.413446  \n",
       "24 -0.254069 -0.214168 -0.973730  0.672977  0.509405 -0.817060  \n",
       "25  0.496175 -0.504014  0.277550 -0.208673 -0.674028 -0.879524  \n",
       "26  0.730859  1.307878  4.038762  3.414632  3.169603  2.162088  \n",
       "27  1.921603  1.388232 -0.780832  0.824071  0.561053 -0.087971  \n",
       "\n",
       "[28 rows x 116 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we use the arrays from the parcellated volume data\n",
    "# the column & index labels will get lost on the way\n",
    "\n",
    "x = juspyce_vol.X.iloc[0,:].values # 1d array\n",
    "y = juspyce_vol.Y.values # 2d array\n",
    "print(type(x), x.shape)\n",
    "print(type(y), y.shape)\n",
    "\n",
    "juspyce_numpy = JuSpyce(x=x, y=y).fit()\n",
    "display(juspyce_numpy.X)\n",
    "display(juspyce_numpy.Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initialize & import: pandas df/series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:juspyce.api:Checking input data for x (should be, e.g., PET data):\n",
      "INFO:juspyce.io:Input type: Series, assuming parcellated data with shape (1, n_parcels).\n",
      "INFO:juspyce.api:Got 'x' data for 1 x 116 parcels.\n",
      "INFO:juspyce.api:Checking input data for y (should be, e.g., subject data):\n",
      "INFO:juspyce.io:Input type: DataFrame, assuming parcellated data with shape (n_files/subjects/etc, n_parcels).\n",
      "INFO:juspyce.api:Got 'y' data for 28 x 116 parcels.\n",
      "INFO:juspyce.api:Z-standardizing 'X' data.\n",
      "INFO:juspyce.api:Z-standardizing 'Y' data.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.series.Series'> (116,)\n",
      "<class 'pandas.core.frame.DataFrame'> (28, 116)\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LH_Vis_1</th>\n",
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       "      <th>LH_Vis_5</th>\n",
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       "      <td>0.106174</td>\n",
       "      <td>0.038989</td>\n",
       "      <td>1.037732</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.799079</td>\n",
       "      <td>-3.109406</td>\n",
       "      <td>-0.785151</td>\n",
       "      <td>-1.336239</td>\n",
       "      <td>-2.100968</td>\n",
       "      <td>-1.41372</td>\n",
       "      <td>-1.041542</td>\n",
       "      <td>-2.344997</td>\n",
       "      <td>-1.331977</td>\n",
       "      <td>-3.089251</td>\n",
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       "                               LH_Vis_1  LH_Vis_2  LH_Vis_3  LH_Vis_4  \\\n",
       "5HT2a-cimbi36-29-beliveau2017 -0.264167  0.619942  0.514633 -0.052628   \n",
       "\n",
       "                               LH_Vis_5  LH_Vis_6  LH_Vis_7  LH_Vis_8  \\\n",
       "5HT2a-cimbi36-29-beliveau2017  0.985569  0.767391  0.978715  0.106174   \n",
       "\n",
       "                               LH_Vis_9  LH_SomMot_1  ...    PUT-rh    CAU-rh  \\\n",
       "5HT2a-cimbi36-29-beliveau2017  0.038989     1.037732  ... -1.799079 -3.109406   \n",
       "\n",
       "                                 HIP-lh    AMY-lh   pTHA-lh  aTHA-lh  \\\n",
       "5HT2a-cimbi36-29-beliveau2017 -0.785151 -1.336239 -2.100968 -1.41372   \n",
       "\n",
       "                                 NAc-lh     GP-lh    PUT-lh    CAU-lh  \n",
       "5HT2a-cimbi36-29-beliveau2017 -1.041542 -2.344997 -1.331977 -3.089251  \n",
       "\n",
       "[1 rows x 116 columns]"
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     "metadata": {},
     "output_type": "display_data"
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       "      <th>LH_Vis_1</th>\n",
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       "    <tr>\n",
       "      <th>control</th>\n",
       "      <td>-0.979917</td>\n",
       "      <td>-0.384432</td>\n",
       "      <td>-0.724519</td>\n",
       "      <td>-0.717717</td>\n",
       "      <td>-0.847953</td>\n",
       "      <td>-0.845560</td>\n",
       "      <td>-1.027770</td>\n",
       "      <td>-0.109973</td>\n",
       "      <td>-0.372873</td>\n",
       "      <td>-0.860997</td>\n",
       "      <td>...</td>\n",
       "      <td>0.679512</td>\n",
       "      <td>-0.053890</td>\n",
       "      <td>-0.974176</td>\n",
       "      <td>-1.036891</td>\n",
       "      <td>1.822552</td>\n",
       "      <td>0.558228</td>\n",
       "      <td>-1.344703</td>\n",
       "      <td>0.795150</td>\n",
       "      <td>1.044851</td>\n",
       "      <td>-0.704277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>touch</th>\n",
       "      <td>-0.609990</td>\n",
       "      <td>-0.623416</td>\n",
       "      <td>-0.441366</td>\n",
       "      <td>-0.674736</td>\n",
       "      <td>-0.539122</td>\n",
       "      <td>-0.611564</td>\n",
       "      <td>-0.615599</td>\n",
       "      <td>-0.537207</td>\n",
       "      <td>-0.602477</td>\n",
       "      <td>1.396591</td>\n",
       "      <td>...</td>\n",
       "      <td>0.071053</td>\n",
       "      <td>-0.609950</td>\n",
       "      <td>-0.748519</td>\n",
       "      <td>-0.735118</td>\n",
       "      <td>0.548597</td>\n",
       "      <td>-0.081033</td>\n",
       "      <td>-0.698296</td>\n",
       "      <td>-0.690819</td>\n",
       "      <td>-0.446518</td>\n",
       "      <td>-0.728646</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interoception</th>\n",
       "      <td>-0.584510</td>\n",
       "      <td>-0.309503</td>\n",
       "      <td>-0.441553</td>\n",
       "      <td>-0.536978</td>\n",
       "      <td>-0.496687</td>\n",
       "      <td>-0.203884</td>\n",
       "      <td>-0.614538</td>\n",
       "      <td>-0.720578</td>\n",
       "      <td>-0.650276</td>\n",
       "      <td>1.074812</td>\n",
       "      <td>...</td>\n",
       "      <td>3.057332</td>\n",
       "      <td>0.294060</td>\n",
       "      <td>-0.439937</td>\n",
       "      <td>0.529685</td>\n",
       "      <td>0.217025</td>\n",
       "      <td>0.013952</td>\n",
       "      <td>-0.016668</td>\n",
       "      <td>0.331524</td>\n",
       "      <td>0.703412</td>\n",
       "      <td>-0.101138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>learning</th>\n",
       "      <td>1.881603</td>\n",
       "      <td>0.282980</td>\n",
       "      <td>0.049563</td>\n",
       "      <td>0.306161</td>\n",
       "      <td>0.083300</td>\n",
       "      <td>0.035737</td>\n",
       "      <td>-0.237220</td>\n",
       "      <td>0.198877</td>\n",
       "      <td>-0.146356</td>\n",
       "      <td>-1.038011</td>\n",
       "      <td>...</td>\n",
       "      <td>1.827821</td>\n",
       "      <td>1.621217</td>\n",
       "      <td>2.805222</td>\n",
       "      <td>0.205435</td>\n",
       "      <td>0.481021</td>\n",
       "      <td>0.841900</td>\n",
       "      <td>3.329236</td>\n",
       "      <td>3.235139</td>\n",
       "      <td>2.791219</td>\n",
       "      <td>1.956812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>attention</th>\n",
       "      <td>-1.043345</td>\n",
       "      <td>0.988413</td>\n",
       "      <td>-0.013416</td>\n",
       "      <td>1.415961</td>\n",
       "      <td>1.346545</td>\n",
       "      <td>0.263423</td>\n",
       "      <td>1.086665</td>\n",
       "      <td>1.675413</td>\n",
       "      <td>0.603983</td>\n",
       "      <td>-0.583783</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.431557</td>\n",
       "      <td>-0.733922</td>\n",
       "      <td>-1.437557</td>\n",
       "      <td>-1.884704</td>\n",
       "      <td>-0.361686</td>\n",
       "      <td>-0.513677</td>\n",
       "      <td>-1.552835</td>\n",
       "      <td>-0.952838</td>\n",
       "      <td>-1.012371</td>\n",
       "      <td>-0.954968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>language</th>\n",
       "      <td>-0.361627</td>\n",
       "      <td>-0.218567</td>\n",
       "      <td>-0.596183</td>\n",
       "      <td>0.146000</td>\n",
       "      <td>-0.766066</td>\n",
       "      <td>-0.385798</td>\n",
       "      <td>0.425112</td>\n",
       "      <td>-0.574921</td>\n",
       "      <td>-0.527282</td>\n",
       "      <td>0.782032</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.106558</td>\n",
       "      <td>-0.043684</td>\n",
       "      <td>-0.791802</td>\n",
       "      <td>-0.940110</td>\n",
       "      <td>-0.429037</td>\n",
       "      <td>0.198915</td>\n",
       "      <td>-0.120527</td>\n",
       "      <td>0.305078</td>\n",
       "      <td>-0.036820</td>\n",
       "      <td>-0.008570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>interaction</th>\n",
       "      <td>0.562361</td>\n",
       "      <td>0.850952</td>\n",
       "      <td>-0.019251</td>\n",
       "      <td>1.163435</td>\n",
       "      <td>1.143413</td>\n",
       "      <td>-0.104980</td>\n",
       "      <td>0.415113</td>\n",
       "      <td>0.595721</td>\n",
       "      <td>-0.172755</td>\n",
       "      <td>2.326707</td>\n",
       "      <td>...</td>\n",
       "      <td>0.307118</td>\n",
       "      <td>-0.440936</td>\n",
       "      <td>0.887388</td>\n",
       "      <td>-0.834922</td>\n",
       "      <td>0.602970</td>\n",
       "      <td>-0.470414</td>\n",
       "      <td>-1.045377</td>\n",
       "      <td>0.412925</td>\n",
       "      <td>0.401740</td>\n",
       "      <td>-1.089459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>inhibition</th>\n",
       "      <td>-1.229373</td>\n",
       "      <td>-0.802153</td>\n",
       "      <td>-0.687448</td>\n",
       "      <td>-0.683081</td>\n",
       "      <td>-0.928564</td>\n",
       "      <td>-0.953441</td>\n",
       "      <td>-0.938040</td>\n",
       "      <td>-0.531735</td>\n",
       "      <td>-0.650699</td>\n",
       "      <td>-0.140440</td>\n",
       "      <td>...</td>\n",
       "      <td>0.623672</td>\n",
       "      <td>0.052508</td>\n",
       "      <td>-1.389163</td>\n",
       "      <td>-1.310391</td>\n",
       "      <td>0.860165</td>\n",
       "      <td>-0.109300</td>\n",
       "      <td>-1.087187</td>\n",
       "      <td>0.796897</td>\n",
       "      <td>1.026083</td>\n",
       "      <td>-0.615229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>somatosensory</th>\n",
       "      <td>-0.621487</td>\n",
       "      <td>-0.691599</td>\n",
       "      <td>-0.454639</td>\n",
       "      <td>-0.685210</td>\n",
       "      <td>-0.589551</td>\n",
       "      <td>-0.574190</td>\n",
       "      <td>-0.680714</td>\n",
       "      <td>-0.607947</td>\n",
       "      <td>-0.639705</td>\n",
       "      <td>1.438160</td>\n",
       "      <td>...</td>\n",
       "      <td>0.043530</td>\n",
       "      <td>-0.755064</td>\n",
       "      <td>-0.771641</td>\n",
       "      <td>-0.772320</td>\n",
       "      <td>0.287000</td>\n",
       "      <td>-0.240668</td>\n",
       "      <td>-0.637103</td>\n",
       "      <td>-0.803458</td>\n",
       "      <td>-0.458228</td>\n",
       "      <td>-0.727205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>decision</th>\n",
       "      <td>-0.925355</td>\n",
       "      <td>0.197618</td>\n",
       "      <td>-0.621516</td>\n",
       "      <td>0.203956</td>\n",
       "      <td>-0.430108</td>\n",
       "      <td>-0.760909</td>\n",
       "      <td>0.794073</td>\n",
       "      <td>-0.055139</td>\n",
       "      <td>-0.471957</td>\n",
       "      <td>-1.359570</td>\n",
       "      <td>...</td>\n",
       "      <td>0.855850</td>\n",
       "      <td>1.791906</td>\n",
       "      <td>-1.361423</td>\n",
       "      <td>-1.065043</td>\n",
       "      <td>-0.167914</td>\n",
       "      <td>0.885781</td>\n",
       "      <td>4.084601</td>\n",
       "      <td>3.309685</td>\n",
       "      <td>2.278896</td>\n",
       "      <td>2.176497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>auditory</th>\n",
       "      <td>-0.361448</td>\n",
       "      <td>-0.701525</td>\n",
       "      <td>-0.416643</td>\n",
       "      <td>-0.484525</td>\n",
       "      <td>-0.301756</td>\n",
       "      <td>-0.321813</td>\n",
       "      <td>-0.725406</td>\n",
       "      <td>-0.690572</td>\n",
       "      <td>-0.222378</td>\n",
       "      <td>5.429670</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.105606</td>\n",
       "      <td>-0.307153</td>\n",
       "      <td>-0.539697</td>\n",
       "      <td>-0.671180</td>\n",
       "      <td>0.248893</td>\n",
       "      <td>-0.115558</td>\n",
       "      <td>-0.596206</td>\n",
       "      <td>-0.348332</td>\n",
       "      <td>-0.299067</td>\n",
       "      <td>-0.625465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>taste</th>\n",
       "      <td>-0.569215</td>\n",
       "      <td>-0.422249</td>\n",
       "      <td>-0.461231</td>\n",
       "      <td>-0.659778</td>\n",
       "      <td>-0.547000</td>\n",
       "      <td>-0.343144</td>\n",
       "      <td>-0.870957</td>\n",
       "      <td>-0.757165</td>\n",
       "      <td>-0.587932</td>\n",
       "      <td>0.538723</td>\n",
       "      <td>...</td>\n",
       "      <td>2.774750</td>\n",
       "      <td>0.756729</td>\n",
       "      <td>-0.279139</td>\n",
       "      <td>0.793700</td>\n",
       "      <td>3.667112</td>\n",
       "      <td>2.732496</td>\n",
       "      <td>0.967619</td>\n",
       "      <td>1.348786</td>\n",
       "      <td>1.104752</td>\n",
       "      <td>0.525994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>metabolism</th>\n",
       "      <td>0.834153</td>\n",
       "      <td>0.088841</td>\n",
       "      <td>0.180972</td>\n",
       "      <td>-0.642634</td>\n",
       "      <td>-0.274388</td>\n",
       "      <td>0.154924</td>\n",
       "      <td>-0.909190</td>\n",
       "      <td>0.013291</td>\n",
       "      <td>0.301971</td>\n",
       "      <td>-0.445636</td>\n",
       "      <td>...</td>\n",
       "      <td>1.346804</td>\n",
       "      <td>0.105775</td>\n",
       "      <td>0.845229</td>\n",
       "      <td>-0.476927</td>\n",
       "      <td>5.472754</td>\n",
       "      <td>3.536922</td>\n",
       "      <td>-0.228438</td>\n",
       "      <td>0.662047</td>\n",
       "      <td>0.835600</td>\n",
       "      <td>0.036782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>memory</th>\n",
       "      <td>4.554924</td>\n",
       "      <td>-0.575992</td>\n",
       "      <td>-0.366840</td>\n",
       "      <td>-0.382279</td>\n",
       "      <td>-0.968143</td>\n",
       "      <td>-0.170915</td>\n",
       "      <td>-0.664695</td>\n",
       "      <td>0.465839</td>\n",
       "      <td>0.808402</td>\n",
       "      <td>-0.731703</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.929063</td>\n",
       "      <td>-0.644232</td>\n",
       "      <td>3.570022</td>\n",
       "      <td>0.574213</td>\n",
       "      <td>0.239163</td>\n",
       "      <td>-0.608261</td>\n",
       "      <td>-0.882966</td>\n",
       "      <td>1.185120</td>\n",
       "      <td>0.423195</td>\n",
       "      <td>0.498374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>empathy</th>\n",
       "      <td>-0.813548</td>\n",
       "      <td>-0.760588</td>\n",
       "      <td>-0.781110</td>\n",
       "      <td>-0.972891</td>\n",
       "      <td>-1.045622</td>\n",
       "      <td>-0.941711</td>\n",
       "      <td>-0.738194</td>\n",
       "      <td>-1.029142</td>\n",
       "      <td>-0.869500</td>\n",
       "      <td>1.390042</td>\n",
       "      <td>...</td>\n",
       "      <td>1.908030</td>\n",
       "      <td>0.111150</td>\n",
       "      <td>-0.805135</td>\n",
       "      <td>-0.406304</td>\n",
       "      <td>0.352770</td>\n",
       "      <td>0.078322</td>\n",
       "      <td>-0.749458</td>\n",
       "      <td>0.271036</td>\n",
       "      <td>0.359401</td>\n",
       "      <td>-0.559433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vision</th>\n",
       "      <td>-0.132817</td>\n",
       "      <td>2.453404</td>\n",
       "      <td>1.116577</td>\n",
       "      <td>2.879456</td>\n",
       "      <td>3.349727</td>\n",
       "      <td>0.987778</td>\n",
       "      <td>2.099549</td>\n",
       "      <td>2.215061</td>\n",
       "      <td>0.876299</td>\n",
       "      <td>-0.784755</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.547586</td>\n",
       "      <td>-0.706839</td>\n",
       "      <td>-0.414185</td>\n",
       "      <td>-0.713137</td>\n",
       "      <td>-0.567597</td>\n",
       "      <td>-0.699672</td>\n",
       "      <td>-0.956592</td>\n",
       "      <td>-1.017006</td>\n",
       "      <td>-0.915494</td>\n",
       "      <td>-0.705892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>autonomic</th>\n",
       "      <td>-0.630614</td>\n",
       "      <td>-0.475875</td>\n",
       "      <td>-0.520218</td>\n",
       "      <td>-0.679226</td>\n",
       "      <td>-0.593837</td>\n",
       "      <td>-0.223628</td>\n",
       "      <td>-0.803925</td>\n",
       "      <td>-0.807201</td>\n",
       "      <td>-0.659348</td>\n",
       "      <td>0.924433</td>\n",
       "      <td>...</td>\n",
       "      <td>2.969071</td>\n",
       "      <td>0.314519</td>\n",
       "      <td>-0.383827</td>\n",
       "      <td>0.702324</td>\n",
       "      <td>0.764685</td>\n",
       "      <td>0.426154</td>\n",
       "      <td>0.100160</td>\n",
       "      <td>0.392727</td>\n",
       "      <td>0.707609</td>\n",
       "      <td>-0.017524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>visual</th>\n",
       "      <td>-0.133712</td>\n",
       "      <td>2.569102</td>\n",
       "      <td>1.304021</td>\n",
       "      <td>3.077109</td>\n",
       "      <td>3.856159</td>\n",
       "      <td>1.205951</td>\n",
       "      <td>1.815946</td>\n",
       "      <td>2.164752</td>\n",
       "      <td>0.987444</td>\n",
       "      <td>-1.080444</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.450876</td>\n",
       "      <td>-0.517021</td>\n",
       "      <td>-0.301213</td>\n",
       "      <td>-0.553308</td>\n",
       "      <td>-0.510976</td>\n",
       "      <td>-0.593201</td>\n",
       "      <td>-0.581663</td>\n",
       "      <td>-0.799386</td>\n",
       "      <td>-0.772714</td>\n",
       "      <td>-0.396788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fear</th>\n",
       "      <td>0.116182</td>\n",
       "      <td>-0.095495</td>\n",
       "      <td>-0.198693</td>\n",
       "      <td>-0.325950</td>\n",
       "      <td>-0.211649</td>\n",
       "      <td>-0.334138</td>\n",
       "      <td>-0.320361</td>\n",
       "      <td>-0.174797</td>\n",
       "      <td>-0.368401</td>\n",
       "      <td>-0.127720</td>\n",
       "      <td>...</td>\n",
       "      <td>0.798344</td>\n",
       "      <td>-0.211987</td>\n",
       "      <td>1.719800</td>\n",
       "      <td>6.972305</td>\n",
       "      <td>0.602844</td>\n",
       "      <td>0.421668</td>\n",
       "      <td>0.211387</td>\n",
       "      <td>0.337909</td>\n",
       "      <td>0.258981</td>\n",
       "      <td>-0.159504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>perception</th>\n",
       "      <td>-0.514624</td>\n",
       "      <td>1.350572</td>\n",
       "      <td>0.108427</td>\n",
       "      <td>1.673280</td>\n",
       "      <td>1.426535</td>\n",
       "      <td>0.029002</td>\n",
       "      <td>3.192583</td>\n",
       "      <td>1.497386</td>\n",
       "      <td>0.094102</td>\n",
       "      <td>1.655178</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.240645</td>\n",
       "      <td>-0.954063</td>\n",
       "      <td>-0.757486</td>\n",
       "      <td>-0.664035</td>\n",
       "      <td>0.187419</td>\n",
       "      <td>-0.294258</td>\n",
       "      <td>-1.700010</td>\n",
       "      <td>-1.081873</td>\n",
       "      <td>-0.931232</td>\n",
       "      <td>-1.197861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cognition</th>\n",
       "      <td>0.829538</td>\n",
       "      <td>0.155910</td>\n",
       "      <td>-0.109444</td>\n",
       "      <td>-1.276196</td>\n",
       "      <td>-0.753356</td>\n",
       "      <td>0.036169</td>\n",
       "      <td>-0.866881</td>\n",
       "      <td>-0.016589</td>\n",
       "      <td>0.578195</td>\n",
       "      <td>-1.240657</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.173038</td>\n",
       "      <td>-0.627344</td>\n",
       "      <td>-0.329282</td>\n",
       "      <td>-2.297169</td>\n",
       "      <td>0.766017</td>\n",
       "      <td>-0.368639</td>\n",
       "      <td>-1.763855</td>\n",
       "      <td>-0.188681</td>\n",
       "      <td>-0.306753</td>\n",
       "      <td>-0.300490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>reward</th>\n",
       "      <td>-0.517660</td>\n",
       "      <td>-0.128380</td>\n",
       "      <td>-0.283025</td>\n",
       "      <td>-0.148582</td>\n",
       "      <td>-0.017509</td>\n",
       "      <td>-0.292921</td>\n",
       "      <td>-0.621012</td>\n",
       "      <td>-0.259912</td>\n",
       "      <td>-0.268474</td>\n",
       "      <td>-0.447344</td>\n",
       "      <td>...</td>\n",
       "      <td>1.396490</td>\n",
       "      <td>1.630302</td>\n",
       "      <td>-0.442384</td>\n",
       "      <td>0.293976</td>\n",
       "      <td>0.035979</td>\n",
       "      <td>0.924517</td>\n",
       "      <td>5.027903</td>\n",
       "      <td>3.718029</td>\n",
       "      <td>1.921254</td>\n",
       "      <td>1.850727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mirror</th>\n",
       "      <td>-0.847428</td>\n",
       "      <td>-0.355399</td>\n",
       "      <td>-0.371542</td>\n",
       "      <td>-0.413696</td>\n",
       "      <td>-0.353011</td>\n",
       "      <td>-0.647169</td>\n",
       "      <td>0.058517</td>\n",
       "      <td>0.066207</td>\n",
       "      <td>-0.154757</td>\n",
       "      <td>0.043833</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.520665</td>\n",
       "      <td>-0.558435</td>\n",
       "      <td>-1.095704</td>\n",
       "      <td>-1.138411</td>\n",
       "      <td>-0.226698</td>\n",
       "      <td>-0.638740</td>\n",
       "      <td>-1.437222</td>\n",
       "      <td>-0.270633</td>\n",
       "      <td>-0.038312</td>\n",
       "      <td>-1.066505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>orientation</th>\n",
       "      <td>-0.094515</td>\n",
       "      <td>2.401950</td>\n",
       "      <td>0.934517</td>\n",
       "      <td>2.600586</td>\n",
       "      <td>2.883504</td>\n",
       "      <td>0.814465</td>\n",
       "      <td>1.386491</td>\n",
       "      <td>2.007522</td>\n",
       "      <td>0.833429</td>\n",
       "      <td>-1.184592</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.445825</td>\n",
       "      <td>-0.518093</td>\n",
       "      <td>-0.401944</td>\n",
       "      <td>-0.663927</td>\n",
       "      <td>-0.482440</td>\n",
       "      <td>-0.603454</td>\n",
       "      <td>-0.565645</td>\n",
       "      <td>-0.655183</td>\n",
       "      <td>-0.641765</td>\n",
       "      <td>-0.413446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movement</th>\n",
       "      <td>-0.968376</td>\n",
       "      <td>-0.398341</td>\n",
       "      <td>-0.354677</td>\n",
       "      <td>-0.764634</td>\n",
       "      <td>0.280003</td>\n",
       "      <td>-0.679875</td>\n",
       "      <td>0.383903</td>\n",
       "      <td>-0.170558</td>\n",
       "      <td>-0.274638</td>\n",
       "      <td>0.338052</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.300819</td>\n",
       "      <td>-0.855482</td>\n",
       "      <td>-0.769764</td>\n",
       "      <td>-0.528120</td>\n",
       "      <td>-0.254069</td>\n",
       "      <td>-0.214168</td>\n",
       "      <td>-0.973730</td>\n",
       "      <td>0.672977</td>\n",
       "      <td>0.509405</td>\n",
       "      <td>-0.817060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>default_mode</th>\n",
       "      <td>0.741746</td>\n",
       "      <td>-0.450520</td>\n",
       "      <td>-0.030670</td>\n",
       "      <td>-0.685096</td>\n",
       "      <td>-0.341038</td>\n",
       "      <td>1.385775</td>\n",
       "      <td>0.447122</td>\n",
       "      <td>-0.034145</td>\n",
       "      <td>1.185124</td>\n",
       "      <td>-0.322359</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.756635</td>\n",
       "      <td>-0.823429</td>\n",
       "      <td>0.385121</td>\n",
       "      <td>-1.253529</td>\n",
       "      <td>0.496175</td>\n",
       "      <td>-0.504014</td>\n",
       "      <td>0.277550</td>\n",
       "      <td>-0.208673</td>\n",
       "      <td>-0.674028</td>\n",
       "      <td>-0.879524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>dopamine</th>\n",
       "      <td>-0.654114</td>\n",
       "      <td>-0.402960</td>\n",
       "      <td>-0.322492</td>\n",
       "      <td>-0.559624</td>\n",
       "      <td>-0.365012</td>\n",
       "      <td>-0.372522</td>\n",
       "      <td>-0.903198</td>\n",
       "      <td>-0.483861</td>\n",
       "      <td>-0.298635</td>\n",
       "      <td>-0.740872</td>\n",
       "      <td>...</td>\n",
       "      <td>2.168493</td>\n",
       "      <td>2.217031</td>\n",
       "      <td>-0.787306</td>\n",
       "      <td>-0.198430</td>\n",
       "      <td>0.730859</td>\n",
       "      <td>1.307878</td>\n",
       "      <td>4.038762</td>\n",
       "      <td>3.414632</td>\n",
       "      <td>3.169603</td>\n",
       "      <td>2.162088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pain</th>\n",
       "      <td>-0.349556</td>\n",
       "      <td>-1.026056</td>\n",
       "      <td>-0.576541</td>\n",
       "      <td>-1.065971</td>\n",
       "      <td>-1.196263</td>\n",
       "      <td>-0.778575</td>\n",
       "      <td>-1.064920</td>\n",
       "      <td>-0.837913</td>\n",
       "      <td>-0.471749</td>\n",
       "      <td>1.627217</td>\n",
       "      <td>...</td>\n",
       "      <td>1.222731</td>\n",
       "      <td>0.695446</td>\n",
       "      <td>0.033115</td>\n",
       "      <td>-0.030598</td>\n",
       "      <td>1.921603</td>\n",
       "      <td>1.388232</td>\n",
       "      <td>-0.780832</td>\n",
       "      <td>0.824071</td>\n",
       "      <td>0.561053</td>\n",
       "      <td>-0.087971</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28 rows × 116 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               LH_Vis_1  LH_Vis_2  LH_Vis_3  LH_Vis_4  LH_Vis_5  LH_Vis_6  \\\n",
       "control       -0.979917 -0.384432 -0.724519 -0.717717 -0.847953 -0.845560   \n",
       "touch         -0.609990 -0.623416 -0.441366 -0.674736 -0.539122 -0.611564   \n",
       "interoception -0.584510 -0.309503 -0.441553 -0.536978 -0.496687 -0.203884   \n",
       "learning       1.881603  0.282980  0.049563  0.306161  0.083300  0.035737   \n",
       "attention     -1.043345  0.988413 -0.013416  1.415961  1.346545  0.263423   \n",
       "language      -0.361627 -0.218567 -0.596183  0.146000 -0.766066 -0.385798   \n",
       "interaction    0.562361  0.850952 -0.019251  1.163435  1.143413 -0.104980   \n",
       "inhibition    -1.229373 -0.802153 -0.687448 -0.683081 -0.928564 -0.953441   \n",
       "somatosensory -0.621487 -0.691599 -0.454639 -0.685210 -0.589551 -0.574190   \n",
       "decision      -0.925355  0.197618 -0.621516  0.203956 -0.430108 -0.760909   \n",
       "auditory      -0.361448 -0.701525 -0.416643 -0.484525 -0.301756 -0.321813   \n",
       "taste         -0.569215 -0.422249 -0.461231 -0.659778 -0.547000 -0.343144   \n",
       "metabolism     0.834153  0.088841  0.180972 -0.642634 -0.274388  0.154924   \n",
       "memory         4.554924 -0.575992 -0.366840 -0.382279 -0.968143 -0.170915   \n",
       "empathy       -0.813548 -0.760588 -0.781110 -0.972891 -1.045622 -0.941711   \n",
       "vision        -0.132817  2.453404  1.116577  2.879456  3.349727  0.987778   \n",
       "autonomic     -0.630614 -0.475875 -0.520218 -0.679226 -0.593837 -0.223628   \n",
       "visual        -0.133712  2.569102  1.304021  3.077109  3.856159  1.205951   \n",
       "fear           0.116182 -0.095495 -0.198693 -0.325950 -0.211649 -0.334138   \n",
       "perception    -0.514624  1.350572  0.108427  1.673280  1.426535  0.029002   \n",
       "cognition      0.829538  0.155910 -0.109444 -1.276196 -0.753356  0.036169   \n",
       "reward        -0.517660 -0.128380 -0.283025 -0.148582 -0.017509 -0.292921   \n",
       "mirror        -0.847428 -0.355399 -0.371542 -0.413696 -0.353011 -0.647169   \n",
       "orientation   -0.094515  2.401950  0.934517  2.600586  2.883504  0.814465   \n",
       "movement      -0.968376 -0.398341 -0.354677 -0.764634  0.280003 -0.679875   \n",
       "default_mode   0.741746 -0.450520 -0.030670 -0.685096 -0.341038  1.385775   \n",
       "dopamine      -0.654114 -0.402960 -0.322492 -0.559624 -0.365012 -0.372522   \n",
       "pain          -0.349556 -1.026056 -0.576541 -1.065971 -1.196263 -0.778575   \n",
       "\n",
       "               LH_Vis_7  LH_Vis_8  LH_Vis_9  LH_SomMot_1  ...    PUT-rh  \\\n",
       "control       -1.027770 -0.109973 -0.372873    -0.860997  ...  0.679512   \n",
       "touch         -0.615599 -0.537207 -0.602477     1.396591  ...  0.071053   \n",
       "interoception -0.614538 -0.720578 -0.650276     1.074812  ...  3.057332   \n",
       "learning      -0.237220  0.198877 -0.146356    -1.038011  ...  1.827821   \n",
       "attention      1.086665  1.675413  0.603983    -0.583783  ... -0.431557   \n",
       "language       0.425112 -0.574921 -0.527282     0.782032  ... -0.106558   \n",
       "interaction    0.415113  0.595721 -0.172755     2.326707  ...  0.307118   \n",
       "inhibition    -0.938040 -0.531735 -0.650699    -0.140440  ...  0.623672   \n",
       "somatosensory -0.680714 -0.607947 -0.639705     1.438160  ...  0.043530   \n",
       "decision       0.794073 -0.055139 -0.471957    -1.359570  ...  0.855850   \n",
       "auditory      -0.725406 -0.690572 -0.222378     5.429670  ... -0.105606   \n",
       "taste         -0.870957 -0.757165 -0.587932     0.538723  ...  2.774750   \n",
       "metabolism    -0.909190  0.013291  0.301971    -0.445636  ...  1.346804   \n",
       "memory        -0.664695  0.465839  0.808402    -0.731703  ... -0.929063   \n",
       "empathy       -0.738194 -1.029142 -0.869500     1.390042  ...  1.908030   \n",
       "vision         2.099549  2.215061  0.876299    -0.784755  ... -0.547586   \n",
       "autonomic     -0.803925 -0.807201 -0.659348     0.924433  ...  2.969071   \n",
       "visual         1.815946  2.164752  0.987444    -1.080444  ... -0.450876   \n",
       "fear          -0.320361 -0.174797 -0.368401    -0.127720  ...  0.798344   \n",
       "perception     3.192583  1.497386  0.094102     1.655178  ... -0.240645   \n",
       "cognition     -0.866881 -0.016589  0.578195    -1.240657  ... -1.173038   \n",
       "reward        -0.621012 -0.259912 -0.268474    -0.447344  ...  1.396490   \n",
       "mirror         0.058517  0.066207 -0.154757     0.043833  ... -0.520665   \n",
       "orientation    1.386491  2.007522  0.833429    -1.184592  ... -0.445825   \n",
       "movement       0.383903 -0.170558 -0.274638     0.338052  ... -0.300819   \n",
       "default_mode   0.447122 -0.034145  1.185124    -0.322359  ... -0.756635   \n",
       "dopamine      -0.903198 -0.483861 -0.298635    -0.740872  ...  2.168493   \n",
       "pain          -1.064920 -0.837913 -0.471749     1.627217  ...  1.222731   \n",
       "\n",
       "                 CAU-rh    HIP-lh    AMY-lh   pTHA-lh   aTHA-lh    NAc-lh  \\\n",
       "control       -0.053890 -0.974176 -1.036891  1.822552  0.558228 -1.344703   \n",
       "touch         -0.609950 -0.748519 -0.735118  0.548597 -0.081033 -0.698296   \n",
       "interoception  0.294060 -0.439937  0.529685  0.217025  0.013952 -0.016668   \n",
       "learning       1.621217  2.805222  0.205435  0.481021  0.841900  3.329236   \n",
       "attention     -0.733922 -1.437557 -1.884704 -0.361686 -0.513677 -1.552835   \n",
       "language      -0.043684 -0.791802 -0.940110 -0.429037  0.198915 -0.120527   \n",
       "interaction   -0.440936  0.887388 -0.834922  0.602970 -0.470414 -1.045377   \n",
       "inhibition     0.052508 -1.389163 -1.310391  0.860165 -0.109300 -1.087187   \n",
       "somatosensory -0.755064 -0.771641 -0.772320  0.287000 -0.240668 -0.637103   \n",
       "decision       1.791906 -1.361423 -1.065043 -0.167914  0.885781  4.084601   \n",
       "auditory      -0.307153 -0.539697 -0.671180  0.248893 -0.115558 -0.596206   \n",
       "taste          0.756729 -0.279139  0.793700  3.667112  2.732496  0.967619   \n",
       "metabolism     0.105775  0.845229 -0.476927  5.472754  3.536922 -0.228438   \n",
       "memory        -0.644232  3.570022  0.574213  0.239163 -0.608261 -0.882966   \n",
       "empathy        0.111150 -0.805135 -0.406304  0.352770  0.078322 -0.749458   \n",
       "vision        -0.706839 -0.414185 -0.713137 -0.567597 -0.699672 -0.956592   \n",
       "autonomic      0.314519 -0.383827  0.702324  0.764685  0.426154  0.100160   \n",
       "visual        -0.517021 -0.301213 -0.553308 -0.510976 -0.593201 -0.581663   \n",
       "fear          -0.211987  1.719800  6.972305  0.602844  0.421668  0.211387   \n",
       "perception    -0.954063 -0.757486 -0.664035  0.187419 -0.294258 -1.700010   \n",
       "cognition     -0.627344 -0.329282 -2.297169  0.766017 -0.368639 -1.763855   \n",
       "reward         1.630302 -0.442384  0.293976  0.035979  0.924517  5.027903   \n",
       "mirror        -0.558435 -1.095704 -1.138411 -0.226698 -0.638740 -1.437222   \n",
       "orientation   -0.518093 -0.401944 -0.663927 -0.482440 -0.603454 -0.565645   \n",
       "movement      -0.855482 -0.769764 -0.528120 -0.254069 -0.214168 -0.973730   \n",
       "default_mode  -0.823429  0.385121 -1.253529  0.496175 -0.504014  0.277550   \n",
       "dopamine       2.217031 -0.787306 -0.198430  0.730859  1.307878  4.038762   \n",
       "pain           0.695446  0.033115 -0.030598  1.921603  1.388232 -0.780832   \n",
       "\n",
       "                  GP-lh    PUT-lh    CAU-lh  \n",
       "control        0.795150  1.044851 -0.704277  \n",
       "touch         -0.690819 -0.446518 -0.728646  \n",
       "interoception  0.331524  0.703412 -0.101138  \n",
       "learning       3.235139  2.791219  1.956812  \n",
       "attention     -0.952838 -1.012371 -0.954968  \n",
       "language       0.305078 -0.036820 -0.008570  \n",
       "interaction    0.412925  0.401740 -1.089459  \n",
       "inhibition     0.796897  1.026083 -0.615229  \n",
       "somatosensory -0.803458 -0.458228 -0.727205  \n",
       "decision       3.309685  2.278896  2.176497  \n",
       "auditory      -0.348332 -0.299067 -0.625465  \n",
       "taste          1.348786  1.104752  0.525994  \n",
       "metabolism     0.662047  0.835600  0.036782  \n",
       "memory         1.185120  0.423195  0.498374  \n",
       "empathy        0.271036  0.359401 -0.559433  \n",
       "vision        -1.017006 -0.915494 -0.705892  \n",
       "autonomic      0.392727  0.707609 -0.017524  \n",
       "visual        -0.799386 -0.772714 -0.396788  \n",
       "fear           0.337909  0.258981 -0.159504  \n",
       "perception    -1.081873 -0.931232 -1.197861  \n",
       "cognition     -0.188681 -0.306753 -0.300490  \n",
       "reward         3.718029  1.921254  1.850727  \n",
       "mirror        -0.270633 -0.038312 -1.066505  \n",
       "orientation   -0.655183 -0.641765 -0.413446  \n",
       "movement       0.672977  0.509405 -0.817060  \n",
       "default_mode  -0.208673 -0.674028 -0.879524  \n",
       "dopamine       3.414632  3.169603  2.162088  \n",
       "pain           0.824071  0.561053 -0.087971  \n",
       "\n",
       "[28 rows x 116 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we use the arrays from the parcellated volume data\n",
    "# the column & index labels will get lost on the way\n",
    "\n",
    "x = juspyce_vol.X.iloc[0,:] # series\n",
    "y = juspyce_vol.Y # dataframe\n",
    "print(type(x), x.shape)\n",
    "print(type(y), y.shape)\n",
    "\n",
    "juspyce_pandas = JuSpyce(x=x, y=y).fit()\n",
    "display(juspyce_pandas.X)\n",
    "display(juspyce_pandas.Y)"
   ]
  }
 ],
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