generate_database.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create databases of RRSG/qMRSG Challenge data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import pandas as pd\n",
    "import json\n",
    "import nibabel as nib\n",
    "import numpy as np\n",
    "\n",
    "from src.database import *\n",
    "from make_pooled_datasets import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configurations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "configFile = Path('configs/3T_NIST_T1maps.json')\n",
    "roiConfigFile = Path('configs/3T_NIST_T1maps_rois.json')\n",
    "data_folder_name = '3T_NIST_T1maps'\n",
    "roi_folder_name = '3T_NIST_T1maps_rois'\n",
    "output_filename = data_folder_name + '_database' \n",
    "output_folder = Path('databases/')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://osf.io/7k96d/download/\n",
      "100% [............................................................................] 568226 / 568226\n",
      "\n",
      "https://osf.io/46nd9/download/\n",
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      "\n",
      "https://osf.io/nk6ae/download/\n",
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      "\n",
      "https://osf.io/t5y28/download/\n",
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      "\n",
      "https://osf.io/vw24u/download/\n",
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      "\n",
      "https://osf.io/sjy5g/download/\n",
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      "\n",
      "https://osf.io/nax9z/download/\n",
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      "\n",
      "https://osf.io/bfh4m/download/\n",
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      "\n",
      "https://osf.io/8nugw/download/\n",
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      "\n",
      "https://osf.io/kszy2/download/\n",
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      "\n",
      "https://osf.io/ab2zg/download/\n",
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      "\n",
      "https://osf.io/qr6w2/download/\n",
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      "\n",
      "https://osf.io/tw6eq/download/\n",
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      "\n",
      "https://osf.io/e7av8/download/\n",
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      "\n",
      "https://osf.io/ms53d/download/\n",
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      "\n",
      "https://osf.io/yx6tq/download/\n",
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      "\n",
      "https://osf.io/dhyp5/download/\n",
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      "\n",
      "https://osf.io/pd9by/download/\n",
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      "\n",
      "https://osf.io/9psu6/download/\n",
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      "\n",
      "https://osf.io/eq364/download/\n",
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      "\n",
      "https://osf.io/f7mby/download/\n",
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      "\n",
      "https://osf.io/f96vm/download/\n",
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      "\n",
      "https://osf.io/53dca/download/\n",
      "100% [............................................................................] 312992 / 312992\n",
      "\n",
      "https://osf.io/zrc89/download/\n",
      "100% [............................................................................] 370737 / 370737\n",
      "\n",
      "https://osf.io/tfd9b/download/\n",
      "100% [............................................................................] 188308 / 188308\n",
      "\n",
      "https://osf.io/gbjta/download/\n",
      "100% [................................................................................] 1761 / 1761\n",
      "\n"
     ]
    }
   ],
   "source": [
    "if not Path(data_folder_name).exists():\n",
    "    make_pooled_dataset(configFile, data_folder_name)\n",
    "\n",
    "if not Path(roi_folder_name).exists():\n",
    "    make_pooled_dataset(roiConfigFile, roi_folder_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "df = create_database(configFile, data_folder_name, roiConfigFile, roi_folder_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel(output_folder / (output_filename + '.xlsx')) # To excel\n",
    "df.to_pickle(output_folder / (output_filename + '.pkl')) # To pickle (Python object)\n",
    "df.to_csv(output_folder / (output_filename + '.csv')) # To csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Database manipulation demo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View entire database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OSF dataset</th>\n",
       "      <th>OSF link</th>\n",
       "      <th>NIFTI filename</th>\n",
       "      <th>Data type</th>\n",
       "      <th>contact</th>\n",
       "      <th>site name</th>\n",
       "      <th>MRI vendor</th>\n",
       "      <th>MRI version</th>\n",
       "      <th>MRI field</th>\n",
       "      <th>sample type</th>\n",
       "      <th>...</th>\n",
       "      <th>T1 - NIST sphere 5</th>\n",
       "      <th>T1 - NIST sphere 6</th>\n",
       "      <th>T1 - NIST sphere 7</th>\n",
       "      <th>T1 - NIST sphere 8</th>\n",
       "      <th>T1 - NIST sphere 9</th>\n",
       "      <th>T1 - NIST sphere 10</th>\n",
       "      <th>T1 - NIST sphere 11</th>\n",
       "      <th>T1 - NIST sphere 12</th>\n",
       "      <th>T1 - NIST sphere 13</th>\n",
       "      <th>T1 - NIST sphere 14</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1.001</th>\n",
       "      <td>matthewgrechsollars_ICL_NIST</td>\n",
       "      <td>https://osf.io/7k96d/download/</td>\n",
       "      <td>20200121_matthewgrechsollars_ICL_NIST/20200121...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Matthew Grech-Sollars</td>\n",
       "      <td>Imperial College London</td>\n",
       "      <td>Siemens</td>\n",
       "      <td>Prisma VE11C</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[486.3, 485.5, 487.2, 489.1, 492.1, 494.1, 488...</td>\n",
       "      <td>[345.5, 346.6, 344.9, 345.4, 343.7, 352.4, 342...</td>\n",
       "      <td>[245.8, 248.4, 245.6, 243.3, 238.6, 236.1, 240...</td>\n",
       "      <td>[175.1, 173.4, 178.8, 180.8, 181.3, 177.8, 176...</td>\n",
       "      <td>[183.8, 181.6, 185.3, 184.6, 118.4, 118.1, 116...</td>\n",
       "      <td>[108.6, 96.3, 81.1, 72.4, 90.5, 100.2, 94.6, 8...</td>\n",
       "      <td>[101.0, 86.5, 2.5, 1.1, 2.6, 56.5, 68.2, 71.5,...</td>\n",
       "      <td>[4.0, 2.8, 4.2, 77.1, 69.6, 1.2, 80.8, 63.0, 2...</td>\n",
       "      <td>[75.6, 80.7, 79.2, 72.4, 106.0, 90.5, 3.7, 3.0...</td>\n",
       "      <td>[57.9, 71.3, 1.2, 2.8, 1.5, 97.1, 4.4, 84.3, 2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.002</th>\n",
       "      <td>matthewgrechsollars_ICL_NIST</td>\n",
       "      <td>https://osf.io/7k96d/download/</td>\n",
       "      <td>20200121_matthewgrechsollars_ICL_NIST/20200121...</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Matthew Grech-Sollars</td>\n",
       "      <td>Imperial College London</td>\n",
       "      <td>Siemens</td>\n",
       "      <td>Prisma VE11C</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[486.3, 485.5, 487.2, 489.1, 492.3, 494.1, 488...</td>\n",
       "      <td>[345.5, 346.6, 344.9, 345.4, 343.7, 352.4, 342...</td>\n",
       "      <td>[245.8, 248.4, 245.6, 243.3, 238.6, 236.1, 240...</td>\n",
       "      <td>[175.1, 173.4, 178.8, 180.8, 181.3, 177.8, 176...</td>\n",
       "      <td>[127.7, 128.7, 129.9, 128.7, 118.4, 118.1, 116...</td>\n",
       "      <td>[98.7, 96.4, 81.1, 72.4, 90.6, 91.6, 86.8, 81....</td>\n",
       "      <td>[101.0, 86.5, 6.2, 10.0, 3.3, 58.2, 70.5, 73.3...</td>\n",
       "      <td>[3.3, 1.1, 6.7, 76.9, 69.8, 10.0, 80.8, 71.9, ...</td>\n",
       "      <td>[75.5, 81.0, 79.2, 72.3, 106.1, 90.3, 3.3, 1.9...</td>\n",
       "      <td>[89.1, 113.3, 5.9, 4.0, 1.5, 96.7, 3.4, 84.5, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.001</th>\n",
       "      <td>siyuanhu_casewestern_NIST</td>\n",
       "      <td>https://osf.io/46nd9/download/</td>\n",
       "      <td>20200124_siyuanhu_casewestern_NIST/20200124_si...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Siyuan Hu</td>\n",
       "      <td>Biomedical Engineering, Case Western Reserve U...</td>\n",
       "      <td>Siemens</td>\n",
       "      <td>Skyra</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[411.8, 405.8, 404.0, 403.3, 399.1, 397.0, 398...</td>\n",
       "      <td>[243.9, 257.4, 265.5, 260.9, 266.9, 264.5, 268...</td>\n",
       "      <td>[194.7, 99.2, 102.7, 103.9, 97.1, 118.0, 132.9...</td>\n",
       "      <td>[14.1, 9.5, 10.0, 1.4, 3.0, 4.9, 14.0, 14.0, 1...</td>\n",
       "      <td>[3.3, 10.0, 3.0, 10.6, 2.7, 13.2, 13.0, 2.0, 6...</td>\n",
       "      <td>[1.2, 10.7, 1.2, 3.3, 3.3, 3.6, 9.5, 97.4, 2.6...</td>\n",
       "      <td>[72.6, 98.0, 9.5, 97.6, 66.4, 59.3, 70.3, 83.5...</td>\n",
       "      <td>[83.1, 1.3, 71.6, 77.7, 1.0, 96.8, 94.5, 84.6,...</td>\n",
       "      <td>[9.5, 2.7, 115.4, 93.9, 101.7, 114.1, 108.8, 8...</td>\n",
       "      <td>[85.8, 104.3, 1.2, 1.8, 127.8, 1.3, 124.5, 5.3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.001</th>\n",
       "      <td>iveslevesque_muhc_mgh_NIST</td>\n",
       "      <td>https://osf.io/nk6ae/download/</td>\n",
       "      <td>20200203_iveslevesque_muhc_mgh_NIST/20200203_i...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Ives Levesque</td>\n",
       "      <td>McGill University Health Centre - Montreal Gen...</td>\n",
       "      <td>Siemens</td>\n",
       "      <td>syngo MR E11</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[441.5, 444.1, 447.8, 439.5, 461.8, 466.1, 468...</td>\n",
       "      <td>[343.7, 331.3, 326.6, 350.0, 334.6, 328.2, 346...</td>\n",
       "      <td>[233.2, 239.1, 241.6, 237.5, 237.0, 243.1, 240...</td>\n",
       "      <td>[172.9, 177.2, 183.0, 180.9, 177.0, 175.1, 177...</td>\n",
       "      <td>[182.6, 181.7, 180.5, 127.3, 119.7, 112.3, 117...</td>\n",
       "      <td>[111.7, 99.3, 92.3, 86.1, 113.5, 116.2, 99.2, ...</td>\n",
       "      <td>[47.2, 9.5, 84.5, 95.7, 70.7, 1.0, 75.3, 86.0,...</td>\n",
       "      <td>[3.0, 1.8, 1.2, 5.6, 74.3, 9.5, 46.4, 96.2, 2....</td>\n",
       "      <td>[9.6, 2.0, 2.0, 90.5, 97.2, 107.1, 3.3, 2.7, 1...</td>\n",
       "      <td>[97.6, 1.3, 10.0, 107.2, 132.8, 9.6, 72.2, 153...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.001</th>\n",
       "      <td>mrel_usc_NIST</td>\n",
       "      <td>https://osf.io/t5y28/download/</td>\n",
       "      <td>20200204_mrel_usc_NIST/20200204_mrel_usc_GE3T_...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Nam Lee</td>\n",
       "      <td>Keck Medical Center of University of Southern ...</td>\n",
       "      <td>GE</td>\n",
       "      <td>Signa HDxt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[475.4, 483.3, 483.7, 481.8, 485.6, 482.1, 479...</td>\n",
       "      <td>[351.5, 344.0, 341.9, 338.0, 338.5, 343.8, 343...</td>\n",
       "      <td>[241.4, 237.1, 239.9, 243.0, 241.4, 241.9, 239...</td>\n",
       "      <td>[167.0, 169.7, 172.5, 171.0, 166.8, 168.0, 173...</td>\n",
       "      <td>[61.5, 112.4, 117.0, 114.3, 117.3, 110.7, 126....</td>\n",
       "      <td>[69.5, 89.5, 90.8, 88.0, 91.1, 66.0, 90.3, 87....</td>\n",
       "      <td>[55.0, 63.8, 62.1, 66.7, 66.5, 1.3, 41.6, 71.0...</td>\n",
       "      <td>[66.3, 10.0, 63.0, 74.6, 86.5, 2.5, 64.4, 74.9...</td>\n",
       "      <td>[1.0, 69.1, 50.9, 2.5, 1.9, 94.2, 6.1, 3.8, 2....</td>\n",
       "      <td>[60.7, 58.7, 47.6, 100.5, 40.0, 2.0, 1.6, 3.2,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.002</th>\n",
       "      <td>mrel_usc_NIST</td>\n",
       "      <td>https://osf.io/t5y28/download/</td>\n",
       "      <td>20200204_mrel_usc_NIST/20200204_mrel_usc_GE3T_...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Nam Lee</td>\n",
       "      <td>Keck Medical Center of University of Southern ...</td>\n",
       "      <td>GE</td>\n",
       "      <td>Signa HDxt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[484.2, 480.1, 485.4, 485.4, 481.7, 479.9, 480...</td>\n",
       "      <td>[338.9, 335.0, 341.5, 338.6, 340.6, 341.7, 342...</td>\n",
       "      <td>[238.8, 237.7, 237.4, 236.8, 236.9, 235.7, 241...</td>\n",
       "      <td>[173.5, 174.4, 173.6, 178.5, 171.9, 171.1, 170...</td>\n",
       "      <td>[106.7, 109.9, 114.2, 117.8, 123.1, 123.7, 124...</td>\n",
       "      <td>[3.2, 63.4, 3.0, 4.1, 48.1, 78.1, 1.3, 85.5, 9...</td>\n",
       "      <td>[6.0, 5.0, 71.8, 73.7, 85.8, 89.1, 83.0, 69.1,...</td>\n",
       "      <td>[1.2, 3.0, 3.0, 3.3, 49.5, 2.7, 4.7, 7.0, 6.3,...</td>\n",
       "      <td>[4.2, 1.3, 42.7, 42.6, 1.8, 7.9, 6.7, 104.3, 1...</td>\n",
       "      <td>[10.7, 3.6, 58.9, 121.0, 96.1, 129.9, 89.3, 83...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.003</th>\n",
       "      <td>mrel_usc_NIST</td>\n",
       "      <td>https://osf.io/t5y28/download/</td>\n",
       "      <td>20200204_mrel_usc_NIST/20200209_mrel_usc_GE3T_...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Nam Lee</td>\n",
       "      <td>Keck Medical Center of University of Southern ...</td>\n",
       "      <td>GE</td>\n",
       "      <td>Signa HDxt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[467.4, 495.4, 486.6, 481.5, 482.8, 480.0, 466...</td>\n",
       "      <td>[324.7, 340.0, 343.0, 347.8, 339.7, 348.7, 351...</td>\n",
       "      <td>[240.6, 246.7, 246.6, 244.3, 248.4, 248.8, 242...</td>\n",
       "      <td>[174.8, 175.9, 178.1, 180.4, 178.3, 178.3, 179...</td>\n",
       "      <td>[141.5, 147.4, 125.8, 129.8, 146.7, 147.1, 124...</td>\n",
       "      <td>[93.4, 95.4, 92.3, 90.2, 81.9, 76.0, 91.6, 80....</td>\n",
       "      <td>[3.1, 2.4, 6.1, 2.0, 2.3, 3.2, 78.3, 2.5, 52.5...</td>\n",
       "      <td>[109.4, 3.4, 8.4, 8.9, 5.3, 42.9, 91.1, 9.5, 4...</td>\n",
       "      <td>[4.1, 70.5, 2.8, 68.4, 52.7, 2.5, 3.1, 70.2, 5...</td>\n",
       "      <td>[112.9, 104.8, 6.0, 2.7, 2.3, 3.1, 2.1, 3.0, 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.004</th>\n",
       "      <td>mrel_usc_NIST</td>\n",
       "      <td>https://osf.io/t5y28/download/</td>\n",
       "      <td>20200204_mrel_usc_NIST/20200209_mrel_usc_GE3T_...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Nam Lee</td>\n",
       "      <td>Keck Medical Center of University of Southern ...</td>\n",
       "      <td>GE</td>\n",
       "      <td>Signa HDxt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[489.8, 482.0, 480.5, 482.9, 483.1, 479.1, 482...</td>\n",
       "      <td>[325.2, 335.3, 338.3, 337.7, 330.3, 337.6, 342...</td>\n",
       "      <td>[240.2, 243.3, 242.8, 241.3, 239.9, 239.3, 236...</td>\n",
       "      <td>[172.3, 168.9, 171.2, 171.5, 171.8, 170.9, 173...</td>\n",
       "      <td>[112.7, 108.0, 124.3, 110.4, 111.2, 108.9, 113...</td>\n",
       "      <td>[90.0, 87.4, 78.8, 72.3, 2.8, 52.4, 80.2, 57.3...</td>\n",
       "      <td>[3.3, 6.2, 3.3, 3.0, 1.0, 6.4, 2.0, 1.9, 49.8,...</td>\n",
       "      <td>[1.0, 1.1, 1.2, 1.0, 2.1, 8.1, 79.8, 1.3, 1.2,...</td>\n",
       "      <td>[53.4, 8.3, 2.1, 2.7, 3.4, 3.7, 1.9, 2.7, 96.3...</td>\n",
       "      <td>[1.0, 2.5, 7.2, 4.0, 2.5, 2.4, 6.5, 4.8, 4.5, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.005</th>\n",
       "      <td>mrel_usc_NIST</td>\n",
       "      <td>https://osf.io/t5y28/download/</td>\n",
       "      <td>20200204_mrel_usc_NIST/20200209_mrel_usc_GE3T_...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Nam Lee</td>\n",
       "      <td>Keck Medical Center of University of Southern ...</td>\n",
       "      <td>GE</td>\n",
       "      <td>Signa HDxt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[486.2, 486.0, 480.2, 478.1, 481.6, 485.8, 487...</td>\n",
       "      <td>[337.0, 335.4, 337.8, 335.6, 327.5, 341.3, 346...</td>\n",
       "      <td>[246.0, 241.5, 241.3, 242.5, 241.1, 240.2, 244...</td>\n",
       "      <td>[176.4, 174.6, 290.1, 178.2, 179.6, 292.5, 176...</td>\n",
       "      <td>[118.0, 118.5, 142.4, 140.5, 121.1, 116.8, 140...</td>\n",
       "      <td>[91.4, 71.4, 84.4, 85.7, 85.3, 81.3, 92.6, 85....</td>\n",
       "      <td>[2.0, 42.0, 63.4, 69.0, 77.8, 74.8, 8.2, 81.8,...</td>\n",
       "      <td>[1.9, 1.0, 1.3, 6.6, 3.2, 2.8, 1.0, 61.5, 3.0,...</td>\n",
       "      <td>[2.7, 2.0, 3.3, 90.7, 1.8, 1.8, 2.7, 1.3, 4.2,...</td>\n",
       "      <td>[118.2, 3.3, 56.4, 65.1, 1.3, 2.0, 1.2, 8.3, 5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.006</th>\n",
       "      <td>mrel_usc_NIST</td>\n",
       "      <td>https://osf.io/t5y28/download/</td>\n",
       "      <td>20200204_mrel_usc_NIST/20200209_mrel_usc_GE3T_...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Nam Lee</td>\n",
       "      <td>Keck Medical Center of University of Southern ...</td>\n",
       "      <td>GE</td>\n",
       "      <td>Signa HDxt</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[491.1, 487.7, 481.8, 486.0, 487.0, 489.6, 485...</td>\n",
       "      <td>[347.1, 347.5, 342.4, 342.0, 344.7, 347.0, 355...</td>\n",
       "      <td>[244.0, 240.7, 240.0, 242.1, 245.2, 240.3, 242...</td>\n",
       "      <td>[279.7, 295.7, 284.7, 288.5, 176.8, 177.4, 175...</td>\n",
       "      <td>[135.8, 136.6, 130.6, 138.8, 134.7, 137.9, 139...</td>\n",
       "      <td>[84.7, 82.3, 76.1, 77.5, 74.1, 83.4, 3.3, 79.7...</td>\n",
       "      <td>[3.2, 3.3, 3.7, 5.0, 1.1, 2.0, 9.5, 1.2, 70.4,...</td>\n",
       "      <td>[2.0, 1.1, 1.0, 4.0, 1.3, 4.6, 9.5, 1.9, 3.1, ...</td>\n",
       "      <td>[98.9, 1.3, 4.8, 2.0, 2.0, 3.0, 3.0, 3.0, 7.7,...</td>\n",
       "      <td>[1.1, 9.5, 6.3, 7.2, 3.4, 10.0, 10.0, 2.0, 1.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.001</th>\n",
       "      <td>guillaumegilbert_muhc_NIST</td>\n",
       "      <td>https://osf.io/vw24u/download/</td>\n",
       "      <td>20200210_guillaumegilbert_muhc_NIST/20200210_g...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Guillaume Gilbert</td>\n",
       "      <td>McGill University Health Center</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia R5.3.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[504.7, 512.0, 506.8, 506.8, 510.7, 506.0, 515...</td>\n",
       "      <td>[355.9, 357.3, 362.6, 360.6, 357.3, 360.7, 356...</td>\n",
       "      <td>[254.9, 255.6, 254.5, 256.3, 258.9, 258.9, 251...</td>\n",
       "      <td>[465.1, 456.0, 449.4, 441.7, 435.8, 194.6, 409...</td>\n",
       "      <td>[190.8, 192.0, 191.2, 189.0, 181.9, 135.5, 188...</td>\n",
       "      <td>[119.7, 119.5, 117.8, 116.9, 119.1, 124.4, 120...</td>\n",
       "      <td>[95.0, 82.1, 100.2, 106.2, 83.4, 101.2, 136.6,...</td>\n",
       "      <td>[129.6, 109.9, 118.3, 141.8, 126.5, 126.4, 127...</td>\n",
       "      <td>[96.1, 89.7, 89.6, 99.1, 120.4, 124.6, 137.9, ...</td>\n",
       "      <td>[281.4, 283.3, 261.1, 597.2, 81.1, 315.8, 290....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.002</th>\n",
       "      <td>guillaumegilbert_muhc_NIST</td>\n",
       "      <td>https://osf.io/vw24u/download/</td>\n",
       "      <td>20200210_guillaumegilbert_muhc_NIST/20200210_g...</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Guillaume Gilbert</td>\n",
       "      <td>McGill University Health Center</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia R5.3.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[501.2, 511.8, 502.3, 502.1, 513.2, 505.4, 520...</td>\n",
       "      <td>[357.8, 356.1, 365.8, 358.0, 355.4, 367.8, 358...</td>\n",
       "      <td>[255.1, 255.8, 251.1, 256.0, 263.5, 264.4, 253...</td>\n",
       "      <td>[192.2, 193.3, 192.2, 193.5, 195.0, 195.6, 183...</td>\n",
       "      <td>[142.8, 141.1, 141.6, 142.6, 139.3, 132.9, 145...</td>\n",
       "      <td>[111.0, 111.7, 106.9, 106.9, 113.2, 118.5, 111...</td>\n",
       "      <td>[97.2, 90.5, 111.3, 117.3, 96.4, 110.2, 136.4,...</td>\n",
       "      <td>[133.2, 112.2, 116.3, 135.8, 127.6, 124.1, 120...</td>\n",
       "      <td>[129.5, 125.4, 114.9, 119.8, 165.2, 166.4, 186...</td>\n",
       "      <td>[185.4, 174.8, 129.0, 270.6, 3.5, 419.4, 224.3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.001</th>\n",
       "      <td>CStehningPhilipsClinicalScienceGermany_NIST</td>\n",
       "      <td>https://osf.io/sjy5g/download/</td>\n",
       "      <td>20200225_CStehningPhilipsClinicalScienceGerman...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Shuo Zhang</td>\n",
       "      <td>UKA RWTH Radiologie</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Achieva 3T</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[508.1, 500.5, 498.2, 500.5, 501.1, 505.5, 483...</td>\n",
       "      <td>[324.1, 313.6, 322.9, 325.2, 325.0, 324.7, 328...</td>\n",
       "      <td>[248.4, 248.8, 252.2, 246.5, 247.0, 255.3, 250...</td>\n",
       "      <td>[164.0, 170.6, 165.1, 167.2, 166.8, 168.9, 172...</td>\n",
       "      <td>[129.7, 169.7, 167.8, 129.0, 154.3, 120.9, 125...</td>\n",
       "      <td>[116.7, 98.3, 98.0, 116.6, 107.4, 84.4, 97.0, ...</td>\n",
       "      <td>[75.7, 57.5, 72.5, 101.0, 58.1, 69.8, 72.7, 66...</td>\n",
       "      <td>[110.4, 92.2, 117.5, 106.7, 120.4, 1.0, 158.4,...</td>\n",
       "      <td>[3.2, 74.6, 79.2, 1.0, 74.7, 1.8, 146.4, 87.2,...</td>\n",
       "      <td>[5.0, 60.3, 6.1, 153.9, 104.9, 60.1, 7.7, 84.6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.002</th>\n",
       "      <td>CStehningPhilipsClinicalScienceGermany_NIST</td>\n",
       "      <td>https://osf.io/sjy5g/download/</td>\n",
       "      <td>20200225_CStehningPhilipsClinicalScienceGerman...</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Shuo Zhang</td>\n",
       "      <td>UKA RWTH Radiologie</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Achieva 3T</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[508.9, 502.0, 499.4, 500.5, 501.8, 507.9, 484...</td>\n",
       "      <td>[324.4, 314.4, 323.4, 325.9, 326.1, 325.0, 328...</td>\n",
       "      <td>[248.8, 248.9, 252.6, 246.3, 247.1, 255.8, 251...</td>\n",
       "      <td>[164.1, 170.4, 165.1, 167.0, 166.7, 168.5, 172...</td>\n",
       "      <td>[129.6, 126.1, 126.2, 128.5, 119.1, 120.4, 125...</td>\n",
       "      <td>[106.0, 99.0, 97.3, 108.3, 99.6, 84.2, 96.8, 8...</td>\n",
       "      <td>[79.1, 52.7, 76.2, 101.5, 59.9, 74.0, 73.8, 72...</td>\n",
       "      <td>[108.1, 88.0, 113.6, 105.6, 119.8, 9.5, 155.8,...</td>\n",
       "      <td>[6.4, 100.1, 111.1, 9.5, 103.0, 7.0, 137.1, 13...</td>\n",
       "      <td>[10.6, 145.2, 10.0, 153.9, 119.6, 97.1, 3.6, 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.003</th>\n",
       "      <td>CStehningPhilipsClinicalScienceGermany_NIST</td>\n",
       "      <td>https://osf.io/sjy5g/download/</td>\n",
       "      <td>20200225_CStehningPhilipsClinicalScienceGerman...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Christian Stehning</td>\n",
       "      <td>Deutsches Herzzentrum Berlin</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia CDAS 3T</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[488.4, 492.1, 495.6, 491.3, 481.0, 486.4, 473...</td>\n",
       "      <td>[315.9, 319.0, 322.9, 319.5, 315.4, 321.6, 320...</td>\n",
       "      <td>[246.1, 249.1, 253.5, 251.3, 252.9, 251.7, 256...</td>\n",
       "      <td>[161.4, 161.5, 162.8, 161.5, 164.2, 164.7, 160...</td>\n",
       "      <td>[111.0, 159.8, 118.7, 117.5, 118.5, 120.0, 117...</td>\n",
       "      <td>[109.8, 98.7, 103.1, 101.6, 100.7, 105.5, 122....</td>\n",
       "      <td>[93.9, 87.7, 81.0, 121.4, 2.7, 6.1, 4.7, 2.7, ...</td>\n",
       "      <td>[8.2, 3.3, 1.1, 2.4, 2.7, 9.1, 64.5, 73.0, 88....</td>\n",
       "      <td>[74.1, 4.8, 2.8, 2.0, 1.2, 1.8, 4.4, 9.5, 95.6...</td>\n",
       "      <td>[1.2, 1.0, 2.1, 202.1, 123.8, 91.8, 66.7, 173....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.004</th>\n",
       "      <td>CStehningPhilipsClinicalScienceGermany_NIST</td>\n",
       "      <td>https://osf.io/sjy5g/download/</td>\n",
       "      <td>20200225_CStehningPhilipsClinicalScienceGerman...</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Christian Stehning</td>\n",
       "      <td>Deutsches Herzzentrum Berlin</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia CDAS 3T</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[484.6, 490.4, 495.6, 493.3, 482.7, 490.6, 473...</td>\n",
       "      <td>[314.3, 319.2, 320.7, 323.1, 320.6, 324.9, 320...</td>\n",
       "      <td>[245.1, 248.1, 255.1, 248.1, 252.6, 250.5, 256...</td>\n",
       "      <td>[160.5, 159.6, 160.3, 157.1, 163.5, 162.1, 160...</td>\n",
       "      <td>[110.8, 119.6, 118.0, 117.4, 119.1, 121.0, 118...</td>\n",
       "      <td>[100.2, 85.7, 94.0, 89.1, 87.3, 94.3, 112.8, 5...</td>\n",
       "      <td>[90.5, 85.1, 81.0, 111.5, 9.5, 9.5, 1.2, 10.0,...</td>\n",
       "      <td>[8.0, 5.0, 2.2, 10.0, 3.1, 3.1, 9.5, 10.9, 73....</td>\n",
       "      <td>[79.3, 5.6, 2.0, 8.3, 1.2, 5.9, 3.0, 2.0, 97.3...</td>\n",
       "      <td>[10.0, 10.0, 10.0, 133.0, 133.9, 7.9, 100.0, 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.005</th>\n",
       "      <td>CStehningPhilipsClinicalScienceGermany_NIST</td>\n",
       "      <td>https://osf.io/sjy5g/download/</td>\n",
       "      <td>20200225_CStehningPhilipsClinicalScienceGerman...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Burkhard Maedler</td>\n",
       "      <td>University Hospital Bonn Radiology</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia CDAS 3T</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[475.5, 498.4, 498.4, 494.4, 493.4, 483.4, 473...</td>\n",
       "      <td>[315.5, 306.9, 309.7, 309.7, 306.6, 314.9, 305...</td>\n",
       "      <td>[239.2, 236.0, 235.2, 235.4, 239.8, 237.2, 238...</td>\n",
       "      <td>[160.1, 155.1, 154.8, 160.1, 157.2, 157.8, 164...</td>\n",
       "      <td>[94.6, 118.8, 107.8, 105.8, 106.9, 111.1, 102....</td>\n",
       "      <td>[2.8, 63.3, 10.0, 3.2, 61.3, 74.9, 45.7, 8.4, ...</td>\n",
       "      <td>[2.5, 1.9, 3.3, 3.2, 2.4, 1.9, 2.6, 2.7, 3.0, ...</td>\n",
       "      <td>[9.5, 2.7, 1.8, 4.0, 3.3, 1.2, 2.1, 90.3, 2.4,...</td>\n",
       "      <td>[3.0, 2.0, 4.1, 9.5, 10.0, 1.3, 5.0, 1.1, 2.0,...</td>\n",
       "      <td>[70.7, 68.4, 64.9, 6.0, 3.3, 3.1, 3.4, 1.8, 3....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.006</th>\n",
       "      <td>CStehningPhilipsClinicalScienceGermany_NIST</td>\n",
       "      <td>https://osf.io/sjy5g/download/</td>\n",
       "      <td>20200225_CStehningPhilipsClinicalScienceGerman...</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Burkhard Maedler</td>\n",
       "      <td>University Hospital Bonn Radiology</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia CDAS 3T</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[475.6, 500.2, 496.9, 494.9, 495.7, 481.0, 474...</td>\n",
       "      <td>[315.3, 303.5, 311.2, 310.6, 304.0, 315.6, 301...</td>\n",
       "      <td>[237.5, 232.0, 232.2, 232.5, 242.9, 236.2, 239...</td>\n",
       "      <td>[159.5, 153.4, 151.8, 161.1, 154.5, 157.7, 161...</td>\n",
       "      <td>[93.9, 119.2, 108.7, 108.6, 113.3, 114.8, 102....</td>\n",
       "      <td>[2.0, 67.1, 1.3, 3.5, 74.7, 65.0, 4.6, 4.0, 10...</td>\n",
       "      <td>[1.2, 4.0, 10.0, 1.4, 9.5, 10.2, 1.2, 4.5, 9.5...</td>\n",
       "      <td>[9.5, 3.1, 4.7, 10.7, 4.3, 9.5, 10.0, 79.1, 7....</td>\n",
       "      <td>[9.5, 4.0, 5.3, 9.5, 10.9, 10.0, 6.0, 3.4, 6.0...</td>\n",
       "      <td>[147.7, 109.0, 1.2, 6.4, 8.3, 106.5, 7.0, 9.5,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.007</th>\n",
       "      <td>CStehningPhilipsClinicalScienceGermany_NIST</td>\n",
       "      <td>https://osf.io/sjy5g/download/</td>\n",
       "      <td>20200225_CStehningPhilipsClinicalScienceGerman...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Kilian Weiss</td>\n",
       "      <td>Universitaetsklinikum Koeln</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia 3T</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[488.6, 502.1, 510.0, 494.5, 483.9, 486.6, 478...</td>\n",
       "      <td>[317.5, 319.3, 312.6, 318.6, 328.8, 308.9, 307...</td>\n",
       "      <td>[242.7, 249.8, 248.9, 243.8, 231.4, 239.7, 241...</td>\n",
       "      <td>[161.6, 163.6, 232.9, 230.0, 254.1, 160.1, 243...</td>\n",
       "      <td>[137.5, 134.8, 126.5, 132.1, 134.9, 141.4, 137...</td>\n",
       "      <td>[81.4, 95.2, 103.9, 96.0, 89.5, 78.1, 105.5, 8...</td>\n",
       "      <td>[1.1, 2.7, 1.7, 101.3, 42.7, 2.8, 58.3, 73.9, ...</td>\n",
       "      <td>[54.7, 5.0, 1.8, 2.7, 9.5, 64.4, 4.0, 93.0, 3....</td>\n",
       "      <td>[4.9, 4.5, 119.6, 148.8, 66.2, 2.1, 86.8, 103....</td>\n",
       "      <td>[255.8, 363.4, 2.0, 8.1, 9.3, 2.7, 2.7, 3.0, 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.008</th>\n",
       "      <td>CStehningPhilipsClinicalScienceGermany_NIST</td>\n",
       "      <td>https://osf.io/sjy5g/download/</td>\n",
       "      <td>20200225_CStehningPhilipsClinicalScienceGerman...</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Kilian Weiss</td>\n",
       "      <td>Universitaetsklinikum Koeln</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia 3T</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[485.4, 499.7, 513.7, 493.4, 483.1, 487.9, 471...</td>\n",
       "      <td>[317.3, 321.5, 307.6, 315.9, 328.8, 307.7, 304...</td>\n",
       "      <td>[243.5, 255.3, 251.4, 250.3, 228.4, 243.4, 244...</td>\n",
       "      <td>[163.9, 167.3, 174.2, 163.3, 178.1, 161.2, 170...</td>\n",
       "      <td>[118.5, 118.0, 131.5, 115.8, 120.9, 126.1, 125...</td>\n",
       "      <td>[78.5, 103.6, 107.4, 105.0, 100.8, 64.5, 105.8...</td>\n",
       "      <td>[6.7, 1.1, 1.3, 90.9, 1.5, 4.0, 67.1, 74.3, 1....</td>\n",
       "      <td>[79.9, 61.5, 6.9, 3.0, 10.9, 90.1, 5.0, 90.9, ...</td>\n",
       "      <td>[81.7, 2.7, 129.0, 156.5, 2.7, 2.4, 116.4, 9.5...</td>\n",
       "      <td>[273.9, 372.6, 1.5, 1.8, 4.9, 102.1, 8.0, 2.4,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.009</th>\n",
       "      <td>CStehningPhilipsClinicalScienceGermany_NIST</td>\n",
       "      <td>https://osf.io/sjy5g/download/</td>\n",
       "      <td>20200225_CStehningPhilipsClinicalScienceGerman...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Kilian Weiss</td>\n",
       "      <td>Universitaetsklinikum Koeln</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia 3T (tuned to slightly lower f0 due to ...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[462.3, 470.1, 465.6, 472.6, 469.6, 460.6, 472...</td>\n",
       "      <td>[299.2, 299.8, 304.6, 306.1, 302.7, 309.0, 307...</td>\n",
       "      <td>[236.4, 242.0, 241.4, 240.4, 238.9, 241.1, 241...</td>\n",
       "      <td>[163.5, 162.0, 160.4, 162.1, 296.5, 164.5, 154...</td>\n",
       "      <td>[115.7, 141.3, 148.1, 150.6, 118.8, 118.5, 118...</td>\n",
       "      <td>[3.1, 91.8, 94.4, 100.2, 86.1, 66.0, 76.0, 76....</td>\n",
       "      <td>[68.2, 1.0, 60.2, 2.8, 2.8, 1.9, 1.2, 1.9, 1.2...</td>\n",
       "      <td>[79.8, 71.9, 72.2, 67.3, 90.1, 157.8, 1.2, 1.8...</td>\n",
       "      <td>[4.3, 104.0, 97.9, 83.6, 58.0, 5.0, 1.3, 2.3, ...</td>\n",
       "      <td>[176.9, 1.2, 64.2, 3.1, 1.2, 6.2, 6.2, 61.5, 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.010</th>\n",
       "      <td>CStehningPhilipsClinicalScienceGermany_NIST</td>\n",
       "      <td>https://osf.io/sjy5g/download/</td>\n",
       "      <td>20200225_CStehningPhilipsClinicalScienceGerman...</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Kilian Weiss</td>\n",
       "      <td>Universitaetsklinikum Koeln</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia 3T (tuned to slightly lower f0 due to ...</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[468.8, 479.1, 470.8, 484.4, 480.4, 464.8, 477...</td>\n",
       "      <td>[297.3, 297.3, 300.3, 302.7, 301.8, 309.8, 304...</td>\n",
       "      <td>[236.1, 239.6, 238.9, 238.7, 238.7, 241.6, 239...</td>\n",
       "      <td>[162.4, 161.9, 157.2, 162.9, 159.3, 165.5, 154...</td>\n",
       "      <td>[116.0, 110.2, 115.6, 118.9, 116.3, 117.2, 116...</td>\n",
       "      <td>[10.6, 83.0, 85.9, 98.9, 83.0, 2.4, 71.7, 66.0...</td>\n",
       "      <td>[72.8, 2.5, 69.1, 10.0, 1.0, 4.0, 4.4, 4.0, 2....</td>\n",
       "      <td>[81.1, 95.8, 88.7, 100.5, 101.7, 142.2, 10.0, ...</td>\n",
       "      <td>[7.5, 133.0, 128.8, 101.1, 106.0, 3.0, 10.0, 1...</td>\n",
       "      <td>[164.8, 4.2, 55.8, 2.8, 1.6, 1.1, 1.7, 145.1, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.011</th>\n",
       "      <td>CStehningPhilipsClinicalScienceGermany_NIST</td>\n",
       "      <td>https://osf.io/sjy5g/download/</td>\n",
       "      <td>20200225_CStehningPhilipsClinicalScienceGerman...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Kilian Weiss</td>\n",
       "      <td>Universitaetsklinikum Koeln</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia 3T</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[492.7, 487.2, 489.7, 493.9, 498.2, 487.5, 493...</td>\n",
       "      <td>[317.9, 327.2, 325.6, 316.8, 319.0, 325.6, 319...</td>\n",
       "      <td>[246.5, 245.0, 243.0, 243.9, 240.9, 238.3, 237...</td>\n",
       "      <td>[163.2, 156.1, 240.1, 238.9, 160.9, 162.2, 164...</td>\n",
       "      <td>[121.4, 129.5, 115.5, 133.2, 128.3, 137.4, 144...</td>\n",
       "      <td>[87.7, 1.2, 72.1, 80.5, 91.6, 92.0, 61.4, 2.0,...</td>\n",
       "      <td>[74.1, 1.3, 40.2, 2.5, 4.9, 4.4, 9.5, 1.2, 1.6...</td>\n",
       "      <td>[9.5, 83.8, 42.7, 2.0, 3.0, 60.7, 2.5, 1.8, 10...</td>\n",
       "      <td>[4.7, 6.3, 9.6, 2.8, 1.8, 152.2, 1.3, 67.3, 10...</td>\n",
       "      <td>[198.9, 166.7, 99.7, 3.3, 64.5, 1.2, 2.6, 3.3,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.012</th>\n",
       "      <td>CStehningPhilipsClinicalScienceGermany_NIST</td>\n",
       "      <td>https://osf.io/sjy5g/download/</td>\n",
       "      <td>20200225_CStehningPhilipsClinicalScienceGerman...</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Kilian Weiss</td>\n",
       "      <td>Universitaetsklinikum Koeln</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia 3T</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[491.5, 481.6, 486.3, 491.0, 503.4, 484.1, 489...</td>\n",
       "      <td>[314.0, 327.2, 324.5, 313.6, 319.0, 324.1, 319...</td>\n",
       "      <td>[245.3, 243.3, 240.4, 241.3, 239.7, 234.4, 237...</td>\n",
       "      <td>[164.9, 154.4, 163.4, 162.0, 157.1, 159.3, 163...</td>\n",
       "      <td>[119.6, 115.7, 113.6, 121.3, 111.0, 124.0, 127...</td>\n",
       "      <td>[89.9, 3.7, 64.1, 73.5, 89.0, 86.4, 83.6, 1.8,...</td>\n",
       "      <td>[76.9, 9.5, 67.4, 4.8, 3.0, 7.1, 2.4, 6.3, 8.8...</td>\n",
       "      <td>[5.0, 99.8, 82.3, 10.3, 81.5, 2.1, 3.0, 2.3, 2...</td>\n",
       "      <td>[2.0, 9.5, 1.0, 4.9, 3.0, 148.6, 8.0, 142.8, 1...</td>\n",
       "      <td>[196.4, 171.7, 80.2, 4.0, 172.8, 8.2, 10.3, 1....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.013</th>\n",
       "      <td>CStehningPhilipsClinicalScienceGermany_NIST</td>\n",
       "      <td>https://osf.io/sjy5g/download/</td>\n",
       "      <td>20200225_CStehningPhilipsClinicalScienceGerman...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Christian Stehning</td>\n",
       "      <td>Philips Research Hamburg</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia DDAS 3T</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[484.4, 483.7, 483.1, 483.6, 483.4, 486.0, 484...</td>\n",
       "      <td>[313.1, 311.0, 305.9, 307.6, 313.6, 310.8, 307...</td>\n",
       "      <td>[243.8, 243.6, 243.6, 243.8, 242.3, 239.8, 240...</td>\n",
       "      <td>[159.6, 161.0, 161.1, 161.0, 161.4, 162.9, 296...</td>\n",
       "      <td>[152.0, 171.5, 123.3, 121.2, 114.2, 113.5, 116...</td>\n",
       "      <td>[110.7, 1.3, 4.2, 55.9, 44.1, 43.4, 112.9, 5.0...</td>\n",
       "      <td>[54.8, 2.7, 2.0, 1.8, 2.8, 3.2, 2.7, 3.3, 1.2,...</td>\n",
       "      <td>[91.5, 1.2, 45.7, 3.1, 1.8, 1.3, 86.6, 4.0, 3....</td>\n",
       "      <td>[2.0, 7.0, 9.5, 5.0, 1.0, 55.6, 7.0, 4.3, 3.3,...</td>\n",
       "      <td>[2.0, 9.1, 8.6, 2.0, 3.1, 2.7, 3.4, 1.2, 4.8, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.014</th>\n",
       "      <td>CStehningPhilipsClinicalScienceGermany_NIST</td>\n",
       "      <td>https://osf.io/sjy5g/download/</td>\n",
       "      <td>20200225_CStehningPhilipsClinicalScienceGerman...</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Christian Stehning</td>\n",
       "      <td>Philips Research Hamburg</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia DDAS 3T</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[487.7, 483.7, 482.5, 481.4, 481.5, 490.9, 498...</td>\n",
       "      <td>[309.2, 316.5, 308.1, 308.7, 312.4, 305.8, 301...</td>\n",
       "      <td>[245.0, 241.2, 239.8, 242.3, 242.7, 237.4, 241...</td>\n",
       "      <td>[158.8, 159.6, 156.9, 157.7, 157.8, 162.8, 155...</td>\n",
       "      <td>[114.6, 127.5, 127.0, 124.5, 114.4, 114.5, 116...</td>\n",
       "      <td>[99.0, 2.5, 6.5, 57.4, 2.0, 50.9, 101.6, 2.7, ...</td>\n",
       "      <td>[68.9, 9.5, 9.5, 9.5, 3.1, 9.5, 10.3, 4.8, 2.5...</td>\n",
       "      <td>[86.2, 9.5, 75.6, 75.6, 39.4, 7.5, 83.1, 2.7, ...</td>\n",
       "      <td>[5.6, 3.7, 67.4, 74.2, 5.0, 2.0, 6.9, 4.0, 4.0...</td>\n",
       "      <td>[116.2, 71.4, 92.7, 1.0, 10.6, 2.0, 10.0, 6.0,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.001</th>\n",
       "      <td>iveslevesque_muhc_glen_NIST</td>\n",
       "      <td>https://osf.io/nax9z/download/</td>\n",
       "      <td>20200226_iveslevesque_muhc_glen_NIST/PowerErro...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Ives Levesque</td>\n",
       "      <td>McGill University Health Center</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Ingenia R5.3.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[493.4, 492.2, 492.3, 487.0, 486.8, 480.1, 502...</td>\n",
       "      <td>[358.6, 353.2, 352.9, 359.3, 352.2, 357.4, 358...</td>\n",
       "      <td>[243.2, 240.3, 243.1, 246.1, 248.0, 245.6, 241...</td>\n",
       "      <td>[176.3, 176.0, 176.0, 173.9, 171.2, 178.7, 176...</td>\n",
       "      <td>[137.7, 116.7, 123.1, 119.4, 159.5, 183.1, 151...</td>\n",
       "      <td>[89.6, 97.9, 86.9, 91.1, 88.6, 110.5, 96.1, 7....</td>\n",
       "      <td>[55.0, 2.5, 1.9, 9.5, 72.4, 72.3, 2.1, 3.2, 1....</td>\n",
       "      <td>[1.8, 2.0, 2.4, 2.9, 2.5, 354.9, 10.0, 1.8, 1....</td>\n",
       "      <td>[5.0, 1.2, 2.0, 55.5, 2.0, 1.8, 72.9, 20.2, 73...</td>\n",
       "      <td>[170.8, 241.2, 234.1, 72.1, 63.4, 97.6, 105.2,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.002</th>\n",
       "      <td>iveslevesque_muhc_glen_NIST</td>\n",
       "      <td>https://osf.io/nax9z/download/</td>\n",
       "      <td>20200226_iveslevesque_muhc_glen_NIST/NoPowerEr...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Ives Levesque</td>\n",
       "      <td>McGill University Health Centre - Glen Site - ...</td>\n",
       "      <td>Philips</td>\n",
       "      <td>MR 53.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[499.0, 502.6, 508.0, 510.1, 504.0, 504.0, 495...</td>\n",
       "      <td>[342.0, 344.7, 353.3, 351.8, 355.9, 355.3, 355...</td>\n",
       "      <td>[253.1, 254.4, 254.3, 254.9, 256.8, 255.1, 250...</td>\n",
       "      <td>[178.8, 178.7, 179.4, 179.4, 178.0, 181.8, 180...</td>\n",
       "      <td>[161.6, 125.9, 126.9, 150.0, 159.6, 165.1, 161...</td>\n",
       "      <td>[107.6, 105.9, 99.7, 98.5, 106.7, 98.1, 95.6, ...</td>\n",
       "      <td>[2.7, 74.2, 69.0, 4.0, 2.4, 78.7, 110.6, 99.6,...</td>\n",
       "      <td>[93.3, 1.2, 60.0, 93.9, 132.9, 61.2, 99.9, 71....</td>\n",
       "      <td>[7.6, 9.5, 148.3, 135.8, 117.7, 104.1, 128.4, ...</td>\n",
       "      <td>[230.0, 246.7, 162.9, 546.8, 57.0, 74.0, 92.3,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.001</th>\n",
       "      <td>karakuzu_polymtl_NIST</td>\n",
       "      <td>https://osf.io/bfh4m/download/</td>\n",
       "      <td>20200227_karakuzu_polymtl_NIST/20191213_UNF/20...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Agah Karakuzu</td>\n",
       "      <td>Unite de neuroimagerie fonctionelle</td>\n",
       "      <td>Siemens</td>\n",
       "      <td>Prisma fit</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[511.7, 504.0, 499.1, 500.2, 499.6, 512.6, 510...</td>\n",
       "      <td>[343.8, 345.1, 344.6, 346.3, 350.0, 345.3, 347...</td>\n",
       "      <td>[259.7, 258.6, 262.8, 260.8, 263.8, 260.1, 262...</td>\n",
       "      <td>[193.0, 188.6, 187.6, 188.4, 187.7, 190.1, 189...</td>\n",
       "      <td>[218.8, 205.4, 198.5, 193.7, 199.6, 217.3, 217...</td>\n",
       "      <td>[136.3, 146.8, 141.6, 139.1, 148.5, 145.2, 128...</td>\n",
       "      <td>[117.7, 102.3, 102.3, 114.1, 106.0, 144.4, 97....</td>\n",
       "      <td>[1860.9, 167.8, 177.6, 181.2, 2513.0, 191.7, 1...</td>\n",
       "      <td>[201.2, 185.9, 190.3, 208.7, 208.6, 186.1, 153...</td>\n",
       "      <td>[223.1, 210.9, 217.8, 288.5, 237.2, 224.6, 263...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.002</th>\n",
       "      <td>karakuzu_polymtl_NIST</td>\n",
       "      <td>https://osf.io/bfh4m/download/</td>\n",
       "      <td>20200227_karakuzu_polymtl_NIST/20200227_MNI/20...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Agah Karakuzu</td>\n",
       "      <td>Montreal Neurological Institute</td>\n",
       "      <td>Siemens</td>\n",
       "      <td>Prisma fit</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[444.4, 427.3, 418.8, 420.2, 421.0, 431.3, 448...</td>\n",
       "      <td>[324.3, 313.8, 307.1, 303.5, 302.2, 335.9, 315...</td>\n",
       "      <td>[233.8, 218.7, 216.5, 216.1, 212.9, 211.3, 239...</td>\n",
       "      <td>[165.3, 137.6, 146.0, 156.6, 153.8, 151.0, 179...</td>\n",
       "      <td>[129.1, 106.3, 103.0, 107.9, 105.6, 97.8, 144....</td>\n",
       "      <td>[157.8, 136.4, 142.3, 153.1, 142.4, 146.2, 165...</td>\n",
       "      <td>[132.8, 112.1, 103.8, 124.5, 129.1, 98.1, 106....</td>\n",
       "      <td>[172.5, 151.5, 168.1, 136.3, 175.4, 10.0, 159....</td>\n",
       "      <td>[172.3, 176.2, 162.6, 156.4, 173.2, 195.7, 177...</td>\n",
       "      <td>[207.7, 230.4, 248.0, 185.9, 230.2, 246.0, 187...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.001</th>\n",
       "      <td>madelinecarr_lha_NIST</td>\n",
       "      <td>https://osf.io/8nugw/download/</td>\n",
       "      <td>20200227_madelinecarr_lha_NIST/20200227_madeli...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Madeline Carr</td>\n",
       "      <td>Liverpool Hospital Australia</td>\n",
       "      <td>Siemens</td>\n",
       "      <td>Magnetom Skyra</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[480.2, 488.0, 490.9, 496.2, 487.0, 489.6, 477...</td>\n",
       "      <td>[339.1, 339.2, 341.2, 340.2, 340.5, 340.7, 349...</td>\n",
       "      <td>[247.4, 246.0, 243.7, 249.1, 246.8, 245.0, 247...</td>\n",
       "      <td>[175.0, 170.8, 167.4, 163.7, 163.4, 165.4, 175...</td>\n",
       "      <td>[114.7, 117.2, 120.6, 117.0, 112.1, 116.5, 117...</td>\n",
       "      <td>[97.2, 89.2, 93.4, 104.1, 92.8, 98.2, 95.8, 77...</td>\n",
       "      <td>[62.8, 4.0, 9.5, 1.3, 6.3, 78.6, 3.0, 69.8, 2....</td>\n",
       "      <td>[1.2, 1.0, 2.0, 2.5, 66.3, 48.3, 74.8, 98.0, 4...</td>\n",
       "      <td>[1.6, 2.4, 1.2, 64.2, 7.2, 87.2, 2.8, 113.9, 2...</td>\n",
       "      <td>[2.6, 2.6, 1.2, 7.3, 5.0, 52.3, 1.1, 78.1, 9.5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.001</th>\n",
       "      <td>wang_MDAnderson_NIST</td>\n",
       "      <td>https://osf.io/kszy2/download/</td>\n",
       "      <td>20200302_wang_MDAnderson_NIST/day1/20200302_wa...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Chenyang Wang</td>\n",
       "      <td>MD Anderson</td>\n",
       "      <td>GE</td>\n",
       "      <td>DV26.0_R03_1831.b</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[483.5, 477.7, 479.2, 474.9, 468.2, 469.3, 485...</td>\n",
       "      <td>[353.7, 338.3, 333.4, 339.1, 354.2, 335.8, 342...</td>\n",
       "      <td>[238.1, 231.8, 243.3, 242.4, 231.1, 236.0, 240...</td>\n",
       "      <td>[178.6, 380.3, 364.9, 172.9, 179.0, 341.7, 169...</td>\n",
       "      <td>[183.1, 188.1, 162.9, 117.9, 111.1, 101.4, 85....</td>\n",
       "      <td>[56.0, 123.8, 104.4, 97.4, 97.5, 86.7, 84.9, 7...</td>\n",
       "      <td>[8.1, 2.0, 1.2, 5.0, 82.8, 111.1, 118.8, 95.4,...</td>\n",
       "      <td>[74.2, 97.7, 83.2, 1.2, 2.5, 103.9, 164.9, 6.3...</td>\n",
       "      <td>[4.1, 1.4, 3.0, 2.0, 70.3, 4.2, 68.7, 45.9, 42...</td>\n",
       "      <td>[112.7, 71.0, 2.8, 1.4, 6.0, 228.5, 77.6, 2.7,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.002</th>\n",
       "      <td>wang_MDAnderson_NIST</td>\n",
       "      <td>https://osf.io/kszy2/download/</td>\n",
       "      <td>20200302_wang_MDAnderson_NIST/day1/20200302_wa...</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Chenyang Wang</td>\n",
       "      <td>MD Anderson</td>\n",
       "      <td>GE</td>\n",
       "      <td>DV26.0_R03_1831.b</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[484.5, 478.7, 479.8, 475.5, 469.0, 469.8, 486...</td>\n",
       "      <td>[354.2, 339.2, 334.3, 339.9, 354.7, 336.8, 343...</td>\n",
       "      <td>[238.1, 232.0, 243.5, 242.5, 231.2, 236.1, 240...</td>\n",
       "      <td>[178.9, 194.9, 190.4, 172.4, 179.2, 186.6, 168...</td>\n",
       "      <td>[153.3, 152.8, 135.8, 117.5, 111.4, 101.5, 85....</td>\n",
       "      <td>[54.8, 123.4, 104.7, 97.1, 96.7, 86.6, 85.2, 7...</td>\n",
       "      <td>[2.6, 1.2, 1.6, 4.4, 86.6, 110.2, 135.2, 106.6...</td>\n",
       "      <td>[90.1, 131.7, 114.4, 9.5, 2.7, 109.8, 164.0, 1...</td>\n",
       "      <td>[10.9, 3.0, 1.8, 1.8, 119.9, 4.0, 110.8, 4.4, ...</td>\n",
       "      <td>[386.3, 189.2, 2.0, 7.0, 69.3, 299.9, 128.0, 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.003</th>\n",
       "      <td>wang_MDAnderson_NIST</td>\n",
       "      <td>https://osf.io/kszy2/download/</td>\n",
       "      <td>20200302_wang_MDAnderson_NIST/day2/20200302_wa...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Chenyang Wang</td>\n",
       "      <td>MD Anderson</td>\n",
       "      <td>GE</td>\n",
       "      <td>DV26.0_R03_1831.b</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[490.6, 496.5, 490.6, 490.6, 489.4, 487.1, 479...</td>\n",
       "      <td>[336.0, 344.6, 342.4, 346.8, 342.2, 336.4, 326...</td>\n",
       "      <td>[251.6, 242.1, 239.2, 243.5, 243.0, 246.1, 234...</td>\n",
       "      <td>[261.4, 175.1, 178.1, 177.8, 178.9, 175.1, 172...</td>\n",
       "      <td>[116.1, 113.5, 140.5, 118.4, 143.2, 122.7, 115...</td>\n",
       "      <td>[84.8, 92.3, 80.8, 83.8, 82.3, 83.1, 88.6, 88....</td>\n",
       "      <td>[58.2, 43.1, 4.0, 62.0, 2.8, 10.0, 63.3, 56.9,...</td>\n",
       "      <td>[2.5, 65.6, 60.9, 3.0, 79.4, 51.6, 4.9, 1.8, 8...</td>\n",
       "      <td>[79.9, 116.5, 72.5, 109.1, 122.2, 2.0, 1.8, 3....</td>\n",
       "      <td>[69.7, 145.3, 209.7, 85.5, 50.1, 76.6, 2.8, 7....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10.004</th>\n",
       "      <td>wang_MDAnderson_NIST</td>\n",
       "      <td>https://osf.io/kszy2/download/</td>\n",
       "      <td>20200302_wang_MDAnderson_NIST/day2/20200302_wa...</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Chenyang Wang</td>\n",
       "      <td>MD Anderson</td>\n",
       "      <td>GE</td>\n",
       "      <td>DV26.0_R03_1831.b</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[490.7, 496.7, 490.9, 490.7, 489.6, 487.3, 479...</td>\n",
       "      <td>[336.3, 344.8, 342.4, 347.2, 342.6, 336.4, 325...</td>\n",
       "      <td>[251.8, 242.2, 239.3, 243.4, 243.2, 246.3, 234...</td>\n",
       "      <td>[170.2, 175.0, 178.1, 177.7, 178.8, 175.0, 172...</td>\n",
       "      <td>[116.0, 113.5, 122.5, 118.2, 124.7, 122.5, 115...</td>\n",
       "      <td>[84.8, 93.0, 82.2, 85.1, 82.5, 83.4, 89.6, 88....</td>\n",
       "      <td>[58.3, 49.5, 10.9, 68.1, 40.8, 5.0, 64.3, 58.5...</td>\n",
       "      <td>[3.1, 71.5, 78.2, 5.8, 85.6, 69.1, 1.9, 2.6, 5...</td>\n",
       "      <td>[123.0, 118.0, 88.7, 110.4, 124.5, 10.7, 7.1, ...</td>\n",
       "      <td>[109.4, 135.6, 204.6, 189.0, 77.8, 138.0, 10.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.001</th>\n",
       "      <td>ngmaforo_ucla_NIST</td>\n",
       "      <td>https://osf.io/ab2zg/download/</td>\n",
       "      <td>20200305_ngmaforo_ucla_NIST/20200305_ngmaforo_...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Nyasha G. Maforo</td>\n",
       "      <td>University of California, Los Angeles</td>\n",
       "      <td>Siemens</td>\n",
       "      <td>Skyra VE11C</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[490.1, 482.1, 454.4, 464.4, 463.1, 456.1, 488...</td>\n",
       "      <td>[345.5, 318.7, 319.0, 336.8, 347.7, 333.0, 346...</td>\n",
       "      <td>[256.4, 254.9, 251.0, 257.1, 260.5, 254.7, 251...</td>\n",
       "      <td>[182.0, 181.6, 182.0, 184.3, 183.7, 177.9, 178...</td>\n",
       "      <td>[199.4, 179.3, 185.2, 226.7, 142.2, 121.0, 202...</td>\n",
       "      <td>[114.9, 136.4, 128.9, 135.2, 147.2, 136.1, 133...</td>\n",
       "      <td>[107.1, 113.7, 126.7, 134.4, 76.6, 2.0, 91.7, ...</td>\n",
       "      <td>[165.7, 148.0, 153.6, 95.4, 139.5, 126.0, 137....</td>\n",
       "      <td>[133.1, 146.7, 193.0, 171.7, 168.5, 153.2, 229...</td>\n",
       "      <td>[236.1, 219.0, 245.0, 306.2, 119.0, 65.0, 262....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11.002</th>\n",
       "      <td>ngmaforo_ucla_NIST</td>\n",
       "      <td>https://osf.io/ab2zg/download/</td>\n",
       "      <td>20200305_ngmaforo_ucla_NIST/20200305_ngmaforo_...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Nyasha G. Maforo</td>\n",
       "      <td>University of California, Los Angeles</td>\n",
       "      <td>Siemens</td>\n",
       "      <td>Skyra VE11C</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[491.5, 481.6, 461.4, 459.6, 453.4, 448.5, 492...</td>\n",
       "      <td>[345.3, 342.5, 343.3, 337.3, 342.4, 339.7, 341...</td>\n",
       "      <td>[241.5, 243.8, 236.3, 235.7, 238.9, 254.0, 242...</td>\n",
       "      <td>[196.5, 191.0, 187.4, 188.5, 181.5, 171.0, 193...</td>\n",
       "      <td>[220.9, 207.4, 197.3, 182.4, 185.3, 191.7, 208...</td>\n",
       "      <td>[128.1, 103.5, 134.1, 110.2, 121.6, 152.1, 81....</td>\n",
       "      <td>[8.3, 71.5, 85.6, 103.1, 120.5, 105.4, 113.4, ...</td>\n",
       "      <td>[9.8, 141.8, 128.1, 110.9, 104.4, 56.2, 92.3, ...</td>\n",
       "      <td>[223.2, 178.7, 125.0, 141.8, 156.5, 164.6, 157...</td>\n",
       "      <td>[184.0, 220.6, 99.5, 170.7, 599.0, 113.5, 103....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12.001</th>\n",
       "      <td>near_douglas_NIST</td>\n",
       "      <td>https://osf.io/qr6w2/download/</td>\n",
       "      <td>20200309_near_douglas_NIST/20200309_near_dougl...</td>\n",
       "      <td>Magnitude</td>\n",
       "      <td>Jamie Near</td>\n",
       "      <td>Douglas Brain Imaging Centre</td>\n",
       "      <td>Siemens</td>\n",
       "      <td>Prisma fit</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>[418.2, 409.6, 411.2, 413.1, 411.9, 417.9, 419...</td>\n",
       "      <td>[309.3, 315.5, 310.8, 307.3, 309.3, 318.7, 327...</td>\n",
       "      <td>[209.4, 225.1, 226.0, 216.0, 212.5, 211.6, 208...</td>\n",
       "      <td>[148.3, 151.5, 152.7, 142.9, 137.6, 136.5, 144...</td>\n",
       "      <td>[250.9, 204.6, 129.6, 128.0, 125.5, 126.5, 230...</td>\n",
       "      <td>[139.4, 152.2, 154.2, 159.0, 162.9, 157.5, 148...</td>\n",
       "      <td>[113.2, 126.1, 125.9, 116.3, 131.9, 122.4, 109...</td>\n",
       "      <td>[122.3, 193.7, 178.2, 139.7, 157.7, 1446.0, 28...</td>\n",
       "      <td>[185.0, 170.3, 163.8, 173.2, 205.9, 181.5, 151...</td>\n",
       "      <td>[250.1, 196.8, 158.8, 246.5, 248.8, 162.2, 194...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.001</th>\n",
       "      <td>jalnefjord_sahlgrenska_NIST</td>\n",
       "      <td>https://osf.io/tw6eq/download/</td>\n",
       "      <td>20201802_jalnefjord_sahlgrenska_NIST/20201802_...</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Oscar Jalnefjord</td>\n",
       "      <td>Sahlgrenska University Hospital</td>\n",
       "      <td>Philips</td>\n",
       "      <td>Achieva dStream 5.6.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NIST</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>39 rows × 42 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        OSF dataset  \\\n",
       "id                                                    \n",
       "1.001                  matthewgrechsollars_ICL_NIST   \n",
       "1.002                  matthewgrechsollars_ICL_NIST   \n",
       "2.001                     siyuanhu_casewestern_NIST   \n",
       "3.001                    iveslevesque_muhc_mgh_NIST   \n",
       "4.001                                 mrel_usc_NIST   \n",
       "4.002                                 mrel_usc_NIST   \n",
       "4.003                                 mrel_usc_NIST   \n",
       "4.004                                 mrel_usc_NIST   \n",
       "4.005                                 mrel_usc_NIST   \n",
       "4.006                                 mrel_usc_NIST   \n",
       "5.001                    guillaumegilbert_muhc_NIST   \n",
       "5.002                    guillaumegilbert_muhc_NIST   \n",
       "6.001   CStehningPhilipsClinicalScienceGermany_NIST   \n",
       "6.002   CStehningPhilipsClinicalScienceGermany_NIST   \n",
       "6.003   CStehningPhilipsClinicalScienceGermany_NIST   \n",
       "6.004   CStehningPhilipsClinicalScienceGermany_NIST   \n",
       "6.005   CStehningPhilipsClinicalScienceGermany_NIST   \n",
       "6.006   CStehningPhilipsClinicalScienceGermany_NIST   \n",
       "6.007   CStehningPhilipsClinicalScienceGermany_NIST   \n",
       "6.008   CStehningPhilipsClinicalScienceGermany_NIST   \n",
       "6.009   CStehningPhilipsClinicalScienceGermany_NIST   \n",
       "6.010   CStehningPhilipsClinicalScienceGermany_NIST   \n",
       "6.011   CStehningPhilipsClinicalScienceGermany_NIST   \n",
       "6.012   CStehningPhilipsClinicalScienceGermany_NIST   \n",
       "6.013   CStehningPhilipsClinicalScienceGermany_NIST   \n",
       "6.014   CStehningPhilipsClinicalScienceGermany_NIST   \n",
       "7.001                   iveslevesque_muhc_glen_NIST   \n",
       "7.002                   iveslevesque_muhc_glen_NIST   \n",
       "8.001                         karakuzu_polymtl_NIST   \n",
       "8.002                         karakuzu_polymtl_NIST   \n",
       "9.001                         madelinecarr_lha_NIST   \n",
       "10.001                         wang_MDAnderson_NIST   \n",
       "10.002                         wang_MDAnderson_NIST   \n",
       "10.003                         wang_MDAnderson_NIST   \n",
       "10.004                         wang_MDAnderson_NIST   \n",
       "11.001                           ngmaforo_ucla_NIST   \n",
       "11.002                           ngmaforo_ucla_NIST   \n",
       "12.001                            near_douglas_NIST   \n",
       "13.001                  jalnefjord_sahlgrenska_NIST   \n",
       "\n",
       "                              OSF link  \\\n",
       "id                                       \n",
       "1.001   https://osf.io/7k96d/download/   \n",
       "1.002   https://osf.io/7k96d/download/   \n",
       "2.001   https://osf.io/46nd9/download/   \n",
       "3.001   https://osf.io/nk6ae/download/   \n",
       "4.001   https://osf.io/t5y28/download/   \n",
       "4.002   https://osf.io/t5y28/download/   \n",
       "4.003   https://osf.io/t5y28/download/   \n",
       "4.004   https://osf.io/t5y28/download/   \n",
       "4.005   https://osf.io/t5y28/download/   \n",
       "4.006   https://osf.io/t5y28/download/   \n",
       "5.001   https://osf.io/vw24u/download/   \n",
       "5.002   https://osf.io/vw24u/download/   \n",
       "6.001   https://osf.io/sjy5g/download/   \n",
       "6.002   https://osf.io/sjy5g/download/   \n",
       "6.003   https://osf.io/sjy5g/download/   \n",
       "6.004   https://osf.io/sjy5g/download/   \n",
       "6.005   https://osf.io/sjy5g/download/   \n",
       "6.006   https://osf.io/sjy5g/download/   \n",
       "6.007   https://osf.io/sjy5g/download/   \n",
       "6.008   https://osf.io/sjy5g/download/   \n",
       "6.009   https://osf.io/sjy5g/download/   \n",
       "6.010   https://osf.io/sjy5g/download/   \n",
       "6.011   https://osf.io/sjy5g/download/   \n",
       "6.012   https://osf.io/sjy5g/download/   \n",
       "6.013   https://osf.io/sjy5g/download/   \n",
       "6.014   https://osf.io/sjy5g/download/   \n",
       "7.001   https://osf.io/nax9z/download/   \n",
       "7.002   https://osf.io/nax9z/download/   \n",
       "8.001   https://osf.io/bfh4m/download/   \n",
       "8.002   https://osf.io/bfh4m/download/   \n",
       "9.001   https://osf.io/8nugw/download/   \n",
       "10.001  https://osf.io/kszy2/download/   \n",
       "10.002  https://osf.io/kszy2/download/   \n",
       "10.003  https://osf.io/kszy2/download/   \n",
       "10.004  https://osf.io/kszy2/download/   \n",
       "11.001  https://osf.io/ab2zg/download/   \n",
       "11.002  https://osf.io/ab2zg/download/   \n",
       "12.001  https://osf.io/qr6w2/download/   \n",
       "13.001  https://osf.io/tw6eq/download/   \n",
       "\n",
       "                                           NIFTI filename  Data type  \\\n",
       "id                                                                     \n",
       "1.001   20200121_matthewgrechsollars_ICL_NIST/20200121...  Magnitude   \n",
       "1.002   20200121_matthewgrechsollars_ICL_NIST/20200121...    Complex   \n",
       "2.001   20200124_siyuanhu_casewestern_NIST/20200124_si...  Magnitude   \n",
       "3.001   20200203_iveslevesque_muhc_mgh_NIST/20200203_i...  Magnitude   \n",
       "4.001   20200204_mrel_usc_NIST/20200204_mrel_usc_GE3T_...  Magnitude   \n",
       "4.002   20200204_mrel_usc_NIST/20200204_mrel_usc_GE3T_...  Magnitude   \n",
       "4.003   20200204_mrel_usc_NIST/20200209_mrel_usc_GE3T_...  Magnitude   \n",
       "4.004   20200204_mrel_usc_NIST/20200209_mrel_usc_GE3T_...  Magnitude   \n",
       "4.005   20200204_mrel_usc_NIST/20200209_mrel_usc_GE3T_...  Magnitude   \n",
       "4.006   20200204_mrel_usc_NIST/20200209_mrel_usc_GE3T_...  Magnitude   \n",
       "5.001   20200210_guillaumegilbert_muhc_NIST/20200210_g...  Magnitude   \n",
       "5.002   20200210_guillaumegilbert_muhc_NIST/20200210_g...    Complex   \n",
       "6.001   20200225_CStehningPhilipsClinicalScienceGerman...  Magnitude   \n",
       "6.002   20200225_CStehningPhilipsClinicalScienceGerman...    Complex   \n",
       "6.003   20200225_CStehningPhilipsClinicalScienceGerman...  Magnitude   \n",
       "6.004   20200225_CStehningPhilipsClinicalScienceGerman...    Complex   \n",
       "6.005   20200225_CStehningPhilipsClinicalScienceGerman...  Magnitude   \n",
       "6.006   20200225_CStehningPhilipsClinicalScienceGerman...    Complex   \n",
       "6.007   20200225_CStehningPhilipsClinicalScienceGerman...  Magnitude   \n",
       "6.008   20200225_CStehningPhilipsClinicalScienceGerman...    Complex   \n",
       "6.009   20200225_CStehningPhilipsClinicalScienceGerman...  Magnitude   \n",
       "6.010   20200225_CStehningPhilipsClinicalScienceGerman...    Complex   \n",
       "6.011   20200225_CStehningPhilipsClinicalScienceGerman...  Magnitude   \n",
       "6.012   20200225_CStehningPhilipsClinicalScienceGerman...    Complex   \n",
       "6.013   20200225_CStehningPhilipsClinicalScienceGerman...  Magnitude   \n",
       "6.014   20200225_CStehningPhilipsClinicalScienceGerman...    Complex   \n",
       "7.001   20200226_iveslevesque_muhc_glen_NIST/PowerErro...  Magnitude   \n",
       "7.002   20200226_iveslevesque_muhc_glen_NIST/NoPowerEr...  Magnitude   \n",
       "8.001   20200227_karakuzu_polymtl_NIST/20191213_UNF/20...  Magnitude   \n",
       "8.002   20200227_karakuzu_polymtl_NIST/20200227_MNI/20...  Magnitude   \n",
       "9.001   20200227_madelinecarr_lha_NIST/20200227_madeli...  Magnitude   \n",
       "10.001  20200302_wang_MDAnderson_NIST/day1/20200302_wa...  Magnitude   \n",
       "10.002  20200302_wang_MDAnderson_NIST/day1/20200302_wa...    Complex   \n",
       "10.003  20200302_wang_MDAnderson_NIST/day2/20200302_wa...  Magnitude   \n",
       "10.004  20200302_wang_MDAnderson_NIST/day2/20200302_wa...    Complex   \n",
       "11.001  20200305_ngmaforo_ucla_NIST/20200305_ngmaforo_...  Magnitude   \n",
       "11.002  20200305_ngmaforo_ucla_NIST/20200305_ngmaforo_...  Magnitude   \n",
       "12.001  20200309_near_douglas_NIST/20200309_near_dougl...  Magnitude   \n",
       "13.001  20201802_jalnefjord_sahlgrenska_NIST/20201802_...    Complex   \n",
       "\n",
       "                      contact  \\\n",
       "id                              \n",
       "1.001   Matthew Grech-Sollars   \n",
       "1.002   Matthew Grech-Sollars   \n",
       "2.001               Siyuan Hu   \n",
       "3.001           Ives Levesque   \n",
       "4.001                 Nam Lee   \n",
       "4.002                 Nam Lee   \n",
       "4.003                 Nam Lee   \n",
       "4.004                 Nam Lee   \n",
       "4.005                 Nam Lee   \n",
       "4.006                 Nam Lee   \n",
       "5.001       Guillaume Gilbert   \n",
       "5.002       Guillaume Gilbert   \n",
       "6.001              Shuo Zhang   \n",
       "6.002              Shuo Zhang   \n",
       "6.003      Christian Stehning   \n",
       "6.004      Christian Stehning   \n",
       "6.005        Burkhard Maedler   \n",
       "6.006        Burkhard Maedler   \n",
       "6.007            Kilian Weiss   \n",
       "6.008            Kilian Weiss   \n",
       "6.009            Kilian Weiss   \n",
       "6.010            Kilian Weiss   \n",
       "6.011            Kilian Weiss   \n",
       "6.012            Kilian Weiss   \n",
       "6.013      Christian Stehning   \n",
       "6.014      Christian Stehning   \n",
       "7.001           Ives Levesque   \n",
       "7.002           Ives Levesque   \n",
       "8.001           Agah Karakuzu   \n",
       "8.002           Agah Karakuzu   \n",
       "9.001           Madeline Carr   \n",
       "10.001          Chenyang Wang   \n",
       "10.002          Chenyang Wang   \n",
       "10.003          Chenyang Wang   \n",
       "10.004          Chenyang Wang   \n",
       "11.001       Nyasha G. Maforo   \n",
       "11.002       Nyasha G. Maforo   \n",
       "12.001             Jamie Near   \n",
       "13.001       Oscar Jalnefjord   \n",
       "\n",
       "                                                site name MRI vendor  \\\n",
       "id                                                                     \n",
       "1.001                             Imperial College London    Siemens   \n",
       "1.002                             Imperial College London    Siemens   \n",
       "2.001   Biomedical Engineering, Case Western Reserve U...    Siemens   \n",
       "3.001   McGill University Health Centre - Montreal Gen...    Siemens   \n",
       "4.001   Keck Medical Center of University of Southern ...         GE   \n",
       "4.002   Keck Medical Center of University of Southern ...         GE   \n",
       "4.003   Keck Medical Center of University of Southern ...         GE   \n",
       "4.004   Keck Medical Center of University of Southern ...         GE   \n",
       "4.005   Keck Medical Center of University of Southern ...         GE   \n",
       "4.006   Keck Medical Center of University of Southern ...         GE   \n",
       "5.001                     McGill University Health Center    Philips   \n",
       "5.002                     McGill University Health Center    Philips   \n",
       "6.001                                 UKA RWTH Radiologie    Philips   \n",
       "6.002                                 UKA RWTH Radiologie    Philips   \n",
       "6.003                        Deutsches Herzzentrum Berlin    Philips   \n",
       "6.004                        Deutsches Herzzentrum Berlin    Philips   \n",
       "6.005                  University Hospital Bonn Radiology    Philips   \n",
       "6.006                  University Hospital Bonn Radiology    Philips   \n",
       "6.007                         Universitaetsklinikum Koeln    Philips   \n",
       "6.008                         Universitaetsklinikum Koeln    Philips   \n",
       "6.009                         Universitaetsklinikum Koeln    Philips   \n",
       "6.010                         Universitaetsklinikum Koeln    Philips   \n",
       "6.011                         Universitaetsklinikum Koeln    Philips   \n",
       "6.012                         Universitaetsklinikum Koeln    Philips   \n",
       "6.013                            Philips Research Hamburg    Philips   \n",
       "6.014                            Philips Research Hamburg    Philips   \n",
       "7.001                     McGill University Health Center    Philips   \n",
       "7.002   McGill University Health Centre - Glen Site - ...    Philips   \n",
       "8.001                 Unite de neuroimagerie fonctionelle    Siemens   \n",
       "8.002                     Montreal Neurological Institute    Siemens   \n",
       "9.001                        Liverpool Hospital Australia    Siemens   \n",
       "10.001                                        MD Anderson         GE   \n",
       "10.002                                        MD Anderson         GE   \n",
       "10.003                                        MD Anderson         GE   \n",
       "10.004                                        MD Anderson         GE   \n",
       "11.001              University of California, Los Angeles    Siemens   \n",
       "11.002              University of California, Los Angeles    Siemens   \n",
       "12.001                       Douglas Brain Imaging Centre    Siemens   \n",
       "13.001                    Sahlgrenska University Hospital    Philips   \n",
       "\n",
       "                                              MRI version  MRI field  \\\n",
       "id                                                                     \n",
       "1.001                                        Prisma VE11C        3.0   \n",
       "1.002                                        Prisma VE11C        3.0   \n",
       "2.001                                               Skyra        3.0   \n",
       "3.001                                        syngo MR E11        3.0   \n",
       "4.001                                          Signa HDxt        3.0   \n",
       "4.002                                          Signa HDxt        3.0   \n",
       "4.003                                          Signa HDxt        3.0   \n",
       "4.004                                          Signa HDxt        3.0   \n",
       "4.005                                          Signa HDxt        3.0   \n",
       "4.006                                          Signa HDxt        3.0   \n",
       "5.001                                      Ingenia R5.3.1        3.0   \n",
       "5.002                                      Ingenia R5.3.1        3.0   \n",
       "6.001                                          Achieva 3T        3.0   \n",
       "6.002                                          Achieva 3T        3.0   \n",
       "6.003                                     Ingenia CDAS 3T        3.0   \n",
       "6.004                                     Ingenia CDAS 3T        3.0   \n",
       "6.005                                     Ingenia CDAS 3T        3.0   \n",
       "6.006                                     Ingenia CDAS 3T        3.0   \n",
       "6.007                                          Ingenia 3T        3.0   \n",
       "6.008                                          Ingenia 3T        3.0   \n",
       "6.009   Ingenia 3T (tuned to slightly lower f0 due to ...        3.0   \n",
       "6.010   Ingenia 3T (tuned to slightly lower f0 due to ...        3.0   \n",
       "6.011                                          Ingenia 3T        3.0   \n",
       "6.012                                          Ingenia 3T        3.0   \n",
       "6.013                                     Ingenia DDAS 3T        3.0   \n",
       "6.014                                     Ingenia DDAS 3T        3.0   \n",
       "7.001                                      Ingenia R5.3.1        3.0   \n",
       "7.002                                             MR 53.1        3.0   \n",
       "8.001                                          Prisma fit        3.0   \n",
       "8.002                                          Prisma fit        3.0   \n",
       "9.001                                      Magnetom Skyra        3.0   \n",
       "10.001                                  DV26.0_R03_1831.b        3.0   \n",
       "10.002                                  DV26.0_R03_1831.b        3.0   \n",
       "10.003                                  DV26.0_R03_1831.b        3.0   \n",
       "10.004                                  DV26.0_R03_1831.b        3.0   \n",
       "11.001                                        Skyra VE11C        3.0   \n",
       "11.002                                        Skyra VE11C        3.0   \n",
       "12.001                                         Prisma fit        3.0   \n",
       "13.001                              Achieva dStream 5.6.1        3.0   \n",
       "\n",
       "       sample type  ...                                 T1 - NIST sphere 5  \\\n",
       "id                  ...                                                      \n",
       "1.001         NIST  ...  [486.3, 485.5, 487.2, 489.1, 492.1, 494.1, 488...   \n",
       "1.002         NIST  ...  [486.3, 485.5, 487.2, 489.1, 492.3, 494.1, 488...   \n",
       "2.001         NIST  ...  [411.8, 405.8, 404.0, 403.3, 399.1, 397.0, 398...   \n",
       "3.001         NIST  ...  [441.5, 444.1, 447.8, 439.5, 461.8, 466.1, 468...   \n",
       "4.001         NIST  ...  [475.4, 483.3, 483.7, 481.8, 485.6, 482.1, 479...   \n",
       "4.002         NIST  ...  [484.2, 480.1, 485.4, 485.4, 481.7, 479.9, 480...   \n",
       "4.003         NIST  ...  [467.4, 495.4, 486.6, 481.5, 482.8, 480.0, 466...   \n",
       "4.004         NIST  ...  [489.8, 482.0, 480.5, 482.9, 483.1, 479.1, 482...   \n",
       "4.005         NIST  ...  [486.2, 486.0, 480.2, 478.1, 481.6, 485.8, 487...   \n",
       "4.006         NIST  ...  [491.1, 487.7, 481.8, 486.0, 487.0, 489.6, 485...   \n",
       "5.001         NIST  ...  [504.7, 512.0, 506.8, 506.8, 510.7, 506.0, 515...   \n",
       "5.002         NIST  ...  [501.2, 511.8, 502.3, 502.1, 513.2, 505.4, 520...   \n",
       "6.001         NIST  ...  [508.1, 500.5, 498.2, 500.5, 501.1, 505.5, 483...   \n",
       "6.002         NIST  ...  [508.9, 502.0, 499.4, 500.5, 501.8, 507.9, 484...   \n",
       "6.003         NIST  ...  [488.4, 492.1, 495.6, 491.3, 481.0, 486.4, 473...   \n",
       "6.004         NIST  ...  [484.6, 490.4, 495.6, 493.3, 482.7, 490.6, 473...   \n",
       "6.005         NIST  ...  [475.5, 498.4, 498.4, 494.4, 493.4, 483.4, 473...   \n",
       "6.006         NIST  ...  [475.6, 500.2, 496.9, 494.9, 495.7, 481.0, 474...   \n",
       "6.007         NIST  ...  [488.6, 502.1, 510.0, 494.5, 483.9, 486.6, 478...   \n",
       "6.008         NIST  ...  [485.4, 499.7, 513.7, 493.4, 483.1, 487.9, 471...   \n",
       "6.009         NIST  ...  [462.3, 470.1, 465.6, 472.6, 469.6, 460.6, 472...   \n",
       "6.010         NIST  ...  [468.8, 479.1, 470.8, 484.4, 480.4, 464.8, 477...   \n",
       "6.011         NIST  ...  [492.7, 487.2, 489.7, 493.9, 498.2, 487.5, 493...   \n",
       "6.012         NIST  ...  [491.5, 481.6, 486.3, 491.0, 503.4, 484.1, 489...   \n",
       "6.013         NIST  ...  [484.4, 483.7, 483.1, 483.6, 483.4, 486.0, 484...   \n",
       "6.014         NIST  ...  [487.7, 483.7, 482.5, 481.4, 481.5, 490.9, 498...   \n",
       "7.001         NIST  ...  [493.4, 492.2, 492.3, 487.0, 486.8, 480.1, 502...   \n",
       "7.002         NIST  ...  [499.0, 502.6, 508.0, 510.1, 504.0, 504.0, 495...   \n",
       "8.001         NIST  ...  [511.7, 504.0, 499.1, 500.2, 499.6, 512.6, 510...   \n",
       "8.002         NIST  ...  [444.4, 427.3, 418.8, 420.2, 421.0, 431.3, 448...   \n",
       "9.001         NIST  ...  [480.2, 488.0, 490.9, 496.2, 487.0, 489.6, 477...   \n",
       "10.001        NIST  ...  [483.5, 477.7, 479.2, 474.9, 468.2, 469.3, 485...   \n",
       "10.002        NIST  ...  [484.5, 478.7, 479.8, 475.5, 469.0, 469.8, 486...   \n",
       "10.003        NIST  ...  [490.6, 496.5, 490.6, 490.6, 489.4, 487.1, 479...   \n",
       "10.004        NIST  ...  [490.7, 496.7, 490.9, 490.7, 489.6, 487.3, 479...   \n",
       "11.001        NIST  ...  [490.1, 482.1, 454.4, 464.4, 463.1, 456.1, 488...   \n",
       "11.002        NIST  ...  [491.5, 481.6, 461.4, 459.6, 453.4, 448.5, 492...   \n",
       "12.001        NIST  ...  [418.2, 409.6, 411.2, 413.1, 411.9, 417.9, 419...   \n",
       "13.001        NIST  ...                                               None   \n",
       "\n",
       "                                       T1 - NIST sphere 6  \\\n",
       "id                                                          \n",
       "1.001   [345.5, 346.6, 344.9, 345.4, 343.7, 352.4, 342...   \n",
       "1.002   [345.5, 346.6, 344.9, 345.4, 343.7, 352.4, 342...   \n",
       "2.001   [243.9, 257.4, 265.5, 260.9, 266.9, 264.5, 268...   \n",
       "3.001   [343.7, 331.3, 326.6, 350.0, 334.6, 328.2, 346...   \n",
       "4.001   [351.5, 344.0, 341.9, 338.0, 338.5, 343.8, 343...   \n",
       "4.002   [338.9, 335.0, 341.5, 338.6, 340.6, 341.7, 342...   \n",
       "4.003   [324.7, 340.0, 343.0, 347.8, 339.7, 348.7, 351...   \n",
       "4.004   [325.2, 335.3, 338.3, 337.7, 330.3, 337.6, 342...   \n",
       "4.005   [337.0, 335.4, 337.8, 335.6, 327.5, 341.3, 346...   \n",
       "4.006   [347.1, 347.5, 342.4, 342.0, 344.7, 347.0, 355...   \n",
       "5.001   [355.9, 357.3, 362.6, 360.6, 357.3, 360.7, 356...   \n",
       "5.002   [357.8, 356.1, 365.8, 358.0, 355.4, 367.8, 358...   \n",
       "6.001   [324.1, 313.6, 322.9, 325.2, 325.0, 324.7, 328...   \n",
       "6.002   [324.4, 314.4, 323.4, 325.9, 326.1, 325.0, 328...   \n",
       "6.003   [315.9, 319.0, 322.9, 319.5, 315.4, 321.6, 320...   \n",
       "6.004   [314.3, 319.2, 320.7, 323.1, 320.6, 324.9, 320...   \n",
       "6.005   [315.5, 306.9, 309.7, 309.7, 306.6, 314.9, 305...   \n",
       "6.006   [315.3, 303.5, 311.2, 310.6, 304.0, 315.6, 301...   \n",
       "6.007   [317.5, 319.3, 312.6, 318.6, 328.8, 308.9, 307...   \n",
       "6.008   [317.3, 321.5, 307.6, 315.9, 328.8, 307.7, 304...   \n",
       "6.009   [299.2, 299.8, 304.6, 306.1, 302.7, 309.0, 307...   \n",
       "6.010   [297.3, 297.3, 300.3, 302.7, 301.8, 309.8, 304...   \n",
       "6.011   [317.9, 327.2, 325.6, 316.8, 319.0, 325.6, 319...   \n",
       "6.012   [314.0, 327.2, 324.5, 313.6, 319.0, 324.1, 319...   \n",
       "6.013   [313.1, 311.0, 305.9, 307.6, 313.6, 310.8, 307...   \n",
       "6.014   [309.2, 316.5, 308.1, 308.7, 312.4, 305.8, 301...   \n",
       "7.001   [358.6, 353.2, 352.9, 359.3, 352.2, 357.4, 358...   \n",
       "7.002   [342.0, 344.7, 353.3, 351.8, 355.9, 355.3, 355...   \n",
       "8.001   [343.8, 345.1, 344.6, 346.3, 350.0, 345.3, 347...   \n",
       "8.002   [324.3, 313.8, 307.1, 303.5, 302.2, 335.9, 315...   \n",
       "9.001   [339.1, 339.2, 341.2, 340.2, 340.5, 340.7, 349...   \n",
       "10.001  [353.7, 338.3, 333.4, 339.1, 354.2, 335.8, 342...   \n",
       "10.002  [354.2, 339.2, 334.3, 339.9, 354.7, 336.8, 343...   \n",
       "10.003  [336.0, 344.6, 342.4, 346.8, 342.2, 336.4, 326...   \n",
       "10.004  [336.3, 344.8, 342.4, 347.2, 342.6, 336.4, 325...   \n",
       "11.001  [345.5, 318.7, 319.0, 336.8, 347.7, 333.0, 346...   \n",
       "11.002  [345.3, 342.5, 343.3, 337.3, 342.4, 339.7, 341...   \n",
       "12.001  [309.3, 315.5, 310.8, 307.3, 309.3, 318.7, 327...   \n",
       "13.001                                               None   \n",
       "\n",
       "                                       T1 - NIST sphere 7  \\\n",
       "id                                                          \n",
       "1.001   [245.8, 248.4, 245.6, 243.3, 238.6, 236.1, 240...   \n",
       "1.002   [245.8, 248.4, 245.6, 243.3, 238.6, 236.1, 240...   \n",
       "2.001   [194.7, 99.2, 102.7, 103.9, 97.1, 118.0, 132.9...   \n",
       "3.001   [233.2, 239.1, 241.6, 237.5, 237.0, 243.1, 240...   \n",
       "4.001   [241.4, 237.1, 239.9, 243.0, 241.4, 241.9, 239...   \n",
       "4.002   [238.8, 237.7, 237.4, 236.8, 236.9, 235.7, 241...   \n",
       "4.003   [240.6, 246.7, 246.6, 244.3, 248.4, 248.8, 242...   \n",
       "4.004   [240.2, 243.3, 242.8, 241.3, 239.9, 239.3, 236...   \n",
       "4.005   [246.0, 241.5, 241.3, 242.5, 241.1, 240.2, 244...   \n",
       "4.006   [244.0, 240.7, 240.0, 242.1, 245.2, 240.3, 242...   \n",
       "5.001   [254.9, 255.6, 254.5, 256.3, 258.9, 258.9, 251...   \n",
       "5.002   [255.1, 255.8, 251.1, 256.0, 263.5, 264.4, 253...   \n",
       "6.001   [248.4, 248.8, 252.2, 246.5, 247.0, 255.3, 250...   \n",
       "6.002   [248.8, 248.9, 252.6, 246.3, 247.1, 255.8, 251...   \n",
       "6.003   [246.1, 249.1, 253.5, 251.3, 252.9, 251.7, 256...   \n",
       "6.004   [245.1, 248.1, 255.1, 248.1, 252.6, 250.5, 256...   \n",
       "6.005   [239.2, 236.0, 235.2, 235.4, 239.8, 237.2, 238...   \n",
       "6.006   [237.5, 232.0, 232.2, 232.5, 242.9, 236.2, 239...   \n",
       "6.007   [242.7, 249.8, 248.9, 243.8, 231.4, 239.7, 241...   \n",
       "6.008   [243.5, 255.3, 251.4, 250.3, 228.4, 243.4, 244...   \n",
       "6.009   [236.4, 242.0, 241.4, 240.4, 238.9, 241.1, 241...   \n",
       "6.010   [236.1, 239.6, 238.9, 238.7, 238.7, 241.6, 239...   \n",
       "6.011   [246.5, 245.0, 243.0, 243.9, 240.9, 238.3, 237...   \n",
       "6.012   [245.3, 243.3, 240.4, 241.3, 239.7, 234.4, 237...   \n",
       "6.013   [243.8, 243.6, 243.6, 243.8, 242.3, 239.8, 240...   \n",
       "6.014   [245.0, 241.2, 239.8, 242.3, 242.7, 237.4, 241...   \n",
       "7.001   [243.2, 240.3, 243.1, 246.1, 248.0, 245.6, 241...   \n",
       "7.002   [253.1, 254.4, 254.3, 254.9, 256.8, 255.1, 250...   \n",
       "8.001   [259.7, 258.6, 262.8, 260.8, 263.8, 260.1, 262...   \n",
       "8.002   [233.8, 218.7, 216.5, 216.1, 212.9, 211.3, 239...   \n",
       "9.001   [247.4, 246.0, 243.7, 249.1, 246.8, 245.0, 247...   \n",
       "10.001  [238.1, 231.8, 243.3, 242.4, 231.1, 236.0, 240...   \n",
       "10.002  [238.1, 232.0, 243.5, 242.5, 231.2, 236.1, 240...   \n",
       "10.003  [251.6, 242.1, 239.2, 243.5, 243.0, 246.1, 234...   \n",
       "10.004  [251.8, 242.2, 239.3, 243.4, 243.2, 246.3, 234...   \n",
       "11.001  [256.4, 254.9, 251.0, 257.1, 260.5, 254.7, 251...   \n",
       "11.002  [241.5, 243.8, 236.3, 235.7, 238.9, 254.0, 242...   \n",
       "12.001  [209.4, 225.1, 226.0, 216.0, 212.5, 211.6, 208...   \n",
       "13.001                                               None   \n",
       "\n",
       "                                       T1 - NIST sphere 8  \\\n",
       "id                                                          \n",
       "1.001   [175.1, 173.4, 178.8, 180.8, 181.3, 177.8, 176...   \n",
       "1.002   [175.1, 173.4, 178.8, 180.8, 181.3, 177.8, 176...   \n",
       "2.001   [14.1, 9.5, 10.0, 1.4, 3.0, 4.9, 14.0, 14.0, 1...   \n",
       "3.001   [172.9, 177.2, 183.0, 180.9, 177.0, 175.1, 177...   \n",
       "4.001   [167.0, 169.7, 172.5, 171.0, 166.8, 168.0, 173...   \n",
       "4.002   [173.5, 174.4, 173.6, 178.5, 171.9, 171.1, 170...   \n",
       "4.003   [174.8, 175.9, 178.1, 180.4, 178.3, 178.3, 179...   \n",
       "4.004   [172.3, 168.9, 171.2, 171.5, 171.8, 170.9, 173...   \n",
       "4.005   [176.4, 174.6, 290.1, 178.2, 179.6, 292.5, 176...   \n",
       "4.006   [279.7, 295.7, 284.7, 288.5, 176.8, 177.4, 175...   \n",
       "5.001   [465.1, 456.0, 449.4, 441.7, 435.8, 194.6, 409...   \n",
       "5.002   [192.2, 193.3, 192.2, 193.5, 195.0, 195.6, 183...   \n",
       "6.001   [164.0, 170.6, 165.1, 167.2, 166.8, 168.9, 172...   \n",
       "6.002   [164.1, 170.4, 165.1, 167.0, 166.7, 168.5, 172...   \n",
       "6.003   [161.4, 161.5, 162.8, 161.5, 164.2, 164.7, 160...   \n",
       "6.004   [160.5, 159.6, 160.3, 157.1, 163.5, 162.1, 160...   \n",
       "6.005   [160.1, 155.1, 154.8, 160.1, 157.2, 157.8, 164...   \n",
       "6.006   [159.5, 153.4, 151.8, 161.1, 154.5, 157.7, 161...   \n",
       "6.007   [161.6, 163.6, 232.9, 230.0, 254.1, 160.1, 243...   \n",
       "6.008   [163.9, 167.3, 174.2, 163.3, 178.1, 161.2, 170...   \n",
       "6.009   [163.5, 162.0, 160.4, 162.1, 296.5, 164.5, 154...   \n",
       "6.010   [162.4, 161.9, 157.2, 162.9, 159.3, 165.5, 154...   \n",
       "6.011   [163.2, 156.1, 240.1, 238.9, 160.9, 162.2, 164...   \n",
       "6.012   [164.9, 154.4, 163.4, 162.0, 157.1, 159.3, 163...   \n",
       "6.013   [159.6, 161.0, 161.1, 161.0, 161.4, 162.9, 296...   \n",
       "6.014   [158.8, 159.6, 156.9, 157.7, 157.8, 162.8, 155...   \n",
       "7.001   [176.3, 176.0, 176.0, 173.9, 171.2, 178.7, 176...   \n",
       "7.002   [178.8, 178.7, 179.4, 179.4, 178.0, 181.8, 180...   \n",
       "8.001   [193.0, 188.6, 187.6, 188.4, 187.7, 190.1, 189...   \n",
       "8.002   [165.3, 137.6, 146.0, 156.6, 153.8, 151.0, 179...   \n",
       "9.001   [175.0, 170.8, 167.4, 163.7, 163.4, 165.4, 175...   \n",
       "10.001  [178.6, 380.3, 364.9, 172.9, 179.0, 341.7, 169...   \n",
       "10.002  [178.9, 194.9, 190.4, 172.4, 179.2, 186.6, 168...   \n",
       "10.003  [261.4, 175.1, 178.1, 177.8, 178.9, 175.1, 172...   \n",
       "10.004  [170.2, 175.0, 178.1, 177.7, 178.8, 175.0, 172...   \n",
       "11.001  [182.0, 181.6, 182.0, 184.3, 183.7, 177.9, 178...   \n",
       "11.002  [196.5, 191.0, 187.4, 188.5, 181.5, 171.0, 193...   \n",
       "12.001  [148.3, 151.5, 152.7, 142.9, 137.6, 136.5, 144...   \n",
       "13.001                                               None   \n",
       "\n",
       "                                       T1 - NIST sphere 9  \\\n",
       "id                                                          \n",
       "1.001   [183.8, 181.6, 185.3, 184.6, 118.4, 118.1, 116...   \n",
       "1.002   [127.7, 128.7, 129.9, 128.7, 118.4, 118.1, 116...   \n",
       "2.001   [3.3, 10.0, 3.0, 10.6, 2.7, 13.2, 13.0, 2.0, 6...   \n",
       "3.001   [182.6, 181.7, 180.5, 127.3, 119.7, 112.3, 117...   \n",
       "4.001   [61.5, 112.4, 117.0, 114.3, 117.3, 110.7, 126....   \n",
       "4.002   [106.7, 109.9, 114.2, 117.8, 123.1, 123.7, 124...   \n",
       "4.003   [141.5, 147.4, 125.8, 129.8, 146.7, 147.1, 124...   \n",
       "4.004   [112.7, 108.0, 124.3, 110.4, 111.2, 108.9, 113...   \n",
       "4.005   [118.0, 118.5, 142.4, 140.5, 121.1, 116.8, 140...   \n",
       "4.006   [135.8, 136.6, 130.6, 138.8, 134.7, 137.9, 139...   \n",
       "5.001   [190.8, 192.0, 191.2, 189.0, 181.9, 135.5, 188...   \n",
       "5.002   [142.8, 141.1, 141.6, 142.6, 139.3, 132.9, 145...   \n",
       "6.001   [129.7, 169.7, 167.8, 129.0, 154.3, 120.9, 125...   \n",
       "6.002   [129.6, 126.1, 126.2, 128.5, 119.1, 120.4, 125...   \n",
       "6.003   [111.0, 159.8, 118.7, 117.5, 118.5, 120.0, 117...   \n",
       "6.004   [110.8, 119.6, 118.0, 117.4, 119.1, 121.0, 118...   \n",
       "6.005   [94.6, 118.8, 107.8, 105.8, 106.9, 111.1, 102....   \n",
       "6.006   [93.9, 119.2, 108.7, 108.6, 113.3, 114.8, 102....   \n",
       "6.007   [137.5, 134.8, 126.5, 132.1, 134.9, 141.4, 137...   \n",
       "6.008   [118.5, 118.0, 131.5, 115.8, 120.9, 126.1, 125...   \n",
       "6.009   [115.7, 141.3, 148.1, 150.6, 118.8, 118.5, 118...   \n",
       "6.010   [116.0, 110.2, 115.6, 118.9, 116.3, 117.2, 116...   \n",
       "6.011   [121.4, 129.5, 115.5, 133.2, 128.3, 137.4, 144...   \n",
       "6.012   [119.6, 115.7, 113.6, 121.3, 111.0, 124.0, 127...   \n",
       "6.013   [152.0, 171.5, 123.3, 121.2, 114.2, 113.5, 116...   \n",
       "6.014   [114.6, 127.5, 127.0, 124.5, 114.4, 114.5, 116...   \n",
       "7.001   [137.7, 116.7, 123.1, 119.4, 159.5, 183.1, 151...   \n",
       "7.002   [161.6, 125.9, 126.9, 150.0, 159.6, 165.1, 161...   \n",
       "8.001   [218.8, 205.4, 198.5, 193.7, 199.6, 217.3, 217...   \n",
       "8.002   [129.1, 106.3, 103.0, 107.9, 105.6, 97.8, 144....   \n",
       "9.001   [114.7, 117.2, 120.6, 117.0, 112.1, 116.5, 117...   \n",
       "10.001  [183.1, 188.1, 162.9, 117.9, 111.1, 101.4, 85....   \n",
       "10.002  [153.3, 152.8, 135.8, 117.5, 111.4, 101.5, 85....   \n",
       "10.003  [116.1, 113.5, 140.5, 118.4, 143.2, 122.7, 115...   \n",
       "10.004  [116.0, 113.5, 122.5, 118.2, 124.7, 122.5, 115...   \n",
       "11.001  [199.4, 179.3, 185.2, 226.7, 142.2, 121.0, 202...   \n",
       "11.002  [220.9, 207.4, 197.3, 182.4, 185.3, 191.7, 208...   \n",
       "12.001  [250.9, 204.6, 129.6, 128.0, 125.5, 126.5, 230...   \n",
       "13.001                                               None   \n",
       "\n",
       "                                      T1 - NIST sphere 10  \\\n",
       "id                                                          \n",
       "1.001   [108.6, 96.3, 81.1, 72.4, 90.5, 100.2, 94.6, 8...   \n",
       "1.002   [98.7, 96.4, 81.1, 72.4, 90.6, 91.6, 86.8, 81....   \n",
       "2.001   [1.2, 10.7, 1.2, 3.3, 3.3, 3.6, 9.5, 97.4, 2.6...   \n",
       "3.001   [111.7, 99.3, 92.3, 86.1, 113.5, 116.2, 99.2, ...   \n",
       "4.001   [69.5, 89.5, 90.8, 88.0, 91.1, 66.0, 90.3, 87....   \n",
       "4.002   [3.2, 63.4, 3.0, 4.1, 48.1, 78.1, 1.3, 85.5, 9...   \n",
       "4.003   [93.4, 95.4, 92.3, 90.2, 81.9, 76.0, 91.6, 80....   \n",
       "4.004   [90.0, 87.4, 78.8, 72.3, 2.8, 52.4, 80.2, 57.3...   \n",
       "4.005   [91.4, 71.4, 84.4, 85.7, 85.3, 81.3, 92.6, 85....   \n",
       "4.006   [84.7, 82.3, 76.1, 77.5, 74.1, 83.4, 3.3, 79.7...   \n",
       "5.001   [119.7, 119.5, 117.8, 116.9, 119.1, 124.4, 120...   \n",
       "5.002   [111.0, 111.7, 106.9, 106.9, 113.2, 118.5, 111...   \n",
       "6.001   [116.7, 98.3, 98.0, 116.6, 107.4, 84.4, 97.0, ...   \n",
       "6.002   [106.0, 99.0, 97.3, 108.3, 99.6, 84.2, 96.8, 8...   \n",
       "6.003   [109.8, 98.7, 103.1, 101.6, 100.7, 105.5, 122....   \n",
       "6.004   [100.2, 85.7, 94.0, 89.1, 87.3, 94.3, 112.8, 5...   \n",
       "6.005   [2.8, 63.3, 10.0, 3.2, 61.3, 74.9, 45.7, 8.4, ...   \n",
       "6.006   [2.0, 67.1, 1.3, 3.5, 74.7, 65.0, 4.6, 4.0, 10...   \n",
       "6.007   [81.4, 95.2, 103.9, 96.0, 89.5, 78.1, 105.5, 8...   \n",
       "6.008   [78.5, 103.6, 107.4, 105.0, 100.8, 64.5, 105.8...   \n",
       "6.009   [3.1, 91.8, 94.4, 100.2, 86.1, 66.0, 76.0, 76....   \n",
       "6.010   [10.6, 83.0, 85.9, 98.9, 83.0, 2.4, 71.7, 66.0...   \n",
       "6.011   [87.7, 1.2, 72.1, 80.5, 91.6, 92.0, 61.4, 2.0,...   \n",
       "6.012   [89.9, 3.7, 64.1, 73.5, 89.0, 86.4, 83.6, 1.8,...   \n",
       "6.013   [110.7, 1.3, 4.2, 55.9, 44.1, 43.4, 112.9, 5.0...   \n",
       "6.014   [99.0, 2.5, 6.5, 57.4, 2.0, 50.9, 101.6, 2.7, ...   \n",
       "7.001   [89.6, 97.9, 86.9, 91.1, 88.6, 110.5, 96.1, 7....   \n",
       "7.002   [107.6, 105.9, 99.7, 98.5, 106.7, 98.1, 95.6, ...   \n",
       "8.001   [136.3, 146.8, 141.6, 139.1, 148.5, 145.2, 128...   \n",
       "8.002   [157.8, 136.4, 142.3, 153.1, 142.4, 146.2, 165...   \n",
       "9.001   [97.2, 89.2, 93.4, 104.1, 92.8, 98.2, 95.8, 77...   \n",
       "10.001  [56.0, 123.8, 104.4, 97.4, 97.5, 86.7, 84.9, 7...   \n",
       "10.002  [54.8, 123.4, 104.7, 97.1, 96.7, 86.6, 85.2, 7...   \n",
       "10.003  [84.8, 92.3, 80.8, 83.8, 82.3, 83.1, 88.6, 88....   \n",
       "10.004  [84.8, 93.0, 82.2, 85.1, 82.5, 83.4, 89.6, 88....   \n",
       "11.001  [114.9, 136.4, 128.9, 135.2, 147.2, 136.1, 133...   \n",
       "11.002  [128.1, 103.5, 134.1, 110.2, 121.6, 152.1, 81....   \n",
       "12.001  [139.4, 152.2, 154.2, 159.0, 162.9, 157.5, 148...   \n",
       "13.001                                               None   \n",
       "\n",
       "                                      T1 - NIST sphere 11  \\\n",
       "id                                                          \n",
       "1.001   [101.0, 86.5, 2.5, 1.1, 2.6, 56.5, 68.2, 71.5,...   \n",
       "1.002   [101.0, 86.5, 6.2, 10.0, 3.3, 58.2, 70.5, 73.3...   \n",
       "2.001   [72.6, 98.0, 9.5, 97.6, 66.4, 59.3, 70.3, 83.5...   \n",
       "3.001   [47.2, 9.5, 84.5, 95.7, 70.7, 1.0, 75.3, 86.0,...   \n",
       "4.001   [55.0, 63.8, 62.1, 66.7, 66.5, 1.3, 41.6, 71.0...   \n",
       "4.002   [6.0, 5.0, 71.8, 73.7, 85.8, 89.1, 83.0, 69.1,...   \n",
       "4.003   [3.1, 2.4, 6.1, 2.0, 2.3, 3.2, 78.3, 2.5, 52.5...   \n",
       "4.004   [3.3, 6.2, 3.3, 3.0, 1.0, 6.4, 2.0, 1.9, 49.8,...   \n",
       "4.005   [2.0, 42.0, 63.4, 69.0, 77.8, 74.8, 8.2, 81.8,...   \n",
       "4.006   [3.2, 3.3, 3.7, 5.0, 1.1, 2.0, 9.5, 1.2, 70.4,...   \n",
       "5.001   [95.0, 82.1, 100.2, 106.2, 83.4, 101.2, 136.6,...   \n",
       "5.002   [97.2, 90.5, 111.3, 117.3, 96.4, 110.2, 136.4,...   \n",
       "6.001   [75.7, 57.5, 72.5, 101.0, 58.1, 69.8, 72.7, 66...   \n",
       "6.002   [79.1, 52.7, 76.2, 101.5, 59.9, 74.0, 73.8, 72...   \n",
       "6.003   [93.9, 87.7, 81.0, 121.4, 2.7, 6.1, 4.7, 2.7, ...   \n",
       "6.004   [90.5, 85.1, 81.0, 111.5, 9.5, 9.5, 1.2, 10.0,...   \n",
       "6.005   [2.5, 1.9, 3.3, 3.2, 2.4, 1.9, 2.6, 2.7, 3.0, ...   \n",
       "6.006   [1.2, 4.0, 10.0, 1.4, 9.5, 10.2, 1.2, 4.5, 9.5...   \n",
       "6.007   [1.1, 2.7, 1.7, 101.3, 42.7, 2.8, 58.3, 73.9, ...   \n",
       "6.008   [6.7, 1.1, 1.3, 90.9, 1.5, 4.0, 67.1, 74.3, 1....   \n",
       "6.009   [68.2, 1.0, 60.2, 2.8, 2.8, 1.9, 1.2, 1.9, 1.2...   \n",
       "6.010   [72.8, 2.5, 69.1, 10.0, 1.0, 4.0, 4.4, 4.0, 2....   \n",
       "6.011   [74.1, 1.3, 40.2, 2.5, 4.9, 4.4, 9.5, 1.2, 1.6...   \n",
       "6.012   [76.9, 9.5, 67.4, 4.8, 3.0, 7.1, 2.4, 6.3, 8.8...   \n",
       "6.013   [54.8, 2.7, 2.0, 1.8, 2.8, 3.2, 2.7, 3.3, 1.2,...   \n",
       "6.014   [68.9, 9.5, 9.5, 9.5, 3.1, 9.5, 10.3, 4.8, 2.5...   \n",
       "7.001   [55.0, 2.5, 1.9, 9.5, 72.4, 72.3, 2.1, 3.2, 1....   \n",
       "7.002   [2.7, 74.2, 69.0, 4.0, 2.4, 78.7, 110.6, 99.6,...   \n",
       "8.001   [117.7, 102.3, 102.3, 114.1, 106.0, 144.4, 97....   \n",
       "8.002   [132.8, 112.1, 103.8, 124.5, 129.1, 98.1, 106....   \n",
       "9.001   [62.8, 4.0, 9.5, 1.3, 6.3, 78.6, 3.0, 69.8, 2....   \n",
       "10.001  [8.1, 2.0, 1.2, 5.0, 82.8, 111.1, 118.8, 95.4,...   \n",
       "10.002  [2.6, 1.2, 1.6, 4.4, 86.6, 110.2, 135.2, 106.6...   \n",
       "10.003  [58.2, 43.1, 4.0, 62.0, 2.8, 10.0, 63.3, 56.9,...   \n",
       "10.004  [58.3, 49.5, 10.9, 68.1, 40.8, 5.0, 64.3, 58.5...   \n",
       "11.001  [107.1, 113.7, 126.7, 134.4, 76.6, 2.0, 91.7, ...   \n",
       "11.002  [8.3, 71.5, 85.6, 103.1, 120.5, 105.4, 113.4, ...   \n",
       "12.001  [113.2, 126.1, 125.9, 116.3, 131.9, 122.4, 109...   \n",
       "13.001                                               None   \n",
       "\n",
       "                                      T1 - NIST sphere 12  \\\n",
       "id                                                          \n",
       "1.001   [4.0, 2.8, 4.2, 77.1, 69.6, 1.2, 80.8, 63.0, 2...   \n",
       "1.002   [3.3, 1.1, 6.7, 76.9, 69.8, 10.0, 80.8, 71.9, ...   \n",
       "2.001   [83.1, 1.3, 71.6, 77.7, 1.0, 96.8, 94.5, 84.6,...   \n",
       "3.001   [3.0, 1.8, 1.2, 5.6, 74.3, 9.5, 46.4, 96.2, 2....   \n",
       "4.001   [66.3, 10.0, 63.0, 74.6, 86.5, 2.5, 64.4, 74.9...   \n",
       "4.002   [1.2, 3.0, 3.0, 3.3, 49.5, 2.7, 4.7, 7.0, 6.3,...   \n",
       "4.003   [109.4, 3.4, 8.4, 8.9, 5.3, 42.9, 91.1, 9.5, 4...   \n",
       "4.004   [1.0, 1.1, 1.2, 1.0, 2.1, 8.1, 79.8, 1.3, 1.2,...   \n",
       "4.005   [1.9, 1.0, 1.3, 6.6, 3.2, 2.8, 1.0, 61.5, 3.0,...   \n",
       "4.006   [2.0, 1.1, 1.0, 4.0, 1.3, 4.6, 9.5, 1.9, 3.1, ...   \n",
       "5.001   [129.6, 109.9, 118.3, 141.8, 126.5, 126.4, 127...   \n",
       "5.002   [133.2, 112.2, 116.3, 135.8, 127.6, 124.1, 120...   \n",
       "6.001   [110.4, 92.2, 117.5, 106.7, 120.4, 1.0, 158.4,...   \n",
       "6.002   [108.1, 88.0, 113.6, 105.6, 119.8, 9.5, 155.8,...   \n",
       "6.003   [8.2, 3.3, 1.1, 2.4, 2.7, 9.1, 64.5, 73.0, 88....   \n",
       "6.004   [8.0, 5.0, 2.2, 10.0, 3.1, 3.1, 9.5, 10.9, 73....   \n",
       "6.005   [9.5, 2.7, 1.8, 4.0, 3.3, 1.2, 2.1, 90.3, 2.4,...   \n",
       "6.006   [9.5, 3.1, 4.7, 10.7, 4.3, 9.5, 10.0, 79.1, 7....   \n",
       "6.007   [54.7, 5.0, 1.8, 2.7, 9.5, 64.4, 4.0, 93.0, 3....   \n",
       "6.008   [79.9, 61.5, 6.9, 3.0, 10.9, 90.1, 5.0, 90.9, ...   \n",
       "6.009   [79.8, 71.9, 72.2, 67.3, 90.1, 157.8, 1.2, 1.8...   \n",
       "6.010   [81.1, 95.8, 88.7, 100.5, 101.7, 142.2, 10.0, ...   \n",
       "6.011   [9.5, 83.8, 42.7, 2.0, 3.0, 60.7, 2.5, 1.8, 10...   \n",
       "6.012   [5.0, 99.8, 82.3, 10.3, 81.5, 2.1, 3.0, 2.3, 2...   \n",
       "6.013   [91.5, 1.2, 45.7, 3.1, 1.8, 1.3, 86.6, 4.0, 3....   \n",
       "6.014   [86.2, 9.5, 75.6, 75.6, 39.4, 7.5, 83.1, 2.7, ...   \n",
       "7.001   [1.8, 2.0, 2.4, 2.9, 2.5, 354.9, 10.0, 1.8, 1....   \n",
       "7.002   [93.3, 1.2, 60.0, 93.9, 132.9, 61.2, 99.9, 71....   \n",
       "8.001   [1860.9, 167.8, 177.6, 181.2, 2513.0, 191.7, 1...   \n",
       "8.002   [172.5, 151.5, 168.1, 136.3, 175.4, 10.0, 159....   \n",
       "9.001   [1.2, 1.0, 2.0, 2.5, 66.3, 48.3, 74.8, 98.0, 4...   \n",
       "10.001  [74.2, 97.7, 83.2, 1.2, 2.5, 103.9, 164.9, 6.3...   \n",
       "10.002  [90.1, 131.7, 114.4, 9.5, 2.7, 109.8, 164.0, 1...   \n",
       "10.003  [2.5, 65.6, 60.9, 3.0, 79.4, 51.6, 4.9, 1.8, 8...   \n",
       "10.004  [3.1, 71.5, 78.2, 5.8, 85.6, 69.1, 1.9, 2.6, 5...   \n",
       "11.001  [165.7, 148.0, 153.6, 95.4, 139.5, 126.0, 137....   \n",
       "11.002  [9.8, 141.8, 128.1, 110.9, 104.4, 56.2, 92.3, ...   \n",
       "12.001  [122.3, 193.7, 178.2, 139.7, 157.7, 1446.0, 28...   \n",
       "13.001                                               None   \n",
       "\n",
       "                                      T1 - NIST sphere 13  \\\n",
       "id                                                          \n",
       "1.001   [75.6, 80.7, 79.2, 72.4, 106.0, 90.5, 3.7, 3.0...   \n",
       "1.002   [75.5, 81.0, 79.2, 72.3, 106.1, 90.3, 3.3, 1.9...   \n",
       "2.001   [9.5, 2.7, 115.4, 93.9, 101.7, 114.1, 108.8, 8...   \n",
       "3.001   [9.6, 2.0, 2.0, 90.5, 97.2, 107.1, 3.3, 2.7, 1...   \n",
       "4.001   [1.0, 69.1, 50.9, 2.5, 1.9, 94.2, 6.1, 3.8, 2....   \n",
       "4.002   [4.2, 1.3, 42.7, 42.6, 1.8, 7.9, 6.7, 104.3, 1...   \n",
       "4.003   [4.1, 70.5, 2.8, 68.4, 52.7, 2.5, 3.1, 70.2, 5...   \n",
       "4.004   [53.4, 8.3, 2.1, 2.7, 3.4, 3.7, 1.9, 2.7, 96.3...   \n",
       "4.005   [2.7, 2.0, 3.3, 90.7, 1.8, 1.8, 2.7, 1.3, 4.2,...   \n",
       "4.006   [98.9, 1.3, 4.8, 2.0, 2.0, 3.0, 3.0, 3.0, 7.7,...   \n",
       "5.001   [96.1, 89.7, 89.6, 99.1, 120.4, 124.6, 137.9, ...   \n",
       "5.002   [129.5, 125.4, 114.9, 119.8, 165.2, 166.4, 186...   \n",
       "6.001   [3.2, 74.6, 79.2, 1.0, 74.7, 1.8, 146.4, 87.2,...   \n",
       "6.002   [6.4, 100.1, 111.1, 9.5, 103.0, 7.0, 137.1, 13...   \n",
       "6.003   [74.1, 4.8, 2.8, 2.0, 1.2, 1.8, 4.4, 9.5, 95.6...   \n",
       "6.004   [79.3, 5.6, 2.0, 8.3, 1.2, 5.9, 3.0, 2.0, 97.3...   \n",
       "6.005   [3.0, 2.0, 4.1, 9.5, 10.0, 1.3, 5.0, 1.1, 2.0,...   \n",
       "6.006   [9.5, 4.0, 5.3, 9.5, 10.9, 10.0, 6.0, 3.4, 6.0...   \n",
       "6.007   [4.9, 4.5, 119.6, 148.8, 66.2, 2.1, 86.8, 103....   \n",
       "6.008   [81.7, 2.7, 129.0, 156.5, 2.7, 2.4, 116.4, 9.5...   \n",
       "6.009   [4.3, 104.0, 97.9, 83.6, 58.0, 5.0, 1.3, 2.3, ...   \n",
       "6.010   [7.5, 133.0, 128.8, 101.1, 106.0, 3.0, 10.0, 1...   \n",
       "6.011   [4.7, 6.3, 9.6, 2.8, 1.8, 152.2, 1.3, 67.3, 10...   \n",
       "6.012   [2.0, 9.5, 1.0, 4.9, 3.0, 148.6, 8.0, 142.8, 1...   \n",
       "6.013   [2.0, 7.0, 9.5, 5.0, 1.0, 55.6, 7.0, 4.3, 3.3,...   \n",
       "6.014   [5.6, 3.7, 67.4, 74.2, 5.0, 2.0, 6.9, 4.0, 4.0...   \n",
       "7.001   [5.0, 1.2, 2.0, 55.5, 2.0, 1.8, 72.9, 20.2, 73...   \n",
       "7.002   [7.6, 9.5, 148.3, 135.8, 117.7, 104.1, 128.4, ...   \n",
       "8.001   [201.2, 185.9, 190.3, 208.7, 208.6, 186.1, 153...   \n",
       "8.002   [172.3, 176.2, 162.6, 156.4, 173.2, 195.7, 177...   \n",
       "9.001   [1.6, 2.4, 1.2, 64.2, 7.2, 87.2, 2.8, 113.9, 2...   \n",
       "10.001  [4.1, 1.4, 3.0, 2.0, 70.3, 4.2, 68.7, 45.9, 42...   \n",
       "10.002  [10.9, 3.0, 1.8, 1.8, 119.9, 4.0, 110.8, 4.4, ...   \n",
       "10.003  [79.9, 116.5, 72.5, 109.1, 122.2, 2.0, 1.8, 3....   \n",
       "10.004  [123.0, 118.0, 88.7, 110.4, 124.5, 10.7, 7.1, ...   \n",
       "11.001  [133.1, 146.7, 193.0, 171.7, 168.5, 153.2, 229...   \n",
       "11.002  [223.2, 178.7, 125.0, 141.8, 156.5, 164.6, 157...   \n",
       "12.001  [185.0, 170.3, 163.8, 173.2, 205.9, 181.5, 151...   \n",
       "13.001                                               None   \n",
       "\n",
       "                                      T1 - NIST sphere 14  \n",
       "id                                                         \n",
       "1.001   [57.9, 71.3, 1.2, 2.8, 1.5, 97.1, 4.4, 84.3, 2...  \n",
       "1.002   [89.1, 113.3, 5.9, 4.0, 1.5, 96.7, 3.4, 84.5, ...  \n",
       "2.001   [85.8, 104.3, 1.2, 1.8, 127.8, 1.3, 124.5, 5.3...  \n",
       "3.001   [97.6, 1.3, 10.0, 107.2, 132.8, 9.6, 72.2, 153...  \n",
       "4.001   [60.7, 58.7, 47.6, 100.5, 40.0, 2.0, 1.6, 3.2,...  \n",
       "4.002   [10.7, 3.6, 58.9, 121.0, 96.1, 129.9, 89.3, 83...  \n",
       "4.003   [112.9, 104.8, 6.0, 2.7, 2.3, 3.1, 2.1, 3.0, 5...  \n",
       "4.004   [1.0, 2.5, 7.2, 4.0, 2.5, 2.4, 6.5, 4.8, 4.5, ...  \n",
       "4.005   [118.2, 3.3, 56.4, 65.1, 1.3, 2.0, 1.2, 8.3, 5...  \n",
       "4.006   [1.1, 9.5, 6.3, 7.2, 3.4, 10.0, 10.0, 2.0, 1.0...  \n",
       "5.001   [281.4, 283.3, 261.1, 597.2, 81.1, 315.8, 290....  \n",
       "5.002   [185.4, 174.8, 129.0, 270.6, 3.5, 419.4, 224.3...  \n",
       "6.001   [5.0, 60.3, 6.1, 153.9, 104.9, 60.1, 7.7, 84.6...  \n",
       "6.002   [10.6, 145.2, 10.0, 153.9, 119.6, 97.1, 3.6, 1...  \n",
       "6.003   [1.2, 1.0, 2.1, 202.1, 123.8, 91.8, 66.7, 173....  \n",
       "6.004   [10.0, 10.0, 10.0, 133.0, 133.9, 7.9, 100.0, 1...  \n",
       "6.005   [70.7, 68.4, 64.9, 6.0, 3.3, 3.1, 3.4, 1.8, 3....  \n",
       "6.006   [147.7, 109.0, 1.2, 6.4, 8.3, 106.5, 7.0, 9.5,...  \n",
       "6.007   [255.8, 363.4, 2.0, 8.1, 9.3, 2.7, 2.7, 3.0, 1...  \n",
       "6.008   [273.9, 372.6, 1.5, 1.8, 4.9, 102.1, 8.0, 2.4,...  \n",
       "6.009   [176.9, 1.2, 64.2, 3.1, 1.2, 6.2, 6.2, 61.5, 1...  \n",
       "6.010   [164.8, 4.2, 55.8, 2.8, 1.6, 1.1, 1.7, 145.1, ...  \n",
       "6.011   [198.9, 166.7, 99.7, 3.3, 64.5, 1.2, 2.6, 3.3,...  \n",
       "6.012   [196.4, 171.7, 80.2, 4.0, 172.8, 8.2, 10.3, 1....  \n",
       "6.013   [2.0, 9.1, 8.6, 2.0, 3.1, 2.7, 3.4, 1.2, 4.8, ...  \n",
       "6.014   [116.2, 71.4, 92.7, 1.0, 10.6, 2.0, 10.0, 6.0,...  \n",
       "7.001   [170.8, 241.2, 234.1, 72.1, 63.4, 97.6, 105.2,...  \n",
       "7.002   [230.0, 246.7, 162.9, 546.8, 57.0, 74.0, 92.3,...  \n",
       "8.001   [223.1, 210.9, 217.8, 288.5, 237.2, 224.6, 263...  \n",
       "8.002   [207.7, 230.4, 248.0, 185.9, 230.2, 246.0, 187...  \n",
       "9.001   [2.6, 2.6, 1.2, 7.3, 5.0, 52.3, 1.1, 78.1, 9.5...  \n",
       "10.001  [112.7, 71.0, 2.8, 1.4, 6.0, 228.5, 77.6, 2.7,...  \n",
       "10.002  [386.3, 189.2, 2.0, 7.0, 69.3, 299.9, 128.0, 1...  \n",
       "10.003  [69.7, 145.3, 209.7, 85.5, 50.1, 76.6, 2.8, 7....  \n",
       "10.004  [109.4, 135.6, 204.6, 189.0, 77.8, 138.0, 10.9...  \n",
       "11.001  [236.1, 219.0, 245.0, 306.2, 119.0, 65.0, 262....  \n",
       "11.002  [184.0, 220.6, 99.5, 170.7, 599.0, 113.5, 103....  \n",
       "12.001  [250.1, 196.8, 158.8, 246.5, 248.8, 162.2, 194...  \n",
       "13.001                                               None  \n",
       "\n",
       "[39 rows x 42 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### View a column values for a specific database ID (i.e. row)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OSF dataset                                   matthewgrechsollars_ICL_NIST\n",
       "OSF link                                    https://osf.io/7k96d/download/\n",
       "NIFTI filename           20200121_matthewgrechsollars_ICL_NIST/20200121...\n",
       "Data type                                                        Magnitude\n",
       "contact                                              Matthew Grech-Sollars\n",
       "site name                                          Imperial College London\n",
       "MRI vendor                                                         Siemens\n",
       "MRI version                                                   Prisma VE11C\n",
       "MRI field                                                              3.0\n",
       "sample type                                                           NIST\n",
       "phantom version                                                        130\n",
       "phantom serial number                                                  102\n",
       "phantom temperature                                                  21.89\n",
       "age                                                                   None\n",
       "sex                                                                   None\n",
       "sequence name                                        se_TI50/400/1100/2400\n",
       "sequence type                                 Spin-echo inversion recovery\n",
       "matrix size                                                    [256 256 1]\n",
       "resolution                                                         [1 1 2]\n",
       "dimension                                                               2D\n",
       "TR                                                                  2550.0\n",
       "echo time                                                             14.0\n",
       "TI                                                   [50, 400, 1100, 2400]\n",
       "bandwidth                                                              130\n",
       "T1 - genu (WM)                                                        None\n",
       "T1 - splenium (WM)                                                    None\n",
       "T1 - deep GM                                                          None\n",
       "T1 - cortical GM                                                      None\n",
       "T1 - NIST sphere 1       [2176.4, 2201.0, 2169.0, 2192.4, 2211.2, 2250....\n",
       "T1 - NIST sphere 2       [1437.0, 1481.8, 1451.0, 1428.2, 1395.4, 1411....\n",
       "T1 - NIST sphere 3       [993.4, 978.5, 977.9, 990.4, 993.2, 991.9, 990...\n",
       "T1 - NIST sphere 4       [700.0, 692.5, 697.2, 694.8, 698.1, 692.0, 702...\n",
       "T1 - NIST sphere 5       [486.3, 485.5, 487.2, 489.1, 492.1, 494.1, 488...\n",
       "T1 - NIST sphere 6       [345.5, 346.6, 344.9, 345.4, 343.7, 352.4, 342...\n",
       "T1 - NIST sphere 7       [245.8, 248.4, 245.6, 243.3, 238.6, 236.1, 240...\n",
       "T1 - NIST sphere 8       [175.1, 173.4, 178.8, 180.8, 181.3, 177.8, 176...\n",
       "T1 - NIST sphere 9       [183.8, 181.6, 185.3, 184.6, 118.4, 118.1, 116...\n",
       "T1 - NIST sphere 10      [108.6, 96.3, 81.1, 72.4, 90.5, 100.2, 94.6, 8...\n",
       "T1 - NIST sphere 11      [101.0, 86.5, 2.5, 1.1, 2.6, 56.5, 68.2, 71.5,...\n",
       "T1 - NIST sphere 12      [4.0, 2.8, 4.2, 77.1, 69.6, 1.2, 80.8, 63.0, 2...\n",
       "T1 - NIST sphere 13      [75.6, 80.7, 79.2, 72.4, 106.0, 90.5, 3.7, 3.0...\n",
       "T1 - NIST sphere 14      [57.9, 71.3, 1.2, 2.8, 1.5, 97.1, 4.4, 84.3, 2...\n",
       "Name: 1.001, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.loc[1.001]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get the value of a cell entry (row/column intersection)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[1.001]['T1 - genu (WM)']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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