prepare_abcd_data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-07T16:29:53.760022Z",
     "start_time": "2018-03-07T16:29:53.752611Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:100% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pathlib import Path\n",
    "\n",
    "# Display more rows and get rid of the margins\n",
    "pd.set_option('display.max_rows', 500)\n",
    "pd.set_option('display.max_columns', 500)\n",
    "pd.set_option('max_colwidth',500)\n",
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:100% !important; }</style>\"))\n",
    "\n",
    "# Display mulitiple values from each cell\n",
    "# https://stackoverflow.com/a/42476224\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Define paths and functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "abcd_table_path = 'tables/'\n",
    "data_dir = Path('data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_abcd_table(path):\n",
    "    table = pd.read_csv(path, skiprows=[1], header=0, sep='\\t')\n",
    "    labels = pd.read_csv(path, nrows=1, header=0, sep='\\t')\n",
    "    labels = labels.T.reset_index().rename(columns={'index':'name', 0:'doc'})\n",
    "    return table, labels\n",
    "\n",
    "def append_abcd_table(path, table=None, label=None, on=None):\n",
    "    if table is None:\n",
    "        return load_abcd_table(path)\n",
    "    if on is None:\n",
    "        on = ['subjectkey', 'interview_date', 'visit', 'lmt_run']\n",
    "    new_table, new_label = load_abcd_table(path)\n",
    "    # Find drop common columns that aren't in the set we're merging on\n",
    "    drop_cols = label.loc[label.doc.isin(new_label.doc) & ~label.name.isin(on),'name'].values\n",
    "    new_table.drop(drop_cols, axis=1, inplace=True)\n",
    "    new_label = new_label[~new_label.name.isin(drop_cols) & ~new_label.name.isin(on)]\n",
    "    \n",
    "    # Get table shapes for error checking\n",
    "    ts = table.shape\n",
    "    nts = new_table.shape\n",
    "    ls = label.shape\n",
    "    nls = new_label.shape\n",
    "    \n",
    "    # Merge the tables\n",
    "    table = table.merge(new_table, how='outer',on=on)\n",
    "    \n",
    "    # Check for success\n",
    "    assert table.shape[0] == ts[0] == nts[0]\n",
    "    assert table.shape[1] == (ts[1] + nts[1] - len(on))\n",
    "    \n",
    "    # Merge labels\n",
    "    label = pd.concat([label, new_label]).reset_index(drop=True)\n",
    "    \n",
    "    assert label.shape[0] == table.shape[1]\n",
    "    \n",
    "    return table, label\n",
    "\n",
    "def load_task_melt_contrasts(paths, contrasts, task_name):\n",
    "    task_t = None\n",
    "    task_l = None\n",
    "    for pp in paths:\n",
    "        task_t, task_l = append_abcd_table(pp, table=task_t, label=task_l)\n",
    "        \n",
    "    # Rearrange columns\n",
    "    new_col_order = pd.concat([task_l.name[~task_l.doc.str.split('for ').str[1].str.split(' contrast in').str[0].isin(contrasts)],\n",
    "                               task_l.name[task_l.doc.str.split('for ').str[1].str.split(' contrast in').str[0].isin(contrasts)]]).values\n",
    "    task_t = task_t.loc[:,new_col_order]\n",
    "    task_l = task_l.set_index('name').T.loc[:,new_col_order].T.reset_index()\n",
    "    \n",
    "    # Manipulate labels to get more information about them\n",
    "    if task_name == 'nb':\n",
    "        task_l.loc[task_l.doc.str.split('for ').str[1].str.split(' in').str[0].isin(contrasts), 'contrast'] = task_l.doc.str.split('for ').str[1].str.split(' in').str[0]\n",
    "        task_l.loc[pd.notnull(task_l.contrast),'roi_code'] = task_l.loc[pd.notnull(task_l.contrast),'name'].str.split('x').str[-1]\n",
    "        task_l.loc[pd.notnull(task_l.contrast),'hemisphere'] = task_l.loc[pd.notnull(task_l.contrast),'roi_code'].str.split('g').str[0]\n",
    "        task_l.loc[pd.notnull(task_l.contrast),'roi_num'] = task_l.loc[pd.notnull(task_l.contrast),'roi_code'].str.split('p').str[-1].astype(int)\n",
    "        task_meta_cols = task_l.name[~task_l.doc.str.split('for ').str[1].str.split(' in').str[0].isin(contrasts)]\n",
    "    else:\n",
    "        task_l.loc[task_l.doc.str.split('for ').str[1].str.split(' contrast in').str[0].isin(contrasts), 'contrast'] = task_l.doc.str.split('for ').str[1].str.split(' contrast in').str[0]\n",
    "        task_l.loc[pd.notnull(task_l.contrast),'roi_code'] = task_l.loc[pd.notnull(task_l.contrast),'name'].str.split('x').str[-1]\n",
    "        task_l.loc[pd.notnull(task_l.contrast),'hemisphere'] = task_l.loc[pd.notnull(task_l.contrast),'roi_code'].str.split('g').str[0]\n",
    "        task_l.loc[pd.notnull(task_l.contrast),'roi_num'] = task_l.loc[pd.notnull(task_l.contrast),'roi_code'].str.split('p').str[-1].astype(int)\n",
    "        task_meta_cols = task_l.name[~task_l.doc.str.split('for ').str[1].str.split(' contrast in').str[0].isin(contrasts)]\n",
    "\n",
    "    task_t_melt = []\n",
    "    for contrast in contrasts:\n",
    "        tmpdf = task_t.loc[:,task_meta_cols]\n",
    "        tmpdf['contrast'] = contrast\n",
    "        if task_name == 'nb':\n",
    "            contrast_cols = task_l.name[task_l.doc.str.split('for ').str[1].str.split(' in').str[0] == contrast].values\n",
    "        else:\n",
    "            contrast_cols = task_l.name[task_l.doc.str.split('for ').str[1].str.split(' contrast in').str[0] == contrast].values\n",
    "        contrast_df = task_t.loc[:,contrast_cols]\n",
    "        contrast_df.columns = [task_l.loc[task_l.name==cc,'roi_code'].values[0] for cc in contrast_df.columns.values]\n",
    "        task_t_melt.append(pd.concat([tmpdf,contrast_df], axis=1))\n",
    "    task_t_melt = pd.concat(task_t_melt)\n",
    "    task_t_melt['task'] = task_name\n",
    "    return task_t_melt, task_l"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prepare data\n",
    "## Get sex, handedness, age and device data for balancing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get Handedness data\n",
    "ehis_path = abcd_table_path + 'abcd_ehis01.txt'\n",
    "ehis = pd.read_csv(ehis_path, skiprows=[1], header=0, sep='\\t')\n",
    "ehis_labels= pd.read_csv(ehis_path, nrows = 1, header = 0, sep='\\t')\n",
    "ehis_labels = ehis_labels.T.reset_index().rename(columns={'index':'name', 0:'doc'})\n",
    "\n",
    "# Look through all the tables with serial number to pull device data for all subjects and sessions\n",
    "device_info_tables = ['abcd_betnet01.txt',\n",
    "                      'mri_rsi01.txt',\n",
    "                      'mrirscor01.txt',\n",
    "                      'pdti401.txt']\n",
    "\n",
    "device_info_fields = ['subjectkey',\n",
    "                      'interview_date',\n",
    "                      'eventname',\n",
    "                      'scanner_manufacturer_pd',\n",
    "                      'scanner_type_pd', \n",
    "                      'deviceserialnumber']\n",
    "device_df = []\n",
    "for di in device_info_tables:\n",
    "    tmp = pd.read_csv(abcd_table_path + di,\n",
    "                      skiprows = [1],\n",
    "                      header = 0,\n",
    "                      sep='\\t').loc[:,device_info_fields]\n",
    "    device_df.append(tmp)\n",
    "device_df = pd.concat(device_df)\n",
    "device_df = (device_df\n",
    "             .loc[pd.notnull(device_df.scanner_manufacturer_pd),:]\n",
    "             .drop_duplicates(keep='first')\n",
    "             .reset_index())\n",
    "\n",
    "# Put the handedness, age, and sex information together with the device data\n",
    "bal_ehis_fields = ['collection_id',\n",
    "                   'dataset_id', \n",
    "                   'subjectkey',\n",
    "                   'interview_age', \n",
    "                   'gender',\n",
    "                   'ehi_y_ss_scoreb',\n",
    "                   'eventname']\n",
    "bal_device_fields = ['subjectkey',\n",
    "                     'scanner_manufacturer_pd',\n",
    "                     'scanner_type_pd', \n",
    "                     'deviceserialnumber',\n",
    "                     'eventname']\n",
    "\n",
    "for_balancing = (ehis.loc[:,bal_ehis_fields]\n",
    "                     .merge(device_df.loc[:,bal_device_fields],\n",
    "                            how='outer',\n",
    "                            on=['subjectkey', 'eventname'],\n",
    "                            indicator=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>collection_id</th>\n",
       "      <th>dataset_id</th>\n",
       "      <th>subjectkey</th>\n",
       "      <th>interview_age</th>\n",
       "      <th>gender</th>\n",
       "      <th>ehi_y_ss_scoreb</th>\n",
       "      <th>eventname</th>\n",
       "      <th>scanner_manufacturer_pd</th>\n",
       "      <th>scanner_type_pd</th>\n",
       "      <th>deviceserialnumber</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_merge</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>left_only</th>\n",
       "      <td>324</td>\n",
       "      <td>324</td>\n",
       "      <td>324</td>\n",
       "      <td>324</td>\n",
       "      <td>324</td>\n",
       "      <td>324</td>\n",
       "      <td>324</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>right_only</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>both</th>\n",
       "      <td>4200</td>\n",
       "      <td>4200</td>\n",
       "      <td>4200</td>\n",
       "      <td>4200</td>\n",
       "      <td>4200</td>\n",
       "      <td>4200</td>\n",
       "      <td>4200</td>\n",
       "      <td>4200</td>\n",
       "      <td>4200</td>\n",
       "      <td>4200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            collection_id  dataset_id  subjectkey  interview_age  gender  \\\n",
       "_merge                                                                     \n",
       "left_only             324         324         324            324     324   \n",
       "right_only              0           0           0              0       0   \n",
       "both                 4200        4200        4200           4200    4200   \n",
       "\n",
       "            ehi_y_ss_scoreb  eventname  scanner_manufacturer_pd  \\\n",
       "_merge                                                            \n",
       "left_only               324        324                        0   \n",
       "right_only                0          0                        0   \n",
       "both                   4200       4200                     4200   \n",
       "\n",
       "            scanner_type_pd  deviceserialnumber  \n",
       "_merge                                           \n",
       "left_only                 0                   0  \n",
       "right_only                0                   0  \n",
       "both                   4200                4200  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# See how well the merge worked\n",
    "for_balancing.groupby(\"_merge\").count()\n",
    "\n",
    "# Keep the columns present in both and drop the merge column\n",
    "for_balancing = for_balancing.query('_merge == \"both\"').drop('_merge', axis=1)\n",
    "\n",
    "# Save out the csv in case we need it anywhere else:\n",
    "# for_balancing.to_csv('abcd_for_balancing.csv', index=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There are 324 participants who got an Edinburgh Handedness Inventory who weren't in any of the tables with the 'deviceserialnumber' field."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Assemble rs-fMRI dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>doc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>collection_id</td>\n",
       "      <td>collection_id</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>dataset_id</td>\n",
       "      <td>dataset_id</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>subjectkey</td>\n",
       "      <td>The NDAR Global Unique Identifier (GUID) for research subject</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>src_subject_id</td>\n",
       "      <td>Subject ID how it's defined in lab/project</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>interview_date</td>\n",
       "      <td>Date on which the interview/genetic test/sampling/imaging/biospecimen was completed. MM/DD/YYYY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>interview_age</td>\n",
       "      <td>Age in months at the time of the interview/test/sampling/imaging.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>gender</td>\n",
       "      <td>Sex of the subject</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>eventname</td>\n",
       "      <td>The event name for which the data was collected</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>visit</td>\n",
       "      <td>Visit name</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>rsfm_tr</td>\n",
       "      <td>pulse repetition time in seconds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>rsfm_nreps</td>\n",
       "      <td>number of volumes collected in scan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>rsfm_numtrs</td>\n",
       "      <td>number of pulse repetitions in scan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>rsfm_mean_motion</td>\n",
       "      <td>average framewise displacement in mm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>rsfm_max_motion</td>\n",
       "      <td>maximum framewise displacement in mm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>scanner_manufacturer_pd</td>\n",
       "      <td>Scanner Manufacturer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>scanner_type_pd</td>\n",
       "      <td>Scanner Type</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>deviceserialnumber</td>\n",
       "      <td>device serial number/ID</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>magnetic_field_strength</td>\n",
       "      <td>Magnetic field strength</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>pipeline_version</td>\n",
       "      <td>Version assigned to pipeline</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>procdate</td>\n",
       "      <td>data processed date</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>collection_title</td>\n",
       "      <td>collection_title</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>promoted_subjectkey</td>\n",
       "      <td>promoted_subjectkey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>study_cohort_name</td>\n",
       "      <td>study_cohort_name</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        name  \\\n",
       "0              collection_id   \n",
       "1                 dataset_id   \n",
       "2                 subjectkey   \n",
       "3             src_subject_id   \n",
       "4             interview_date   \n",
       "5              interview_age   \n",
       "6                     gender   \n",
       "7                  eventname   \n",
       "8                      visit   \n",
       "9                    rsfm_tr   \n",
       "10                rsfm_nreps   \n",
       "11               rsfm_numtrs   \n",
       "12          rsfm_mean_motion   \n",
       "13           rsfm_max_motion   \n",
       "18   scanner_manufacturer_pd   \n",
       "19           scanner_type_pd   \n",
       "20        deviceserialnumber   \n",
       "21   magnetic_field_strength   \n",
       "22          pipeline_version   \n",
       "23                  procdate   \n",
       "193         collection_title   \n",
       "194      promoted_subjectkey   \n",
       "195        study_cohort_name   \n",
       "\n",
       "                                                                                                 doc  \n",
       "0                                                                                      collection_id  \n",
       "1                                                                                         dataset_id  \n",
       "2                                      The NDAR Global Unique Identifier (GUID) for research subject  \n",
       "3                                                         Subject ID how it's defined in lab/project  \n",
       "4    Date on which the interview/genetic test/sampling/imaging/biospecimen was completed. MM/DD/YYYY  \n",
       "5                                  Age in months at the time of the interview/test/sampling/imaging.  \n",
       "6                                                                                 Sex of the subject  \n",
       "7                                                    The event name for which the data was collected  \n",
       "8                                                                                         Visit name  \n",
       "9                                                                   pulse repetition time in seconds  \n",
       "10                                                               number of volumes collected in scan  \n",
       "11                                                               number of pulse repetitions in scan  \n",
       "12                                                              average framewise displacement in mm  \n",
       "13                                                              maximum framewise displacement in mm  \n",
       "18                                                                              Scanner Manufacturer  \n",
       "19                                                                                      Scanner Type  \n",
       "20                                                                           device serial number/ID  \n",
       "21                                                                           Magnetic field strength  \n",
       "22                                                                      Version assigned to pipeline  \n",
       "23                                                                               data processed date  \n",
       "193                                                                                 collection_title  \n",
       "194                                                                              promoted_subjectkey  \n",
       "195                                                                                study_cohort_name  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Between network table\n",
    "bn_t, bn_l = load_abcd_table(abcd_table_path + 'abcd_betnet01.txt')\n",
    "# Network to subcortical table\n",
    "ns_t, ns_l = load_abcd_table(abcd_table_path + 'mrirscor01.txt')\n",
    "# See which columns are in both tables\n",
    "bn_l.loc[bn_l.doc.isin(ns_l.doc),:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We'll merge on subjectkey and interview_date, filter out the other columns from ns_t before merging\n",
    "ns_t.drop(bn_l.loc[bn_l.doc.isin(ns_l.doc),'name'].drop([2,4]).values,\n",
    "          axis=1,\n",
    "          inplace=True)\n",
    "\n",
    "con = bn_t.merge(ns_t,\n",
    "                 how='outer',\n",
    "                 on=['subjectkey','interview_date'])\n",
    "\n",
    "con_l = pd.concat([bn_l, \n",
    "                   ns_l[~ns_l.name.isin(bn_l.loc[bn_l.doc.isin(ns_l.doc),'name'].values)]]).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, 'auditory ', 'cingulo-opercular ', 'cingulo-parietal ',\n",
       "       'default ', 'dorsal attention ', 'fronto-parietal ', '\"none\" ',\n",
       "       'retrosplenial temporal ', 'sensorimotor hand ',\n",
       "       'sensorimotor mouth ', 'salience ', 'ventral attention ', 'visual '], dtype=object)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array([nan, 'left-cerebellum-cortex', 'left-thalamus-proper',\n",
       "       'left-caudate', 'left-putamen', 'left-pallidum', 'brain-stem',\n",
       "       'left-hippocampus', 'left-amygdala', 'left-accumbens-area',\n",
       "       'left-ventraldc', 'right-cerebellum-cortex',\n",
       "       'right-thalamus-proper', 'right-caudate', 'right-putamen',\n",
       "       'right-pallidum', 'right-hippocampus', 'right-amygdala',\n",
       "       'right-accumbens-area', 'right-ventraldc'], dtype=object)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge in balancing variables\n",
    "con = con.merge(for_balancing.loc[:,['subjectkey','eventname','ehi_y_ss_scoreb']], how='left',\n",
    "          on=['subjectkey','eventname'])\n",
    "\n",
    "con_l = con_l.append(pd.DataFrame([{'name':'ehi_y_ss_scoreb','doc':'Handedness score rating'}]))\n",
    "\n",
    "# Get a list of Metric columns\n",
    "con_meta_cols = ['collection_id', 'dataset_id', 'subjectkey',\n",
    "            'src_subject_id', 'interview_date', 'interview_age',\n",
    "            'gender', 'event_name', 'visit', 'rsfm_tr', 'eventname',\n",
    "            'rsfm_nreps', 'rsfm_numtrs', 'pipeline_version',  'scanner_manufacturer_pd',\n",
    "            'scanner_type_pd','deviceserialnumber', 'magnetic_field_strength',\n",
    "            'procdate', 'collection_title', 'promoted_subjectkey',\n",
    "            'study_cohort_name','ehi_y_ss_scoreb', 'qc_ok']\n",
    "con_metric_cols = con_l.loc[~con_l.name.isin(con_meta_cols), 'name'].values\n",
    "\n",
    "\n",
    "# pull out the roi and network names \n",
    "\n",
    "con_l['from_network'] = con_l.loc[con_l.name.isin(con_metric_cols),'doc'].str.split('between ').str[1].str.split('network').str[0]\n",
    "con_l['to'] = con_l.loc[con_l.name.isin(con_metric_cols),'doc'].str.split('between ').str[1].str.split('network').str[1].str.split(' and').str[1].str.replace('ASEG ROI', '')\n",
    "con_l['roi'] = con_l.loc[con_l.name.isin(con_metric_cols),'doc'].str.split('and ASEG ROI').str[1].str.strip()\n",
    "\n",
    "con_l['from_network'].unique()\n",
    "con_l.roi.unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Assemble task based tables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Tstats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load Monetary Incentive Delay data\n",
    "mid_paths = ['tstgodp101','tstgodp201','tstgodp301', 'tstgodp401']\n",
    "mid_paths = [abcd_table_path + pp + '.txt' for pp in mid_paths]\n",
    "\n",
    "mid_contrasts = ['MID anticipation of reward versus neutral',\n",
    "       'MID anticipation of loss versus neutral',\n",
    "       'MID reward positive versus negative feeback',\n",
    "       'MID loss positive versus negative feedback',\n",
    "       'MID anticipation of large reward versus neutral',\n",
    "       'MID anticipation of small reward versus neutral',\n",
    "       'MID anticipation of large versus small reward',\n",
    "       'MID anticipation of large loss versus neutral',\n",
    "       'MID anticipation of small loss versus neutral',\n",
    "       'MID anticipation of small versus large loss']\n",
    "\n",
    "mid_t_melt, mid_l = load_task_melt_contrasts(mid_paths, mid_contrasts, 'mid')\n",
    "\n",
    "# Load Stop Signal Task\n",
    "\n",
    "sst_paths = ['ssttstatp101','ssttstatp201', 'ssttstatp301']\n",
    "sst_paths = [abcd_table_path + pp + '.txt' for pp in sst_paths]\n",
    "\n",
    "sst_contrasts = ['SST correct go versus fixation',\n",
    "       'SST correct stop versus correct go',\n",
    "       'SST incorrect stop versus correct go',\n",
    "       'SST any stop versus correct go',\n",
    "       'SST correct stop versus incorrect stop',\n",
    "       'SST incorrect go versus correct go',\n",
    "       'SST incorrect go versus incorrect stop']\n",
    "\n",
    "sst_t_melt, sst_l = load_task_melt_contrasts(sst_paths, sst_contrasts, 'sst')\n",
    "\n",
    "\n",
    "nb_paths = ['nbacktstatp101','nbacktstatp201', 'nbacktstatp301', 'nbacktstatp401']\n",
    "nb_paths = [abcd_table_path + pp+'.txt' for pp in nb_paths]\n",
    "\n",
    "nb_contrasts = ['nBack 0 back condition', 'nBack 2 back condition',\n",
    "       'nBack place condition',\n",
    "       'nBack emotion condition',\n",
    "       'nBack 2 back versus 0 back contrast',\n",
    "       'nBack face versus place contrast',\n",
    "       'nBack emotion versus neutral face contrast',\n",
    "       'nBack negative face versus positive face contrast',\n",
    "       'nBack positive face versus neutral face contrast']\n",
    "\n",
    "nb_t_melt, nb_l = load_task_melt_contrasts(nb_paths, nb_contrasts, 'nb')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "tb_t = pd.concat([mid_t_melt, sst_t_melt, nb_t_melt])\n",
    "tb_t = tb_t.merge(for_balancing.loc[:,['subjectkey','eventname','ehi_y_ss_scoreb','scanner_manufacturer_pd',\n",
    "            'scanner_type_pd', 'deviceserialnumber']],\n",
    "                  how='left',\n",
    "                  on=['subjectkey','eventname'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Betas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load Monetary Incentive Delay data\n",
    "mid_paths = ['gordonp101','gordonp201','gordonp301', 'gordonp401']\n",
    "mid_paths = [abcd_table_path + pp + '.txt' for pp in mid_paths]\n",
    "\n",
    "mid_contrasts = ['MID anticipation of reward versus neutral',\n",
    "       'MID anticipation of loss versus neutral',\n",
    "       'MID reward positive versus negative feeback',\n",
    "       'MID loss positive versus negative feedback',\n",
    "       'MID anticipation of large reward versus neutral',\n",
    "       'MID anticipation of small reward versus neutral',\n",
    "       'MID anticipation of large versus small reward',\n",
    "       'MID anticipation of large loss versus neutral',\n",
    "       'MID anticipation of small loss versus neutral',\n",
    "       'MID anticipation of small versus large loss']\n",
    "\n",
    "mid_b_melt, mid_l = load_task_melt_contrasts(mid_paths, mid_contrasts, 'mid')\n",
    "\n",
    "# Load Stop Signal Task\n",
    "\n",
    "sst_paths = ['mrisstp101','mrisstp201', 'mrisstp301']\n",
    "sst_paths = [abcd_table_path + pp + '.txt' for pp in sst_paths]\n",
    "\n",
    "sst_contrasts = ['SST correct go versus fixation',\n",
    "       'SST correct stop versus correct go',\n",
    "       'SST incorrect stop versus correct go',\n",
    "       'SST any stop versus correct go',\n",
    "       'SST correct stop versus incorrect stop',\n",
    "       'SST incorrect go versus correct go',\n",
    "       'SST incorrect go versus incorrect stop']\n",
    "\n",
    "sst_b_melt, sst_l = load_task_melt_contrasts(sst_paths, sst_contrasts, 'sst')\n",
    "\n",
    "\n",
    "nb_paths = ['nbackgordonp101','nbackgordonp201', 'nbackgordonp301', 'nbackgordonp401']\n",
    "nb_paths = [abcd_table_path + pp+'.txt' for pp in nb_paths]\n",
    "\n",
    "nb_contrasts = ['nBack 0 back condition', 'nBack 2 back condition',\n",
    "       'nBack place condition',\n",
    "       'nBack emotion condition',\n",
    "       'nBack 2 back versus 0 back contrast',\n",
    "       'nBack face versus place contrast',\n",
    "       'nBack emotion versus neutral face contrast',\n",
    "       'nBack negative face versus positive face contrast',\n",
    "       'nBack positive face versus neutral face contrast']\n",
    "\n",
    "nb_b_melt, nb_l = load_task_melt_contrasts(nb_paths, nb_contrasts, 'nb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "tb_b = pd.concat([mid_b_melt, sst_b_melt, nb_b_melt])\n",
    "tb_b = tb_b.merge(for_balancing.loc[:,['subjectkey','eventname','ehi_y_ss_scoreb','scanner_manufacturer_pd',\n",
    "            'scanner_type_pd', 'deviceserialnumber']],\n",
    "                  how='left',\n",
    "                  on=['subjectkey','eventname'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Filter out bad scans\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "qc_t, qc_l = load_abcd_table(abcd_table_path + 'mriqc01.txt')\n",
    "qc_t = qc_t.rename(columns={'visit':'eventname'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "qc_cols = ['iqc_rsfmri_good_ser',\n",
    " 'iqc_mid_good_ser',\n",
    " 'iqc_sst_good_ser',\n",
    " 'iqc_nback_good_ser']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "scan_types = ['rsfmri','nback','mid','sst']\n",
    "qc_col_pat = 'iqc_%s_good_ser'\n",
    "for st in scan_types:\n",
    "    col = qc_col_pat%st\n",
    "    if st == 'rsfmri':\n",
    "         qc_t[st+'_ok'] = (qc_t.loc[:,col]==4).astype(bool)\n",
    "    else:\n",
    "        qc_t[st+'_ok'] = (qc_t.loc[:,col]==2).astype(bool)\n",
    "#qc_ok_cols = ['iqc_%s_1_qc_score'%st for st in scan_types]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "iqc_rsfmri_good_ser     378\n",
       "iqc_mid_good_ser       3299\n",
       "iqc_sst_good_ser       3215\n",
       "iqc_nback_good_ser     3151\n",
       "dtype: int64"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(qc_t.loc[:, qc_cols]==2).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "con = con.merge(qc_t.loc[:, ['subjectkey', 'eventname', 'rsfmri_ok']], how='left', on=['subjectkey','eventname']).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "con = con.rename(columns={'rsfmri_ok':'qc_ok'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>collection_id</th>\n",
       "      <th>dataset_id</th>\n",
       "      <th>subjectkey</th>\n",
       "      <th>src_subject_id</th>\n",
       "      <th>interview_date</th>\n",
       "      <th>interview_age</th>\n",
       "      <th>gender</th>\n",
       "      <th>eventname</th>\n",
       "      <th>visit</th>\n",
       "      <th>rsfm_tr</th>\n",
       "      <th>rsfm_nreps</th>\n",
       "      <th>rsfm_numtrs</th>\n",
       "      <th>rsfm_mean_motion</th>\n",
       "      <th>rsfm_max_motion</th>\n",
       "      <th>rsfm_mean_trans</th>\n",
       "      <th>rsfm_max_trans</th>\n",
       "      <th>rsfm_mean_rot</th>\n",
       "      <th>rsfm_max_rot</th>\n",
       "      <th>scanner_manufacturer_pd</th>\n",
       "      <th>scanner_type_pd</th>\n",
       "      <th>deviceserialnumber</th>\n",
       "      <th>magnetic_field_strength</th>\n",
       "      <th>pipeline_version</th>\n",
       "      <th>procdate</th>\n",
       "      <th>rsfm_auditory_to_auditory</th>\n",
       "      <th>rsfm_auditory_to_cingulooperc</th>\n",
       "      <th>rsfm_auditory_to_cingulopar</th>\n",
       "      <th>rsfm_auditory_to_default</th>\n",
       "      <th>rsfm_auditory_to_dorsalattn</th>\n",
       "      <th>rsfm_auditory_to_frontopariet</th>\n",
       "      <th>rsfm_auditory_to_none</th>\n",
       "      <th>rsfm_aud_to_retsplenialtem</th>\n",
       "      <th>rsfm_auditory_to_smhand</th>\n",
       "      <th>rsfm_auditory_to_smmouth</th>\n",
       "      <th>rsfm_auditory_to_salience</th>\n",
       "      <th>rsfm_auditory_to_ventralattn</th>\n",
       "      <th>rsfm_auditory_to_visual</th>\n",
       "      <th>rsfm_cingulooperc_to_auditory</th>\n",
       "      <th>rsfm_copc_to_copc</th>\n",
       "      <th>rsfm_copc_to_cinguloparietal</th>\n",
       "      <th>rsfm_copc_to_default</th>\n",
       "      <th>rsfm_copc_to_dorsalattn</th>\n",
       "      <th>rsfm_copc_to_frontoparietal</th>\n",
       "      <th>rsfm_cingulooperc_to_none</th>\n",
       "      <th>rsfm_copc_to_retsplenialtem</th>\n",
       "      <th>rsfm_cingulooperc_to_smhand</th>\n",
       "      <th>rsfm_cingulooperc_to_smmouth</th>\n",
       "      <th>rsfm_cingulooperc_to_salience</th>\n",
       "      <th>rsfm_copc_to_ventralattn</th>\n",
       "      <th>rsfm_cingulooperc_to_visual</th>\n",
       "      <th>rsfm_cpar_to_auditory</th>\n",
       "      <th>rsfm_cpar_to_cingulooperc</th>\n",
       "      <th>rsfm_cpar_to_cpar</th>\n",
       "      <th>rsfm_cpar_to_default</th>\n",
       "      <th>rsfm_cpar_to_dorsalattn</th>\n",
       "      <th>rsfm_cpar_to_frontoparietal</th>\n",
       "      <th>rsfm_cinguloparietal_to_none</th>\n",
       "      <th>rsfm_cinloparl_to_retsplen</th>\n",
       "      <th>rsfm_cinguloparietal_to_smhand</th>\n",
       "      <th>rsfm_cpar_to_smmouth</th>\n",
       "      <th>rsfm_cpar_to_salience</th>\n",
       "      <th>rsfm_cpar_to_ventralattn</th>\n",
       "      <th>rsfm_cinguloparietal_to_visual</th>\n",
       "      <th>rsfm_default_to_auditory</th>\n",
       "      <th>rsfm_default_to_cingulooperc</th>\n",
       "      <th>rsfm_default_to_cpar</th>\n",
       "      <th>rsfm_default_to_default</th>\n",
       "      <th>rsfm_default_to_dorsalattn</th>\n",
       "      <th>rsfm_default_to_frontoparietal</th>\n",
       "      <th>rsfm_default_to_none</th>\n",
       "      <th>rsfm_default_to_retsplenialtem</th>\n",
       "      <th>rsfm_default_to_smhand</th>\n",
       "      <th>rsfm_default_to_smmouth</th>\n",
       "      <th>rsfm_default_to_salience</th>\n",
       "      <th>rsfm_default_to_ventralattn</th>\n",
       "      <th>rsfm_default_to_visual</th>\n",
       "      <th>rsfm_dorsalattn_to_auditory</th>\n",
       "      <th>rsfm_dorsalattn_to_cperc</th>\n",
       "      <th>rsfm_dorsalattn_to_cpar</th>\n",
       "      <th>rsfm_dorsalattn_to_default</th>\n",
       "      <th>rsfm_dorsalattn_to_dorsalattn</th>\n",
       "      <th>rsfm_dorsalattn_to_fpar</th>\n",
       "      <th>rsfm_dorsalattn_to_none</th>\n",
       "      <th>rsfm_dorsalattn_to_retsplem</th>\n",
       "      <th>rsfm_dorsalattn_to_smhand</th>\n",
       "      <th>rsfm_dorsalattn_to_smmouth</th>\n",
       "      <th>rsfm_dorsalattn_to_salience</th>\n",
       "      <th>rsfm_dorsalattn_to_ventralattn</th>\n",
       "      <th>rsfm_dorsalattn_to_visual</th>\n",
       "      <th>rsfm_fp_to_auditory</th>\n",
       "      <th>rsfm_fp_to_cingulooperc</th>\n",
       "      <th>rsfm_fp_to_cinguloparietal</th>\n",
       "      <th>rsfm_fp_to_default</th>\n",
       "      <th>rsfm_fp_to_dorsalattn</th>\n",
       "      <th>rsfm_fp_to_fp</th>\n",
       "      <th>rsfm_frontoparietal_to_none</th>\n",
       "      <th>rsfm_fopar_to_retsplenialtem</th>\n",
       "      <th>rsfm_frontoparietal_to_smhand</th>\n",
       "      <th>rsfm_fpar_to_smmouth</th>\n",
       "      <th>rsfm_fpar_to_salience</th>\n",
       "      <th>rsfm_fpar_to_ventralattn</th>\n",
       "      <th>rsfm_frontoparietal_to_visual</th>\n",
       "      <th>rsfm_none_to_auditory</th>\n",
       "      <th>rsfm_none_to_cingulooperc</th>\n",
       "      <th>rsfm_none_to_cinguloparietal</th>\n",
       "      <th>rsfm_none_to_default</th>\n",
       "      <th>rsfm_none_to_dorsalattn</th>\n",
       "      <th>rsfm_none_to_frontoparietal</th>\n",
       "      <th>rsfm_none_to_none</th>\n",
       "      <th>rsfm_none_to_retrplenialtem</th>\n",
       "      <th>rsfm_none_to_smhand</th>\n",
       "      <th>rsfm_none_to_smmouth</th>\n",
       "      <th>rsfm_none_to_salience</th>\n",
       "      <th>rsfm_none_to_ventralattn</th>\n",
       "      <th>rsfm_none_to_visual</th>\n",
       "      <th>rsfm_rst_to_auditory</th>\n",
       "      <th>rsfm_rst_to_cingulooperc</th>\n",
       "      <th>rsfm_rst_to_cinguloparietal</th>\n",
       "      <th>rsfm_rst_to_default</th>\n",
       "      <th>rsfm_rst_to_dorsalattn</th>\n",
       "      <th>rsfm_rst_to_frontoparietal</th>\n",
       "      <th>rsfm_rst_to_none</th>\n",
       "      <th>rsfm_rst_to_rst</th>\n",
       "      <th>rsfm_rst_to_smhand</th>\n",
       "      <th>rsfm_rst_to_smmouth</th>\n",
       "      <th>rsfm_rst_to_salience</th>\n",
       "      <th>rsfm_rst_to_ventralattn</th>\n",
       "      <th>rsfm_rst_to_visual</th>\n",
       "      <th>rsfm_smhand_to_auditory</th>\n",
       "      <th>rsfm_smhand_to_cingulooperc</th>\n",
       "      <th>rsfm_smhand_to_cpar</th>\n",
       "      <th>rsfm_smhand_to_default</th>\n",
       "      <th>rsfm_smhand_to_dorsalattn</th>\n",
       "      <th>rsfm_smhand_to_fpar</th>\n",
       "      <th>rsfm_smhand_to_none</th>\n",
       "      <th>rsfm_smhand_to_rst</th>\n",
       "      <th>rsfm_smhand_to_smhand</th>\n",
       "      <th>rsfm_smhand_to_smmouth</th>\n",
       "      <th>rsfm_smhand_to_salience</th>\n",
       "      <th>rsfm_smhand_to_ventralattn</th>\n",
       "      <th>rsfm_smhand_to_visual</th>\n",
       "      <th>rsfm_smmouth_to_auditory</th>\n",
       "      <th>rsfm_smmouth_to_cingulooperc</th>\n",
       "      <th>rsfm_smmouth_to_cpar</th>\n",
       "      <th>rsfm_smmouth_to_default</th>\n",
       "      <th>rsfm_smmouth_to_dorsalattn</th>\n",
       "      <th>rsfm_smmouth_to_fpar</th>\n",
       "      <th>rsfm_smmouth_to_none</th>\n",
       "      <th>rsfm_smmouth_to_rst</th>\n",
       "      <th>rsfm_smmouth_to_smhand</th>\n",
       "      <th>rsfm_smmouth_to_smmouth</th>\n",
       "      <th>rsfm_smmouth_to_salience</th>\n",
       "      <th>rsfm_smmouth_to_ventralattn</th>\n",
       "      <th>rsfm_smmouth_to_visual</th>\n",
       "      <th>rsfm_salience_to_auditory</th>\n",
       "      <th>rsfm_salience_to_cingulooperc</th>\n",
       "      <th>rsfm_salience_to_cpar</th>\n",
       "      <th>rsfm_salience_to_default</th>\n",
       "      <th>rsfm_salience_to_dorsalattn</th>\n",
       "      <th>rsfm_salience_to_fpar</th>\n",
       "      <th>rsfm_salience_to_none</th>\n",
       "      <th>rsfm_salience_to_rst</th>\n",
       "      <th>rsfm_salience_to_smhand</th>\n",
       "      <th>rsfm_salience_to_smmouth</th>\n",
       "      <th>rsfm_salience_to_salience</th>\n",
       "      <th>rsfm_salience_to_ventralattn</th>\n",
       "      <th>rsfm_salience_to_visual</th>\n",
       "      <th>rsfm_ventralattn_to_auditory</th>\n",
       "      <th>rsfm_ven_to_cingulooperc</th>\n",
       "      <th>rsfm_ven_to_cinguloparietal</th>\n",
       "      <th>rsfm_ventralattn_to_default</th>\n",
       "      <th>rsfm_ven_to_dorsalattn</th>\n",
       "      <th>rsfm_ven_to_frontopar</th>\n",
       "      <th>rsfm_ventralattn_to_none</th>\n",
       "      <th>rsfm_ventralattn_to_rst</th>\n",
       "      <th>rsfm_ventralattn_to_smhand</th>\n",
       "      <th>rsfm_ventralattn_to_smmouth</th>\n",
       "      <th>rsfm_ventralattn_to_salience</th>\n",
       "      <th>rsfm_ventral_to_ventralattn</th>\n",
       "      <th>rsfm_ventralattn_to_visual</th>\n",
       "      <th>rsfm_visual_to_auditory</th>\n",
       "      <th>rsfm_visual_to_cingulooperc</th>\n",
       "      <th>rsfm_visual_to_cinguloparietal</th>\n",
       "      <th>rsfm_visual_to_default</th>\n",
       "      <th>rsfm_visual_to_dorsalattn</th>\n",
       "      <th>rsfm_visual_to_frontoparietal</th>\n",
       "      <th>rsfm_visual_to_none</th>\n",
       "      <th>rsfm_visual_to_rst</th>\n",
       "      <th>rsfm_visual_to_smhand</th>\n",
       "      <th>rsfm_visual_to_smmouth</th>\n",
       "      <th>rsfm_visual_to_salience</th>\n",
       "      <th>rsfm_visual_to_ventralattn</th>\n",
       "      <th>rsfm_visual_to_visual</th>\n",
       "      <th>collection_title</th>\n",
       "      <th>promoted_subjectkey</th>\n",
       "      <th>study_cohort_name</th>\n",
       "      <th>rsfm_auditory_to_l_ccor</th>\n",
       "      <th>rsfm_auditory_to_l_tp</th>\n",
       "      <th>rsfm_auditory_to_l_caudate</th>\n",
       "      <th>rsfm_auditory_to_l_putamen</th>\n",
       "      <th>rsfm_auditory_to_l_pallidum</th>\n",
       "      <th>rsfm_auditory_to_brain_stem</th>\n",
       "      <th>rsfm_auditory_to_l_hps</th>\n",
       "      <th>rsfm_auditory_to_l_amygdala</th>\n",
       "      <th>rsfm_auditory_to_l_aa</th>\n",
       "      <th>rsfm_auditory_to_l_vnldc</th>\n",
       "      <th>rsfm_auditory_to_rccor</th>\n",
       "      <th>rsfm_auditory_to_rtp</th>\n",
       "      <th>rsfm_auditory_to_rcaudate</th>\n",
       "      <th>rsfm_auditory_to_rputamen</th>\n",
       "      <th>rsfm_auditory_to_rpallidum</th>\n",
       "      <th>rsfm_auditory_to_rhps</th>\n",
       "      <th>rsfm_auditory_to_ramygdala</th>\n",
       "      <th>rsfm_auditory_to_raa</th>\n",
       "      <th>rsfm_auditory_to_rvnldc</th>\n",
       "      <th>rsfm_coc_to_l_ccor</th>\n",
       "      <th>rsfm_coc_to_l_tp</th>\n",
       "      <th>rsfm_coc_to_l_caudate</th>\n",
       "      <th>rsfm_coc_to_l_putamen</th>\n",
       "      <th>rsfm_coc_to_l_pallidum</th>\n",
       "      <th>rsfm_coc_to_brain_stem</th>\n",
       "      <th>rsfm_coc_to_l_hps</th>\n",
       "      <th>rsfm_coc_to_l_amygdala</th>\n",
       "      <th>rsfm_coc_to_l_aa</th>\n",
       "      <th>rsfm_coc_to_l_vnldc</th>\n",
       "      <th>rsfm_coc_to_rccor</th>\n",
       "      <th>rsfm_coc_to_rtp</th>\n",
       "      <th>rsfm_coc_to_rcaudate</th>\n",
       "      <th>rsfm_coc_to_rputamen</th>\n",
       "      <th>rsfm_coc_to_rpallidum</th>\n",
       "      <th>rsfm_coc_to_rhps</th>\n",
       "      <th>rsfm_coc_to_ramygdala</th>\n",
       "      <th>rsfm_coc_to_raa</th>\n",
       "      <th>rsfm_coc_to_rvnldc</th>\n",
       "      <th>rsfm_cpt_to_l_ccor</th>\n",
       "      <th>rsfm_cpt_to_l_tp</th>\n",
       "      <th>rsfm_cpt_to_l_caudate</th>\n",
       "      <th>rsfm_cpt_to_l_putamen</th>\n",
       "      <th>rsfm_cpt_to_l_pallidum</th>\n",
       "      <th>rsfm_cpt_to_brain_stem</th>\n",
       "      <th>rsfm_cpt_to_l_hps</th>\n",
       "      <th>rsfm_cpt_to_l_amygdala</th>\n",
       "      <th>rsfm_cpt_to_l_aa</th>\n",
       "      <th>rsfm_cpt_to_l_vnldc</th>\n",
       "      <th>rsfm_cpt_to_rccor</th>\n",
       "      <th>rsfm_cpt_to_rtp</th>\n",
       "      <th>rsfm_cpt_to_rcaudate</th>\n",
       "      <th>rsfm_cpt_to_rputamen</th>\n",
       "      <th>rsfm_cpt_to_rpallidum</th>\n",
       "      <th>rsfm_cpt_to_rhps</th>\n",
       "      <th>rsfm_cpt_to_ramygdala</th>\n",
       "      <th>rsfm_cpt_to_raa</th>\n",
       "      <th>rsfm_cpt_to_rvnldc</th>\n",
       "      <th>rsfm_default_to_l_ccor</th>\n",
       "      <th>rsfm_default_to_l_tp</th>\n",
       "      <th>rsfm_default_to_l_caudate</th>\n",
       "      <th>rsfm_default_to_l_putamen</th>\n",
       "      <th>rsfm_default_to_l_pallidum</th>\n",
       "      <th>rsfm_default_to_brain_stem</th>\n",
       "      <th>rsfm_default_to_l_hps</th>\n",
       "      <th>rsfm_default_to_l_amygdala</th>\n",
       "      <th>rsfm_default_to_l_aa</th>\n",
       "      <th>rsfm_default_to_l_vnldc</th>\n",
       "      <th>rsfm_default_to_rccor</th>\n",
       "      <th>rsfm_default_to_rtp</th>\n",
       "      <th>rsfm_default_to_rcaudate</th>\n",
       "      <th>rsfm_default_to_rputamen</th>\n",
       "      <th>rsfm_default_to_rpallidum</th>\n",
       "      <th>rsfm_default_to_rhps</th>\n",
       "      <th>rsfm_default_to_ramygdala</th>\n",
       "      <th>rsfm_default_to_raa</th>\n",
       "      <th>rsfm_default_to_rvnldc</th>\n",
       "      <th>rsfm_dorsalattn_to_l_ccor</th>\n",
       "      <th>rsfm_dorsalattn_to_l_tp</th>\n",
       "      <th>rsfm_dorsalattn_to_l_caudate</th>\n",
       "      <th>rsfm_dorsalattn_to_l_putamen</th>\n",
       "      <th>rsfm_dorsalattn_to_l_pallidum</th>\n",
       "      <th>rsfm_dorsalattn_to_brain_stem</th>\n",
       "      <th>rsfm_dorsalattn_to_l_hps</th>\n",
       "      <th>rsfm_dorsalattn_to_l_amygdala</th>\n",
       "      <th>rsfm_dorsalattn_to_l_aa</th>\n",
       "      <th>rsfm_dorsalattn_to_l_vnldc</th>\n",
       "      <th>rsfm_dorsalattn_to_rccor</th>\n",
       "      <th>rsfm_dorsalattn_to_rtp</th>\n",
       "      <th>rsfm_dorsalattn_to_rcaudate</th>\n",
       "      <th>rsfm_dorsalattn_to_rputamen</th>\n",
       "      <th>rsfm_dorsalattn_to_rpallidum</th>\n",
       "      <th>rsfm_dorsalattn_to_rhps</th>\n",
       "      <th>rsfm_dorsalattn_to_ramygdala</th>\n",
       "      <th>rsfm_dorsalattn_to_raa</th>\n",
       "      <th>rsfm_dorsalattn_to_rvnldc</th>\n",
       "      <th>rsfm_fpt_to_l_ccor</th>\n",
       "      <th>rsfm_fpt_to_l_tp</th>\n",
       "      <th>rsfm_fpt_to_l_caudate</th>\n",
       "      <th>rsfm_fpt_to_l_putamen</th>\n",
       "      <th>rsfm_fpt_to_l_pallidum</th>\n",
       "      <th>rsfm_fpt_to_brain_stem</th>\n",
       "      <th>rsfm_fpt_to_l_hps</th>\n",
       "      <th>rsfm_fpt_to_l_amygdala</th>\n",
       "      <th>rsfm_fpt_to_l_aa</th>\n",
       "      <th>rsfm_fpt_to_l_vnldc</th>\n",
       "      <th>rsfm_fpt_to_rccor</th>\n",
       "      <th>rsfm_fpt_to_rtp</th>\n",
       "      <th>rsfm_fpt_to_rcaudate</th>\n",
       "      <th>rsfm_fpt_to_rputamen</th>\n",
       "      <th>rsfm_fpt_to_rpallidum</th>\n",
       "      <th>rsfm_fpt_to_rhps</th>\n",
       "      <th>rsfm_fpt_to_ramygdala</th>\n",
       "      <th>rsfm_fpt_to_raa</th>\n",
       "      <th>rsfm_fpt_to_rvnldc</th>\n",
       "      <th>rsfm_none_to_l_ccor</th>\n",
       "      <th>rsfm_none_to_l_tp</th>\n",
       "      <th>rsfm_none_to_l_caudate</th>\n",
       "      <th>rsfm_none_to_l_putamen</th>\n",
       "      <th>rsfm_none_to_l_pallidum</th>\n",
       "      <th>rsfm_none_to_brain_stem</th>\n",
       "      <th>rsfm_none_to_l_hps</th>\n",
       "      <th>rsfm_none_to_l_amygdala</th>\n",
       "      <th>rsfm_none_to_l_aa</th>\n",
       "      <th>rsfm_none_to_l_vnldc</th>\n",
       "      <th>rsfm_none_to_rccor</th>\n",
       "      <th>rsfm_none_to_rtp</th>\n",
       "      <th>rsfm_none_to_rcaudate</th>\n",
       "      <th>rsfm_none_to_rputamen</th>\n",
       "      <th>rsfm_none_to_rpallidum</th>\n",
       "      <th>rsfm_none_to_rhps</th>\n",
       "      <th>rsfm_none_to_ramygdala</th>\n",
       "      <th>rsfm_none_to_raa</th>\n",
       "      <th>rsfm_none_to_rvnldc</th>\n",
       "      <th>rsfm_rst_to_l_ccor</th>\n",
       "      <th>rsfm_rst_to_l_tp</th>\n",
       "      <th>rsfm_rst_to_l_caudate</th>\n",
       "      <th>rsfm_rst_to_l_putamen</th>\n",
       "      <th>rsfm_rst_to_l_pallidum</th>\n",
       "      <th>rsfm_rst_to_brain_stem</th>\n",
       "      <th>rsfm_rst_to_l_hps</th>\n",
       "      <th>rsfm_rst_to_l_amygdala</th>\n",
       "      <th>rsfm_rst_to_l_aa</th>\n",
       "      <th>rsfm_rst_to_l_vnldc</th>\n",
       "      <th>rsfm_rst_to_rccor</th>\n",
       "      <th>rsfm_rst_to_rtp</th>\n",
       "      <th>rsfm_rst_to_rcaudate</th>\n",
       "      <th>rsfm_rst_to_rputamen</th>\n",
       "      <th>rsfm_rst_to_rpallidum</th>\n",
       "      <th>rsfm_rst_to_rhps</th>\n",
       "      <th>rsfm_rst_to_ramygdala</th>\n",
       "      <th>rsfm_rst_to_raa</th>\n",
       "      <th>rsfm_rst_to_rvnldc</th>\n",
       "      <th>rsfm_smhand_to_l_ccor</th>\n",
       "      <th>rsfm_smhand_to_l_tp</th>\n",
       "      <th>rsfm_smhand_to_l_caudate</th>\n",
       "      <th>rsfm_smhand_to_l_putamen</th>\n",
       "      <th>rsfm_smhand_to_l_pallidum</th>\n",
       "      <th>rsfm_smhand_to_brain_stem</th>\n",
       "      <th>rsfm_smhand_to_l_hps</th>\n",
       "      <th>rsfm_smhand_to_l_amygdala</th>\n",
       "      <th>rsfm_smhand_to_l_aa</th>\n",
       "      <th>rsfm_smhand_to_l_vnldc</th>\n",
       "      <th>rsfm_smhand_to_rccor</th>\n",
       "      <th>rsfm_smhand_to_rtp</th>\n",
       "      <th>rsfm_smhand_to_rcaudate</th>\n",
       "      <th>rsfm_smhand_to_rputamen</th>\n",
       "      <th>rsfm_smhand_to_rpallidum</th>\n",
       "      <th>rsfm_smhand_to_rhps</th>\n",
       "      <th>rsfm_smhand_to_ramygdala</th>\n",
       "      <th>rsfm_smhand_to_raa</th>\n",
       "      <th>rsfm_smhand_to_rvnldc</th>\n",
       "      <th>rsfm_smmouth_to_l_ccor</th>\n",
       "      <th>rsfm_smmouth_to_l_tp</th>\n",
       "      <th>rsfm_smmouth_to_l_caudate</th>\n",
       "      <th>rsfm_smmouth_to_l_putamen</th>\n",
       "      <th>rsfm_smmouth_to_l_pallidum</th>\n",
       "      <th>rsfm_smmouth_to_brain_stem</th>\n",
       "      <th>rsfm_smmouth_to_l_hps</th>\n",
       "      <th>rsfm_smmouth_to_l_amygdala</th>\n",
       "      <th>rsfm_smmouth_to_l_aa</th>\n",
       "      <th>rsfm_smmouth_to_l_vnldc</th>\n",
       "      <th>rsfm_smmouth_to_rccor</th>\n",
       "      <th>rsfm_smmouth_to_rtp</th>\n",
       "      <th>rsfm_smmouth_to_rcaudate</th>\n",
       "      <th>rsfm_smmouth_to_rputamen</th>\n",
       "      <th>rsfm_smmouth_to_rpallidum</th>\n",
       "      <th>rsfm_smmouth_to_rhps</th>\n",
       "      <th>rsfm_smmouth_to_ramygdala</th>\n",
       "      <th>rsfm_smmouth_to_raa</th>\n",
       "      <th>rsfm_smmouth_to_rvnldc</th>\n",
       "      <th>rsfm_salience_to_l_ccor</th>\n",
       "      <th>rsfm_salience_to_l_tp</th>\n",
       "      <th>rsfm_salience_to_l_caudate</th>\n",
       "      <th>rsfm_salience_to_l_putamen</th>\n",
       "      <th>rsfm_salience_to_l_pallidum</th>\n",
       "      <th>rsfm_salience_to_brain_stem</th>\n",
       "      <th>rsfm_salience_to_l_hps</th>\n",
       "      <th>rsfm_salience_to_l_amygdala</th>\n",
       "      <th>rsfm_salience_to_l_aa</th>\n",
       "      <th>rsfm_salience_to_l_vnldc</th>\n",
       "      <th>rsfm_salience_to_rccor</th>\n",
       "      <th>rsfm_salience_to_rtp</th>\n",
       "      <th>rsfm_salience_to_rcaudate</th>\n",
       "      <th>rsfm_salience_to_rputamen</th>\n",
       "      <th>rsfm_salience_to_rpallidum</th>\n",
       "      <th>rsfm_salience_to_rhps</th>\n",
       "      <th>rsfm_salience_to_ramygdala</th>\n",
       "      <th>rsfm_salience_to_raa</th>\n",
       "      <th>rsfm_salience_to_rvnldc</th>\n",
       "      <th>rsfm_vnlattn_to_l_ccor</th>\n",
       "      <th>rsfm_vnlattn_to_l_tp</th>\n",
       "      <th>rsfm_vnlattn_to_l_caudate</th>\n",
       "      <th>rsfm_vnlattn_to_l_putamen</th>\n",
       "      <th>rsfm_vnlattn_to_l_pallidum</th>\n",
       "      <th>rsfm_vnlattn_to_brain_stem</th>\n",
       "      <th>rsfm_vnlattn_to_l_hps</th>\n",
       "      <th>rsfm_vnlattn_to_l_amygdala</th>\n",
       "      <th>rsfm_vnlattn_to_l_aa</th>\n",
       "      <th>rsfm_vnlattn_to_l_vnldc</th>\n",
       "      <th>rsfm_vnlattn_to_rccor</th>\n",
       "      <th>rsfm_vnlattn_to_rtp</th>\n",
       "      <th>rsfm_vnlattn_to_rcaudate</th>\n",
       "      <th>rsfm_vnlattn_to_rputamen</th>\n",
       "      <th>rsfm_vnlattn_to_rpallidum</th>\n",
       "      <th>rsfm_vnlattn_to_rhps</th>\n",
       "      <th>rsfm_vnlattn_to_ramygdala</th>\n",
       "      <th>rsfm_vnlattn_to_raa</th>\n",
       "      <th>rsfm_vnlattn_to_rvnldc</th>\n",
       "      <th>rsfm_vis_to_l_ccor</th>\n",
       "      <th>rsfm_vis_to_l_tp</th>\n",
       "      <th>rsfm_vis_to_l_caudate</th>\n",
       "      <th>rsfm_vis_to_l_putamen</th>\n",
       "      <th>rsfm_vis_to_l_pallidum</th>\n",
       "      <th>rsfm_vis_to_brain_stem</th>\n",
       "      <th>rsfm_vis_to_l_hps</th>\n",
       "      <th>rsfm_vis_to_l_amygdala</th>\n",
       "      <th>rsfm_vis_to_l_aa</th>\n",
       "      <th>rsfm_vis_to_l_vnldc</th>\n",
       "      <th>rsfm_vis_to_rccor</th>\n",
       "      <th>rsfm_vis_to_rtp</th>\n",
       "      <th>rsfm_vis_to_rcaudate</th>\n",
       "      <th>rsfm_vis_to_rputamen</th>\n",
       "      <th>rsfm_vis_to_rpallidum</th>\n",
       "      <th>rsfm_vis_to_rhps</th>\n",
       "      <th>rsfm_vis_to_ramygdala</th>\n",
       "      <th>rsfm_vis_to_raa</th>\n",
       "      <th>rsfm_vis_to_rvnldc</th>\n",
       "      <th>ehi_y_ss_scoreb</th>\n",
       "      <th>qc_ok</th>\n",
       "      <th>qc_ok</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2573</td>\n",
       "      <td>14688</td>\n",
       "      <td>NDAR_INV00X2TBWJ</td>\n",
       "      <td>NDAR_INV00X2TBWJ</td>\n",
       "      <td>05/12/2017</td>\n",
       "      <td>130</td>\n",
       "      <td>F</td>\n",
       "      <td>baseline_year_1_arm_1</td>\n",
       "      <td>S020_INV00X2TBWJ_20170512</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1149</td>\n",
       "      <td>1149</td>\n",
       "      <td>0.496881</td>\n",
       "      <td>10.471224</td>\n",
       "      <td>0.321085</td>\n",
       "      <td>7.829029</td>\n",
       "      <td>0.201447</td>\n",
       "      <td>3.939768</td>\n",
       "      <td>SIEMENS</td>\n",
       "      <td>Prisma</td>\n",
       "      <td>HASH11ad4ed5</td>\n",
       "      <td>3</td>\n",
       "      <td>DJH</td>\n",
       "      <td>10/20/2017</td>\n",
       "      <td>0.066845</td>\n",
       "      <td>0.073088</td>\n",
       "      <td>-0.001011</td>\n",
       "      <td>0.033577</td>\n",
       "      <td>-0.040924</td>\n",
       "      <td>0.012529</td>\n",
       "      <td>-0.000868</td>\n",
       "      <td>-0.022256</td>\n",
       "      <td>0.033541</td>\n",
       "      <td>0.050652</td>\n",
       "      <td>0.061032</td>\n",
       "      <td>0.076112</td>\n",
       "      <td>-0.043698</td>\n",
       "      <td>0.046152</td>\n",
       "      <td>0.288730</td>\n",
       "      <td>-0.176042</td>\n",
       "      <td>-0.093068</td>\n",
       "      <td>0.147775</td>\n",
       "      <td>-0.033703</td>\n",
       "      <td>-0.066793</td>\n",
       "      <td>-0.053857</td>\n",
       "      <td>0.118360</td>\n",
       "      <td>-0.017932</td>\n",
       "      <td>0.172659</td>\n",
       "      <td>0.019018</td>\n",
       "      <td>-0.098322</td>\n",
       "      <td>-0.00115</td>\n",
       "      <td>-0.032795</td>\n",
       "      <td>-0.000344</td>\n",
       "      <td>0.075480</td>\n",
       "      <td>-0.004329</td>\n",
       "      <td>0.045043</td>\n",
       "      <td>0.031604</td>\n",
       "      <td>0.017954</td>\n",
       "      <td>0.009204</td>\n",
       "      <td>-0.093408</td>\n",
       "      <td>0.082209</td>\n",
       "      <td>0.033493</td>\n",
       "      <td>-0.031629</td>\n",
       "      <td>0.041041</td>\n",
       "      <td>-0.046947</td>\n",
       "      <td>0.05670</td>\n",
       "      <td>0.095366</td>\n",
       "      <td>-0.096243</td>\n",
       "      <td>0.059673</td>\n",
       "      <td>0.056454</td>\n",
       "      <td>-0.016202</td>\n",
       "      <td>-0.031059</td>\n",
       "      <td>-0.006008</td>\n",
       "      <td>0.042603</td>\n",
       "      <td>0.069867</td>\n",
       "      <td>-0.048954</td>\n",
       "      <td>-0.164590</td>\n",
       "      <td>0.147775</td>\n",
       "      <td>-0.10878</td>\n",
       "      <td>-0.205131</td>\n",
       "      <td>0.490282</td>\n",
       "      <td>-0.049798</td>\n",
       "      <td>-0.078285</td>\n",
       "      <td>0.083300</td>\n",
       "      <td>0.175632</td>\n",
       "      <td>-0.251946</td>\n",
       "      <td>0.303027</td>\n",
       "      <td>-0.251773</td>\n",
       "      <td>0.028719</td>\n",
       "      <td>-0.004618</td>\n",
       "      <td>-0.036080</td>\n",
       "      <td>0.042445</td>\n",
       "      <td>0.063712</td>\n",
       "      <td>0.013314</td>\n",
       "      <td>0.052596</td>\n",
       "      <td>0.051740</td>\n",
       "      <td>-0.023122</td>\n",
       "      <td>-0.009601</td>\n",
       "      <td>-0.062972</td>\n",
       "      <td>0.127956</td>\n",
       "      <td>0.015706</td>\n",
       "      <td>-0.049510</td>\n",
       "      <td>0.015372</td>\n",
       "      <td>-0.062439</td>\n",
       "      <td>0.026009</td>\n",
       "      <td>0.106948</td>\n",
       "      <td>-0.083119</td>\n",
       "      <td>0.087839</td>\n",
       "      <td>0.079376</td>\n",
       "      <td>-0.050957</td>\n",
       "      <td>-0.025601</td>\n",
       "      <td>-0.020492</td>\n",
       "      <td>0.066932</td>\n",
       "      <td>0.051471</td>\n",
       "      <td>-0.070153</td>\n",
       "      <td>-0.001126</td>\n",
       "      <td>-0.122221</td>\n",
       "      <td>0.040231</td>\n",
       "      <td>0.03065</td>\n",
       "      <td>-0.093110</td>\n",
       "      <td>0.012246</td>\n",
       "      <td>0.033465</td>\n",
       "      <td>0.008053</td>\n",
       "      <td>-0.082066</td>\n",
       "      <td>0.061353</td>\n",
       "      <td>-0.107602</td>\n",
       "      <td>-0.013956</td>\n",
       "      <td>0.082217</td>\n",
       "      <td>0.015880</td>\n",
       "      <td>0.125382</td>\n",
       "      <td>-0.006350</td>\n",
       "      <td>-0.042017</td>\n",
       "      <td>0.180753</td>\n",
       "      <td>-0.023825</td>\n",
       "      <td>-0.030989</td>\n",
       "      <td>0.045323</td>\n",
       "      <td>0.233666</td>\n",
       "      <td>-0.036676</td>\n",
       "      <td>0.199434</td>\n",
       "      <td>-0.013508</td>\n",
       "      <td>-0.067276</td>\n",
       "      <td>0.053665</td>\n",
       "      <td>0.129480</td>\n",
       "      <td>-0.140954</td>\n",
       "      <td>-0.099123</td>\n",
       "      <td>0.044250</td>\n",
       "      <td>-0.054945</td>\n",
       "      <td>-0.058576</td>\n",
       "      <td>-0.033221</td>\n",
       "      <td>0.186103</td>\n",
       "      <td>0.186171</td>\n",
       "      <td>-0.019589</td>\n",
       "      <td>0.015325</td>\n",
       "      <td>-0.017840</td>\n",
       "      <td>-0.011786</td>\n",
       "      <td>0.172659</td>\n",
       "      <td>-0.032099</td>\n",
       "      <td>0.066884</td>\n",
       "      <td>0.303027</td>\n",
       "      <td>0.148638</td>\n",
       "      <td>0.063325</td>\n",
       "      <td>-0.028233</td>\n",
       "      <td>0.143942</td>\n",
       "      <td>-0.304341</td>\n",
       "      <td>0.373622</td>\n",
       "      <td>0.004453</td>\n",
       "      <td>-0.206640</td>\n",
       "      <td>0.150619</td>\n",
       "      <td>0.019018</td>\n",
       "      <td>0.067540</td>\n",
       "      <td>0.170659</td>\n",
       "      <td>-0.251773</td>\n",
       "      <td>0.068317</td>\n",
       "      <td>0.041144</td>\n",
       "      <td>-0.058208</td>\n",
       "      <td>-0.033720</td>\n",
       "      <td>0.088623</td>\n",
       "      <td>0.004453</td>\n",
       "      <td>0.198128</td>\n",
       "      <td>-0.110639</td>\n",
       "      <td>-0.025115</td>\n",
       "      <td>-0.057984</td>\n",
       "      <td>0.058638</td>\n",
       "      <td>-0.041388</td>\n",
       "      <td>0.049312</td>\n",
       "      <td>-0.038072</td>\n",
       "      <td>-0.018079</td>\n",
       "      <td>0.068657</td>\n",
       "      <td>0.002375</td>\n",
       "      <td>-0.012781</td>\n",
       "      <td>-0.039967</td>\n",
       "      <td>-0.063669</td>\n",
       "      <td>0.101082</td>\n",
       "      <td>Adolescent Brain Cognitive Development Study (ABCD)</td>\n",
       "      <td>NDAR_INV00X2TBWJ</td>\n",
       "      <td>ABCD 1.0 Data Release</td>\n",
       "      <td>0.059229</td>\n",
       "      <td>0.033337</td>\n",
       "      <td>-0.241508</td>\n",
       "      <td>-0.261757</td>\n",
       "      <td>-0.212534</td>\n",
       "      <td>-0.192483</td>\n",
       "      <td>-0.192370</td>\n",
       "      <td>-0.043509</td>\n",
       "      <td>-0.199352</td>\n",
       "      <td>0.498435</td>\n",
       "      <td>-0.590884</td>\n",
       "      <td>-0.072658</td>\n",
       "      <td>0.224318</td>\n",
       "      <td>0.305611</td>\n",
       "      <td>-0.128307</td>\n",
       "      <td>0.474511</td>\n",
       "      <td>0.369695</td>\n",
       "      <td>-0.647727</td>\n",
       "      <td>0.099202</td>\n",
       "      <td>0.129945</td>\n",
       "      <td>-0.090338</td>\n",
       "      <td>-0.237034</td>\n",
       "      <td>0.145237</td>\n",
       "      <td>-0.218414</td>\n",
       "      <td>0.377192</td>\n",
       "      <td>-0.021993</td>\n",
       "      <td>0.248295</td>\n",
       "      <td>-0.024124</td>\n",
       "      <td>0.237014</td>\n",
       "      <td>0.316564</td>\n",
       "      <td>-0.566625</td>\n",
       "      <td>0.109272</td>\n",
       "      <td>0.072339</td>\n",
       "      <td>-0.144897</td>\n",
       "      <td>-0.354300</td>\n",
       "      <td>0.044654</td>\n",
       "      <td>-0.210169</td>\n",
       "      <td>0.357607</td>\n",
       "      <td>-0.067040</td>\n",
       "      <td>0.325091</td>\n",
       "      <td>-0.042237</td>\n",
       "      <td>0.258553</td>\n",
       "      <td>0.421251</td>\n",
       "      <td>-0.768754</td>\n",
       "      <td>0.142532</td>\n",
       "      <td>0.166053</td>\n",
       "      <td>-0.196302</td>\n",
       "      <td>-0.311593</td>\n",
       "      <td>0.220223</td>\n",
       "      <td>-0.282700</td>\n",
       "      <td>0.476498</td>\n",
       "      <td>-0.127410</td>\n",
       "      <td>0.172522</td>\n",
       "      <td>-0.229665</td>\n",
       "      <td>0.293662</td>\n",
       "      <td>0.329778</td>\n",
       "      <td>-0.319277</td>\n",
       "      <td>0.160203</td>\n",
       "      <td>0.139156</td>\n",
       "      <td>-0.054933</td>\n",
       "      <td>-0.166128</td>\n",
       "      <td>0.006545</td>\n",
       "      <td>0.138168</td>\n",
       "      <td>0.186594</td>\n",
       "      <td>-0.055324</td>\n",
       "      <td>0.188235</td>\n",
       "      <td>-0.258698</td>\n",
       "      <td>0.155985</td>\n",
       "      <td>0.308221</td>\n",
       "      <td>-0.687009</td>\n",
       "      <td>0.134443</td>\n",
       "      <td>0.211110</td>\n",
       "      <td>-0.182211</td>\n",
       "      <td>-0.319217</td>\n",
       "      <td>0.427836</td>\n",
       "      <td>-0.392706</td>\n",
       "      <td>0.245198</td>\n",
       "      <td>-0.01785</td>\n",
       "      <td>0.110358</td>\n",
       "      <td>-0.355086</td>\n",
       "      <td>0.109059</td>\n",
       "      <td>0.263415</td>\n",
       "      <td>-0.493027</td>\n",
       "      <td>0.163159</td>\n",
       "      <td>0.273557</td>\n",
       "      <td>-0.067225</td>\n",
       "      <td>-0.270874</td>\n",
       "      <td>0.211387</td>\n",
       "      <td>-0.315411</td>\n",
       "      <td>0.112075</td>\n",
       "      <td>0.053627</td>\n",
       "      <td>0.270744</td>\n",
       "      <td>-0.160513</td>\n",
       "      <td>0.275049</td>\n",
       "      <td>0.251049</td>\n",
       "      <td>-0.652366</td>\n",
       "      <td>0.004860</td>\n",
       "      <td>0.033700</td>\n",
       "      <td>0.055336</td>\n",
       "      <td>-0.289057</td>\n",
       "      <td>0.245226</td>\n",
       "      <td>-0.537082</td>\n",
       "      <td>0.312224</td>\n",
       "      <td>0.091126</td>\n",
       "      <td>-0.020060</td>\n",
       "      <td>-0.174597</td>\n",
       "      <td>0.298404</td>\n",
       "      <td>0.194232</td>\n",
       "      <td>0.159484</td>\n",
       "      <td>0.082313</td>\n",
       "      <td>0.098977</td>\n",
       "      <td>0.198272</td>\n",
       "      <td>0.153338</td>\n",
       "      <td>-0.383236</td>\n",
       "      <td>0.320712</td>\n",
       "      <td>-0.016955</td>\n",
       "      <td>-0.035230</td>\n",
       "      <td>0.235191</td>\n",
       "      <td>-0.147796</td>\n",
       "      <td>0.196664</td>\n",
       "      <td>0.356229</td>\n",
       "      <td>-0.487931</td>\n",
       "      <td>0.246691</td>\n",
       "      <td>0.239853</td>\n",
       "      <td>-0.172268</td>\n",
       "      <td>-0.126275</td>\n",
       "      <td>0.331367</td>\n",
       "      <td>0.004843</td>\n",
       "      <td>0.282963</td>\n",
       "      <td>-0.171321</td>\n",
       "      <td>0.142556</td>\n",
       "      <td>-0.006284</td>\n",
       "      <td>-0.201689</td>\n",
       "      <td>-0.025981</td>\n",
       "      <td>-0.586265</td>\n",
       "      <td>-0.087517</td>\n",
       "      <td>-0.144243</td>\n",
       "      <td>-0.085691</td>\n",
       "      <td>-0.256881</td>\n",
       "      <td>0.621082</td>\n",
       "      <td>-0.631211</td>\n",
       "      <td>0.254027</td>\n",
       "      <td>0.079348</td>\n",
       "      <td>0.242407</td>\n",
       "      <td>-0.177575</td>\n",
       "      <td>0.280893</td>\n",
       "      <td>0.308752</td>\n",
       "      <td>-0.597766</td>\n",
       "      <td>0.151577</td>\n",
       "      <td>0.197635</td>\n",
       "      <td>-0.119809</td>\n",
       "      <td>-0.252476</td>\n",
       "      <td>0.18979</td>\n",
       "      <td>-0.222705</td>\n",
       "      <td>0.278363</td>\n",
       "      <td>0.001328</td>\n",
       "      <td>0.129717</td>\n",
       "      <td>0.179582</td>\n",
       "      <td>-0.273069</td>\n",
       "      <td>0.078237</td>\n",
       "      <td>-0.292230</td>\n",
       "      <td>0.172692</td>\n",
       "      <td>0.059884</td>\n",
       "      <td>-0.255440</td>\n",
       "      <td>-0.174779</td>\n",
       "      <td>0.224542</td>\n",
       "      <td>0.069639</td>\n",
       "      <td>0.164904</td>\n",
       "      <td>-0.146072</td>\n",
       "      <td>0.313599</td>\n",
       "      <td>0.042054</td>\n",
       "      <td>-0.070145</td>\n",
       "      <td>0.274326</td>\n",
       "      <td>-0.744797</td>\n",
       "      <td>0.139505</td>\n",
       "      <td>0.103453</td>\n",
       "      <td>-0.250116</td>\n",
       "      <td>-0.216477</td>\n",
       "      <td>0.444203</td>\n",
       "      <td>-0.322256</td>\n",
       "      <td>0.444027</td>\n",
       "      <td>-0.157969</td>\n",
       "      <td>-0.020098</td>\n",
       "      <td>0.168265</td>\n",
       "      <td>-0.201049</td>\n",
       "      <td>0.135296</td>\n",
       "      <td>0.101910</td>\n",
       "      <td>0.220817</td>\n",
       "      <td>0.191218</td>\n",
       "      <td>-0.201796</td>\n",
       "      <td>0.087822</td>\n",
       "      <td>-0.111973</td>\n",
       "      <td>0.558716</td>\n",
       "      <td>0.050788</td>\n",
       "      <td>-0.343376</td>\n",
       "      <td>0.315318</td>\n",
       "      <td>-0.100119</td>\n",
       "      <td>0.393905</td>\n",
       "      <td>0.343895</td>\n",
       "      <td>-0.718913</td>\n",
       "      <td>0.010341</td>\n",
       "      <td>0.048640</td>\n",
       "      <td>0.019544</td>\n",
       "      <td>-0.391828</td>\n",
       "      <td>0.127948</td>\n",
       "      <td>-0.414438</td>\n",
       "      <td>0.397844</td>\n",
       "      <td>0.018353</td>\n",
       "      <td>0.188050</td>\n",
       "      <td>-0.212197</td>\n",
       "      <td>0.081973</td>\n",
       "      <td>0.207214</td>\n",
       "      <td>-0.710661</td>\n",
       "      <td>0.055021</td>\n",
       "      <td>0.135998</td>\n",
       "      <td>-0.115993</td>\n",
       "      <td>-0.339082</td>\n",
       "      <td>0.415332</td>\n",
       "      <td>-0.557994</td>\n",
       "      <td>0.244731</td>\n",
       "      <td>0.040484</td>\n",
       "      <td>0.046157</td>\n",
       "      <td>-0.111075</td>\n",
       "      <td>0.030685</td>\n",
       "      <td>-0.147522</td>\n",
       "      <td>-0.068574</td>\n",
       "      <td>-0.126658</td>\n",
       "      <td>-0.085233</td>\n",
       "      <td>0.114625</td>\n",
       "      <td>-0.088094</td>\n",
       "      <td>0.145345</td>\n",
       "      <td>-0.399623</td>\n",
       "      <td>-0.142787</td>\n",
       "      <td>0.204460</td>\n",
       "      <td>0.168206</td>\n",
       "      <td>-0.205280</td>\n",
       "      <td>0.223105</td>\n",
       "      <td>0.370692</td>\n",
       "      <td>-0.472528</td>\n",
       "      <td>0.276484</td>\n",
       "      <td>0.275809</td>\n",
       "      <td>-0.191906</td>\n",
       "      <td>-0.242929</td>\n",
       "      <td>0.013544</td>\n",
       "      <td>0.084026</td>\n",
       "      <td>0.268811</td>\n",
       "      <td>-0.141454</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2573</td>\n",
       "      <td>14688</td>\n",
       "      <td>NDAR_INV02H7G2T6</td>\n",
       "      <td>NDAR_INV02H7G2T6</td>\n",
       "      <td>11/19/2016</td>\n",
       "      <td>119</td>\n",
       "      <td>F</td>\n",
       "      <td>baseline_year_1_arm_1</td>\n",
       "      <td>P043_INV02H7G2T6_20161119</td>\n",
       "      <td>0.8</td>\n",
       "      <td>1532</td>\n",
       "      <td>1532</td>\n",
       "      <td>0.229100</td>\n",
       "      <td>2.415015</td>\n",
       "      <td>0.159073</td>\n",
       "      <td>1.318155</td>\n",
       "      <td>0.080244</td>\n",
       "      <td>1.263554</td>\n",
       "      <td>Philips Medical Systems</td>\n",
       "      <td>Achieva dStream</td>\n",
       "      <td>HASHdb2589d4</td>\n",
       "      <td>3</td>\n",
       "      <td>DJH</td>\n",
       "      <td>01/14/2018</td>\n",
       "      <td>0.240388</td>\n",
       "      <td>0.199407</td>\n",
       "      <td>-0.109374</td>\n",
       "      <td>0.009745</td>\n",
       "      <td>-0.013361</td>\n",
       "      <td>0.026148</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>-0.103312</td>\n",
       "      <td>0.041118</td>\n",
       "      <td>0.069293</td>\n",
       "      <td>0.223491</td>\n",
       "      <td>0.165321</td>\n",
       "      <td>-0.138923</td>\n",
       "      <td>0.211595</td>\n",
       "      <td>0.193768</td>\n",
       "      <td>-0.081509</td>\n",
       "      <td>0.022021</td>\n",
       "      <td>-0.007543</td>\n",
       "      <td>0.026849</td>\n",
       "      <td>-0.015032</td>\n",
       "      <td>-0.076462</td>\n",
       "      <td>0.075341</td>\n",
       "      <td>0.107894</td>\n",
       "      <td>0.210513</td>\n",
       "      <td>0.128994</td>\n",
       "      <td>-0.137512</td>\n",
       "      <td>-0.05493</td>\n",
       "      <td>-0.053695</td>\n",
       "      <td>0.115973</td>\n",
       "      <td>0.017563</td>\n",
       "      <td>-0.000235</td>\n",
       "      <td>0.001261</td>\n",
       "      <td>0.033489</td>\n",
       "      <td>0.041262</td>\n",
       "      <td>-0.059165</td>\n",
       "      <td>-0.069992</td>\n",
       "      <td>-0.092129</td>\n",
       "      <td>-0.039586</td>\n",
       "      <td>0.031966</td>\n",
       "      <td>0.033750</td>\n",
       "      <td>0.031782</td>\n",
       "      <td>-0.02513</td>\n",
       "      <td>0.028382</td>\n",
       "      <td>0.004405</td>\n",
       "      <td>0.002888</td>\n",
       "      <td>0.017946</td>\n",
       "      <td>0.028512</td>\n",
       "      <td>-0.021579</td>\n",
       "      <td>0.005270</td>\n",
       "      <td>0.018936</td>\n",
       "      <td>0.029671</td>\n",
       "      <td>-0.041176</td>\n",
       "      <td>-0.034989</td>\n",
       "      <td>-0.007543</td>\n",
       "      <td>0.04237</td>\n",
       "      <td>0.002492</td>\n",
       "      <td>0.089179</td>\n",
       "      <td>0.047797</td>\n",
       "      <td>-0.040935</td>\n",
       "      <td>0.026663</td>\n",
       "      <td>0.088429</td>\n",
       "      <td>0.088335</td>\n",
       "      <td>-0.015068</td>\n",
       "      <td>0.004029</td>\n",
       "      <td>0.056007</td>\n",
       "      <td>0.016298</td>\n",
       "      <td>0.025988</td>\n",
       "      <td>0.009255</td>\n",
       "      <td>-0.009059</td>\n",
       "      <td>0.039814</td>\n",
       "      <td>0.030385</td>\n",
       "      <td>-0.021279</td>\n",
       "      <td>-0.047115</td>\n",
       "      <td>0.034916</td>\n",
       "      <td>0.044185</td>\n",
       "      <td>0.067387</td>\n",
       "      <td>0.036327</td>\n",
       "      <td>0.030537</td>\n",
       "      <td>0.022215</td>\n",
       "      <td>-0.003491</td>\n",
       "      <td>-0.054658</td>\n",
       "      <td>0.017759</td>\n",
       "      <td>-0.036310</td>\n",
       "      <td>-0.016901</td>\n",
       "      <td>0.054461</td>\n",
       "      <td>-0.002797</td>\n",
       "      <td>-0.074385</td>\n",
       "      <td>-0.039517</td>\n",
       "      <td>-0.000955</td>\n",
       "      <td>0.009590</td>\n",
       "      <td>-0.039899</td>\n",
       "      <td>-0.073757</td>\n",
       "      <td>-0.068044</td>\n",
       "      <td>0.095843</td>\n",
       "      <td>0.02692</td>\n",
       "      <td>0.013616</td>\n",
       "      <td>-0.043427</td>\n",
       "      <td>0.016159</td>\n",
       "      <td>0.227833</td>\n",
       "      <td>-0.029665</td>\n",
       "      <td>-0.050932</td>\n",
       "      <td>-0.088012</td>\n",
       "      <td>-0.043249</td>\n",
       "      <td>0.089039</td>\n",
       "      <td>0.065907</td>\n",
       "      <td>0.092172</td>\n",
       "      <td>0.004476</td>\n",
       "      <td>-0.020259</td>\n",
       "      <td>0.068370</td>\n",
       "      <td>0.030925</td>\n",
       "      <td>-0.062396</td>\n",
       "      <td>0.024287</td>\n",
       "      <td>0.218913</td>\n",
       "      <td>0.213841</td>\n",
       "      <td>0.085105</td>\n",
       "      <td>0.051797</td>\n",
       "      <td>0.006973</td>\n",
       "      <td>0.068965</td>\n",
       "      <td>0.109225</td>\n",
       "      <td>-0.044291</td>\n",
       "      <td>-0.019428</td>\n",
       "      <td>0.067869</td>\n",
       "      <td>0.036190</td>\n",
       "      <td>-0.054405</td>\n",
       "      <td>0.020977</td>\n",
       "      <td>0.249861</td>\n",
       "      <td>0.355269</td>\n",
       "      <td>0.087109</td>\n",
       "      <td>0.049441</td>\n",
       "      <td>-0.050285</td>\n",
       "      <td>0.222671</td>\n",
       "      <td>0.210513</td>\n",
       "      <td>-0.139609</td>\n",
       "      <td>-0.031621</td>\n",
       "      <td>-0.015068</td>\n",
       "      <td>0.059603</td>\n",
       "      <td>-0.031819</td>\n",
       "      <td>-0.153377</td>\n",
       "      <td>0.062644</td>\n",
       "      <td>0.162258</td>\n",
       "      <td>0.412967</td>\n",
       "      <td>0.190238</td>\n",
       "      <td>-0.034502</td>\n",
       "      <td>0.171735</td>\n",
       "      <td>0.128994</td>\n",
       "      <td>-0.084615</td>\n",
       "      <td>0.021764</td>\n",
       "      <td>0.004029</td>\n",
       "      <td>0.043632</td>\n",
       "      <td>-0.000222</td>\n",
       "      <td>-0.056290</td>\n",
       "      <td>0.040275</td>\n",
       "      <td>0.066340</td>\n",
       "      <td>0.190238</td>\n",
       "      <td>0.150281</td>\n",
       "      <td>-0.088682</td>\n",
       "      <td>-0.062772</td>\n",
       "      <td>-0.048994</td>\n",
       "      <td>0.108785</td>\n",
       "      <td>-0.032080</td>\n",
       "      <td>0.050240</td>\n",
       "      <td>0.015577</td>\n",
       "      <td>-0.029771</td>\n",
       "      <td>0.037275</td>\n",
       "      <td>0.032080</td>\n",
       "      <td>0.026281</td>\n",
       "      <td>0.027811</td>\n",
       "      <td>-0.019677</td>\n",
       "      <td>0.212038</td>\n",
       "      <td>Adolescent Brain Cognitive Development Study (ABCD)</td>\n",
       "      <td>NDAR_INV02H7G2T6</td>\n",
       "      <td>ABCD 1.0 Data Release</td>\n",
       "      <td>-0.252222</td>\n",
       "      <td>-0.194015</td>\n",
       "      <td>-0.020103</td>\n",
       "      <td>-0.100052</td>\n",
       "      <td>-0.073113</td>\n",
       "      <td>-0.018786</td>\n",
       "      <td>0.000718</td>\n",
       "      <td>-0.157973</td>\n",
       "      <td>-0.145741</td>\n",
       "      <td>-0.205983</td>\n",
       "      <td>-0.268383</td>\n",
       "      <td>-0.231889</td>\n",
       "      <td>0.031316</td>\n",
       "      <td>0.166537</td>\n",
       "      <td>0.162195</td>\n",
       "      <td>-0.083260</td>\n",
       "      <td>-0.003032</td>\n",
       "      <td>-0.082209</td>\n",
       "      <td>-0.071744</td>\n",
       "      <td>-0.003508</td>\n",
       "      <td>0.082230</td>\n",
       "      <td>-0.039001</td>\n",
       "      <td>-0.052970</td>\n",
       "      <td>0.291435</td>\n",
       "      <td>0.082000</td>\n",
       "      <td>-0.105615</td>\n",
       "      <td>0.044338</td>\n",
       "      <td>0.022477</td>\n",
       "      <td>-0.189666</td>\n",
       "      <td>-0.039990</td>\n",
       "      <td>-0.074272</td>\n",
       "      <td>-0.030689</td>\n",
       "      <td>0.072098</td>\n",
       "      <td>-0.217879</td>\n",
       "      <td>-0.133041</td>\n",
       "      <td>-0.011459</td>\n",
       "      <td>0.196648</td>\n",
       "      <td>0.033575</td>\n",
       "      <td>-0.106763</td>\n",
       "      <td>0.275648</td>\n",
       "      <td>0.293058</td>\n",
       "      <td>-0.124044</td>\n",
       "      <td>0.065020</td>\n",
       "      <td>0.025463</td>\n",
       "      <td>0.018277</td>\n",
       "      <td>-0.012425</td>\n",
       "      <td>0.115368</td>\n",
       "      <td>0.077828</td>\n",
       "      <td>0.114588</td>\n",
       "      <td>0.464539</td>\n",
       "      <td>0.236952</td>\n",
       "      <td>-0.101113</td>\n",
       "      <td>0.251871</td>\n",
       "      <td>0.188332</td>\n",
       "      <td>-0.132003</td>\n",
       "      <td>-0.014956</td>\n",
       "      <td>-0.040729</td>\n",
       "      <td>0.074081</td>\n",
       "      <td>-0.047768</td>\n",
       "      <td>-0.172646</td>\n",
       "      <td>0.093563</td>\n",
       "      <td>0.220695</td>\n",
       "      <td>0.410766</td>\n",
       "      <td>0.178310</td>\n",
       "      <td>-0.129953</td>\n",
       "      <td>-0.098793</td>\n",
       "      <td>-0.096062</td>\n",
       "      <td>-0.105747</td>\n",
       "      <td>-0.069903</td>\n",
       "      <td>-0.118847</td>\n",
       "      <td>-0.102392</td>\n",
       "      <td>0.007498</td>\n",
       "      <td>-0.027993</td>\n",
       "      <td>-0.154293</td>\n",
       "      <td>-0.251801</td>\n",
       "      <td>-0.070627</td>\n",
       "      <td>-0.124460</td>\n",
       "      <td>-0.03667</td>\n",
       "      <td>0.138971</td>\n",
       "      <td>0.028001</td>\n",
       "      <td>0.047498</td>\n",
       "      <td>0.032833</td>\n",
       "      <td>-0.061369</td>\n",
       "      <td>-0.166689</td>\n",
       "      <td>0.081892</td>\n",
       "      <td>0.201097</td>\n",
       "      <td>-0.069400</td>\n",
       "      <td>0.010195</td>\n",
       "      <td>-0.088623</td>\n",
       "      <td>-0.038432</td>\n",
       "      <td>-0.020582</td>\n",
       "      <td>0.276944</td>\n",
       "      <td>0.212935</td>\n",
       "      <td>-0.046228</td>\n",
       "      <td>0.063087</td>\n",
       "      <td>-0.059630</td>\n",
       "      <td>-0.029926</td>\n",
       "      <td>0.082835</td>\n",
       "      <td>0.100786</td>\n",
       "      <td>-0.078298</td>\n",
       "      <td>-0.059523</td>\n",
       "      <td>0.226586</td>\n",
       "      <td>0.157486</td>\n",
       "      <td>-0.204670</td>\n",
       "      <td>-0.093946</td>\n",
       "      <td>-0.041351</td>\n",
       "      <td>-0.013392</td>\n",
       "      <td>0.084632</td>\n",
       "      <td>0.013308</td>\n",
       "      <td>-0.056867</td>\n",
       "      <td>0.044099</td>\n",
       "      <td>0.174029</td>\n",
       "      <td>-0.083394</td>\n",
       "      <td>-0.040940</td>\n",
       "      <td>-0.053726</td>\n",
       "      <td>-0.042978</td>\n",
       "      <td>-0.048728</td>\n",
       "      <td>0.217406</td>\n",
       "      <td>0.187104</td>\n",
       "      <td>-0.205199</td>\n",
       "      <td>0.032562</td>\n",
       "      <td>-0.054196</td>\n",
       "      <td>-0.021733</td>\n",
       "      <td>-0.008013</td>\n",
       "      <td>-0.040366</td>\n",
       "      <td>0.101041</td>\n",
       "      <td>0.139524</td>\n",
       "      <td>0.097504</td>\n",
       "      <td>0.076738</td>\n",
       "      <td>-0.200385</td>\n",
       "      <td>-0.224018</td>\n",
       "      <td>-0.164679</td>\n",
       "      <td>-0.077574</td>\n",
       "      <td>-0.090786</td>\n",
       "      <td>-0.045477</td>\n",
       "      <td>-0.018002</td>\n",
       "      <td>0.010292</td>\n",
       "      <td>-0.202429</td>\n",
       "      <td>-0.126927</td>\n",
       "      <td>-0.222885</td>\n",
       "      <td>-0.290742</td>\n",
       "      <td>-0.226119</td>\n",
       "      <td>-0.066940</td>\n",
       "      <td>0.245689</td>\n",
       "      <td>0.190624</td>\n",
       "      <td>0.035270</td>\n",
       "      <td>0.018913</td>\n",
       "      <td>-0.083070</td>\n",
       "      <td>-0.140361</td>\n",
       "      <td>0.039689</td>\n",
       "      <td>0.202512</td>\n",
       "      <td>0.006732</td>\n",
       "      <td>-0.06875</td>\n",
       "      <td>0.155408</td>\n",
       "      <td>0.058487</td>\n",
       "      <td>-0.066515</td>\n",
       "      <td>0.051872</td>\n",
       "      <td>0.044639</td>\n",
       "      <td>-0.177082</td>\n",
       "      <td>-0.052338</td>\n",
       "      <td>-0.069833</td>\n",
       "      <td>-0.038968</td>\n",
       "      <td>0.002743</td>\n",
       "      <td>-0.170876</td>\n",
       "      <td>-0.070145</td>\n",
       "      <td>0.012278</td>\n",
       "      <td>0.222387</td>\n",
       "      <td>0.045654</td>\n",
       "      <td>-0.097879</td>\n",
       "      <td>0.318692</td>\n",
       "      <td>0.282286</td>\n",
       "      <td>-0.084487</td>\n",
       "      <td>0.049477</td>\n",
       "      <td>-0.022537</td>\n",
       "      <td>0.007762</td>\n",
       "      <td>0.014432</td>\n",
       "      <td>0.034288</td>\n",
       "      <td>0.115735</td>\n",
       "      <td>0.168958</td>\n",
       "      <td>0.422423</td>\n",
       "      <td>0.218945</td>\n",
       "      <td>-0.134617</td>\n",
       "      <td>0.262134</td>\n",
       "      <td>0.231624</td>\n",
       "      <td>-0.153684</td>\n",
       "      <td>-0.012832</td>\n",
       "      <td>-0.034509</td>\n",
       "      <td>0.026095</td>\n",
       "      <td>-0.012828</td>\n",
       "      <td>-0.062124</td>\n",
       "      <td>0.105443</td>\n",
       "      <td>0.164321</td>\n",
       "      <td>0.332117</td>\n",
       "      <td>0.159836</td>\n",
       "      <td>-0.191476</td>\n",
       "      <td>0.097791</td>\n",
       "      <td>0.031780</td>\n",
       "      <td>0.031344</td>\n",
       "      <td>0.077247</td>\n",
       "      <td>-0.074516</td>\n",
       "      <td>-0.140139</td>\n",
       "      <td>0.049714</td>\n",
       "      <td>0.285990</td>\n",
       "      <td>-0.027798</td>\n",
       "      <td>-0.092365</td>\n",
       "      <td>-0.181240</td>\n",
       "      <td>-0.023646</td>\n",
       "      <td>-0.097497</td>\n",
       "      <td>0.087066</td>\n",
       "      <td>-0.024541</td>\n",
       "      <td>0.002104</td>\n",
       "      <td>-0.011168</td>\n",
       "      <td>-0.119711</td>\n",
       "      <td>-0.138665</td>\n",
       "      <td>0.083272</td>\n",
       "      <td>-0.006358</td>\n",
       "      <td>-0.154263</td>\n",
       "      <td>-0.137599</td>\n",
       "      <td>-0.151288</td>\n",
       "      <td>-0.039387</td>\n",
       "      <td>-0.028510</td>\n",
       "      <td>-0.049727</td>\n",
       "      <td>-0.031338</td>\n",
       "      <td>0.022267</td>\n",
       "      <td>0.062597</td>\n",
       "      <td>-0.036769</td>\n",
       "      <td>-0.103697</td>\n",
       "      <td>0.039182</td>\n",
       "      <td>0.109604</td>\n",
       "      <td>-0.161055</td>\n",
       "      <td>-0.127225</td>\n",
       "      <td>0.018391</td>\n",
       "      <td>-0.039438</td>\n",
       "      <td>0.031352</td>\n",
       "      <td>0.087738</td>\n",
       "      <td>0.076839</td>\n",
       "      <td>-0.016434</td>\n",
       "      <td>0.024612</td>\n",
       "      <td>-0.081635</td>\n",
       "      <td>-0.057019</td>\n",
       "      <td>0.000641</td>\n",
       "      <td>0.102278</td>\n",
       "      <td>-0.038771</td>\n",
       "      <td>-0.058631</td>\n",
       "      <td>0.039529</td>\n",
       "      <td>-0.004142</td>\n",
       "      <td>-0.095875</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   collection_id  dataset_id        subjectkey    src_subject_id  \\\n",
       "0           2573       14688  NDAR_INV00X2TBWJ  NDAR_INV00X2TBWJ   \n",
       "2           2573       14688  NDAR_INV02H7G2T6  NDAR_INV02H7G2T6   \n",
       "\n",
       "  interview_date  interview_age gender              eventname  \\\n",
       "0     05/12/2017            130      F  baseline_year_1_arm_1   \n",
       "2     11/19/2016            119      F  baseline_year_1_arm_1   \n",
       "\n",
       "                       visit  rsfm_tr  rsfm_nreps  rsfm_numtrs  \\\n",
       "0  S020_INV00X2TBWJ_20170512      0.8        1149         1149   \n",
       "2  P043_INV02H7G2T6_20161119      0.8        1532         1532   \n",
       "\n",
       "   rsfm_mean_motion  rsfm_max_motion  rsfm_mean_trans  rsfm_max_trans  \\\n",
       "0          0.496881        10.471224         0.321085        7.829029   \n",
       "2          0.229100         2.415015         0.159073        1.318155   \n",
       "\n",
       "   rsfm_mean_rot  rsfm_max_rot  scanner_manufacturer_pd  scanner_type_pd  \\\n",
       "0       0.201447      3.939768                  SIEMENS           Prisma   \n",
       "2       0.080244      1.263554  Philips Medical Systems  Achieva dStream   \n",
       "\n",
       "  deviceserialnumber  magnetic_field_strength pipeline_version    procdate  \\\n",
       "0       HASH11ad4ed5                        3              DJH  10/20/2017   \n",
       "2       HASHdb2589d4                        3              DJH  01/14/2018   \n",
       "\n",
       "   rsfm_auditory_to_auditory  rsfm_auditory_to_cingulooperc  \\\n",
       "0                   0.066845                       0.073088   \n",
       "2                   0.240388                       0.199407   \n",
       "\n",
       "   rsfm_auditory_to_cingulopar  rsfm_auditory_to_default  \\\n",
       "0                    -0.001011                  0.033577   \n",
       "2                    -0.109374                  0.009745   \n",
       "\n",
       "   rsfm_auditory_to_dorsalattn  rsfm_auditory_to_frontopariet  \\\n",
       "0                    -0.040924                       0.012529   \n",
       "2                    -0.013361                       0.026148   \n",
       "\n",
       "   rsfm_auditory_to_none  rsfm_aud_to_retsplenialtem  rsfm_auditory_to_smhand  \\\n",
       "0              -0.000868                   -0.022256                 0.033541   \n",
       "2               0.000021                   -0.103312                 0.041118   \n",
       "\n",
       "   rsfm_auditory_to_smmouth  rsfm_auditory_to_salience  \\\n",
       "0                  0.050652                   0.061032   \n",
       "2                  0.069293                   0.223491   \n",
       "\n",
       "   rsfm_auditory_to_ventralattn  rsfm_auditory_to_visual  \\\n",
       "0                      0.076112                -0.043698   \n",
       "2                      0.165321                -0.138923   \n",
       "\n",
       "   rsfm_cingulooperc_to_auditory  rsfm_copc_to_copc  \\\n",
       "0                       0.046152           0.288730   \n",
       "2                       0.211595           0.193768   \n",
       "\n",
       "   rsfm_copc_to_cinguloparietal  rsfm_copc_to_default  \\\n",
       "0                     -0.176042             -0.093068   \n",
       "2                     -0.081509              0.022021   \n",
       "\n",
       "   rsfm_copc_to_dorsalattn  rsfm_copc_to_frontoparietal  \\\n",
       "0                 0.147775                    -0.033703   \n",
       "2                -0.007543                     0.026849   \n",
       "\n",
       "   rsfm_cingulooperc_to_none  rsfm_copc_to_retsplenialtem  \\\n",
       "0                  -0.066793                    -0.053857   \n",
       "2                  -0.015032                    -0.076462   \n",
       "\n",
       "   rsfm_cingulooperc_to_smhand  rsfm_cingulooperc_to_smmouth  \\\n",
       "0                     0.118360                     -0.017932   \n",
       "2                     0.075341                      0.107894   \n",
       "\n",
       "   rsfm_cingulooperc_to_salience  rsfm_copc_to_ventralattn  \\\n",
       "0                       0.172659                  0.019018   \n",
       "2                       0.210513                  0.128994   \n",
       "\n",
       "   rsfm_cingulooperc_to_visual  rsfm_cpar_to_auditory  \\\n",
       "0                    -0.098322               -0.00115   \n",
       "2                    -0.137512               -0.05493   \n",
       "\n",
       "   rsfm_cpar_to_cingulooperc  rsfm_cpar_to_cpar  rsfm_cpar_to_default  \\\n",
       "0                  -0.032795          -0.000344              0.075480   \n",
       "2                  -0.053695           0.115973              0.017563   \n",
       "\n",
       "   rsfm_cpar_to_dorsalattn  rsfm_cpar_to_frontoparietal  \\\n",
       "0                -0.004329                     0.045043   \n",
       "2                -0.000235                     0.001261   \n",
       "\n",
       "   rsfm_cinguloparietal_to_none  rsfm_cinloparl_to_retsplen  \\\n",
       "0                      0.031604                    0.017954   \n",
       "2                      0.033489                    0.041262   \n",
       "\n",
       "   rsfm_cinguloparietal_to_smhand  rsfm_cpar_to_smmouth  \\\n",
       "0                        0.009204             -0.093408   \n",
       "2                       -0.059165             -0.069992   \n",
       "\n",
       "   rsfm_cpar_to_salience  rsfm_cpar_to_ventralattn  \\\n",
       "0               0.082209                  0.033493   \n",
       "2              -0.092129                 -0.039586   \n",
       "\n",
       "   rsfm_cinguloparietal_to_visual  rsfm_default_to_auditory  \\\n",
       "0                       -0.031629                  0.041041   \n",
       "2                        0.031966                  0.033750   \n",
       "\n",
       "   rsfm_default_to_cingulooperc  rsfm_default_to_cpar  \\\n",
       "0                     -0.046947               0.05670   \n",
       "2                      0.031782              -0.02513   \n",
       "\n",
       "   rsfm_default_to_default  rsfm_default_to_dorsalattn  \\\n",
       "0                 0.095366                   -0.096243   \n",
       "2                 0.028382                    0.004405   \n",
       "\n",
       "   rsfm_default_to_frontoparietal  rsfm_default_to_none  \\\n",
       "0                        0.059673              0.056454   \n",
       "2                        0.002888              0.017946   \n",
       "\n",
       "   rsfm_default_to_retsplenialtem  rsfm_default_to_smhand  \\\n",
       "0                       -0.016202               -0.031059   \n",
       "2                        0.028512               -0.021579   \n",
       "\n",
       "   rsfm_default_to_smmouth  rsfm_default_to_salience  \\\n",
       "0                -0.006008                  0.042603   \n",
       "2                 0.005270                  0.018936   \n",
       "\n",
       "   rsfm_default_to_ventralattn  rsfm_default_to_visual  \\\n",
       "0                     0.069867               -0.048954   \n",
       "2                     0.029671               -0.041176   \n",
       "\n",
       "   rsfm_dorsalattn_to_auditory  rsfm_dorsalattn_to_cperc  \\\n",
       "0                    -0.164590                  0.147775   \n",
       "2                    -0.034989                 -0.007543   \n",
       "\n",
       "   rsfm_dorsalattn_to_cpar  rsfm_dorsalattn_to_default  \\\n",
       "0                 -0.10878                   -0.205131   \n",
       "2                  0.04237                    0.002492   \n",
       "\n",
       "   rsfm_dorsalattn_to_dorsalattn  rsfm_dorsalattn_to_fpar  \\\n",
       "0                       0.490282                -0.049798   \n",
       "2                       0.089179                 0.047797   \n",
       "\n",
       "   rsfm_dorsalattn_to_none  rsfm_dorsalattn_to_retsplem  \\\n",
       "0                -0.078285                     0.083300   \n",
       "2                -0.040935                     0.026663   \n",
       "\n",
       "   rsfm_dorsalattn_to_smhand  rsfm_dorsalattn_to_smmouth  \\\n",
       "0                   0.175632                   -0.251946   \n",
       "2                   0.088429                    0.088335   \n",
       "\n",
       "   rsfm_dorsalattn_to_salience  rsfm_dorsalattn_to_ventralattn  \\\n",
       "0                     0.303027                       -0.251773   \n",
       "2                    -0.015068                        0.004029   \n",
       "\n",
       "   rsfm_dorsalattn_to_visual  rsfm_fp_to_auditory  rsfm_fp_to_cingulooperc  \\\n",
       "0                   0.028719            -0.004618                -0.036080   \n",
       "2                   0.056007             0.016298                 0.025988   \n",
       "\n",
       "   rsfm_fp_to_cinguloparietal  rsfm_fp_to_default  rsfm_fp_to_dorsalattn  \\\n",
       "0                    0.042445            0.063712               0.013314   \n",
       "2                    0.009255           -0.009059               0.039814   \n",
       "\n",
       "   rsfm_fp_to_fp  rsfm_frontoparietal_to_none  rsfm_fopar_to_retsplenialtem  \\\n",
       "0       0.052596                     0.051740                     -0.023122   \n",
       "2       0.030385                    -0.021279                     -0.047115   \n",
       "\n",
       "   rsfm_frontoparietal_to_smhand  rsfm_fpar_to_smmouth  rsfm_fpar_to_salience  \\\n",
       "0                      -0.009601             -0.062972               0.127956   \n",
       "2                       0.034916              0.044185               0.067387   \n",
       "\n",
       "   rsfm_fpar_to_ventralattn  rsfm_frontoparietal_to_visual  \\\n",
       "0                  0.015706                      -0.049510   \n",
       "2                  0.036327                       0.030537   \n",
       "\n",
       "   rsfm_none_to_auditory  rsfm_none_to_cingulooperc  \\\n",
       "0               0.015372                  -0.062439   \n",
       "2               0.022215                  -0.003491   \n",
       "\n",
       "   rsfm_none_to_cinguloparietal  rsfm_none_to_default  \\\n",
       "0                      0.026009              0.106948   \n",
       "2                     -0.054658              0.017759   \n",
       "\n",
       "   rsfm_none_to_dorsalattn  rsfm_none_to_frontoparietal  rsfm_none_to_none  \\\n",
       "0                -0.083119                     0.087839           0.079376   \n",
       "2                -0.036310                    -0.016901           0.054461   \n",
       "\n",
       "   rsfm_none_to_retrplenialtem  rsfm_none_to_smhand  rsfm_none_to_smmouth  \\\n",
       "0                    -0.050957            -0.025601             -0.020492   \n",
       "2                    -0.002797            -0.074385             -0.039517   \n",
       "\n",
       "   rsfm_none_to_salience  rsfm_none_to_ventralattn  rsfm_none_to_visual  \\\n",
       "0               0.066932                  0.051471            -0.070153   \n",
       "2              -0.000955                  0.009590            -0.039899   \n",
       "\n",
       "   rsfm_rst_to_auditory  rsfm_rst_to_cingulooperc  \\\n",
       "0             -0.001126                 -0.122221   \n",
       "2             -0.073757                 -0.068044   \n",
       "\n",
       "   rsfm_rst_to_cinguloparietal  rsfm_rst_to_default  rsfm_rst_to_dorsalattn  \\\n",
       "0                     0.040231              0.03065               -0.093110   \n",
       "2                     0.095843              0.02692                0.013616   \n",
       "\n",
       "   rsfm_rst_to_frontoparietal  rsfm_rst_to_none  rsfm_rst_to_rst  \\\n",
       "0                    0.012246          0.033465         0.008053   \n",
       "2                   -0.043427          0.016159         0.227833   \n",
       "\n",
       "   rsfm_rst_to_smhand  rsfm_rst_to_smmouth  rsfm_rst_to_salience  \\\n",
       "0           -0.082066             0.061353             -0.107602   \n",
       "2           -0.029665            -0.050932             -0.088012   \n",
       "\n",
       "   rsfm_rst_to_ventralattn  rsfm_rst_to_visual  rsfm_smhand_to_auditory  \\\n",
       "0                -0.013956            0.082217                 0.015880   \n",
       "2                -0.043249            0.089039                 0.065907   \n",
       "\n",
       "   rsfm_smhand_to_cingulooperc  rsfm_smhand_to_cpar  rsfm_smhand_to_default  \\\n",
       "0                     0.125382            -0.006350               -0.042017   \n",
       "2                     0.092172             0.004476               -0.020259   \n",
       "\n",
       "   rsfm_smhand_to_dorsalattn  rsfm_smhand_to_fpar  rsfm_smhand_to_none  \\\n",
       "0                   0.180753            -0.023825            -0.030989   \n",
       "2                   0.068370             0.030925            -0.062396   \n",
       "\n",
       "   rsfm_smhand_to_rst  rsfm_smhand_to_smhand  rsfm_smhand_to_smmouth  \\\n",
       "0            0.045323               0.233666               -0.036676   \n",
       "2            0.024287               0.218913                0.213841   \n",
       "\n",
       "   rsfm_smhand_to_salience  rsfm_smhand_to_ventralattn  rsfm_smhand_to_visual  \\\n",
       "0                 0.199434                   -0.013508              -0.067276   \n",
       "2                 0.085105                    0.051797               0.006973   \n",
       "\n",
       "   rsfm_smmouth_to_auditory  rsfm_smmouth_to_cingulooperc  \\\n",
       "0                  0.053665                      0.129480   \n",
       "2                  0.068965                      0.109225   \n",
       "\n",
       "   rsfm_smmouth_to_cpar  rsfm_smmouth_to_default  rsfm_smmouth_to_dorsalattn  \\\n",
       "0             -0.140954                -0.099123                    0.044250   \n",
       "2             -0.044291                -0.019428                    0.067869   \n",
       "\n",
       "   rsfm_smmouth_to_fpar  rsfm_smmouth_to_none  rsfm_smmouth_to_rst  \\\n",
       "0             -0.054945             -0.058576            -0.033221   \n",
       "2              0.036190             -0.054405             0.020977   \n",
       "\n",
       "   rsfm_smmouth_to_smhand  rsfm_smmouth_to_smmouth  rsfm_smmouth_to_salience  \\\n",
       "0                0.186103                 0.186171                 -0.019589   \n",
       "2                0.249861                 0.355269                  0.087109   \n",
       "\n",
       "   rsfm_smmouth_to_ventralattn  rsfm_smmouth_to_visual  \\\n",
       "0                     0.015325               -0.017840   \n",
       "2                     0.049441               -0.050285   \n",
       "\n",
       "   rsfm_salience_to_auditory  rsfm_salience_to_cingulooperc  \\\n",
       "0                  -0.011786                       0.172659   \n",
       "2                   0.222671                       0.210513   \n",
       "\n",
       "   rsfm_salience_to_cpar  rsfm_salience_to_default  \\\n",
       "0              -0.032099                  0.066884   \n",
       "2              -0.139609                 -0.031621   \n",
       "\n",
       "   rsfm_salience_to_dorsalattn  rsfm_salience_to_fpar  rsfm_salience_to_none  \\\n",
       "0                     0.303027               0.148638               0.063325   \n",
       "2                    -0.015068               0.059603              -0.031819   \n",
       "\n",
       "   rsfm_salience_to_rst  rsfm_salience_to_smhand  rsfm_salience_to_smmouth  \\\n",
       "0             -0.028233                 0.143942                 -0.304341   \n",
       "2             -0.153377                 0.062644                  0.162258   \n",
       "\n",
       "   rsfm_salience_to_salience  rsfm_salience_to_ventralattn  \\\n",
       "0                   0.373622                      0.004453   \n",
       "2                   0.412967                      0.190238   \n",
       "\n",
       "   rsfm_salience_to_visual  rsfm_ventralattn_to_auditory  \\\n",
       "0                -0.206640                      0.150619   \n",
       "2                -0.034502                      0.171735   \n",
       "\n",
       "   rsfm_ven_to_cingulooperc  rsfm_ven_to_cinguloparietal  \\\n",
       "0                  0.019018                     0.067540   \n",
       "2                  0.128994                    -0.084615   \n",
       "\n",
       "   rsfm_ventralattn_to_default  rsfm_ven_to_dorsalattn  rsfm_ven_to_frontopar  \\\n",
       "0                     0.170659               -0.251773               0.068317   \n",
       "2                     0.021764                0.004029               0.043632   \n",
       "\n",
       "   rsfm_ventralattn_to_none  rsfm_ventralattn_to_rst  \\\n",
       "0                  0.041144                -0.058208   \n",
       "2                 -0.000222                -0.056290   \n",
       "\n",
       "   rsfm_ventralattn_to_smhand  rsfm_ventralattn_to_smmouth  \\\n",
       "0                   -0.033720                     0.088623   \n",
       "2                    0.040275                     0.066340   \n",
       "\n",
       "   rsfm_ventralattn_to_salience  rsfm_ventral_to_ventralattn  \\\n",
       "0                      0.004453                     0.198128   \n",
       "2                      0.190238                     0.150281   \n",
       "\n",
       "   rsfm_ventralattn_to_visual  rsfm_visual_to_auditory  \\\n",
       "0                   -0.110639                -0.025115   \n",
       "2                   -0.088682                -0.062772   \n",
       "\n",
       "   rsfm_visual_to_cingulooperc  rsfm_visual_to_cinguloparietal  \\\n",
       "0                    -0.057984                        0.058638   \n",
       "2                    -0.048994                        0.108785   \n",
       "\n",
       "   rsfm_visual_to_default  rsfm_visual_to_dorsalattn  \\\n",
       "0               -0.041388                   0.049312   \n",
       "2               -0.032080                   0.050240   \n",
       "\n",
       "   rsfm_visual_to_frontoparietal  rsfm_visual_to_none  rsfm_visual_to_rst  \\\n",
       "0                      -0.038072            -0.018079            0.068657   \n",
       "2                       0.015577            -0.029771            0.037275   \n",
       "\n",
       "   rsfm_visual_to_smhand  rsfm_visual_to_smmouth  rsfm_visual_to_salience  \\\n",
       "0               0.002375               -0.012781                -0.039967   \n",
       "2               0.032080                0.026281                 0.027811   \n",
       "\n",
       "   rsfm_visual_to_ventralattn  rsfm_visual_to_visual  \\\n",
       "0                   -0.063669               0.101082   \n",
       "2                   -0.019677               0.212038   \n",
       "\n",
       "                                      collection_title promoted_subjectkey  \\\n",
       "0  Adolescent Brain Cognitive Development Study (ABCD)    NDAR_INV00X2TBWJ   \n",
       "2  Adolescent Brain Cognitive Development Study (ABCD)    NDAR_INV02H7G2T6   \n",
       "\n",
       "       study_cohort_name  rsfm_auditory_to_l_ccor  rsfm_auditory_to_l_tp  \\\n",
       "0  ABCD 1.0 Data Release                 0.059229               0.033337   \n",
       "2  ABCD 1.0 Data Release                -0.252222              -0.194015   \n",
       "\n",
       "   rsfm_auditory_to_l_caudate  rsfm_auditory_to_l_putamen  \\\n",
       "0                   -0.241508                   -0.261757   \n",
       "2                   -0.020103                   -0.100052   \n",
       "\n",
       "   rsfm_auditory_to_l_pallidum  rsfm_auditory_to_brain_stem  \\\n",
       "0                    -0.212534                    -0.192483   \n",
       "2                    -0.073113                    -0.018786   \n",
       "\n",
       "   rsfm_auditory_to_l_hps  rsfm_auditory_to_l_amygdala  rsfm_auditory_to_l_aa  \\\n",
       "0               -0.192370                    -0.043509              -0.199352   \n",
       "2                0.000718                    -0.157973              -0.145741   \n",
       "\n",
       "   rsfm_auditory_to_l_vnldc  rsfm_auditory_to_rccor  rsfm_auditory_to_rtp  \\\n",
       "0                  0.498435               -0.590884             -0.072658   \n",
       "2                 -0.205983               -0.268383             -0.231889   \n",
       "\n",
       "   rsfm_auditory_to_rcaudate  rsfm_auditory_to_rputamen  \\\n",
       "0                   0.224318                   0.305611   \n",
       "2                   0.031316                   0.166537   \n",
       "\n",
       "   rsfm_auditory_to_rpallidum  rsfm_auditory_to_rhps  \\\n",
       "0                   -0.128307               0.474511   \n",
       "2                    0.162195              -0.083260   \n",
       "\n",
       "   rsfm_auditory_to_ramygdala  rsfm_auditory_to_raa  rsfm_auditory_to_rvnldc  \\\n",
       "0                    0.369695             -0.647727                 0.099202   \n",
       "2                   -0.003032             -0.082209                -0.071744   \n",
       "\n",
       "   rsfm_coc_to_l_ccor  rsfm_coc_to_l_tp  rsfm_coc_to_l_caudate  \\\n",
       "0            0.129945         -0.090338              -0.237034   \n",
       "2           -0.003508          0.082230              -0.039001   \n",
       "\n",
       "   rsfm_coc_to_l_putamen  rsfm_coc_to_l_pallidum  rsfm_coc_to_brain_stem  \\\n",
       "0               0.145237               -0.218414                0.377192   \n",
       "2              -0.052970                0.291435                0.082000   \n",
       "\n",
       "   rsfm_coc_to_l_hps  rsfm_coc_to_l_amygdala  rsfm_coc_to_l_aa  \\\n",
       "0          -0.021993                0.248295         -0.024124   \n",
       "2          -0.105615                0.044338          0.022477   \n",
       "\n",
       "   rsfm_coc_to_l_vnldc  rsfm_coc_to_rccor  rsfm_coc_to_rtp  \\\n",
       "0             0.237014           0.316564        -0.566625   \n",
       "2            -0.189666          -0.039990        -0.074272   \n",
       "\n",
       "   rsfm_coc_to_rcaudate  rsfm_coc_to_rputamen  rsfm_coc_to_rpallidum  \\\n",
       "0              0.109272              0.072339              -0.144897   \n",
       "2             -0.030689              0.072098              -0.217879   \n",
       "\n",
       "   rsfm_coc_to_rhps  rsfm_coc_to_ramygdala  rsfm_coc_to_raa  \\\n",
       "0         -0.354300               0.044654        -0.210169   \n",
       "2         -0.133041              -0.011459         0.196648   \n",
       "\n",
       "   rsfm_coc_to_rvnldc  rsfm_cpt_to_l_ccor  rsfm_cpt_to_l_tp  \\\n",
       "0            0.357607           -0.067040          0.325091   \n",
       "2            0.033575           -0.106763          0.275648   \n",
       "\n",
       "   rsfm_cpt_to_l_caudate  rsfm_cpt_to_l_putamen  rsfm_cpt_to_l_pallidum  \\\n",
       "0              -0.042237               0.258553                0.421251   \n",
       "2               0.293058              -0.124044                0.065020   \n",
       "\n",
       "   rsfm_cpt_to_brain_stem  rsfm_cpt_to_l_hps  rsfm_cpt_to_l_amygdala  \\\n",
       "0               -0.768754           0.142532                0.166053   \n",
       "2                0.025463           0.018277               -0.012425   \n",
       "\n",
       "   rsfm_cpt_to_l_aa  rsfm_cpt_to_l_vnldc  rsfm_cpt_to_rccor  rsfm_cpt_to_rtp  \\\n",
       "0         -0.196302            -0.311593           0.220223        -0.282700   \n",
       "2          0.115368             0.077828           0.114588         0.464539   \n",
       "\n",
       "   rsfm_cpt_to_rcaudate  rsfm_cpt_to_rputamen  rsfm_cpt_to_rpallidum  \\\n",
       "0              0.476498             -0.127410               0.172522   \n",
       "2              0.236952             -0.101113               0.251871   \n",
       "\n",
       "   rsfm_cpt_to_rhps  rsfm_cpt_to_ramygdala  rsfm_cpt_to_raa  \\\n",
       "0         -0.229665               0.293662         0.329778   \n",
       "2          0.188332              -0.132003        -0.014956   \n",
       "\n",
       "   rsfm_cpt_to_rvnldc  rsfm_default_to_l_ccor  rsfm_default_to_l_tp  \\\n",
       "0           -0.319277                0.160203              0.139156   \n",
       "2           -0.040729                0.074081             -0.047768   \n",
       "\n",
       "   rsfm_default_to_l_caudate  rsfm_default_to_l_putamen  \\\n",
       "0                  -0.054933                  -0.166128   \n",
       "2                  -0.172646                   0.093563   \n",
       "\n",
       "   rsfm_default_to_l_pallidum  rsfm_default_to_brain_stem  \\\n",
       "0                    0.006545                    0.138168   \n",
       "2                    0.220695                    0.410766   \n",
       "\n",
       "   rsfm_default_to_l_hps  rsfm_default_to_l_amygdala  rsfm_default_to_l_aa  \\\n",
       "0               0.186594                   -0.055324              0.188235   \n",
       "2               0.178310                   -0.129953             -0.098793   \n",
       "\n",
       "   rsfm_default_to_l_vnldc  rsfm_default_to_rccor  rsfm_default_to_rtp  \\\n",
       "0                -0.258698               0.155985             0.308221   \n",
       "2                -0.096062              -0.105747            -0.069903   \n",
       "\n",
       "   rsfm_default_to_rcaudate  rsfm_default_to_rputamen  \\\n",
       "0                 -0.687009                  0.134443   \n",
       "2                 -0.118847                 -0.102392   \n",
       "\n",
       "   rsfm_default_to_rpallidum  rsfm_default_to_rhps  rsfm_default_to_ramygdala  \\\n",
       "0                   0.211110             -0.182211                  -0.319217   \n",
       "2                   0.007498             -0.027993                  -0.154293   \n",
       "\n",
       "   rsfm_default_to_raa  rsfm_default_to_rvnldc  rsfm_dorsalattn_to_l_ccor  \\\n",
       "0             0.427836               -0.392706                   0.245198   \n",
       "2            -0.251801               -0.070627                  -0.124460   \n",
       "\n",
       "   rsfm_dorsalattn_to_l_tp  rsfm_dorsalattn_to_l_caudate  \\\n",
       "0                 -0.01785                      0.110358   \n",
       "2                 -0.03667                      0.138971   \n",
       "\n",
       "   rsfm_dorsalattn_to_l_putamen  rsfm_dorsalattn_to_l_pallidum  \\\n",
       "0                     -0.355086                       0.109059   \n",
       "2                      0.028001                       0.047498   \n",
       "\n",
       "   rsfm_dorsalattn_to_brain_stem  rsfm_dorsalattn_to_l_hps  \\\n",
       "0                       0.263415                 -0.493027   \n",
       "2                       0.032833                 -0.061369   \n",
       "\n",
       "   rsfm_dorsalattn_to_l_amygdala  rsfm_dorsalattn_to_l_aa  \\\n",
       "0                       0.163159                 0.273557   \n",
       "2                      -0.166689                 0.081892   \n",
       "\n",
       "   rsfm_dorsalattn_to_l_vnldc  rsfm_dorsalattn_to_rccor  \\\n",
       "0                   -0.067225                 -0.270874   \n",
       "2                    0.201097                 -0.069400   \n",
       "\n",
       "   rsfm_dorsalattn_to_rtp  rsfm_dorsalattn_to_rcaudate  \\\n",
       "0                0.211387                    -0.315411   \n",
       "2                0.010195                    -0.088623   \n",
       "\n",
       "   rsfm_dorsalattn_to_rputamen  rsfm_dorsalattn_to_rpallidum  \\\n",
       "0                     0.112075                      0.053627   \n",
       "2                    -0.038432                     -0.020582   \n",
       "\n",
       "   rsfm_dorsalattn_to_rhps  rsfm_dorsalattn_to_ramygdala  \\\n",
       "0                 0.270744                     -0.160513   \n",
       "2                 0.276944                      0.212935   \n",
       "\n",
       "   rsfm_dorsalattn_to_raa  rsfm_dorsalattn_to_rvnldc  rsfm_fpt_to_l_ccor  \\\n",
       "0                0.275049                   0.251049           -0.652366   \n",
       "2               -0.046228                   0.063087           -0.059630   \n",
       "\n",
       "   rsfm_fpt_to_l_tp  rsfm_fpt_to_l_caudate  rsfm_fpt_to_l_putamen  \\\n",
       "0          0.004860               0.033700               0.055336   \n",
       "2         -0.029926               0.082835               0.100786   \n",
       "\n",
       "   rsfm_fpt_to_l_pallidum  rsfm_fpt_to_brain_stem  rsfm_fpt_to_l_hps  \\\n",
       "0               -0.289057                0.245226          -0.537082   \n",
       "2               -0.078298               -0.059523           0.226586   \n",
       "\n",
       "   rsfm_fpt_to_l_amygdala  rsfm_fpt_to_l_aa  rsfm_fpt_to_l_vnldc  \\\n",
       "0                0.312224          0.091126            -0.020060   \n",
       "2                0.157486         -0.204670            -0.093946   \n",
       "\n",
       "   rsfm_fpt_to_rccor  rsfm_fpt_to_rtp  rsfm_fpt_to_rcaudate  \\\n",
       "0          -0.174597         0.298404              0.194232   \n",
       "2          -0.041351        -0.013392              0.084632   \n",
       "\n",
       "   rsfm_fpt_to_rputamen  rsfm_fpt_to_rpallidum  rsfm_fpt_to_rhps  \\\n",
       "0              0.159484               0.082313          0.098977   \n",
       "2              0.013308              -0.056867          0.044099   \n",
       "\n",
       "   rsfm_fpt_to_ramygdala  rsfm_fpt_to_raa  rsfm_fpt_to_rvnldc  \\\n",
       "0               0.198272         0.153338           -0.383236   \n",
       "2               0.174029        -0.083394           -0.040940   \n",
       "\n",
       "   rsfm_none_to_l_ccor  rsfm_none_to_l_tp  rsfm_none_to_l_caudate  \\\n",
       "0             0.320712          -0.016955               -0.035230   \n",
       "2            -0.053726          -0.042978               -0.048728   \n",
       "\n",
       "   rsfm_none_to_l_putamen  rsfm_none_to_l_pallidum  rsfm_none_to_brain_stem  \\\n",
       "0                0.235191                -0.147796                 0.196664   \n",
       "2                0.217406                 0.187104                -0.205199   \n",
       "\n",
       "   rsfm_none_to_l_hps  rsfm_none_to_l_amygdala  rsfm_none_to_l_aa  \\\n",
       "0            0.356229                -0.487931           0.246691   \n",
       "2            0.032562                -0.054196          -0.021733   \n",
       "\n",
       "   rsfm_none_to_l_vnldc  rsfm_none_to_rccor  rsfm_none_to_rtp  \\\n",
       "0              0.239853           -0.172268         -0.126275   \n",
       "2             -0.008013           -0.040366          0.101041   \n",
       "\n",
       "   rsfm_none_to_rcaudate  rsfm_none_to_rputamen  rsfm_none_to_rpallidum  \\\n",
       "0               0.331367               0.004843                0.282963   \n",
       "2               0.139524               0.097504                0.076738   \n",
       "\n",
       "   rsfm_none_to_rhps  rsfm_none_to_ramygdala  rsfm_none_to_raa  \\\n",
       "0          -0.171321                0.142556         -0.006284   \n",
       "2          -0.200385               -0.224018         -0.164679   \n",
       "\n",
       "   rsfm_none_to_rvnldc  rsfm_rst_to_l_ccor  rsfm_rst_to_l_tp  \\\n",
       "0            -0.201689           -0.025981         -0.586265   \n",
       "2            -0.077574           -0.090786         -0.045477   \n",
       "\n",
       "   rsfm_rst_to_l_caudate  rsfm_rst_to_l_putamen  rsfm_rst_to_l_pallidum  \\\n",
       "0              -0.087517              -0.144243               -0.085691   \n",
       "2              -0.018002               0.010292               -0.202429   \n",
       "\n",
       "   rsfm_rst_to_brain_stem  rsfm_rst_to_l_hps  rsfm_rst_to_l_amygdala  \\\n",
       "0               -0.256881           0.621082               -0.631211   \n",
       "2               -0.126927          -0.222885               -0.290742   \n",
       "\n",
       "   rsfm_rst_to_l_aa  rsfm_rst_to_l_vnldc  rsfm_rst_to_rccor  rsfm_rst_to_rtp  \\\n",
       "0          0.254027             0.079348           0.242407        -0.177575   \n",
       "2         -0.226119            -0.066940           0.245689         0.190624   \n",
       "\n",
       "   rsfm_rst_to_rcaudate  rsfm_rst_to_rputamen  rsfm_rst_to_rpallidum  \\\n",
       "0              0.280893              0.308752              -0.597766   \n",
       "2              0.035270              0.018913              -0.083070   \n",
       "\n",
       "   rsfm_rst_to_rhps  rsfm_rst_to_ramygdala  rsfm_rst_to_raa  \\\n",
       "0          0.151577               0.197635        -0.119809   \n",
       "2         -0.140361               0.039689         0.202512   \n",
       "\n",
       "   rsfm_rst_to_rvnldc  rsfm_smhand_to_l_ccor  rsfm_smhand_to_l_tp  \\\n",
       "0           -0.252476                0.18979            -0.222705   \n",
       "2            0.006732               -0.06875             0.155408   \n",
       "\n",
       "   rsfm_smhand_to_l_caudate  rsfm_smhand_to_l_putamen  \\\n",
       "0                  0.278363                  0.001328   \n",
       "2                  0.058487                 -0.066515   \n",
       "\n",
       "   rsfm_smhand_to_l_pallidum  rsfm_smhand_to_brain_stem  rsfm_smhand_to_l_hps  \\\n",
       "0                   0.129717                   0.179582             -0.273069   \n",
       "2                   0.051872                   0.044639             -0.177082   \n",
       "\n",
       "   rsfm_smhand_to_l_amygdala  rsfm_smhand_to_l_aa  rsfm_smhand_to_l_vnldc  \\\n",
       "0                   0.078237            -0.292230                0.172692   \n",
       "2                  -0.052338            -0.069833               -0.038968   \n",
       "\n",
       "   rsfm_smhand_to_rccor  rsfm_smhand_to_rtp  rsfm_smhand_to_rcaudate  \\\n",
       "0              0.059884           -0.255440                -0.174779   \n",
       "2              0.002743           -0.170876                -0.070145   \n",
       "\n",
       "   rsfm_smhand_to_rputamen  rsfm_smhand_to_rpallidum  rsfm_smhand_to_rhps  \\\n",
       "0                 0.224542                  0.069639             0.164904   \n",
       "2                 0.012278                  0.222387             0.045654   \n",
       "\n",
       "   rsfm_smhand_to_ramygdala  rsfm_smhand_to_raa  rsfm_smhand_to_rvnldc  \\\n",
       "0                 -0.146072            0.313599               0.042054   \n",
       "2                 -0.097879            0.318692               0.282286   \n",
       "\n",
       "   rsfm_smmouth_to_l_ccor  rsfm_smmouth_to_l_tp  rsfm_smmouth_to_l_caudate  \\\n",
       "0               -0.070145              0.274326                  -0.744797   \n",
       "2               -0.084487              0.049477                  -0.022537   \n",
       "\n",
       "   rsfm_smmouth_to_l_putamen  rsfm_smmouth_to_l_pallidum  \\\n",
       "0                   0.139505                    0.103453   \n",
       "2                   0.007762                    0.014432   \n",
       "\n",
       "   rsfm_smmouth_to_brain_stem  rsfm_smmouth_to_l_hps  \\\n",
       "0                   -0.250116              -0.216477   \n",
       "2                    0.034288               0.115735   \n",
       "\n",
       "   rsfm_smmouth_to_l_amygdala  rsfm_smmouth_to_l_aa  rsfm_smmouth_to_l_vnldc  \\\n",
       "0                    0.444203             -0.322256                 0.444027   \n",
       "2                    0.168958              0.422423                 0.218945   \n",
       "\n",
       "   rsfm_smmouth_to_rccor  rsfm_smmouth_to_rtp  rsfm_smmouth_to_rcaudate  \\\n",
       "0              -0.157969            -0.020098                  0.168265   \n",
       "2              -0.134617             0.262134                  0.231624   \n",
       "\n",
       "   rsfm_smmouth_to_rputamen  rsfm_smmouth_to_rpallidum  rsfm_smmouth_to_rhps  \\\n",
       "0                 -0.201049                   0.135296              0.101910   \n",
       "2                 -0.153684                  -0.012832             -0.034509   \n",
       "\n",
       "   rsfm_smmouth_to_ramygdala  rsfm_smmouth_to_raa  rsfm_smmouth_to_rvnldc  \\\n",
       "0                   0.220817             0.191218               -0.201796   \n",
       "2                   0.026095            -0.012828               -0.062124   \n",
       "\n",
       "   rsfm_salience_to_l_ccor  rsfm_salience_to_l_tp  rsfm_salience_to_l_caudate  \\\n",
       "0                 0.087822              -0.111973                    0.558716   \n",
       "2                 0.105443               0.164321                    0.332117   \n",
       "\n",
       "   rsfm_salience_to_l_putamen  rsfm_salience_to_l_pallidum  \\\n",
       "0                    0.050788                    -0.343376   \n",
       "2                    0.159836                    -0.191476   \n",
       "\n",
       "   rsfm_salience_to_brain_stem  rsfm_salience_to_l_hps  \\\n",
       "0                     0.315318               -0.100119   \n",
       "2                     0.097791                0.031780   \n",
       "\n",
       "   rsfm_salience_to_l_amygdala  rsfm_salience_to_l_aa  \\\n",
       "0                     0.393905               0.343895   \n",
       "2                     0.031344               0.077247   \n",
       "\n",
       "   rsfm_salience_to_l_vnldc  rsfm_salience_to_rccor  rsfm_salience_to_rtp  \\\n",
       "0                 -0.718913                0.010341              0.048640   \n",
       "2                 -0.074516               -0.140139              0.049714   \n",
       "\n",
       "   rsfm_salience_to_rcaudate  rsfm_salience_to_rputamen  \\\n",
       "0                   0.019544                  -0.391828   \n",
       "2                   0.285990                  -0.027798   \n",
       "\n",
       "   rsfm_salience_to_rpallidum  rsfm_salience_to_rhps  \\\n",
       "0                    0.127948              -0.414438   \n",
       "2                   -0.092365              -0.181240   \n",
       "\n",
       "   rsfm_salience_to_ramygdala  rsfm_salience_to_raa  rsfm_salience_to_rvnldc  \\\n",
       "0                    0.397844              0.018353                 0.188050   \n",
       "2                   -0.023646             -0.097497                 0.087066   \n",
       "\n",
       "   rsfm_vnlattn_to_l_ccor  rsfm_vnlattn_to_l_tp  rsfm_vnlattn_to_l_caudate  \\\n",
       "0               -0.212197              0.081973                   0.207214   \n",
       "2               -0.024541              0.002104                  -0.011168   \n",
       "\n",
       "   rsfm_vnlattn_to_l_putamen  rsfm_vnlattn_to_l_pallidum  \\\n",
       "0                  -0.710661                    0.055021   \n",
       "2                  -0.119711                   -0.138665   \n",
       "\n",
       "   rsfm_vnlattn_to_brain_stem  rsfm_vnlattn_to_l_hps  \\\n",
       "0                    0.135998              -0.115993   \n",
       "2                    0.083272              -0.006358   \n",
       "\n",
       "   rsfm_vnlattn_to_l_amygdala  rsfm_vnlattn_to_l_aa  rsfm_vnlattn_to_l_vnldc  \\\n",
       "0                   -0.339082              0.415332                -0.557994   \n",
       "2                   -0.154263             -0.137599                -0.151288   \n",
       "\n",
       "   rsfm_vnlattn_to_rccor  rsfm_vnlattn_to_rtp  rsfm_vnlattn_to_rcaudate  \\\n",
       "0               0.244731             0.040484                  0.046157   \n",
       "2              -0.039387            -0.028510                 -0.049727   \n",
       "\n",
       "   rsfm_vnlattn_to_rputamen  rsfm_vnlattn_to_rpallidum  rsfm_vnlattn_to_rhps  \\\n",
       "0                 -0.111075                   0.030685             -0.147522   \n",
       "2                 -0.031338                   0.022267              0.062597   \n",
       "\n",
       "   rsfm_vnlattn_to_ramygdala  rsfm_vnlattn_to_raa  rsfm_vnlattn_to_rvnldc  \\\n",
       "0                  -0.068574            -0.126658               -0.085233   \n",
       "2                  -0.036769            -0.103697                0.039182   \n",
       "\n",
       "   rsfm_vis_to_l_ccor  rsfm_vis_to_l_tp  rsfm_vis_to_l_caudate  \\\n",
       "0            0.114625         -0.088094               0.145345   \n",
       "2            0.109604         -0.161055              -0.127225   \n",
       "\n",
       "   rsfm_vis_to_l_putamen  rsfm_vis_to_l_pallidum  rsfm_vis_to_brain_stem  \\\n",
       "0              -0.399623               -0.142787                0.204460   \n",
       "2               0.018391               -0.039438                0.031352   \n",
       "\n",
       "   rsfm_vis_to_l_hps  rsfm_vis_to_l_amygdala  rsfm_vis_to_l_aa  \\\n",
       "0           0.168206               -0.205280          0.223105   \n",
       "2           0.087738                0.076839         -0.016434   \n",
       "\n",
       "   rsfm_vis_to_l_vnldc  rsfm_vis_to_rccor  rsfm_vis_to_rtp  \\\n",
       "0             0.370692          -0.472528         0.276484   \n",
       "2             0.024612          -0.081635        -0.057019   \n",
       "\n",
       "   rsfm_vis_to_rcaudate  rsfm_vis_to_rputamen  rsfm_vis_to_rpallidum  \\\n",
       "0              0.275809             -0.191906              -0.242929   \n",
       "2              0.000641              0.102278              -0.038771   \n",
       "\n",
       "   rsfm_vis_to_rhps  rsfm_vis_to_ramygdala  rsfm_vis_to_raa  \\\n",
       "0          0.013544               0.084026         0.268811   \n",
       "2         -0.058631               0.039529        -0.004142   \n",
       "\n",
       "   rsfm_vis_to_rvnldc  ehi_y_ss_scoreb  qc_ok  qc_ok  \n",
       "0           -0.141454                3  False  False  \n",
       "2           -0.095875                1  False  False  "
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "con.query('qc_ok == 0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "tb_qc = []\n",
    "for st in scan_types:\n",
    "    if st != 'rsfmri':\n",
    "        tmpdf = qc_t.loc[:, ['subjectkey', 'eventname', st+'_ok']].rename(columns={st+'_ok':'qc_ok'})\n",
    "        if st == 'nback':\n",
    "            tmpdf['task'] = 'nb'\n",
    "        else:\n",
    "            tmpdf['task'] = st\n",
    "        tb_qc.append(tmpdf)\n",
    "tb_qc = pd.concat(tb_qc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['nb', 'mid', 'sst'], dtype=object)"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "array(['mid', 'sst', 'nb'], dtype=object)"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tb_qc.task.unique()\n",
    "tb_t.task.unique()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>collection_id</th>\n",
       "      <th>collection_title</th>\n",
       "      <th>contrast</th>\n",
       "      <th>dataset_id</th>\n",
       "      <th>eventname</th>\n",
       "      <th>fmri_beta_gparc_mean_motion</th>\n",
       "      <th>fmri_beta_gparc_numtrs</th>\n",
       "      <th>fmri_beta_gparc_tr</th>\n",
       "      <th>gender</th>\n",
       "      <th>interview_age</th>\n",
       "      <th>interview_date</th>\n",
       "      <th>lhgp1</th>\n",
       "      <th>lhgp10</th>\n",
       "      <th>lhgp100</th>\n",
       "      <th>lhgp101</th>\n",
       "      <th>lhgp102</th>\n",
       "      <th>lhgp103</th>\n",
       "      <th>lhgp104</th>\n",
       "      <th>lhgp105</th>\n",
       "      <th>lhgp106</th>\n",
       "      <th>lhgp107</th>\n",
       "      <th>lhgp108</th>\n",
       "      <th>lhgp109</th>\n",
       "      <th>lhgp11</th>\n",
       "      <th>lhgp110</th>\n",
       "      <th>lhgp111</th>\n",
       "      <th>lhgp112</th>\n",
       "      <th>lhgp113</th>\n",
       "      <th>lhgp114</th>\n",
       "      <th>lhgp115</th>\n",
       "      <th>lhgp116</th>\n",
       "      <th>lhgp117</th>\n",
       "      <th>lhgp118</th>\n",
       "      <th>lhgp119</th>\n",
       "      <th>lhgp12</th>\n",
       "      <th>lhgp120</th>\n",
       "      <th>lhgp121</th>\n",
       "      <th>lhgp122</th>\n",
       "      <th>lhgp123</th>\n",
       "      <th>lhgp124</th>\n",
       "      <th>lhgp125</th>\n",
       "      <th>lhgp126</th>\n",
       "      <th>lhgp127</th>\n",
       "      <th>lhgp128</th>\n",
       "      <th>lhgp129</th>\n",
       "      <th>lhgp13</th>\n",
       "      <th>lhgp130</th>\n",
       "      <th>lhgp131</th>\n",
       "      <th>lhgp132</th>\n",
       "      <th>lhgp133</th>\n",
       "      <th>lhgp134</th>\n",
       "      <th>lhgp135</th>\n",
       "      <th>lhgp136</th>\n",
       "      <th>lhgp137</th>\n",
       "      <th>lhgp138</th>\n",
       "      <th>lhgp139</th>\n",
       "      <th>lhgp14</th>\n",
       "      <th>lhgp140</th>\n",
       "      <th>lhgp141</th>\n",
       "      <th>lhgp142</th>\n",
       "      <th>lhgp143</th>\n",
       "      <th>lhgp144</th>\n",
       "      <th>lhgp145</th>\n",
       "      <th>lhgp146</th>\n",
       "      <th>lhgp147</th>\n",
       "      <th>lhgp148</th>\n",
       "      <th>lhgp149</th>\n",
       "      <th>lhgp15</th>\n",
       "      <th>lhgp150</th>\n",
       "      <th>lhgp151</th>\n",
       "      <th>lhgp152</th>\n",
       "      <th>lhgp153</th>\n",
       "      <th>lhgp154</th>\n",
       "      <th>lhgp155</th>\n",
       "      <th>lhgp156</th>\n",
       "      <th>lhgp157</th>\n",
       "      <th>lhgp158</th>\n",
       "      <th>lhgp159</th>\n",
       "      <th>lhgp16</th>\n",
       "      <th>lhgp160</th>\n",
       "      <th>lhgp161</th>\n",
       "      <th>lhgp17</th>\n",
       "      <th>lhgp18</th>\n",
       "      <th>lhgp19</th>\n",
       "      <th>lhgp2</th>\n",
       "      <th>lhgp20</th>\n",
       "      <th>lhgp21</th>\n",
       "      <th>lhgp22</th>\n",
       "      <th>lhgp23</th>\n",
       "      <th>lhgp24</th>\n",
       "      <th>lhgp25</th>\n",
       "      <th>lhgp26</th>\n",
       "      <th>lhgp27</th>\n",
       "      <th>lhgp28</th>\n",
       "      <th>lhgp29</th>\n",
       "      <th>lhgp3</th>\n",
       "      <th>lhgp30</th>\n",
       "      <th>lhgp31</th>\n",
       "      <th>lhgp32</th>\n",
       "      <th>lhgp33</th>\n",
       "      <th>lhgp34</th>\n",
       "      <th>lhgp35</th>\n",
       "      <th>lhgp36</th>\n",
       "      <th>lhgp37</th>\n",
       "      <th>lhgp38</th>\n",
       "      <th>lhgp39</th>\n",
       "      <th>lhgp4</th>\n",
       "      <th>lhgp40</th>\n",
       "      <th>lhgp41</th>\n",
       "      <th>lhgp42</th>\n",
       "      <th>lhgp43</th>\n",
       "      <th>lhgp44</th>\n",
       "      <th>lhgp45</th>\n",
       "      <th>lhgp46</th>\n",
       "      <th>lhgp47</th>\n",
       "      <th>lhgp48</th>\n",
       "      <th>lhgp49</th>\n",
       "      <th>lhgp5</th>\n",
       "      <th>lhgp50</th>\n",
       "      <th>lhgp51</th>\n",
       "      <th>lhgp52</th>\n",
       "      <th>lhgp53</th>\n",
       "      <th>lhgp54</th>\n",
       "      <th>lhgp55</th>\n",
       "      <th>lhgp56</th>\n",
       "      <th>lhgp57</th>\n",
       "      <th>lhgp58</th>\n",
       "      <th>lhgp59</th>\n",
       "      <th>lhgp6</th>\n",
       "      <th>lhgp60</th>\n",
       "      <th>lhgp61</th>\n",
       "      <th>lhgp62</th>\n",
       "      <th>lhgp63</th>\n",
       "      <th>lhgp64</th>\n",
       "      <th>lhgp65</th>\n",
       "      <th>lhgp66</th>\n",
       "      <th>lhgp67</th>\n",
       "      <th>lhgp68</th>\n",
       "      <th>lhgp69</th>\n",
       "      <th>lhgp7</th>\n",
       "      <th>lhgp70</th>\n",
       "      <th>lhgp71</th>\n",
       "      <th>lhgp72</th>\n",
       "      <th>lhgp73</th>\n",
       "      <th>lhgp74</th>\n",
       "      <th>lhgp75</th>\n",
       "      <th>lhgp76</th>\n",
       "      <th>lhgp77</th>\n",
       "      <th>lhgp78</th>\n",
       "      <th>lhgp79</th>\n",
       "      <th>lhgp8</th>\n",
       "      <th>lhgp80</th>\n",
       "      <th>lhgp81</th>\n",
       "      <th>lhgp82</th>\n",
       "      <th>lhgp83</th>\n",
       "      <th>lhgp84</th>\n",
       "      <th>lhgp85</th>\n",
       "      <th>lhgp86</th>\n",
       "      <th>lhgp87</th>\n",
       "      <th>lhgp88</th>\n",
       "      <th>lhgp89</th>\n",
       "      <th>lhgp9</th>\n",
       "      <th>lhgp90</th>\n",
       "      <th>lhgp91</th>\n",
       "      <th>lhgp92</th>\n",
       "      <th>lhgp93</th>\n",
       "      <th>lhgp94</th>\n",
       "      <th>lhgp95</th>\n",
       "      <th>lhgp96</th>\n",
       "      <th>lhgp97</th>\n",
       "      <th>lhgp98</th>\n",
       "      <th>lhgp99</th>\n",
       "      <th>lmt_run</th>\n",
       "      <th>mid_beta_seg_dof</th>\n",
       "      <th>nback_place_tstat_ctxrhgp307</th>\n",
       "      <th>promoted_subjectkey</th>\n",
       "      <th>rhgp162</th>\n",
       "      <th>rhgp163</th>\n",
       "      <th>rhgp164</th>\n",
       "      <th>rhgp165</th>\n",
       "      <th>rhgp166</th>\n",
       "      <th>rhgp167</th>\n",
       "      <th>rhgp168</th>\n",
       "      <th>rhgp169</th>\n",
       "      <th>rhgp170</th>\n",
       "      <th>rhgp171</th>\n",
       "      <th>rhgp172</th>\n",
       "      <th>rhgp173</th>\n",
       "      <th>rhgp174</th>\n",
       "      <th>rhgp175</th>\n",
       "      <th>rhgp176</th>\n",
       "      <th>rhgp177</th>\n",
       "      <th>rhgp178</th>\n",
       "      <th>rhgp179</th>\n",
       "      <th>rhgp180</th>\n",
       "      <th>rhgp181</th>\n",
       "      <th>rhgp182</th>\n",
       "      <th>rhgp183</th>\n",
       "      <th>rhgp184</th>\n",
       "      <th>rhgp185</th>\n",
       "      <th>rhgp186</th>\n",
       "      <th>rhgp187</th>\n",
       "      <th>rhgp188</th>\n",
       "      <th>rhgp189</th>\n",
       "      <th>rhgp190</th>\n",
       "      <th>rhgp191</th>\n",
       "      <th>rhgp192</th>\n",
       "      <th>rhgp193</th>\n",
       "      <th>rhgp194</th>\n",
       "      <th>rhgp195</th>\n",
       "      <th>rhgp196</th>\n",
       "      <th>rhgp197</th>\n",
       "      <th>rhgp198</th>\n",
       "      <th>rhgp199</th>\n",
       "      <th>rhgp200</th>\n",
       "      <th>rhgp201</th>\n",
       "      <th>rhgp202</th>\n",
       "      <th>rhgp203</th>\n",
       "      <th>rhgp204</th>\n",
       "      <th>rhgp205</th>\n",
       "      <th>rhgp206</th>\n",
       "      <th>rhgp207</th>\n",
       "      <th>rhgp208</th>\n",
       "      <th>rhgp209</th>\n",
       "      <th>rhgp210</th>\n",
       "      <th>rhgp211</th>\n",
       "      <th>rhgp212</th>\n",
       "      <th>rhgp213</th>\n",
       "      <th>rhgp214</th>\n",
       "      <th>rhgp215</th>\n",
       "      <th>rhgp216</th>\n",
       "      <th>rhgp217</th>\n",
       "      <th>rhgp218</th>\n",
       "      <th>rhgp219</th>\n",
       "      <th>rhgp220</th>\n",
       "      <th>rhgp221</th>\n",
       "      <th>rhgp222</th>\n",
       "      <th>rhgp223</th>\n",
       "      <th>rhgp224</th>\n",
       "      <th>rhgp225</th>\n",
       "      <th>rhgp226</th>\n",
       "      <th>rhgp227</th>\n",
       "      <th>rhgp228</th>\n",
       "      <th>rhgp229</th>\n",
       "      <th>rhgp230</th>\n",
       "      <th>rhgp231</th>\n",
       "      <th>rhgp232</th>\n",
       "      <th>rhgp233</th>\n",
       "      <th>rhgp234</th>\n",
       "      <th>rhgp235</th>\n",
       "      <th>rhgp236</th>\n",
       "      <th>rhgp237</th>\n",
       "      <th>rhgp238</th>\n",
       "      <th>rhgp239</th>\n",
       "      <th>rhgp240</th>\n",
       "      <th>rhgp241</th>\n",
       "      <th>rhgp242</th>\n",
       "      <th>rhgp243</th>\n",
       "      <th>rhgp244</th>\n",
       "      <th>rhgp245</th>\n",
       "      <th>rhgp246</th>\n",
       "      <th>rhgp247</th>\n",
       "      <th>rhgp248</th>\n",
       "      <th>rhgp249</th>\n",
       "      <th>rhgp250</th>\n",
       "      <th>rhgp251</th>\n",
       "      <th>rhgp252</th>\n",
       "      <th>rhgp253</th>\n",
       "      <th>rhgp254</th>\n",
       "      <th>rhgp255</th>\n",
       "      <th>rhgp256</th>\n",
       "      <th>rhgp257</th>\n",
       "      <th>rhgp258</th>\n",
       "      <th>rhgp259</th>\n",
       "      <th>rhgp260</th>\n",
       "      <th>rhgp261</th>\n",
       "      <th>rhgp262</th>\n",
       "      <th>rhgp263</th>\n",
       "      <th>rhgp264</th>\n",
       "      <th>rhgp265</th>\n",
       "      <th>rhgp266</th>\n",
       "      <th>rhgp267</th>\n",
       "      <th>rhgp268</th>\n",
       "      <th>rhgp269</th>\n",
       "      <th>rhgp270</th>\n",
       "      <th>rhgp271</th>\n",
       "      <th>rhgp272</th>\n",
       "      <th>rhgp273</th>\n",
       "      <th>rhgp274</th>\n",
       "      <th>rhgp275</th>\n",
       "      <th>rhgp276</th>\n",
       "      <th>rhgp277</th>\n",
       "      <th>rhgp278</th>\n",
       "      <th>rhgp279</th>\n",
       "      <th>rhgp280</th>\n",
       "      <th>rhgp281</th>\n",
       "      <th>rhgp282</th>\n",
       "      <th>rhgp283</th>\n",
       "      <th>rhgp284</th>\n",
       "      <th>rhgp285</th>\n",
       "      <th>rhgp286</th>\n",
       "      <th>rhgp287</th>\n",
       "      <th>rhgp288</th>\n",
       "      <th>rhgp289</th>\n",
       "      <th>rhgp290</th>\n",
       "      <th>rhgp291</th>\n",
       "      <th>rhgp292</th>\n",
       "      <th>rhgp293</th>\n",
       "      <th>rhgp294</th>\n",
       "      <th>rhgp295</th>\n",
       "      <th>rhgp296</th>\n",
       "      <th>rhgp297</th>\n",
       "      <th>rhgp298</th>\n",
       "      <th>rhgp299</th>\n",
       "      <th>rhgp300</th>\n",
       "      <th>rhgp301</th>\n",
       "      <th>rhgp302</th>\n",
       "      <th>rhgp303</th>\n",
       "      <th>rhgp304</th>\n",
       "      <th>rhgp305</th>\n",
       "      <th>rhgp306</th>\n",
       "      <th>rhgp307</th>\n",
       "      <th>rhgp308</th>\n",
       "      <th>rhgp309</th>\n",
       "      <th>rhgp310</th>\n",
       "      <th>rhgp311</th>\n",
       "      <th>rhgp312</th>\n",
       "      <th>rhgp313</th>\n",
       "      <th>rhgp314</th>\n",
       "      <th>rhgp315</th>\n",
       "      <th>rhgp316</th>\n",
       "      <th>rhgp317</th>\n",
       "      <th>rhgp318</th>\n",
       "      <th>rhgp319</th>\n",
       "      <th>rhgp320</th>\n",
       "      <th>rhgp321</th>\n",
       "      <th>rhgp322</th>\n",
       "      <th>rhgp323</th>\n",
       "      <th>rhgp324</th>\n",
       "      <th>rhgp325</th>\n",
       "      <th>rhgp326</th>\n",
       "      <th>rhgp327</th>\n",
       "      <th>rhgp328</th>\n",
       "      <th>rhgp329</th>\n",
       "      <th>rhgp330</th>\n",
       "      <th>rhgp331</th>\n",
       "      <th>rhgp332</th>\n",
       "      <th>rhgp333</th>\n",
       "      <th>src_subject_id</th>\n",
       "      <th>study_cohort_name</th>\n",
       "      <th>subjectkey</th>\n",
       "      <th>task</th>\n",
       "      <th>visit</th>\n",
       "      <th>ehi_y_ss_scoreb</th>\n",
       "      <th>scanner_manufacturer_pd</th>\n",
       "      <th>scanner_type_pd</th>\n",
       "      <th>deviceserialnumber</th>\n",
       "      <th>qc_ok_x</th>\n",
       "      <th>qc_ok_y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_merge</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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>left_only</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>right_only</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4111</td>\n",
       "      <td>4111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>both</th>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>161863</td>\n",
       "      <td>161819</td>\n",
       "      <td>161877</td>\n",
       "      <td>161819</td>\n",
       "      <td>161819</td>\n",
       "      <td>161812</td>\n",
       "      <td>161819</td>\n",
       "      <td>161863</td>\n",
       "      <td>161870</td>\n",
       "      <td>161863</td>\n",
       "      <td>161863</td>\n",
       "      <td>161863</td>\n",
       "      <td>161723</td>\n",
       "      <td>161863</td>\n",
       "      <td>161819</td>\n",
       "      <td>161819</td>\n",
       "      <td>161819</td>\n",
       "      <td>161802</td>\n",
       "      <td>161802</td>\n",
       "      <td>161826</td>\n",
       "      <td>161826</td>\n",
       "      <td>161767</td>\n",
       "      <td>161754</td>\n",
       "      <td>161819</td>\n",
       "      <td>161768</td>\n",
       "      <td>161733</td>\n",
       "      <td>161740</td>\n",
       "      <td>161754</td>\n",
       "      <td>161669</td>\n",
       "      <td>161464</td>\n",
       "      <td>161804</td>\n",
       "      <td>161849</td>\n",
       "      <td>161740</td>\n",
       "      <td>161744</td>\n",
       "      <td>161812</td>\n",
       "      <td>161863</td>\n",
       "      <td>161835</td>\n",
       "      <td>161835</td>\n",
       "      <td>161747</td>\n",
       "      <td>161367</td>\n",
       "      <td>161747</td>\n",
       "      <td>161819</td>\n",
       "      <td>161856</td>\n",
       "      <td>161856</td>\n",
       "      <td>161842</td>\n",
       "      <td>161819</td>\n",
       "      <td>161818</td>\n",
       "      <td>161849</td>\n",
       "      <td>161754</td>\n",
       "      <td>161835</td>\n",
       "      <td>161805</td>\n",
       "      <td>161789</td>\n",
       "      <td>161870</td>\n",
       "      <td>161863</td>\n",
       "      <td>161812</td>\n",
       "      <td>161812</td>\n",
       "      <td>161863</td>\n",
       "      <td>161870</td>\n",
       "      <td>161805</td>\n",
       "      <td>161812</td>\n",
       "      <td>161870</td>\n",
       "      <td>161826</td>\n",
       "      <td>161870</td>\n",
       "      <td>161775</td>\n",
       "      <td>161826</td>\n",
       "      <td>161826</td>\n",
       "      <td>161767</td>\n",
       "      <td>161832</td>\n",
       "      <td>161805</td>\n",
       "      <td>161791</td>\n",
       "      <td>161832</td>\n",
       "      <td>161818</td>\n",
       "      <td>161839</td>\n",
       "      <td>161792</td>\n",
       "      <td>161839</td>\n",
       "      <td>161823</td>\n",
       "      <td>161826</td>\n",
       "      <td>161741</td>\n",
       "      <td>161826</td>\n",
       "      <td>161870</td>\n",
       "      <td>161863</td>\n",
       "      <td>161870</td>\n",
       "      <td>161863</td>\n",
       "      <td>161833</td>\n",
       "      <td>161870</td>\n",
       "      <td>161792</td>\n",
       "      <td>161785</td>\n",
       "      <td>161632</td>\n",
       "      <td>161293</td>\n",
       "      <td>161792</td>\n",
       "      <td>161802</td>\n",
       "      <td>161802</td>\n",
       "      <td>161802</td>\n",
       "      <td>161823</td>\n",
       "      <td>161823</td>\n",
       "      <td>161748</td>\n",
       "      <td>161823</td>\n",
       "      <td>161826</td>\n",
       "      <td>161826</td>\n",
       "      <td>161816</td>\n",
       "      <td>161826</td>\n",
       "      <td>161771</td>\n",
       "      <td>161785</td>\n",
       "      <td>161785</td>\n",
       "      <td>161660</td>\n",
       "      <td>161710</td>\n",
       "      <td>161849</td>\n",
       "      <td>161802</td>\n",
       "      <td>161823</td>\n",
       "      <td>161795</td>\n",
       "      <td>161870</td>\n",
       "      <td>161823</td>\n",
       "      <td>161795</td>\n",
       "      <td>161823</td>\n",
       "      <td>161802</td>\n",
       "      <td>161802</td>\n",
       "      <td>161823</td>\n",
       "      <td>161863</td>\n",
       "      <td>161812</td>\n",
       "      <td>161812</td>\n",
       "      <td>161832</td>\n",
       "      <td>161856</td>\n",
       "      <td>161809</td>\n",
       "      <td>161819</td>\n",
       "      <td>161812</td>\n",
       "      <td>161812</td>\n",
       "      <td>161812</td>\n",
       "      <td>161812</td>\n",
       "      <td>161812</td>\n",
       "      <td>161819</td>\n",
       "      <td>161819</td>\n",
       "      <td>161832</td>\n",
       "      <td>161744</td>\n",
       "      <td>161812</td>\n",
       "      <td>161819</td>\n",
       "      <td>161819</td>\n",
       "      <td>161819</td>\n",
       "      <td>161812</td>\n",
       "      <td>161795</td>\n",
       "      <td>161856</td>\n",
       "      <td>161819</td>\n",
       "      <td>161819</td>\n",
       "      <td>161812</td>\n",
       "      <td>161754</td>\n",
       "      <td>161819</td>\n",
       "      <td>161795</td>\n",
       "      <td>161812</td>\n",
       "      <td>161802</td>\n",
       "      <td>161792</td>\n",
       "      <td>161785</td>\n",
       "      <td>161804</td>\n",
       "      <td>161812</td>\n",
       "      <td>161802</td>\n",
       "      <td>161802</td>\n",
       "      <td>161788</td>\n",
       "      <td>161809</td>\n",
       "      <td>161785</td>\n",
       "      <td>161809</td>\n",
       "      <td>161856</td>\n",
       "      <td>161835</td>\n",
       "      <td>161856</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>83403</td>\n",
       "      <td>245461</td>\n",
       "      <td>161863</td>\n",
       "      <td>161792</td>\n",
       "      <td>161826</td>\n",
       "      <td>161758</td>\n",
       "      <td>161839</td>\n",
       "      <td>161823</td>\n",
       "      <td>161812</td>\n",
       "      <td>161842</td>\n",
       "      <td>161863</td>\n",
       "      <td>161819</td>\n",
       "      <td>161771</td>\n",
       "      <td>161839</td>\n",
       "      <td>161819</td>\n",
       "      <td>161870</td>\n",
       "      <td>161839</td>\n",
       "      <td>161863</td>\n",
       "      <td>161832</td>\n",
       "      <td>161842</td>\n",
       "      <td>161826</td>\n",
       "      <td>161802</td>\n",
       "      <td>161826</td>\n",
       "      <td>161812</td>\n",
       "      <td>161812</td>\n",
       "      <td>161870</td>\n",
       "      <td>161805</td>\n",
       "      <td>161826</td>\n",
       "      <td>161833</td>\n",
       "      <td>161802</td>\n",
       "      <td>161782</td>\n",
       "      <td>161792</td>\n",
       "      <td>161701</td>\n",
       "      <td>161792</td>\n",
       "      <td>161823</td>\n",
       "      <td>161823</td>\n",
       "      <td>161741</td>\n",
       "      <td>161826</td>\n",
       "      <td>161826</td>\n",
       "      <td>161826</td>\n",
       "      <td>161826</td>\n",
       "      <td>161805</td>\n",
       "      <td>161792</td>\n",
       "      <td>161826</td>\n",
       "      <td>161653</td>\n",
       "      <td>161802</td>\n",
       "      <td>161642</td>\n",
       "      <td>161741</td>\n",
       "      <td>161826</td>\n",
       "      <td>161792</td>\n",
       "      <td>161802</td>\n",
       "      <td>161823</td>\n",
       "      <td>161870</td>\n",
       "      <td>161826</td>\n",
       "      <td>161802</td>\n",
       "      <td>161802</td>\n",
       "      <td>161826</td>\n",
       "      <td>161802</td>\n",
       "      <td>161826</td>\n",
       "      <td>161870</td>\n",
       "      <td>161863</td>\n",
       "      <td>161819</td>\n",
       "      <td>161842</td>\n",
       "      <td>161839</td>\n",
       "      <td>161819</td>\n",
       "      <td>161842</td>\n",
       "      <td>161812</td>\n",
       "      <td>161819</td>\n",
       "      <td>161819</td>\n",
       "      <td>161819</td>\n",
       "      <td>161819</td>\n",
       "      <td>161812</td>\n",
       "      <td>161812</td>\n",
       "      <td>161819</td>\n",
       "      <td>161812</td>\n",
       "      <td>161826</td>\n",
       "      <td>161853</td>\n",
       "      <td>161819</td>\n",
       "      <td>161819</td>\n",
       "      <td>161819</td>\n",
       "      <td>161826</td>\n",
       "      <td>161819</td>\n",
       "      <td>161833</td>\n",
       "      <td>161826</td>\n",
       "      <td>161819</td>\n",
       "      <td>161812</td>\n",
       "      <td>161812</td>\n",
       "      <td>161826</td>\n",
       "      <td>161812</td>\n",
       "      <td>161812</td>\n",
       "      <td>161812</td>\n",
       "      <td>161823</td>\n",
       "      <td>161823</td>\n",
       "      <td>161805</td>\n",
       "      <td>161819</td>\n",
       "      <td>161795</td>\n",
       "      <td>161812</td>\n",
       "      <td>161802</td>\n",
       "      <td>161839</td>\n",
       "      <td>161870</td>\n",
       "      <td>161816</td>\n",
       "      <td>161802</td>\n",
       "      <td>161823</td>\n",
       "      <td>161870</td>\n",
       "      <td>161870</td>\n",
       "      <td>161891</td>\n",
       "      <td>161842</td>\n",
       "      <td>161819</td>\n",
       "      <td>161812</td>\n",
       "      <td>161819</td>\n",
       "      <td>161819</td>\n",
       "      <td>161826</td>\n",
       "      <td>161870</td>\n",
       "      <td>161863</td>\n",
       "      <td>161812</td>\n",
       "      <td>161870</td>\n",
       "      <td>161833</td>\n",
       "      <td>161826</td>\n",
       "      <td>161826</td>\n",
       "      <td>161826</td>\n",
       "      <td>161788</td>\n",
       "      <td>161826</td>\n",
       "      <td>161826</td>\n",
       "      <td>161819</td>\n",
       "      <td>161802</td>\n",
       "      <td>161757</td>\n",
       "      <td>161761</td>\n",
       "      <td>161767</td>\n",
       "      <td>161424</td>\n",
       "      <td>161842</td>\n",
       "      <td>161877</td>\n",
       "      <td>161843</td>\n",
       "      <td>161877</td>\n",
       "      <td>161849</td>\n",
       "      <td>161856</td>\n",
       "      <td>161877</td>\n",
       "      <td>161877</td>\n",
       "      <td>161639</td>\n",
       "      <td>161884</td>\n",
       "      <td>161884</td>\n",
       "      <td>161467</td>\n",
       "      <td>161690</td>\n",
       "      <td>161863</td>\n",
       "      <td>161345</td>\n",
       "      <td>161799</td>\n",
       "      <td>161679</td>\n",
       "      <td>161863</td>\n",
       "      <td>161842</td>\n",
       "      <td>161870</td>\n",
       "      <td>161849</td>\n",
       "      <td>161839</td>\n",
       "      <td>161819</td>\n",
       "      <td>161788</td>\n",
       "      <td>161856</td>\n",
       "      <td>161849</td>\n",
       "      <td>161870</td>\n",
       "      <td>161870</td>\n",
       "      <td>161846</td>\n",
       "      <td>161870</td>\n",
       "      <td>161812</td>\n",
       "      <td>161812</td>\n",
       "      <td>161846</td>\n",
       "      <td>161853</td>\n",
       "      <td>161856</td>\n",
       "      <td>161802</td>\n",
       "      <td>161870</td>\n",
       "      <td>161826</td>\n",
       "      <td>161826</td>\n",
       "      <td>161826</td>\n",
       "      <td>161812</td>\n",
       "      <td>161812</td>\n",
       "      <td>161846</td>\n",
       "      <td>161832</td>\n",
       "      <td>161832</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>244570</td>\n",
       "      <td>244570</td>\n",
       "      <td>244570</td>\n",
       "      <td>244570</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            collection_id  collection_title  contrast  dataset_id  eventname  \\\n",
       "_merge                                                                         \n",
       "left_only               0                 0         0           0          0   \n",
       "right_only              0                 0         0           0       4111   \n",
       "both               245461            245461    245461      245461     245461   \n",
       "\n",
       "            fmri_beta_gparc_mean_motion  fmri_beta_gparc_numtrs  \\\n",
       "_merge                                                            \n",
       "left_only                             0                       0   \n",
       "right_only                            0                       0   \n",
       "both                             245461                  245461   \n",
       "\n",
       "            fmri_beta_gparc_tr  gender  interview_age  interview_date   lhgp1  \\\n",
       "_merge                                                                          \n",
       "left_only                    0       0              0               0       0   \n",
       "right_only                   0       0              0               0       0   \n",
       "both                    245461  245461         245461          245461  161863   \n",
       "\n",
       "            lhgp10  lhgp100  lhgp101  lhgp102  lhgp103  lhgp104  lhgp105  \\\n",
       "_merge                                                                     \n",
       "left_only        0        0        0        0        0        0        0   \n",
       "right_only       0        0        0        0        0        0        0   \n",
       "both        161819   161877   161819   161819   161812   161819   161863   \n",
       "\n",
       "            lhgp106  lhgp107  lhgp108  lhgp109  lhgp11  lhgp110  lhgp111  \\\n",
       "_merge                                                                     \n",
       "left_only         0        0        0        0       0        0        0   \n",
       "right_only        0        0        0        0       0        0        0   \n",
       "both         161870   161863   161863   161863  161723   161863   161819   \n",
       "\n",
       "            lhgp112  lhgp113  lhgp114  lhgp115  lhgp116  lhgp117  lhgp118  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161819   161819   161802   161802   161826   161826   161767   \n",
       "\n",
       "            lhgp119  lhgp12  lhgp120  lhgp121  lhgp122  lhgp123  lhgp124  \\\n",
       "_merge                                                                     \n",
       "left_only         0       0        0        0        0        0        0   \n",
       "right_only        0       0        0        0        0        0        0   \n",
       "both         161754  161819   161768   161733   161740   161754   161669   \n",
       "\n",
       "            lhgp125  lhgp126  lhgp127  lhgp128  lhgp129  lhgp13  lhgp130  \\\n",
       "_merge                                                                     \n",
       "left_only         0        0        0        0        0       0        0   \n",
       "right_only        0        0        0        0        0       0        0   \n",
       "both         161464   161804   161849   161740   161744  161812   161863   \n",
       "\n",
       "            lhgp131  lhgp132  lhgp133  lhgp134  lhgp135  lhgp136  lhgp137  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161835   161835   161747   161367   161747   161819   161856   \n",
       "\n",
       "            lhgp138  lhgp139  lhgp14  lhgp140  lhgp141  lhgp142  lhgp143  \\\n",
       "_merge                                                                     \n",
       "left_only         0        0       0        0        0        0        0   \n",
       "right_only        0        0       0        0        0        0        0   \n",
       "both         161856   161842  161819   161818   161849   161754   161835   \n",
       "\n",
       "            lhgp144  lhgp145  lhgp146  lhgp147  lhgp148  lhgp149  lhgp15  \\\n",
       "_merge                                                                     \n",
       "left_only         0        0        0        0        0        0       0   \n",
       "right_only        0        0        0        0        0        0       0   \n",
       "both         161805   161789   161870   161863   161812   161812  161863   \n",
       "\n",
       "            lhgp150  lhgp151  lhgp152  lhgp153  lhgp154  lhgp155  lhgp156  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161870   161805   161812   161870   161826   161870   161775   \n",
       "\n",
       "            lhgp157  lhgp158  lhgp159  lhgp16  lhgp160  lhgp161  lhgp17  \\\n",
       "_merge                                                                    \n",
       "left_only         0        0        0       0        0        0       0   \n",
       "right_only        0        0        0       0        0        0       0   \n",
       "both         161826   161826   161767  161832   161805   161791  161832   \n",
       "\n",
       "            lhgp18  lhgp19   lhgp2  lhgp20  lhgp21  lhgp22  lhgp23  lhgp24  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        161818  161839  161792  161839  161823  161826  161741  161826   \n",
       "\n",
       "            lhgp25  lhgp26  lhgp27  lhgp28  lhgp29   lhgp3  lhgp30  lhgp31  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        161870  161863  161870  161863  161833  161870  161792  161785   \n",
       "\n",
       "            lhgp32  lhgp33  lhgp34  lhgp35  lhgp36  lhgp37  lhgp38  lhgp39  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        161632  161293  161792  161802  161802  161802  161823  161823   \n",
       "\n",
       "             lhgp4  lhgp40  lhgp41  lhgp42  lhgp43  lhgp44  lhgp45  lhgp46  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        161748  161823  161826  161826  161816  161826  161771  161785   \n",
       "\n",
       "            lhgp47  lhgp48  lhgp49   lhgp5  lhgp50  lhgp51  lhgp52  lhgp53  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        161785  161660  161710  161849  161802  161823  161795  161870   \n",
       "\n",
       "            lhgp54  lhgp55  lhgp56  lhgp57  lhgp58  lhgp59   lhgp6  lhgp60  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        161823  161795  161823  161802  161802  161823  161863  161812   \n",
       "\n",
       "            lhgp61  lhgp62  lhgp63  lhgp64  lhgp65  lhgp66  lhgp67  lhgp68  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        161812  161832  161856  161809  161819  161812  161812  161812   \n",
       "\n",
       "            lhgp69   lhgp7  lhgp70  lhgp71  lhgp72  lhgp73  lhgp74  lhgp75  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        161812  161812  161819  161819  161832  161744  161812  161819   \n",
       "\n",
       "            lhgp76  lhgp77  lhgp78  lhgp79   lhgp8  lhgp80  lhgp81  lhgp82  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        161819  161819  161812  161795  161856  161819  161819  161812   \n",
       "\n",
       "            lhgp83  lhgp84  lhgp85  lhgp86  lhgp87  lhgp88  lhgp89   lhgp9  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        161754  161819  161795  161812  161802  161792  161785  161804   \n",
       "\n",
       "            lhgp90  lhgp91  lhgp92  lhgp93  lhgp94  lhgp95  lhgp96  lhgp97  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        161812  161802  161802  161788  161809  161785  161809  161856   \n",
       "\n",
       "            lhgp98  lhgp99  lmt_run  mid_beta_seg_dof  \\\n",
       "_merge                                                  \n",
       "left_only        0       0        0                 0   \n",
       "right_only       0       0        0                 0   \n",
       "both        161835  161856   245461            245461   \n",
       "\n",
       "            nback_place_tstat_ctxrhgp307  promoted_subjectkey  rhgp162  \\\n",
       "_merge                                                                   \n",
       "left_only                              0                    0        0   \n",
       "right_only                             0                    0        0   \n",
       "both                               83403               245461   161863   \n",
       "\n",
       "            rhgp163  rhgp164  rhgp165  rhgp166  rhgp167  rhgp168  rhgp169  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161792   161826   161758   161839   161823   161812   161842   \n",
       "\n",
       "            rhgp170  rhgp171  rhgp172  rhgp173  rhgp174  rhgp175  rhgp176  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161863   161819   161771   161839   161819   161870   161839   \n",
       "\n",
       "            rhgp177  rhgp178  rhgp179  rhgp180  rhgp181  rhgp182  rhgp183  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161863   161832   161842   161826   161802   161826   161812   \n",
       "\n",
       "            rhgp184  rhgp185  rhgp186  rhgp187  rhgp188  rhgp189  rhgp190  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161812   161870   161805   161826   161833   161802   161782   \n",
       "\n",
       "            rhgp191  rhgp192  rhgp193  rhgp194  rhgp195  rhgp196  rhgp197  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161792   161701   161792   161823   161823   161741   161826   \n",
       "\n",
       "            rhgp198  rhgp199  rhgp200  rhgp201  rhgp202  rhgp203  rhgp204  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161826   161826   161826   161805   161792   161826   161653   \n",
       "\n",
       "            rhgp205  rhgp206  rhgp207  rhgp208  rhgp209  rhgp210  rhgp211  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161802   161642   161741   161826   161792   161802   161823   \n",
       "\n",
       "            rhgp212  rhgp213  rhgp214  rhgp215  rhgp216  rhgp217  rhgp218  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161870   161826   161802   161802   161826   161802   161826   \n",
       "\n",
       "            rhgp219  rhgp220  rhgp221  rhgp222  rhgp223  rhgp224  rhgp225  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161870   161863   161819   161842   161839   161819   161842   \n",
       "\n",
       "            rhgp226  rhgp227  rhgp228  rhgp229  rhgp230  rhgp231  rhgp232  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161812   161819   161819   161819   161819   161812   161812   \n",
       "\n",
       "            rhgp233  rhgp234  rhgp235  rhgp236  rhgp237  rhgp238  rhgp239  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161819   161812   161826   161853   161819   161819   161819   \n",
       "\n",
       "            rhgp240  rhgp241  rhgp242  rhgp243  rhgp244  rhgp245  rhgp246  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161826   161819   161833   161826   161819   161812   161812   \n",
       "\n",
       "            rhgp247  rhgp248  rhgp249  rhgp250  rhgp251  rhgp252  rhgp253  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161826   161812   161812   161812   161823   161823   161805   \n",
       "\n",
       "            rhgp254  rhgp255  rhgp256  rhgp257  rhgp258  rhgp259  rhgp260  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161819   161795   161812   161802   161839   161870   161816   \n",
       "\n",
       "            rhgp261  rhgp262  rhgp263  rhgp264  rhgp265  rhgp266  rhgp267  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161802   161823   161870   161870   161891   161842   161819   \n",
       "\n",
       "            rhgp268  rhgp269  rhgp270  rhgp271  rhgp272  rhgp273  rhgp274  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161812   161819   161819   161826   161870   161863   161812   \n",
       "\n",
       "            rhgp275  rhgp276  rhgp277  rhgp278  rhgp279  rhgp280  rhgp281  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161870   161833   161826   161826   161826   161788   161826   \n",
       "\n",
       "            rhgp282  rhgp283  rhgp284  rhgp285  rhgp286  rhgp287  rhgp288  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161826   161819   161802   161757   161761   161767   161424   \n",
       "\n",
       "            rhgp289  rhgp290  rhgp291  rhgp292  rhgp293  rhgp294  rhgp295  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161842   161877   161843   161877   161849   161856   161877   \n",
       "\n",
       "            rhgp296  rhgp297  rhgp298  rhgp299  rhgp300  rhgp301  rhgp302  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161877   161639   161884   161884   161467   161690   161863   \n",
       "\n",
       "            rhgp303  rhgp304  rhgp305  rhgp306  rhgp307  rhgp308  rhgp309  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161345   161799   161679   161863   161842   161870   161849   \n",
       "\n",
       "            rhgp310  rhgp311  rhgp312  rhgp313  rhgp314  rhgp315  rhgp316  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161839   161819   161788   161856   161849   161870   161870   \n",
       "\n",
       "            rhgp317  rhgp318  rhgp319  rhgp320  rhgp321  rhgp322  rhgp323  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161846   161870   161812   161812   161846   161853   161856   \n",
       "\n",
       "            rhgp324  rhgp325  rhgp326  rhgp327  rhgp328  rhgp329  rhgp330  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         161802   161870   161826   161826   161826   161812   161812   \n",
       "\n",
       "            rhgp331  rhgp332  rhgp333  src_subject_id  study_cohort_name  \\\n",
       "_merge                                                                     \n",
       "left_only         0        0        0               0                  0   \n",
       "right_only        0        0        0               0                  0   \n",
       "both         161846   161832   161832          245461             245461   \n",
       "\n",
       "            subjectkey    task   visit  ehi_y_ss_scoreb  \\\n",
       "_merge                                                    \n",
       "left_only            0       0       0                0   \n",
       "right_only        4111    4111       0                0   \n",
       "both            245461  245461  245461           244570   \n",
       "\n",
       "            scanner_manufacturer_pd  scanner_type_pd  deviceserialnumber  \\\n",
       "_merge                                                                     \n",
       "left_only                         0                0                   0   \n",
       "right_only                        0                0                   0   \n",
       "both                         244570           244570              244570   \n",
       "\n",
       "            qc_ok_x  qc_ok_y  \n",
       "_merge                        \n",
       "left_only         0        0  \n",
       "right_only        0     4111  \n",
       "both         245461   245461  "
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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       "      <th>task</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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",
       "      <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>left_only</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>right_only</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4111</td>\n",
       "      <td>4111</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>both</th>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245275</td>\n",
       "      <td>245204</td>\n",
       "      <td>245289</td>\n",
       "      <td>245204</td>\n",
       "      <td>245204</td>\n",
       "      <td>245197</td>\n",
       "      <td>245204</td>\n",
       "      <td>245275</td>\n",
       "      <td>245282</td>\n",
       "      <td>245275</td>\n",
       "      <td>245275</td>\n",
       "      <td>245275</td>\n",
       "      <td>245108</td>\n",
       "      <td>245275</td>\n",
       "      <td>245204</td>\n",
       "      <td>245204</td>\n",
       "      <td>245204</td>\n",
       "      <td>245187</td>\n",
       "      <td>245187</td>\n",
       "      <td>245229</td>\n",
       "      <td>245229</td>\n",
       "      <td>245170</td>\n",
       "      <td>245157</td>\n",
       "      <td>245204</td>\n",
       "      <td>245171</td>\n",
       "      <td>245136</td>\n",
       "      <td>245134</td>\n",
       "      <td>245157</td>\n",
       "      <td>245027</td>\n",
       "      <td>244732</td>\n",
       "      <td>245198</td>\n",
       "      <td>245261</td>\n",
       "      <td>245098</td>\n",
       "      <td>245147</td>\n",
       "      <td>245197</td>\n",
       "      <td>245275</td>\n",
       "      <td>245247</td>\n",
       "      <td>245229</td>\n",
       "      <td>245123</td>\n",
       "      <td>244518</td>\n",
       "      <td>245159</td>\n",
       "      <td>245195</td>\n",
       "      <td>245259</td>\n",
       "      <td>245259</td>\n",
       "      <td>245236</td>\n",
       "      <td>245204</td>\n",
       "      <td>245131</td>\n",
       "      <td>245216</td>\n",
       "      <td>245139</td>\n",
       "      <td>245247</td>\n",
       "      <td>245208</td>\n",
       "      <td>245165</td>\n",
       "      <td>245282</td>\n",
       "      <td>245275</td>\n",
       "      <td>245197</td>\n",
       "      <td>245197</td>\n",
       "      <td>245275</td>\n",
       "      <td>245282</td>\n",
       "      <td>245190</td>\n",
       "      <td>245197</td>\n",
       "      <td>245282</td>\n",
       "      <td>245229</td>\n",
       "      <td>245282</td>\n",
       "      <td>245142</td>\n",
       "      <td>245229</td>\n",
       "      <td>245220</td>\n",
       "      <td>245152</td>\n",
       "      <td>245235</td>\n",
       "      <td>245208</td>\n",
       "      <td>245167</td>\n",
       "      <td>245235</td>\n",
       "      <td>245230</td>\n",
       "      <td>245224</td>\n",
       "      <td>245186</td>\n",
       "      <td>245242</td>\n",
       "      <td>245226</td>\n",
       "      <td>245229</td>\n",
       "      <td>245108</td>\n",
       "      <td>245229</td>\n",
       "      <td>245282</td>\n",
       "      <td>245275</td>\n",
       "      <td>245282</td>\n",
       "      <td>245275</td>\n",
       "      <td>245245</td>\n",
       "      <td>245282</td>\n",
       "      <td>245186</td>\n",
       "      <td>245152</td>\n",
       "      <td>244945</td>\n",
       "      <td>244489</td>\n",
       "      <td>245186</td>\n",
       "      <td>245196</td>\n",
       "      <td>245205</td>\n",
       "      <td>245205</td>\n",
       "      <td>245226</td>\n",
       "      <td>245226</td>\n",
       "      <td>245115</td>\n",
       "      <td>245226</td>\n",
       "      <td>245229</td>\n",
       "      <td>245220</td>\n",
       "      <td>245210</td>\n",
       "      <td>245229</td>\n",
       "      <td>245138</td>\n",
       "      <td>245152</td>\n",
       "      <td>245161</td>\n",
       "      <td>245000</td>\n",
       "      <td>245050</td>\n",
       "      <td>245243</td>\n",
       "      <td>245196</td>\n",
       "      <td>245226</td>\n",
       "      <td>245198</td>\n",
       "      <td>245282</td>\n",
       "      <td>245226</td>\n",
       "      <td>245198</td>\n",
       "      <td>245226</td>\n",
       "      <td>245205</td>\n",
       "      <td>245205</td>\n",
       "      <td>245226</td>\n",
       "      <td>245275</td>\n",
       "      <td>245197</td>\n",
       "      <td>245197</td>\n",
       "      <td>245244</td>\n",
       "      <td>245268</td>\n",
       "      <td>245194</td>\n",
       "      <td>245204</td>\n",
       "      <td>245197</td>\n",
       "      <td>245197</td>\n",
       "      <td>245197</td>\n",
       "      <td>245197</td>\n",
       "      <td>245197</td>\n",
       "      <td>245204</td>\n",
       "      <td>245222</td>\n",
       "      <td>245244</td>\n",
       "      <td>245129</td>\n",
       "      <td>245197</td>\n",
       "      <td>245204</td>\n",
       "      <td>245204</td>\n",
       "      <td>245204</td>\n",
       "      <td>245215</td>\n",
       "      <td>245198</td>\n",
       "      <td>245268</td>\n",
       "      <td>245222</td>\n",
       "      <td>245204</td>\n",
       "      <td>245197</td>\n",
       "      <td>245157</td>\n",
       "      <td>245204</td>\n",
       "      <td>245198</td>\n",
       "      <td>245197</td>\n",
       "      <td>245205</td>\n",
       "      <td>245195</td>\n",
       "      <td>245188</td>\n",
       "      <td>245189</td>\n",
       "      <td>245242</td>\n",
       "      <td>245205</td>\n",
       "      <td>245205</td>\n",
       "      <td>245191</td>\n",
       "      <td>245212</td>\n",
       "      <td>245188</td>\n",
       "      <td>245212</td>\n",
       "      <td>245259</td>\n",
       "      <td>245211</td>\n",
       "      <td>245268</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245275</td>\n",
       "      <td>245186</td>\n",
       "      <td>245229</td>\n",
       "      <td>245098</td>\n",
       "      <td>245269</td>\n",
       "      <td>245226</td>\n",
       "      <td>245197</td>\n",
       "      <td>245245</td>\n",
       "      <td>245266</td>\n",
       "      <td>245204</td>\n",
       "      <td>245183</td>\n",
       "      <td>245251</td>\n",
       "      <td>245204</td>\n",
       "      <td>245282</td>\n",
       "      <td>245242</td>\n",
       "      <td>245266</td>\n",
       "      <td>245235</td>\n",
       "      <td>245254</td>\n",
       "      <td>245229</td>\n",
       "      <td>245205</td>\n",
       "      <td>245220</td>\n",
       "      <td>245197</td>\n",
       "      <td>245197</td>\n",
       "      <td>245282</td>\n",
       "      <td>245208</td>\n",
       "      <td>245229</td>\n",
       "      <td>245245</td>\n",
       "      <td>245205</td>\n",
       "      <td>245176</td>\n",
       "      <td>245186</td>\n",
       "      <td>245068</td>\n",
       "      <td>245186</td>\n",
       "      <td>245226</td>\n",
       "      <td>245226</td>\n",
       "      <td>245108</td>\n",
       "      <td>245229</td>\n",
       "      <td>245229</td>\n",
       "      <td>245229</td>\n",
       "      <td>245229</td>\n",
       "      <td>245208</td>\n",
       "      <td>245186</td>\n",
       "      <td>245229</td>\n",
       "      <td>244966</td>\n",
       "      <td>245196</td>\n",
       "      <td>244973</td>\n",
       "      <td>245108</td>\n",
       "      <td>245220</td>\n",
       "      <td>245186</td>\n",
       "      <td>245205</td>\n",
       "      <td>245226</td>\n",
       "      <td>245282</td>\n",
       "      <td>245229</td>\n",
       "      <td>245205</td>\n",
       "      <td>245205</td>\n",
       "      <td>245229</td>\n",
       "      <td>245205</td>\n",
       "      <td>245229</td>\n",
       "      <td>245282</td>\n",
       "      <td>245275</td>\n",
       "      <td>245204</td>\n",
       "      <td>245245</td>\n",
       "      <td>245251</td>\n",
       "      <td>245204</td>\n",
       "      <td>245245</td>\n",
       "      <td>245197</td>\n",
       "      <td>245204</td>\n",
       "      <td>245204</td>\n",
       "      <td>245204</td>\n",
       "      <td>245204</td>\n",
       "      <td>245197</td>\n",
       "      <td>245197</td>\n",
       "      <td>245204</td>\n",
       "      <td>245197</td>\n",
       "      <td>245229</td>\n",
       "      <td>245265</td>\n",
       "      <td>245204</td>\n",
       "      <td>245204</td>\n",
       "      <td>245204</td>\n",
       "      <td>245211</td>\n",
       "      <td>245177</td>\n",
       "      <td>245236</td>\n",
       "      <td>245229</td>\n",
       "      <td>245204</td>\n",
       "      <td>245197</td>\n",
       "      <td>245197</td>\n",
       "      <td>245211</td>\n",
       "      <td>245197</td>\n",
       "      <td>245197</td>\n",
       "      <td>245197</td>\n",
       "      <td>245226</td>\n",
       "      <td>245226</td>\n",
       "      <td>245208</td>\n",
       "      <td>245222</td>\n",
       "      <td>245198</td>\n",
       "      <td>245224</td>\n",
       "      <td>245205</td>\n",
       "      <td>245260</td>\n",
       "      <td>245282</td>\n",
       "      <td>245219</td>\n",
       "      <td>245205</td>\n",
       "      <td>245226</td>\n",
       "      <td>245282</td>\n",
       "      <td>245282</td>\n",
       "      <td>245303</td>\n",
       "      <td>245245</td>\n",
       "      <td>245204</td>\n",
       "      <td>245197</td>\n",
       "      <td>245204</td>\n",
       "      <td>245222</td>\n",
       "      <td>245229</td>\n",
       "      <td>245282</td>\n",
       "      <td>245275</td>\n",
       "      <td>245197</td>\n",
       "      <td>245282</td>\n",
       "      <td>245245</td>\n",
       "      <td>245229</td>\n",
       "      <td>245229</td>\n",
       "      <td>245229</td>\n",
       "      <td>245200</td>\n",
       "      <td>245211</td>\n",
       "      <td>245229</td>\n",
       "      <td>245222</td>\n",
       "      <td>245205</td>\n",
       "      <td>245133</td>\n",
       "      <td>245164</td>\n",
       "      <td>245143</td>\n",
       "      <td>244710</td>\n",
       "      <td>245245</td>\n",
       "      <td>245289</td>\n",
       "      <td>245192</td>\n",
       "      <td>245307</td>\n",
       "      <td>245252</td>\n",
       "      <td>245259</td>\n",
       "      <td>245316</td>\n",
       "      <td>245316</td>\n",
       "      <td>244934</td>\n",
       "      <td>245296</td>\n",
       "      <td>245323</td>\n",
       "      <td>244600</td>\n",
       "      <td>245030</td>\n",
       "      <td>245266</td>\n",
       "      <td>244361</td>\n",
       "      <td>245202</td>\n",
       "      <td>244965</td>\n",
       "      <td>245275</td>\n",
       "      <td>245245</td>\n",
       "      <td>245273</td>\n",
       "      <td>245216</td>\n",
       "      <td>245242</td>\n",
       "      <td>245204</td>\n",
       "      <td>245227</td>\n",
       "      <td>245268</td>\n",
       "      <td>245261</td>\n",
       "      <td>245282</td>\n",
       "      <td>245282</td>\n",
       "      <td>245258</td>\n",
       "      <td>245282</td>\n",
       "      <td>245197</td>\n",
       "      <td>245197</td>\n",
       "      <td>245258</td>\n",
       "      <td>245265</td>\n",
       "      <td>245268</td>\n",
       "      <td>245187</td>\n",
       "      <td>245282</td>\n",
       "      <td>245229</td>\n",
       "      <td>245229</td>\n",
       "      <td>245229</td>\n",
       "      <td>245197</td>\n",
       "      <td>245197</td>\n",
       "      <td>245249</td>\n",
       "      <td>245235</td>\n",
       "      <td>245235</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>245461</td>\n",
       "      <td>244570</td>\n",
       "      <td>244570</td>\n",
       "      <td>244570</td>\n",
       "      <td>244570</td>\n",
       "      <td>245461</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            collection_id  collection_title  contrast  dataset_id  eventname  \\\n",
       "_merge                                                                         \n",
       "left_only               0                 0         0           0          0   \n",
       "right_only              0                 0         0           0       4111   \n",
       "both               245461            245461    245461      245461     245461   \n",
       "\n",
       "            fmri_beta_gparc_mean_motion  fmri_beta_gparc_numtrs  \\\n",
       "_merge                                                            \n",
       "left_only                             0                       0   \n",
       "right_only                            0                       0   \n",
       "both                             245461                  245461   \n",
       "\n",
       "            fmri_beta_gparc_tr  gender  interview_age  interview_date   lhgp1  \\\n",
       "_merge                                                                          \n",
       "left_only                    0       0              0               0       0   \n",
       "right_only                   0       0              0               0       0   \n",
       "both                    245461  245461         245461          245461  245275   \n",
       "\n",
       "            lhgp10  lhgp100  lhgp101  lhgp102  lhgp103  lhgp104  lhgp105  \\\n",
       "_merge                                                                     \n",
       "left_only        0        0        0        0        0        0        0   \n",
       "right_only       0        0        0        0        0        0        0   \n",
       "both        245204   245289   245204   245204   245197   245204   245275   \n",
       "\n",
       "            lhgp106  lhgp107  lhgp108  lhgp109  lhgp11  lhgp110  lhgp111  \\\n",
       "_merge                                                                     \n",
       "left_only         0        0        0        0       0        0        0   \n",
       "right_only        0        0        0        0       0        0        0   \n",
       "both         245282   245275   245275   245275  245108   245275   245204   \n",
       "\n",
       "            lhgp112  lhgp113  lhgp114  lhgp115  lhgp116  lhgp117  lhgp118  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245204   245204   245187   245187   245229   245229   245170   \n",
       "\n",
       "            lhgp119  lhgp12  lhgp120  lhgp121  lhgp122  lhgp123  lhgp124  \\\n",
       "_merge                                                                     \n",
       "left_only         0       0        0        0        0        0        0   \n",
       "right_only        0       0        0        0        0        0        0   \n",
       "both         245157  245204   245171   245136   245134   245157   245027   \n",
       "\n",
       "            lhgp125  lhgp126  lhgp127  lhgp128  lhgp129  lhgp13  lhgp130  \\\n",
       "_merge                                                                     \n",
       "left_only         0        0        0        0        0       0        0   \n",
       "right_only        0        0        0        0        0       0        0   \n",
       "both         244732   245198   245261   245098   245147  245197   245275   \n",
       "\n",
       "            lhgp131  lhgp132  lhgp133  lhgp134  lhgp135  lhgp136  lhgp137  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245247   245229   245123   244518   245159   245195   245259   \n",
       "\n",
       "            lhgp138  lhgp139  lhgp14  lhgp140  lhgp141  lhgp142  lhgp143  \\\n",
       "_merge                                                                     \n",
       "left_only         0        0       0        0        0        0        0   \n",
       "right_only        0        0       0        0        0        0        0   \n",
       "both         245259   245236  245204   245131   245216   245139   245247   \n",
       "\n",
       "            lhgp144  lhgp145  lhgp146  lhgp147  lhgp148  lhgp149  lhgp15  \\\n",
       "_merge                                                                     \n",
       "left_only         0        0        0        0        0        0       0   \n",
       "right_only        0        0        0        0        0        0       0   \n",
       "both         245208   245165   245282   245275   245197   245197  245275   \n",
       "\n",
       "            lhgp150  lhgp151  lhgp152  lhgp153  lhgp154  lhgp155  lhgp156  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245282   245190   245197   245282   245229   245282   245142   \n",
       "\n",
       "            lhgp157  lhgp158  lhgp159  lhgp16  lhgp160  lhgp161  lhgp17  \\\n",
       "_merge                                                                    \n",
       "left_only         0        0        0       0        0        0       0   \n",
       "right_only        0        0        0       0        0        0       0   \n",
       "both         245229   245220   245152  245235   245208   245167  245235   \n",
       "\n",
       "            lhgp18  lhgp19   lhgp2  lhgp20  lhgp21  lhgp22  lhgp23  lhgp24  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        245230  245224  245186  245242  245226  245229  245108  245229   \n",
       "\n",
       "            lhgp25  lhgp26  lhgp27  lhgp28  lhgp29   lhgp3  lhgp30  lhgp31  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        245282  245275  245282  245275  245245  245282  245186  245152   \n",
       "\n",
       "            lhgp32  lhgp33  lhgp34  lhgp35  lhgp36  lhgp37  lhgp38  lhgp39  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        244945  244489  245186  245196  245205  245205  245226  245226   \n",
       "\n",
       "             lhgp4  lhgp40  lhgp41  lhgp42  lhgp43  lhgp44  lhgp45  lhgp46  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        245115  245226  245229  245220  245210  245229  245138  245152   \n",
       "\n",
       "            lhgp47  lhgp48  lhgp49   lhgp5  lhgp50  lhgp51  lhgp52  lhgp53  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        245161  245000  245050  245243  245196  245226  245198  245282   \n",
       "\n",
       "            lhgp54  lhgp55  lhgp56  lhgp57  lhgp58  lhgp59   lhgp6  lhgp60  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        245226  245198  245226  245205  245205  245226  245275  245197   \n",
       "\n",
       "            lhgp61  lhgp62  lhgp63  lhgp64  lhgp65  lhgp66  lhgp67  lhgp68  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        245197  245244  245268  245194  245204  245197  245197  245197   \n",
       "\n",
       "            lhgp69   lhgp7  lhgp70  lhgp71  lhgp72  lhgp73  lhgp74  lhgp75  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        245197  245197  245204  245222  245244  245129  245197  245204   \n",
       "\n",
       "            lhgp76  lhgp77  lhgp78  lhgp79   lhgp8  lhgp80  lhgp81  lhgp82  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        245204  245204  245215  245198  245268  245222  245204  245197   \n",
       "\n",
       "            lhgp83  lhgp84  lhgp85  lhgp86  lhgp87  lhgp88  lhgp89   lhgp9  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        245157  245204  245198  245197  245205  245195  245188  245189   \n",
       "\n",
       "            lhgp90  lhgp91  lhgp92  lhgp93  lhgp94  lhgp95  lhgp96  lhgp97  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0       0       0       0       0       0       0   \n",
       "right_only       0       0       0       0       0       0       0       0   \n",
       "both        245242  245205  245205  245191  245212  245188  245212  245259   \n",
       "\n",
       "            lhgp98  lhgp99  lmt_run  mid_beta_seg_dof  promoted_subjectkey  \\\n",
       "_merge                                                                       \n",
       "left_only        0       0        0                 0                    0   \n",
       "right_only       0       0        0                 0                    0   \n",
       "both        245211  245268   245461            245461               245461   \n",
       "\n",
       "            rhgp162  rhgp163  rhgp164  rhgp165  rhgp166  rhgp167  rhgp168  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245275   245186   245229   245098   245269   245226   245197   \n",
       "\n",
       "            rhgp169  rhgp170  rhgp171  rhgp172  rhgp173  rhgp174  rhgp175  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245245   245266   245204   245183   245251   245204   245282   \n",
       "\n",
       "            rhgp176  rhgp177  rhgp178  rhgp179  rhgp180  rhgp181  rhgp182  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245242   245266   245235   245254   245229   245205   245220   \n",
       "\n",
       "            rhgp183  rhgp184  rhgp185  rhgp186  rhgp187  rhgp188  rhgp189  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245197   245197   245282   245208   245229   245245   245205   \n",
       "\n",
       "            rhgp190  rhgp191  rhgp192  rhgp193  rhgp194  rhgp195  rhgp196  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245176   245186   245068   245186   245226   245226   245108   \n",
       "\n",
       "            rhgp197  rhgp198  rhgp199  rhgp200  rhgp201  rhgp202  rhgp203  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245229   245229   245229   245229   245208   245186   245229   \n",
       "\n",
       "            rhgp204  rhgp205  rhgp206  rhgp207  rhgp208  rhgp209  rhgp210  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         244966   245196   244973   245108   245220   245186   245205   \n",
       "\n",
       "            rhgp211  rhgp212  rhgp213  rhgp214  rhgp215  rhgp216  rhgp217  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245226   245282   245229   245205   245205   245229   245205   \n",
       "\n",
       "            rhgp218  rhgp219  rhgp220  rhgp221  rhgp222  rhgp223  rhgp224  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245229   245282   245275   245204   245245   245251   245204   \n",
       "\n",
       "            rhgp225  rhgp226  rhgp227  rhgp228  rhgp229  rhgp230  rhgp231  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245245   245197   245204   245204   245204   245204   245197   \n",
       "\n",
       "            rhgp232  rhgp233  rhgp234  rhgp235  rhgp236  rhgp237  rhgp238  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245197   245204   245197   245229   245265   245204   245204   \n",
       "\n",
       "            rhgp239  rhgp240  rhgp241  rhgp242  rhgp243  rhgp244  rhgp245  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245204   245211   245177   245236   245229   245204   245197   \n",
       "\n",
       "            rhgp246  rhgp247  rhgp248  rhgp249  rhgp250  rhgp251  rhgp252  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245197   245211   245197   245197   245197   245226   245226   \n",
       "\n",
       "            rhgp253  rhgp254  rhgp255  rhgp256  rhgp257  rhgp258  rhgp259  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245208   245222   245198   245224   245205   245260   245282   \n",
       "\n",
       "            rhgp260  rhgp261  rhgp262  rhgp263  rhgp264  rhgp265  rhgp266  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245219   245205   245226   245282   245282   245303   245245   \n",
       "\n",
       "            rhgp267  rhgp268  rhgp269  rhgp270  rhgp271  rhgp272  rhgp273  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245204   245197   245204   245222   245229   245282   245275   \n",
       "\n",
       "            rhgp274  rhgp275  rhgp276  rhgp277  rhgp278  rhgp279  rhgp280  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245197   245282   245245   245229   245229   245229   245200   \n",
       "\n",
       "            rhgp281  rhgp282  rhgp283  rhgp284  rhgp285  rhgp286  rhgp287  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245211   245229   245222   245205   245133   245164   245143   \n",
       "\n",
       "            rhgp288  rhgp289  rhgp290  rhgp291  rhgp292  rhgp293  rhgp294  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         244710   245245   245289   245192   245307   245252   245259   \n",
       "\n",
       "            rhgp295  rhgp296  rhgp297  rhgp298  rhgp299  rhgp300  rhgp301  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245316   245316   244934   245296   245323   244600   245030   \n",
       "\n",
       "            rhgp302  rhgp303  rhgp304  rhgp305  rhgp306  rhgp307  rhgp308  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245266   244361   245202   244965   245275   245245   245273   \n",
       "\n",
       "            rhgp309  rhgp310  rhgp311  rhgp312  rhgp313  rhgp314  rhgp315  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245216   245242   245204   245227   245268   245261   245282   \n",
       "\n",
       "            rhgp316  rhgp317  rhgp318  rhgp319  rhgp320  rhgp321  rhgp322  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245282   245258   245282   245197   245197   245258   245265   \n",
       "\n",
       "            rhgp323  rhgp324  rhgp325  rhgp326  rhgp327  rhgp328  rhgp329  \\\n",
       "_merge                                                                      \n",
       "left_only         0        0        0        0        0        0        0   \n",
       "right_only        0        0        0        0        0        0        0   \n",
       "both         245268   245187   245282   245229   245229   245229   245197   \n",
       "\n",
       "            rhgp330  rhgp331  rhgp332  rhgp333  src_subject_id  \\\n",
       "_merge                                                           \n",
       "left_only         0        0        0        0               0   \n",
       "right_only        0        0        0        0               0   \n",
       "both         245197   245249   245235   245235          245461   \n",
       "\n",
       "            study_cohort_name  subjectkey    task   visit  ehi_y_ss_scoreb  \\\n",
       "_merge                                                                       \n",
       "left_only                   0           0       0       0                0   \n",
       "right_only                  0        4111    4111       0                0   \n",
       "both                   245461      245461  245461  245461           244570   \n",
       "\n",
       "            scanner_manufacturer_pd  scanner_type_pd  deviceserialnumber  \\\n",
       "_merge                                                                     \n",
       "left_only                         0                0                   0   \n",
       "right_only                        0                0                   0   \n",
       "both                         244570           244570              244570   \n",
       "\n",
       "             qc_ok  \n",
       "_merge              \n",
       "left_only        0  \n",
       "right_only    4111  \n",
       "both        245461  "
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tb_t.merge(tb_qc, how='outer', on=['subjectkey', 'eventname', 'task'], indicator=True).groupby('_merge').count()\n",
    "tb_b.merge(tb_qc, how='outer', on=['subjectkey', 'eventname', 'task'], indicator=True).groupby('_merge').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "tb_t = tb_t.merge(tb_qc, how='left', on=['subjectkey', 'eventname', 'task'])\n",
    "tb_b = tb_b.merge(tb_qc, how='left', on=['subjectkey', 'eventname', 'task'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "con.to_pickle(data_dir/'con.pkz')\n",
    "tb_t.to_pickle(data_dir/'task_based_tstats.pkz')\n",
    "tb_b.to_pickle(data_dir/'task_based_betas.pkz')"
   ]
  }
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