Download data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from pyneurovault import api\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting NeuroVault collections meta data...\n",
      "http://neurovault.org/api/collections/?limit=100&format=json\n",
      "Found 872 results.\n",
      "Retrieving http://neurovault.org/api/collections/?format=json&limit=100&offset=100\n",
      "Retrieving http://neurovault.org/api/collections/?format=json&limit=100&offset=200\n",
      "Retrieving http://neurovault.org/api/collections/?format=json&limit=100&offset=300\n",
      "Retrieving http://neurovault.org/api/collections/?format=json&limit=100&offset=400\n",
      "Retrieving http://neurovault.org/api/collections/?format=json&limit=100&offset=500\n",
      "Retrieving http://neurovault.org/api/collections/?format=json&limit=100&offset=600\n",
      "Retrieving http://neurovault.org/api/collections/?format=json&limit=100&offset=700\n",
      "Retrieving http://neurovault.org/api/collections/?format=json&limit=100&offset=800\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "# Get a collection\n",
    "collections = api.get_collections()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "collections_with_DOIs = list(collections[pd.notnull(collections.DOI)].collection_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8312"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Extracting NeuroVault collections meta data...\n",
      "Retrieving collection 35...\n",
      "http://neurovault.org/api/collections/35/?format=json\n",
      "Retrieving collection 1054...\n",
      "http://neurovault.org/api/collections/1054/?format=json\n",
      "Retrieving collection 1345...\n",
      "http://neurovault.org/api/collections/1345/?format=json\n",
      "Retrieving collection 109...\n",
      "http://neurovault.org/api/collections/109/?format=json\n",
      "Retrieving collection 1194...\n",
      "http://neurovault.org/api/collections/1194/?format=json\n",
      "Retrieving collection 1056...\n",
      "http://neurovault.org/api/collections/1056/?format=json\n",
      "Retrieving collection 865...\n",
      "http://neurovault.org/api/collections/865/?format=json\n",
      "Retrieving collection 1039...\n",
      "http://neurovault.org/api/collections/1039/?format=json\n",
      "Retrieving collection 866...\n",
      "http://neurovault.org/api/collections/866/?format=json\n",
      "Retrieving collection 1195...\n",
      "http://neurovault.org/api/collections/1195/?format=json\n",
      "Retrieving collection 588...\n",
      "http://neurovault.org/api/collections/588/?format=json\n",
      "Retrieving collection 1057...\n",
      "http://neurovault.org/api/collections/1057/?format=json\n",
      "Retrieving collection 1196...\n",
      "http://neurovault.org/api/collections/1196/?format=json\n",
      "Retrieving collection 1288...\n",
      "http://neurovault.org/api/collections/1288/?format=json\n",
      "Retrieving collection 786...\n",
      "http://neurovault.org/api/collections/786/?format=json\n",
      "Retrieving collection 1197...\n",
      "http://neurovault.org/api/collections/1197/?format=json\n",
      "Retrieving collection 1058...\n",
      "http://neurovault.org/api/collections/1058/?format=json\n",
      "Retrieving collection 555...\n",
      "http://neurovault.org/api/collections/555/?format=json\n",
      "Retrieving collection 325...\n",
      "http://neurovault.org/api/collections/325/?format=json\n",
      "Retrieving collection 1059...\n",
      "http://neurovault.org/api/collections/1059/?format=json\n",
      "Retrieving collection 190...\n",
      "http://neurovault.org/api/collections/190/?format=json\n",
      "Retrieving collection 826...\n",
      "http://neurovault.org/api/collections/826/?format=json\n",
      "Retrieving collection 1322...\n",
      "http://neurovault.org/api/collections/1322/?format=json\n",
      "Retrieving collection 7...\n",
      "http://neurovault.org/api/collections/7/?format=json\n",
      "Retrieving collection 59...\n",
      "http://neurovault.org/api/collections/59/?format=json\n",
      "Retrieving collection 179...\n",
      "http://neurovault.org/api/collections/179/?format=json\n",
      "Retrieving collection 419...\n",
      "http://neurovault.org/api/collections/419/?format=json\n",
      "Retrieving collection 550...\n",
      "http://neurovault.org/api/collections/550/?format=json\n",
      "Retrieving collection 1060...\n",
      "http://neurovault.org/api/collections/1060/?format=json\n",
      "Retrieving collection 1061...\n",
      "http://neurovault.org/api/collections/1061/?format=json\n",
      "Retrieving collection 1939...\n",
      "http://neurovault.org/api/collections/1939/?format=json\n",
      "Retrieving collection 1062...\n",
      "http://neurovault.org/api/collections/1062/?format=json\n",
      "Retrieving collection 1324...\n",
      "http://neurovault.org/api/collections/1324/?format=json\n",
      "Retrieving collection 1035...\n",
      "http://neurovault.org/api/collections/1035/?format=json\n",
      "Retrieving collection 1276...\n",
      "http://neurovault.org/api/collections/1276/?format=json\n",
      "Retrieving collection 830...\n",
      "http://neurovault.org/api/collections/830/?format=json\n",
      "Retrieving collection 839...\n",
      "http://neurovault.org/api/collections/839/?format=json\n",
      "Retrieving collection 518...\n",
      "http://neurovault.org/api/collections/518/?format=json\n",
      "Retrieving collection 263...\n",
      "http://neurovault.org/api/collections/263/?format=json\n",
      "Retrieving collection 1325...\n",
      "http://neurovault.org/api/collections/1325/?format=json\n",
      "Retrieving collection 1683...\n",
      "http://neurovault.org/api/collections/1683/?format=json\n",
      "Retrieving collection 1065...\n",
      "http://neurovault.org/api/collections/1065/?format=json\n",
      "Retrieving collection 844...\n",
      "http://neurovault.org/api/collections/844/?format=json\n",
      "Retrieving collection 837...\n",
      "http://neurovault.org/api/collections/837/?format=json\n",
      "Retrieving collection 831...\n",
      "http://neurovault.org/api/collections/831/?format=json\n",
      "Retrieving collection 77...\n",
      "http://neurovault.org/api/collections/77/?format=json\n",
      "Retrieving collection 13...\n",
      "http://neurovault.org/api/collections/13/?format=json\n",
      "Retrieving collection 838...\n",
      "http://neurovault.org/api/collections/838/?format=json\n",
      "Retrieving collection 45...\n",
      "http://neurovault.org/api/collections/45/?format=json\n",
      "Retrieving collection 1206...\n",
      "http://neurovault.org/api/collections/1206/?format=json\n",
      "Retrieving collection 857...\n",
      "http://neurovault.org/api/collections/857/?format=json\n",
      "Retrieving collection 40...\n",
      "http://neurovault.org/api/collections/40/?format=json\n",
      "Retrieving collection 1089...\n",
      "http://neurovault.org/api/collections/1089/?format=json\n",
      "Retrieving collection 1015...\n",
      "http://neurovault.org/api/collections/1015/?format=json\n",
      "Retrieving collection 1055...\n",
      "http://neurovault.org/api/collections/1055/?format=json\n",
      "Retrieving collection 21...\n",
      "http://neurovault.org/api/collections/21/?format=json\n",
      "Retrieving collection 640...\n",
      "http://neurovault.org/api/collections/640/?format=json\n",
      "Retrieving collection 821...\n",
      "http://neurovault.org/api/collections/821/?format=json\n",
      "Retrieving collection 860...\n",
      "http://neurovault.org/api/collections/860/?format=json\n",
      "Retrieving collection 27...\n",
      "http://neurovault.org/api/collections/27/?format=json\n",
      "Retrieving collection 1268...\n",
      "http://neurovault.org/api/collections/1268/?format=json\n",
      "Retrieving collection 308...\n",
      "http://neurovault.org/api/collections/308/?format=json\n",
      "Retrieving collection 203...\n",
      "http://neurovault.org/api/collections/203/?format=json\n",
      "Retrieving collection 73...\n",
      "http://neurovault.org/api/collections/73/?format=json\n",
      "Retrieving collection 2...\n",
      "http://neurovault.org/api/collections/2/?format=json\n",
      "Retrieving collection 267...\n",
      "http://neurovault.org/api/collections/267/?format=json\n",
      "Retrieving collection 835...\n",
      "http://neurovault.org/api/collections/835/?format=json\n",
      "Retrieving collection 917...\n",
      "http://neurovault.org/api/collections/917/?format=json\n",
      "Retrieving collection 1208...\n",
      "http://neurovault.org/api/collections/1208/?format=json\n",
      "Retrieving collection 63...\n",
      "http://neurovault.org/api/collections/63/?format=json\n",
      "Retrieving collection 1359...\n",
      "http://neurovault.org/api/collections/1359/?format=json\n",
      "Retrieving collection 1051...\n",
      "http://neurovault.org/api/collections/1051/?format=json\n",
      "Retrieving collection 1030...\n",
      "http://neurovault.org/api/collections/1030/?format=json\n",
      "Retrieving collection 648...\n",
      "http://neurovault.org/api/collections/648/?format=json\n",
      "Retrieving collection 135...\n",
      "http://neurovault.org/api/collections/135/?format=json\n",
      "Retrieving collection 823...\n",
      "http://neurovault.org/api/collections/823/?format=json\n",
      "Retrieving collection 841...\n",
      "http://neurovault.org/api/collections/841/?format=json\n",
      "Retrieving collection 1104...\n",
      "http://neurovault.org/api/collections/1104/?format=json\n",
      "Retrieving collection 973...\n",
      "http://neurovault.org/api/collections/973/?format=json\n",
      "Retrieving collection 608...\n",
      "http://neurovault.org/api/collections/608/?format=json\n",
      "Retrieving collection 819...\n",
      "http://neurovault.org/api/collections/819/?format=json\n",
      "Retrieving collection 1424...\n",
      "http://neurovault.org/api/collections/1424/?format=json\n",
      "Retrieving collection 1467...\n",
      "http://neurovault.org/api/collections/1467/?format=json\n",
      "Retrieving collection 207...\n",
      "http://neurovault.org/api/collections/207/?format=json\n",
      "Retrieving collection 840...\n",
      "http://neurovault.org/api/collections/840/?format=json\n",
      "Retrieving collection 724...\n",
      "http://neurovault.org/api/collections/724/?format=json\n",
      "Retrieving collection 1326...\n",
      "http://neurovault.org/api/collections/1326/?format=json\n",
      "Retrieving collection 1597...\n",
      "http://neurovault.org/api/collections/1597/?format=json\n",
      "Retrieving collection 833...\n",
      "http://neurovault.org/api/collections/833/?format=json\n",
      "Retrieving collection 417...\n",
      "http://neurovault.org/api/collections/417/?format=json\n",
      "Retrieving collection 56...\n",
      "http://neurovault.org/api/collections/56/?format=json\n",
      "Retrieving collection 422...\n",
      "http://neurovault.org/api/collections/422/?format=json\n",
      "Retrieving collection 421...\n",
      "http://neurovault.org/api/collections/421/?format=json\n",
      "Retrieving collection 42...\n",
      "http://neurovault.org/api/collections/42/?format=json\n",
      "Retrieving collection 110...\n",
      "http://neurovault.org/api/collections/110/?format=json\n",
      "Retrieving collection 439...\n",
      "http://neurovault.org/api/collections/439/?format=json\n",
      "Retrieving collection 954...\n",
      "http://neurovault.org/api/collections/954/?format=json\n",
      "Retrieving collection 423...\n",
      "http://neurovault.org/api/collections/423/?format=json\n",
      "Retrieving collection 1470...\n",
      "http://neurovault.org/api/collections/1470/?format=json\n",
      "Retrieving collection 34...\n",
      "http://neurovault.org/api/collections/34/?format=json\n",
      "Retrieving collection 654...\n",
      "http://neurovault.org/api/collections/654/?format=json\n",
      "Retrieving collection 695...\n",
      "http://neurovault.org/api/collections/695/?format=json\n",
      "Retrieving collection 1942...\n",
      "http://neurovault.org/api/collections/1942/?format=json\n",
      "Retrieving collection 1191...\n",
      "http://neurovault.org/api/collections/1191/?format=json\n",
      "Retrieving collection 307...\n",
      "http://neurovault.org/api/collections/307/?format=json\n",
      "Retrieving collection 694...\n",
      "http://neurovault.org/api/collections/694/?format=json\n",
      "Retrieving collection 428...\n",
      "http://neurovault.org/api/collections/428/?format=json\n",
      "Retrieving collection 415...\n",
      "http://neurovault.org/api/collections/415/?format=json\n",
      "Retrieving collection 723...\n",
      "http://neurovault.org/api/collections/723/?format=json\n",
      "Retrieving collection 1088...\n",
      "http://neurovault.org/api/collections/1088/?format=json\n",
      "Retrieving collection 3...\n",
      "http://neurovault.org/api/collections/3/?format=json\n",
      "Retrieving collection 145...\n",
      "http://neurovault.org/api/collections/145/?format=json\n",
      "Retrieving collection 14...\n",
      "http://neurovault.org/api/collections/14/?format=json\n",
      "Retrieving collection 169...\n",
      "http://neurovault.org/api/collections/169/?format=json\n",
      "Retrieving collection 843...\n",
      "http://neurovault.org/api/collections/843/?format=json\n",
      "Retrieving collection 425...\n",
      "http://neurovault.org/api/collections/425/?format=json\n",
      "Retrieving collection 1072...\n",
      "http://neurovault.org/api/collections/1072/?format=json\n",
      "Retrieving collection 291...\n",
      "http://neurovault.org/api/collections/291/?format=json\n",
      "Retrieving collection 1151...\n",
      "http://neurovault.org/api/collections/1151/?format=json\n",
      "Retrieving collection 298...\n",
      "http://neurovault.org/api/collections/298/?format=json\n",
      "Retrieving collection 457...\n",
      "http://neurovault.org/api/collections/457/?format=json\n",
      "Retrieving collection 1073...\n",
      "http://neurovault.org/api/collections/1073/?format=json\n",
      "Retrieving collection 268...\n",
      "http://neurovault.org/api/collections/268/?format=json\n",
      "Retrieving collection 437...\n",
      "http://neurovault.org/api/collections/437/?format=json\n",
      "Retrieving collection 1126...\n",
      "http://neurovault.org/api/collections/1126/?format=json\n",
      "Retrieving collection 571...\n",
      "http://neurovault.org/api/collections/571/?format=json\n",
      "Retrieving collection 693...\n",
      "http://neurovault.org/api/collections/693/?format=json\n",
      "Retrieving collection 18...\n",
      "http://neurovault.org/api/collections/18/?format=json\n",
      "Retrieving collection 297...\n",
      "http://neurovault.org/api/collections/297/?format=json\n",
      "Retrieving collection 1446...\n",
      "http://neurovault.org/api/collections/1446/?format=json\n",
      "Retrieving collection 822...\n",
      "http://neurovault.org/api/collections/822/?format=json\n",
      "Retrieving collection 85...\n",
      "http://neurovault.org/api/collections/85/?format=json\n",
      "Retrieving collection 1029...\n",
      "http://neurovault.org/api/collections/1029/?format=json\n",
      "Retrieving collection 1212...\n",
      "http://neurovault.org/api/collections/1212/?format=json\n",
      "Retrieving collection 1447...\n",
      "http://neurovault.org/api/collections/1447/?format=json\n",
      "Retrieving collection 828...\n",
      "http://neurovault.org/api/collections/828/?format=json\n",
      "Retrieving collection 827...\n",
      "http://neurovault.org/api/collections/827/?format=json\n",
      "Retrieving collection 824...\n",
      "http://neurovault.org/api/collections/824/?format=json\n",
      "Retrieving collection 46...\n",
      "http://neurovault.org/api/collections/46/?format=json\n",
      "Retrieving collection 807...\n",
      "http://neurovault.org/api/collections/807/?format=json\n",
      "Retrieving collection 321...\n",
      "http://neurovault.org/api/collections/321/?format=json\n",
      "Retrieving collection 1351...\n",
      "http://neurovault.org/api/collections/1351/?format=json\n",
      "Retrieving collection 1186...\n",
      "http://neurovault.org/api/collections/1186/?format=json\n",
      "Retrieving collection 39...\n",
      "http://neurovault.org/api/collections/39/?format=json\n",
      "Retrieving collection 507...\n",
      "http://neurovault.org/api/collections/507/?format=json\n",
      "Retrieving collection 1003...\n",
      "http://neurovault.org/api/collections/1003/?format=json\n",
      "Retrieving collection 16...\n",
      "http://neurovault.org/api/collections/16/?format=json\n",
      "Retrieving collection 44...\n",
      "http://neurovault.org/api/collections/44/?format=json\n",
      "Retrieving collection 17...\n",
      "http://neurovault.org/api/collections/17/?format=json\n",
      "Retrieving collection 1080...\n",
      "http://neurovault.org/api/collections/1080/?format=json\n",
      "Retrieving collection 206...\n",
      "http://neurovault.org/api/collections/206/?format=json\n",
      "Retrieving collection 101...\n",
      "http://neurovault.org/api/collections/101/?format=json\n",
      "Retrieving collection 426...\n",
      "http://neurovault.org/api/collections/426/?format=json\n",
      "Retrieving collection 1158...\n",
      "http://neurovault.org/api/collections/1158/?format=json\n",
      "Retrieving collection 43...\n",
      "http://neurovault.org/api/collections/43/?format=json\n",
      "Retrieving collection 961...\n",
      "http://neurovault.org/api/collections/961/?format=json\n",
      "Retrieving collection 1255...\n",
      "http://neurovault.org/api/collections/1255/?format=json\n",
      "Retrieving collection 431...\n",
      "http://neurovault.org/api/collections/431/?format=json\n",
      "Retrieving collection 656...\n",
      "http://neurovault.org/api/collections/656/?format=json\n",
      "Retrieving collection 104...\n",
      "http://neurovault.org/api/collections/104/?format=json\n",
      "Retrieving collection 657...\n",
      "http://neurovault.org/api/collections/657/?format=json\n",
      "Retrieving collection 25...\n",
      "http://neurovault.org/api/collections/25/?format=json\n",
      "Retrieving collection 1238...\n",
      "http://neurovault.org/api/collections/1238/?format=json\n",
      "Retrieving collection 953...\n",
      "http://neurovault.org/api/collections/953/?format=json\n",
      "Retrieving collection 1083...\n",
      "http://neurovault.org/api/collections/1083/?format=json\n",
      "Retrieving collection 832...\n",
      "http://neurovault.org/api/collections/832/?format=json\n",
      "Retrieving collection 834...\n",
      "http://neurovault.org/api/collections/834/?format=json\n",
      "Retrieving collection 33...\n",
      "http://neurovault.org/api/collections/33/?format=json\n",
      "Retrieving collection 842...\n",
      "http://neurovault.org/api/collections/842/?format=json\n",
      "Retrieving collection 820...\n",
      "http://neurovault.org/api/collections/820/?format=json\n",
      "Retrieving collection 1037...\n",
      "http://neurovault.org/api/collections/1037/?format=json\n",
      "Retrieving collection 1280...\n",
      "http://neurovault.org/api/collections/1280/?format=json\n",
      "Retrieving collection 659...\n",
      "http://neurovault.org/api/collections/659/?format=json\n",
      "Retrieving collection 315...\n",
      "http://neurovault.org/api/collections/315/?format=json\n",
      "Retrieving collection 57...\n",
      "http://neurovault.org/api/collections/57/?format=json\n",
      "Retrieving collection 744...\n",
      "http://neurovault.org/api/collections/744/?format=json\n",
      "Retrieving collection 655...\n",
      "http://neurovault.org/api/collections/655/?format=json\n",
      "Retrieving collection 474...\n",
      "http://neurovault.org/api/collections/474/?format=json\n",
      "Retrieving collection 122...\n",
      "http://neurovault.org/api/collections/122/?format=json\n",
      "Retrieving collection 1244...\n",
      "http://neurovault.org/api/collections/1244/?format=json\n",
      "Retrieving collection 540...\n",
      "http://neurovault.org/api/collections/540/?format=json\n",
      "Retrieving collection 754...\n",
      "http://neurovault.org/api/collections/754/?format=json\n",
      "Retrieving collection 94...\n",
      "http://neurovault.org/api/collections/94/?format=json\n",
      "Retrieving collection 845...\n",
      "http://neurovault.org/api/collections/845/?format=json\n",
      "Retrieving collection 825...\n",
      "http://neurovault.org/api/collections/825/?format=json\n",
      "Retrieving collection 836...\n",
      "http://neurovault.org/api/collections/836/?format=json\n",
      "Retrieving collection 446...\n",
      "http://neurovault.org/api/collections/446/?format=json\n",
      "Retrieving collection 1323...\n",
      "http://neurovault.org/api/collections/1323/?format=json\n",
      "Retrieving collection 418...\n",
      "http://neurovault.org/api/collections/418/?format=json\n",
      "Retrieving collection 1486...\n",
      "http://neurovault.org/api/collections/1486/?format=json\n",
      "Retrieving collection 599...\n",
      "http://neurovault.org/api/collections/599/?format=json\n",
      "Retrieving collection 1377...\n",
      "http://neurovault.org/api/collections/1377/?format=json\n",
      "Retrieving collection 1070...\n",
      "http://neurovault.org/api/collections/1070/?format=json\n",
      "Retrieving collection 1649...\n",
      "http://neurovault.org/api/collections/1649/?format=json\n",
      "Retrieving collection 1378...\n",
      "http://neurovault.org/api/collections/1378/?format=json\n",
      "Retrieving collection 1408...\n",
      "http://neurovault.org/api/collections/1408/?format=json\n",
      "Retrieving collection 1406...\n",
      "http://neurovault.org/api/collections/1406/?format=json\n",
      "Retrieving collection 1387...\n",
      "http://neurovault.org/api/collections/1387/?format=json\n",
      "Retrieving collection 1379...\n",
      "http://neurovault.org/api/collections/1379/?format=json\n",
      "Retrieving collection 1625...\n",
      "http://neurovault.org/api/collections/1625/?format=json\n",
      "Retrieving collection 1478...\n",
      "http://neurovault.org/api/collections/1478/?format=json\n",
      "Retrieving collection 1546...\n",
      "http://neurovault.org/api/collections/1546/?format=json\n",
      "Retrieving collection 1370...\n",
      "http://neurovault.org/api/collections/1370/?format=json\n",
      "Retrieving collection 1598...\n",
      "http://neurovault.org/api/collections/1598/?format=json\n",
      "Retrieving collection 904...\n",
      "http://neurovault.org/api/collections/904/?format=json\n",
      "Retrieving collection 1848...\n",
      "http://neurovault.org/api/collections/1848/?format=json\n",
      "Retrieving collection 503...\n",
      "http://neurovault.org/api/collections/503/?format=json\n",
      "Retrieving collection 1066...\n",
      "http://neurovault.org/api/collections/1066/?format=json\n",
      "Retrieving collection 1385...\n",
      "http://neurovault.org/api/collections/1385/?format=json\n",
      "Retrieving collection 1941...\n",
      "http://neurovault.org/api/collections/1941/?format=json\n",
      "Retrieving collection 1858...\n",
      "http://neurovault.org/api/collections/1858/?format=json\n",
      "Retrieving collection 1929...\n",
      "http://neurovault.org/api/collections/1929/?format=json\n",
      "Retrieving collection 1846...\n",
      "http://neurovault.org/api/collections/1846/?format=json\n",
      "Retrieving collection 1265...\n",
      "http://neurovault.org/api/collections/1265/?format=json\n",
      "Retrieving collection 1503...\n",
      "http://neurovault.org/api/collections/1503/?format=json\n",
      "Retrieving collection 1458...\n",
      "http://neurovault.org/api/collections/1458/?format=json\n",
      "Retrieving collection 1634...\n",
      "http://neurovault.org/api/collections/1634/?format=json\n",
      "Retrieving collection 858...\n",
      "http://neurovault.org/api/collections/858/?format=json\n",
      "Retrieving collection 1636...\n",
      "http://neurovault.org/api/collections/1636/?format=json\n",
      "Retrieving collection 1917...\n",
      "http://neurovault.org/api/collections/1917/?format=json\n",
      "Retrieving collection 1637...\n",
      "http://neurovault.org/api/collections/1637/?format=json\n",
      "Retrieving collection 1865...\n",
      "http://neurovault.org/api/collections/1865/?format=json\n",
      "Retrieving collection 1662...\n",
      "http://neurovault.org/api/collections/1662/?format=json\n",
      "Retrieving collection 160...\n",
      "http://neurovault.org/api/collections/160/?format=json\n",
      "Retrieving collection 445...\n",
      "http://neurovault.org/api/collections/445/?format=json\n",
      "Retrieving collection 394...\n",
      "http://neurovault.org/api/collections/394/?format=json\n",
      "Extracting NeuroVault collections meta data...\n",
      "Retrieving collection 35...\n",
      "http://neurovault.org/api/collections/35/images/?format=json\n",
      "Retrieving collection 1054...\n",
      "http://neurovault.org/api/collections/1054/images/?format=json\n",
      "Retrieving collection 1345...\n",
      "http://neurovault.org/api/collections/1345/images/?format=json\n",
      "Retrieving collection 109...\n",
      "http://neurovault.org/api/collections/109/images/?format=json\n",
      "Retrieving collection 1194...\n",
      "http://neurovault.org/api/collections/1194/images/?format=json\n",
      "Retrieving collection 1056...\n",
      "http://neurovault.org/api/collections/1056/images/?format=json\n",
      "Retrieving collection 865...\n",
      "http://neurovault.org/api/collections/865/images/?format=json\n",
      "Retrieving collection 1039...\n",
      "http://neurovault.org/api/collections/1039/images/?format=json\n",
      "Retrieving collection 866...\n",
      "http://neurovault.org/api/collections/866/images/?format=json\n",
      "Retrieving collection 1195...\n",
      "http://neurovault.org/api/collections/1195/images/?format=json\n",
      "Retrieving collection 588...\n",
      "http://neurovault.org/api/collections/588/images/?format=json\n",
      "Retrieving collection 1057...\n",
      "http://neurovault.org/api/collections/1057/images/?format=json\n",
      "Retrieving collection 1196...\n",
      "http://neurovault.org/api/collections/1196/images/?format=json\n",
      "Retrieving collection 1288...\n",
      "http://neurovault.org/api/collections/1288/images/?format=json\n",
      "Retrieving collection 786...\n",
      "http://neurovault.org/api/collections/786/images/?format=json\n",
      "Retrieving collection 1197...\n",
      "http://neurovault.org/api/collections/1197/images/?format=json\n",
      "Retrieving collection 1058...\n",
      "http://neurovault.org/api/collections/1058/images/?format=json\n",
      "Retrieving collection 555...\n",
      "http://neurovault.org/api/collections/555/images/?format=json\n",
      "Retrieving collection 325...\n",
      "http://neurovault.org/api/collections/325/images/?format=json\n",
      "Retrieving collection 1059...\n",
      "http://neurovault.org/api/collections/1059/images/?format=json\n",
      "Retrieving collection 190...\n",
      "http://neurovault.org/api/collections/190/images/?format=json\n",
      "Retrieving collection 826...\n",
      "http://neurovault.org/api/collections/826/images/?format=json\n",
      "Retrieving collection 1322...\n",
      "http://neurovault.org/api/collections/1322/images/?format=json\n",
      "Retrieving collection 7...\n",
      "http://neurovault.org/api/collections/7/images/?format=json\n",
      "Retrieving collection 59...\n",
      "http://neurovault.org/api/collections/59/images/?format=json\n",
      "Retrieving collection 179...\n",
      "http://neurovault.org/api/collections/179/images/?format=json\n",
      "Retrieving collection 419...\n",
      "http://neurovault.org/api/collections/419/images/?format=json\n",
      "Retrieving collection 550...\n",
      "http://neurovault.org/api/collections/550/images/?format=json\n",
      "Retrieving collection 1060...\n",
      "http://neurovault.org/api/collections/1060/images/?format=json\n",
      "Retrieving collection 1061...\n",
      "http://neurovault.org/api/collections/1061/images/?format=json\n",
      "Retrieving collection 1939...\n",
      "http://neurovault.org/api/collections/1939/images/?format=json\n",
      "Retrieving collection 1062...\n",
      "http://neurovault.org/api/collections/1062/images/?format=json\n",
      "Retrieving collection 1324...\n",
      "http://neurovault.org/api/collections/1324/images/?format=json\n",
      "Retrieving collection 1035...\n",
      "http://neurovault.org/api/collections/1035/images/?format=json\n",
      "Retrieving collection 1276...\n",
      "http://neurovault.org/api/collections/1276/images/?format=json\n",
      "Retrieving collection 830...\n",
      "http://neurovault.org/api/collections/830/images/?format=json\n",
      "Retrieving collection 839...\n",
      "http://neurovault.org/api/collections/839/images/?format=json\n",
      "Retrieving collection 518...\n",
      "http://neurovault.org/api/collections/518/images/?format=json\n",
      "Retrieving collection 263...\n",
      "http://neurovault.org/api/collections/263/images/?format=json\n",
      "Retrieving collection 1325...\n",
      "http://neurovault.org/api/collections/1325/images/?format=json\n",
      "Retrieving collection 1683...\n",
      "http://neurovault.org/api/collections/1683/images/?format=json\n",
      "Found 378 results.\n",
      "Retrieving http://neurovault.org/api/collections/1683/images/?format=json&limit=100&offset=100\n",
      "Retrieving http://neurovault.org/api/collections/1683/images/?format=json&limit=100&offset=200\n",
      "Retrieving http://neurovault.org/api/collections/1683/images/?format=json&limit=100&offset=300\n",
      "Retrieving collection 1065...\n",
      "http://neurovault.org/api/collections/1065/images/?format=json\n",
      "Retrieving collection 844...\n",
      "http://neurovault.org/api/collections/844/images/?format=json\n",
      "Retrieving collection 837...\n",
      "http://neurovault.org/api/collections/837/images/?format=json\n",
      "Retrieving collection 831...\n",
      "http://neurovault.org/api/collections/831/images/?format=json\n",
      "Retrieving collection 77...\n",
      "http://neurovault.org/api/collections/77/images/?format=json\n",
      "Retrieving collection 13...\n",
      "http://neurovault.org/api/collections/13/images/?format=json\n",
      "Retrieving collection 838...\n",
      "http://neurovault.org/api/collections/838/images/?format=json\n",
      "Retrieving collection 45...\n",
      "http://neurovault.org/api/collections/45/images/?format=json\n",
      "Retrieving collection 1206...\n",
      "http://neurovault.org/api/collections/1206/images/?format=json\n",
      "Retrieving collection 857...\n",
      "http://neurovault.org/api/collections/857/images/?format=json\n",
      "Retrieving collection 40...\n",
      "http://neurovault.org/api/collections/40/images/?format=json\n",
      "Retrieving collection 1089...\n",
      "http://neurovault.org/api/collections/1089/images/?format=json\n",
      "Retrieving collection 1015...\n",
      "http://neurovault.org/api/collections/1015/images/?format=json\n",
      "Found 294 results.\n",
      "Retrieving http://neurovault.org/api/collections/1015/images/?format=json&limit=100&offset=100\n",
      "Retrieving http://neurovault.org/api/collections/1015/images/?format=json&limit=100&offset=200\n",
      "Retrieving collection 1055...\n",
      "http://neurovault.org/api/collections/1055/images/?format=json\n",
      "Retrieving collection 21...\n",
      "http://neurovault.org/api/collections/21/images/?format=json\n",
      "Retrieving collection 640...\n",
      "http://neurovault.org/api/collections/640/images/?format=json\n",
      "Retrieving collection 821...\n",
      "http://neurovault.org/api/collections/821/images/?format=json\n",
      "Retrieving collection 860...\n",
      "http://neurovault.org/api/collections/860/images/?format=json\n",
      "Retrieving collection 27...\n",
      "http://neurovault.org/api/collections/27/images/?format=json\n",
      "Retrieving collection 1268...\n",
      "http://neurovault.org/api/collections/1268/images/?format=json\n",
      "Retrieving collection 308...\n",
      "http://neurovault.org/api/collections/308/images/?format=json\n",
      "Retrieving collection 203...\n",
      "http://neurovault.org/api/collections/203/images/?format=json\n",
      "Retrieving collection 73...\n",
      "http://neurovault.org/api/collections/73/images/?format=json\n",
      "Retrieving collection 2...\n",
      "http://neurovault.org/api/collections/2/images/?format=json\n",
      "Retrieving collection 267...\n",
      "http://neurovault.org/api/collections/267/images/?format=json\n",
      "Retrieving collection 835...\n",
      "http://neurovault.org/api/collections/835/images/?format=json\n",
      "Retrieving collection 917...\n",
      "http://neurovault.org/api/collections/917/images/?format=json\n",
      "Retrieving collection 1208...\n",
      "http://neurovault.org/api/collections/1208/images/?format=json\n",
      "Retrieving collection 63...\n",
      "http://neurovault.org/api/collections/63/images/?format=json\n",
      "Retrieving collection 1359...\n",
      "http://neurovault.org/api/collections/1359/images/?format=json\n",
      "Retrieving collection 1051...\n",
      "http://neurovault.org/api/collections/1051/images/?format=json\n",
      "Retrieving collection 1030...\n",
      "http://neurovault.org/api/collections/1030/images/?format=json\n",
      "Retrieving collection 648...\n",
      "http://neurovault.org/api/collections/648/images/?format=json\n",
      "Retrieving collection 135...\n",
      "http://neurovault.org/api/collections/135/images/?format=json\n",
      "Retrieving collection 823...\n",
      "http://neurovault.org/api/collections/823/images/?format=json\n",
      "Retrieving collection 841...\n",
      "http://neurovault.org/api/collections/841/images/?format=json\n",
      "Retrieving collection 1104...\n",
      "http://neurovault.org/api/collections/1104/images/?format=json\n",
      "Retrieving collection 973...\n",
      "http://neurovault.org/api/collections/973/images/?format=json\n",
      "Retrieving collection 608...\n",
      "http://neurovault.org/api/collections/608/images/?format=json\n",
      "Retrieving collection 819...\n",
      "http://neurovault.org/api/collections/819/images/?format=json\n",
      "Retrieving collection 1424...\n",
      "http://neurovault.org/api/collections/1424/images/?format=json\n",
      "Retrieving collection 1467...\n",
      "http://neurovault.org/api/collections/1467/images/?format=json\n",
      "Retrieving collection 207...\n",
      "http://neurovault.org/api/collections/207/images/?format=json\n",
      "Retrieving collection 840...\n",
      "http://neurovault.org/api/collections/840/images/?format=json\n",
      "Retrieving collection 724...\n",
      "http://neurovault.org/api/collections/724/images/?format=json\n",
      "Retrieving collection 1326...\n",
      "http://neurovault.org/api/collections/1326/images/?format=json\n",
      "Retrieving collection 1597...\n",
      "http://neurovault.org/api/collections/1597/images/?format=json\n",
      "Retrieving collection 833...\n",
      "http://neurovault.org/api/collections/833/images/?format=json\n",
      "Retrieving collection 417...\n",
      "http://neurovault.org/api/collections/417/images/?format=json\n",
      "Retrieving collection 56...\n",
      "http://neurovault.org/api/collections/56/images/?format=json\n",
      "Retrieving collection 422...\n",
      "http://neurovault.org/api/collections/422/images/?format=json\n",
      "Retrieving collection 421...\n",
      "http://neurovault.org/api/collections/421/images/?format=json\n",
      "Retrieving collection 42...\n",
      "http://neurovault.org/api/collections/42/images/?format=json\n",
      "Retrieving collection 110...\n",
      "http://neurovault.org/api/collections/110/images/?format=json\n",
      "Retrieving collection 439...\n",
      "http://neurovault.org/api/collections/439/images/?format=json\n",
      "Retrieving collection 954...\n",
      "http://neurovault.org/api/collections/954/images/?format=json\n",
      "Retrieving collection 423...\n",
      "http://neurovault.org/api/collections/423/images/?format=json\n",
      "Retrieving collection 1470...\n",
      "http://neurovault.org/api/collections/1470/images/?format=json\n",
      "Retrieving collection 34...\n",
      "http://neurovault.org/api/collections/34/images/?format=json\n",
      "Retrieving collection 654...\n",
      "http://neurovault.org/api/collections/654/images/?format=json\n",
      "Retrieving collection 695...\n",
      "http://neurovault.org/api/collections/695/images/?format=json\n",
      "Retrieving collection 1942...\n",
      "http://neurovault.org/api/collections/1942/images/?format=json\n",
      "Retrieving collection 1191...\n",
      "http://neurovault.org/api/collections/1191/images/?format=json\n",
      "Retrieving collection 307...\n",
      "http://neurovault.org/api/collections/307/images/?format=json\n",
      "Retrieving collection 694...\n",
      "http://neurovault.org/api/collections/694/images/?format=json\n",
      "Retrieving collection 428...\n",
      "http://neurovault.org/api/collections/428/images/?format=json\n",
      "Retrieving collection 415...\n",
      "http://neurovault.org/api/collections/415/images/?format=json\n",
      "Retrieving collection 723...\n",
      "http://neurovault.org/api/collections/723/images/?format=json\n",
      "Retrieving collection 1088...\n",
      "http://neurovault.org/api/collections/1088/images/?format=json\n",
      "Retrieving collection 3...\n",
      "http://neurovault.org/api/collections/3/images/?format=json\n",
      "Retrieving collection 145...\n",
      "http://neurovault.org/api/collections/145/images/?format=json\n",
      "Retrieving collection 14...\n",
      "http://neurovault.org/api/collections/14/images/?format=json\n",
      "Retrieving collection 169...\n",
      "http://neurovault.org/api/collections/169/images/?format=json\n",
      "Retrieving collection 843...\n",
      "http://neurovault.org/api/collections/843/images/?format=json\n",
      "Retrieving collection 425...\n",
      "http://neurovault.org/api/collections/425/images/?format=json\n",
      "Retrieving collection 1072...\n",
      "http://neurovault.org/api/collections/1072/images/?format=json\n",
      "Retrieving collection 291...\n",
      "http://neurovault.org/api/collections/291/images/?format=json\n",
      "Retrieving collection 1151...\n",
      "http://neurovault.org/api/collections/1151/images/?format=json\n",
      "Retrieving collection 298...\n",
      "http://neurovault.org/api/collections/298/images/?format=json\n",
      "Retrieving collection 457...\n",
      "http://neurovault.org/api/collections/457/images/?format=json\n",
      "Retrieving collection 1073...\n",
      "http://neurovault.org/api/collections/1073/images/?format=json\n",
      "Retrieving collection 268...\n",
      "http://neurovault.org/api/collections/268/images/?format=json\n",
      "Retrieving collection 437...\n",
      "http://neurovault.org/api/collections/437/images/?format=json\n",
      "Retrieving collection 1126...\n",
      "http://neurovault.org/api/collections/1126/images/?format=json\n",
      "Retrieving collection 571...\n",
      "http://neurovault.org/api/collections/571/images/?format=json\n",
      "Retrieving collection 693...\n",
      "http://neurovault.org/api/collections/693/images/?format=json\n",
      "Retrieving collection 18...\n",
      "http://neurovault.org/api/collections/18/images/?format=json\n",
      "Retrieving collection 297...\n",
      "http://neurovault.org/api/collections/297/images/?format=json\n",
      "Retrieving collection 1446...\n",
      "http://neurovault.org/api/collections/1446/images/?format=json\n",
      "Retrieving collection 822...\n",
      "http://neurovault.org/api/collections/822/images/?format=json\n",
      "Retrieving collection 85...\n",
      "http://neurovault.org/api/collections/85/images/?format=json\n",
      "Retrieving collection 1029...\n",
      "http://neurovault.org/api/collections/1029/images/?format=json\n",
      "Retrieving collection 1212...\n",
      "http://neurovault.org/api/collections/1212/images/?format=json\n",
      "Retrieving collection 1447...\n",
      "http://neurovault.org/api/collections/1447/images/?format=json\n",
      "Retrieving collection 828...\n",
      "http://neurovault.org/api/collections/828/images/?format=json\n",
      "Retrieving collection 827...\n",
      "http://neurovault.org/api/collections/827/images/?format=json\n",
      "Retrieving collection 824...\n",
      "http://neurovault.org/api/collections/824/images/?format=json\n",
      "Retrieving collection 46...\n",
      "http://neurovault.org/api/collections/46/images/?format=json\n",
      "Retrieving collection 807...\n",
      "http://neurovault.org/api/collections/807/images/?format=json\n",
      "Retrieving collection 321...\n",
      "http://neurovault.org/api/collections/321/images/?format=json\n",
      "Retrieving collection 1351...\n",
      "http://neurovault.org/api/collections/1351/images/?format=json\n",
      "Retrieving collection 1186...\n",
      "http://neurovault.org/api/collections/1186/images/?format=json\n",
      "Retrieving collection 39...\n",
      "http://neurovault.org/api/collections/39/images/?format=json\n",
      "Retrieving collection 507...\n",
      "http://neurovault.org/api/collections/507/images/?format=json\n",
      "Retrieving collection 1003...\n",
      "http://neurovault.org/api/collections/1003/images/?format=json\n",
      "Retrieving collection 16...\n",
      "http://neurovault.org/api/collections/16/images/?format=json\n",
      "Retrieving collection 44...\n",
      "http://neurovault.org/api/collections/44/images/?format=json\n",
      "Retrieving collection 17...\n",
      "http://neurovault.org/api/collections/17/images/?format=json\n",
      "Retrieving collection 1080...\n",
      "http://neurovault.org/api/collections/1080/images/?format=json\n",
      "Retrieving collection 206...\n",
      "http://neurovault.org/api/collections/206/images/?format=json\n",
      "Retrieving collection 101...\n",
      "http://neurovault.org/api/collections/101/images/?format=json\n",
      "Retrieving collection 426...\n",
      "http://neurovault.org/api/collections/426/images/?format=json\n",
      "Retrieving collection 1158...\n",
      "http://neurovault.org/api/collections/1158/images/?format=json\n",
      "Retrieving collection 43...\n",
      "http://neurovault.org/api/collections/43/images/?format=json\n",
      "Retrieving collection 961...\n",
      "http://neurovault.org/api/collections/961/images/?format=json\n",
      "Retrieving collection 1255...\n",
      "http://neurovault.org/api/collections/1255/images/?format=json\n",
      "Retrieving collection 431...\n",
      "http://neurovault.org/api/collections/431/images/?format=json\n",
      "Retrieving collection 656...\n",
      "http://neurovault.org/api/collections/656/images/?format=json\n",
      "Retrieving collection 104...\n",
      "http://neurovault.org/api/collections/104/images/?format=json\n",
      "Retrieving collection 657...\n",
      "http://neurovault.org/api/collections/657/images/?format=json\n",
      "Retrieving collection 25...\n",
      "http://neurovault.org/api/collections/25/images/?format=json\n",
      "Retrieving collection 1238...\n",
      "http://neurovault.org/api/collections/1238/images/?format=json\n",
      "Retrieving collection 953...\n",
      "http://neurovault.org/api/collections/953/images/?format=json\n",
      "Retrieving collection 1083...\n",
      "http://neurovault.org/api/collections/1083/images/?format=json\n",
      "Retrieving collection 832...\n",
      "http://neurovault.org/api/collections/832/images/?format=json\n",
      "Retrieving collection 834...\n",
      "http://neurovault.org/api/collections/834/images/?format=json\n",
      "Retrieving collection 33...\n",
      "http://neurovault.org/api/collections/33/images/?format=json\n",
      "Retrieving collection 842...\n",
      "http://neurovault.org/api/collections/842/images/?format=json\n",
      "Retrieving collection 820...\n",
      "http://neurovault.org/api/collections/820/images/?format=json\n",
      "Retrieving collection 1037...\n",
      "http://neurovault.org/api/collections/1037/images/?format=json\n",
      "Retrieving collection 1280...\n",
      "http://neurovault.org/api/collections/1280/images/?format=json\n",
      "Retrieving collection 659...\n",
      "http://neurovault.org/api/collections/659/images/?format=json\n",
      "Retrieving collection 315...\n",
      "http://neurovault.org/api/collections/315/images/?format=json\n",
      "Retrieving collection 57...\n",
      "http://neurovault.org/api/collections/57/images/?format=json\n",
      "Retrieving collection 744...\n",
      "http://neurovault.org/api/collections/744/images/?format=json\n",
      "Retrieving collection 655...\n",
      "http://neurovault.org/api/collections/655/images/?format=json\n",
      "Retrieving collection 474...\n",
      "http://neurovault.org/api/collections/474/images/?format=json\n",
      "Retrieving collection 122...\n",
      "http://neurovault.org/api/collections/122/images/?format=json\n",
      "Retrieving collection 1244...\n",
      "http://neurovault.org/api/collections/1244/images/?format=json\n",
      "Retrieving collection 540...\n",
      "http://neurovault.org/api/collections/540/images/?format=json\n",
      "Retrieving collection 754...\n",
      "http://neurovault.org/api/collections/754/images/?format=json\n",
      "Retrieving collection 94...\n",
      "http://neurovault.org/api/collections/94/images/?format=json\n",
      "Retrieving collection 845...\n",
      "http://neurovault.org/api/collections/845/images/?format=json\n",
      "Retrieving collection 825...\n",
      "http://neurovault.org/api/collections/825/images/?format=json\n",
      "Retrieving collection 836...\n",
      "http://neurovault.org/api/collections/836/images/?format=json\n",
      "Retrieving collection 446...\n",
      "http://neurovault.org/api/collections/446/images/?format=json\n",
      "Retrieving collection 1323...\n",
      "http://neurovault.org/api/collections/1323/images/?format=json\n",
      "Retrieving collection 418...\n",
      "http://neurovault.org/api/collections/418/images/?format=json\n",
      "Retrieving collection 1486...\n",
      "http://neurovault.org/api/collections/1486/images/?format=json\n",
      "Retrieving collection 599...\n",
      "http://neurovault.org/api/collections/599/images/?format=json\n",
      "Retrieving collection 1377...\n",
      "http://neurovault.org/api/collections/1377/images/?format=json\n",
      "Retrieving collection 1070...\n",
      "http://neurovault.org/api/collections/1070/images/?format=json\n",
      "Retrieving collection 1649...\n",
      "http://neurovault.org/api/collections/1649/images/?format=json\n",
      "Retrieving collection 1378...\n",
      "http://neurovault.org/api/collections/1378/images/?format=json\n",
      "Retrieving collection 1408...\n",
      "http://neurovault.org/api/collections/1408/images/?format=json\n",
      "Retrieving collection 1406...\n",
      "http://neurovault.org/api/collections/1406/images/?format=json\n",
      "Retrieving collection 1387...\n",
      "http://neurovault.org/api/collections/1387/images/?format=json\n",
      "Retrieving collection 1379...\n",
      "http://neurovault.org/api/collections/1379/images/?format=json\n",
      "Retrieving collection 1625...\n",
      "http://neurovault.org/api/collections/1625/images/?format=json\n",
      "Retrieving collection 1478...\n",
      "http://neurovault.org/api/collections/1478/images/?format=json\n",
      "Retrieving collection 1546...\n",
      "http://neurovault.org/api/collections/1546/images/?format=json\n",
      "Retrieving collection 1370...\n",
      "http://neurovault.org/api/collections/1370/images/?format=json\n",
      "Retrieving collection 1598...\n",
      "http://neurovault.org/api/collections/1598/images/?format=json\n",
      "Retrieving collection 904...\n",
      "http://neurovault.org/api/collections/904/images/?format=json\n",
      "Retrieving collection 1848...\n",
      "http://neurovault.org/api/collections/1848/images/?format=json\n",
      "Retrieving collection 503...\n",
      "http://neurovault.org/api/collections/503/images/?format=json\n",
      "Found 5067 results.\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=100\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=200\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=300\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=400\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=500\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=600\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=700\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=800\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=900\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=1000\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=1100\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=1200\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=1300\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=1400\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=1500\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=1600\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=1700\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=1800\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=1900\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=2000\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=2100\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=2200\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=2300\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=2400\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=2500\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=2600\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=2700\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=2800\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=2900\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=3000\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=3100\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=3200\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=3300\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=3400\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=3500\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=3600\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=3700\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=3800\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=3900\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=4000\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=4100\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=4200\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=4300\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=4400\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=4500\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=4600\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=4700\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=4800\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=4900\n",
      "Retrieving http://neurovault.org/api/collections/503/images/?format=json&limit=100&offset=5000\n",
      "Retrieving collection 1066...\n",
      "http://neurovault.org/api/collections/1066/images/?format=json\n",
      "Retrieving collection 1385...\n",
      "http://neurovault.org/api/collections/1385/images/?format=json\n",
      "Retrieving collection 1941...\n",
      "http://neurovault.org/api/collections/1941/images/?format=json\n",
      "Retrieving collection 1858...\n",
      "http://neurovault.org/api/collections/1858/images/?format=json\n",
      "Retrieving collection 1929...\n",
      "http://neurovault.org/api/collections/1929/images/?format=json\n",
      "Retrieving collection 1846...\n",
      "http://neurovault.org/api/collections/1846/images/?format=json\n",
      "Retrieving collection 1265...\n",
      "http://neurovault.org/api/collections/1265/images/?format=json\n",
      "Retrieving collection 1503...\n",
      "http://neurovault.org/api/collections/1503/images/?format=json\n",
      "Retrieving collection 1458...\n",
      "http://neurovault.org/api/collections/1458/images/?format=json\n",
      "Retrieving collection 1634...\n",
      "http://neurovault.org/api/collections/1634/images/?format=json\n",
      "Retrieving collection 858...\n",
      "http://neurovault.org/api/collections/858/images/?format=json\n",
      "Retrieving collection 1636...\n",
      "http://neurovault.org/api/collections/1636/images/?format=json\n",
      "Retrieving collection 1917...\n",
      "http://neurovault.org/api/collections/1917/images/?format=json\n",
      "Retrieving collection 1637...\n",
      "http://neurovault.org/api/collections/1637/images/?format=json\n",
      "Retrieving collection 1865...\n",
      "http://neurovault.org/api/collections/1865/images/?format=json\n",
      "Retrieving collection 1662...\n",
      "http://neurovault.org/api/collections/1662/images/?format=json\n",
      "Retrieving collection 160...\n",
      "http://neurovault.org/api/collections/160/images/?format=json\n",
      "Retrieving collection 445...\n",
      "http://neurovault.org/api/collections/445/images/?format=json\n",
      "Retrieving collection 394...\n",
      "http://neurovault.org/api/collections/394/images/?format=json\n"
     ]
    }
   ],
   "source": [
    "images = api.get_images_with_collections(collection_pks=collections_with_DOIs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "images_f = images[images.analysis_level.isin(['single-subject', 'meta-analysis']) != True]\n",
    "images_f = images_f[images_f.is_thresholded != True]\n",
    "images_f = images_f[images_f.not_mni != True]\n",
    "images_f = images_f[images_f.map_type.isin(['ROI/mask', 'parcellation', 'anatomical']) != True]\n",
    "images_f = images_f[images_f.modality.isin(['fMRI-CBF', 'Diffusion MRI', 'Structural MRI']) != True]\n",
    "images_f = images_f[pd.notnull(images_f.thumbnail)]\n",
    "images_f = images_f[pd.isnull(images_f.label_description_file)]\n",
    "images_f = images_f[pd.notnull(images_f.cognitive_paradigm_cogatlas)]\n",
    "images_f = images_f[images_f.cognitive_paradigm_cogatlas.isin(['rest eyes open', 'rest eyes closed', 'None / Other']) != True]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([u'fMRI-BOLD'], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.unique(images_f.modality)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AGE</th>\n",
       "      <th>Action Observation</th>\n",
       "      <th>Acupuncture</th>\n",
       "      <th>Anti-Saccades</th>\n",
       "      <th>Braille Reading</th>\n",
       "      <th>Breath-Holding</th>\n",
       "      <th>CIAS</th>\n",
       "      <th>Chewing/Swallowing</th>\n",
       "      <th>Classical Conditioning</th>\n",
       "      <th>Counting/Calculation</th>\n",
       "      <th>...</th>\n",
       "      <th>used_high_pass_filter</th>\n",
       "      <th>used_intersubject_registration</th>\n",
       "      <th>used_motion_correction</th>\n",
       "      <th>used_motion_regressors</th>\n",
       "      <th>used_motion_susceptibiity_correction</th>\n",
       "      <th>used_orthogonalization</th>\n",
       "      <th>used_reaction_time_regressor</th>\n",
       "      <th>used_slice_timing_correction</th>\n",
       "      <th>used_smoothing</th>\n",
       "      <th>used_temporal_derivatives</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>769</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>784</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>785</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>787</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>788</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>790</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8173</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8174</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8175</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8176</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8177</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8178</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8179</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8180</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8181</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8187</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8188</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8189</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8190</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8191</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8287</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8288</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8289</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8290</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8291</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8292</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8293</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8294</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8295</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8296</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8297</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8298</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8299</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8300</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8301</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8302</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>713 rows × 226 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      AGE Action Observation Acupuncture Anti-Saccades Braille Reading  \\\n",
       "0     NaN                NaN         NaN           NaN             NaN   \n",
       "1     NaN                NaN         NaN           NaN             NaN   \n",
       "2     NaN                NaN         NaN           NaN             NaN   \n",
       "3     NaN                NaN         NaN           NaN             NaN   \n",
       "207   NaN                NaN         NaN           NaN             NaN   \n",
       "234   NaN                NaN         NaN           NaN             NaN   \n",
       "235   NaN                NaN         NaN           NaN             NaN   \n",
       "236   NaN                NaN         NaN           NaN             NaN   \n",
       "237   NaN                NaN         NaN           NaN             NaN   \n",
       "238   NaN                NaN         NaN           NaN             NaN   \n",
       "239   NaN                NaN         NaN           NaN             NaN   \n",
       "240   NaN                NaN         NaN           NaN             NaN   \n",
       "241   NaN                NaN         NaN           NaN             NaN   \n",
       "263   NaN                NaN         NaN           NaN             NaN   \n",
       "266   NaN                NaN         NaN           NaN             NaN   \n",
       "373   NaN                NaN         NaN           NaN             NaN   \n",
       "374   NaN                NaN         NaN           NaN             NaN   \n",
       "389   NaN                NaN         NaN           NaN             NaN   \n",
       "390   NaN                NaN         NaN           NaN             NaN   \n",
       "769   NaN                NaN         NaN           NaN             NaN   \n",
       "784   NaN                NaN         NaN           NaN             NaN   \n",
       "785   NaN                NaN         NaN           NaN             NaN   \n",
       "786   NaN                NaN         NaN           NaN             NaN   \n",
       "787   NaN                NaN         NaN           NaN             NaN   \n",
       "788   NaN                NaN         NaN           NaN             NaN   \n",
       "789   NaN                NaN         NaN           NaN             NaN   \n",
       "790   NaN                NaN         NaN           NaN             NaN   \n",
       "809   NaN                NaN         NaN           NaN             NaN   \n",
       "810   NaN                NaN         NaN           NaN             NaN   \n",
       "811   NaN                NaN         NaN           NaN             NaN   \n",
       "...   ...                ...         ...           ...             ...   \n",
       "8173  NaN                NaN         NaN           NaN             NaN   \n",
       "8174  NaN                NaN         NaN           NaN             NaN   \n",
       "8175  NaN                NaN         NaN           NaN             NaN   \n",
       "8176  NaN                NaN         NaN           NaN             NaN   \n",
       "8177  NaN                NaN         NaN           NaN             NaN   \n",
       "8178  NaN                NaN         NaN           NaN             NaN   \n",
       "8179  NaN                NaN         NaN           NaN             NaN   \n",
       "8180  NaN                NaN         NaN           NaN             NaN   \n",
       "8181  NaN                NaN         NaN           NaN             NaN   \n",
       "8187  NaN                NaN         NaN           NaN             NaN   \n",
       "8188  NaN                NaN         NaN           NaN             NaN   \n",
       "8189  NaN                NaN         NaN           NaN             NaN   \n",
       "8190  NaN                NaN         NaN           NaN             NaN   \n",
       "8191  NaN                NaN         NaN           NaN             NaN   \n",
       "8287  NaN                NaN         NaN           NaN             NaN   \n",
       "8288  NaN                NaN         NaN           NaN             NaN   \n",
       "8289  NaN                NaN         NaN           NaN             NaN   \n",
       "8290  NaN                NaN         NaN           NaN             NaN   \n",
       "8291  NaN                NaN         NaN           NaN             NaN   \n",
       "8292  NaN                NaN         NaN           NaN             NaN   \n",
       "8293  NaN                NaN         NaN           NaN             NaN   \n",
       "8294  NaN                NaN         NaN           NaN             NaN   \n",
       "8295  NaN                NaN         NaN           NaN             NaN   \n",
       "8296  NaN                NaN         NaN           NaN             NaN   \n",
       "8297  NaN                NaN         NaN           NaN             NaN   \n",
       "8298  NaN                NaN         NaN           NaN             NaN   \n",
       "8299  NaN                NaN         NaN           NaN             NaN   \n",
       "8300  NaN                NaN         NaN           NaN             NaN   \n",
       "8301  NaN                NaN         NaN           NaN             NaN   \n",
       "8302  NaN                NaN         NaN           NaN             NaN   \n",
       "\n",
       "     Breath-Holding CIAS Chewing/Swallowing Classical Conditioning  \\\n",
       "0               NaN  NaN                NaN                    NaN   \n",
       "1               NaN  NaN                NaN                    NaN   \n",
       "2               NaN  NaN                NaN                    NaN   \n",
       "3               NaN  NaN                NaN                    NaN   \n",
       "207             NaN  NaN                NaN                    NaN   \n",
       "234             NaN  NaN                NaN                    NaN   \n",
       "235             NaN  NaN                NaN                    NaN   \n",
       "236             NaN  NaN                NaN                    NaN   \n",
       "237             NaN  NaN                NaN                    NaN   \n",
       "238             NaN  NaN                NaN                    NaN   \n",
       "239             NaN  NaN                NaN                    NaN   \n",
       "240             NaN  NaN                NaN                    NaN   \n",
       "241             NaN  NaN                NaN                    NaN   \n",
       "263             NaN  NaN                NaN                    NaN   \n",
       "266             NaN  NaN                NaN                    NaN   \n",
       "373             NaN  NaN                NaN                    NaN   \n",
       "374             NaN  NaN                NaN                    NaN   \n",
       "389             NaN  NaN                NaN                    NaN   \n",
       "390             NaN  NaN                NaN                    NaN   \n",
       "769             NaN  NaN                NaN                    NaN   \n",
       "784             NaN  NaN                NaN                    NaN   \n",
       "785             NaN  NaN                NaN                    NaN   \n",
       "786             NaN  NaN                NaN                    NaN   \n",
       "787             NaN  NaN                NaN                    NaN   \n",
       "788             NaN  NaN                NaN                    NaN   \n",
       "789             NaN  NaN                NaN                    NaN   \n",
       "790             NaN  NaN                NaN                    NaN   \n",
       "809             NaN  NaN                NaN                    NaN   \n",
       "810             NaN  NaN                NaN                    NaN   \n",
       "811             NaN  NaN                NaN                    NaN   \n",
       "...             ...  ...                ...                    ...   \n",
       "8173            NaN  NaN                NaN                    NaN   \n",
       "8174            NaN  NaN                NaN                    NaN   \n",
       "8175            NaN  NaN                NaN                    NaN   \n",
       "8176            NaN  NaN                NaN                    NaN   \n",
       "8177            NaN  NaN                NaN                    NaN   \n",
       "8178            NaN  NaN                NaN                    NaN   \n",
       "8179            NaN  NaN                NaN                    NaN   \n",
       "8180            NaN  NaN                NaN                    NaN   \n",
       "8181            NaN  NaN                NaN                    NaN   \n",
       "8187            NaN  NaN                NaN                    NaN   \n",
       "8188            NaN  NaN                NaN                    NaN   \n",
       "8189            NaN  NaN                NaN                    NaN   \n",
       "8190            NaN  NaN                NaN                    NaN   \n",
       "8191            NaN  NaN                NaN                    NaN   \n",
       "8287            NaN  NaN                NaN                    NaN   \n",
       "8288            NaN  NaN                NaN                    NaN   \n",
       "8289            NaN  NaN                NaN                    NaN   \n",
       "8290            NaN  NaN                NaN                    NaN   \n",
       "8291            NaN  NaN                NaN                    NaN   \n",
       "8292            NaN  NaN                NaN                    NaN   \n",
       "8293            NaN  NaN                NaN                    NaN   \n",
       "8294            NaN  NaN                NaN                    NaN   \n",
       "8295            NaN  NaN                NaN                    NaN   \n",
       "8296            NaN  NaN                NaN                    NaN   \n",
       "8297            NaN  NaN                NaN                    NaN   \n",
       "8298            NaN  NaN                NaN                    NaN   \n",
       "8299            NaN  NaN                NaN                    NaN   \n",
       "8300            NaN  NaN                NaN                    NaN   \n",
       "8301            NaN  NaN                NaN                    NaN   \n",
       "8302            NaN  NaN                NaN                    NaN   \n",
       "\n",
       "     Counting/Calculation            ...            used_high_pass_filter  \\\n",
       "0                     NaN            ...                             None   \n",
       "1                     NaN            ...                             None   \n",
       "2                     NaN            ...                             None   \n",
       "3                     NaN            ...                             None   \n",
       "207                   NaN            ...                             None   \n",
       "234                   NaN            ...                             True   \n",
       "235                   NaN            ...                             True   \n",
       "236                   NaN            ...                             True   \n",
       "237                   NaN            ...                             True   \n",
       "238                   NaN            ...                             True   \n",
       "239                   NaN            ...                             True   \n",
       "240                   NaN            ...                             True   \n",
       "241                   NaN            ...                             True   \n",
       "263                   NaN            ...                             None   \n",
       "266                   NaN            ...                             None   \n",
       "373                   NaN            ...                             None   \n",
       "374                   NaN            ...                             None   \n",
       "389                   NaN            ...                             None   \n",
       "390                   NaN            ...                             None   \n",
       "769                   NaN            ...                             None   \n",
       "784                   NaN            ...                             None   \n",
       "785                   NaN            ...                             None   \n",
       "786                   NaN            ...                             None   \n",
       "787                   NaN            ...                             None   \n",
       "788                   NaN            ...                             None   \n",
       "789                   NaN            ...                             None   \n",
       "790                   NaN            ...                             None   \n",
       "809                   NaN            ...                             None   \n",
       "810                   NaN            ...                             None   \n",
       "811                   NaN            ...                             None   \n",
       "...                   ...            ...                              ...   \n",
       "8173                  NaN            ...                             None   \n",
       "8174                  NaN            ...                             None   \n",
       "8175                  NaN            ...                             None   \n",
       "8176                  NaN            ...                             None   \n",
       "8177                  NaN            ...                             None   \n",
       "8178                  NaN            ...                             None   \n",
       "8179                  NaN            ...                             None   \n",
       "8180                  NaN            ...                             None   \n",
       "8181                  NaN            ...                             None   \n",
       "8187                  NaN            ...                             None   \n",
       "8188                  NaN            ...                             None   \n",
       "8189                  NaN            ...                             None   \n",
       "8190                  NaN            ...                             None   \n",
       "8191                  NaN            ...                             None   \n",
       "8287                  NaN            ...                             None   \n",
       "8288                  NaN            ...                             None   \n",
       "8289                  NaN            ...                             None   \n",
       "8290                  NaN            ...                             None   \n",
       "8291                  NaN            ...                             None   \n",
       "8292                  NaN            ...                             None   \n",
       "8293                  NaN            ...                             None   \n",
       "8294                  NaN            ...                             None   \n",
       "8295                  NaN            ...                             None   \n",
       "8296                  NaN            ...                             None   \n",
       "8297                  NaN            ...                             None   \n",
       "8298                  NaN            ...                             None   \n",
       "8299                  NaN            ...                             None   \n",
       "8300                  NaN            ...                             None   \n",
       "8301                  NaN            ...                             None   \n",
       "8302                  NaN            ...                             None   \n",
       "\n",
       "     used_intersubject_registration used_motion_correction  \\\n",
       "0                              None                   None   \n",
       "1                              None                   None   \n",
       "2                              None                   None   \n",
       "3                              None                   None   \n",
       "207                            True                   None   \n",
       "234                            None                   True   \n",
       "235                            None                   True   \n",
       "236                            None                   True   \n",
       "237                            None                   True   \n",
       "238                            None                   True   \n",
       "239                            None                   True   \n",
       "240                            None                   True   \n",
       "241                            None                   True   \n",
       "263                            None                   None   \n",
       "266                            None                   None   \n",
       "373                            None                   None   \n",
       "374                            None                   None   \n",
       "389                            None                   None   \n",
       "390                            None                   None   \n",
       "769                            None                   None   \n",
       "784                            None                   None   \n",
       "785                            None                   None   \n",
       "786                            None                   None   \n",
       "787                            None                   None   \n",
       "788                            None                   None   \n",
       "789                            None                   None   \n",
       "790                            None                   None   \n",
       "809                            True                   True   \n",
       "810                            True                   True   \n",
       "811                            True                   True   \n",
       "...                             ...                    ...   \n",
       "8173                           None                   None   \n",
       "8174                           None                   None   \n",
       "8175                           None                   None   \n",
       "8176                           None                   None   \n",
       "8177                           None                   None   \n",
       "8178                           None                   None   \n",
       "8179                           None                   None   \n",
       "8180                           None                   None   \n",
       "8181                           None                   None   \n",
       "8187                           True                   True   \n",
       "8188                           True                   True   \n",
       "8189                           True                   True   \n",
       "8190                           True                   True   \n",
       "8191                           True                   True   \n",
       "8287                           None                   None   \n",
       "8288                           None                   None   \n",
       "8289                           None                   None   \n",
       "8290                           None                   None   \n",
       "8291                           None                   None   \n",
       "8292                           None                   None   \n",
       "8293                           None                   None   \n",
       "8294                           None                   None   \n",
       "8295                           None                   None   \n",
       "8296                           None                   None   \n",
       "8297                           None                   None   \n",
       "8298                           None                   None   \n",
       "8299                           None                   None   \n",
       "8300                           None                   None   \n",
       "8301                           None                   None   \n",
       "8302                           None                   None   \n",
       "\n",
       "     used_motion_regressors used_motion_susceptibiity_correction  \\\n",
       "0                      None                                 None   \n",
       "1                      None                                 None   \n",
       "2                      None                                 None   \n",
       "3                      None                                 None   \n",
       "207                    None                                 None   \n",
       "234                    True                                 None   \n",
       "235                    True                                 None   \n",
       "236                    True                                 None   \n",
       "237                    True                                 None   \n",
       "238                    True                                 None   \n",
       "239                    True                                 None   \n",
       "240                    True                                 None   \n",
       "241                    True                                 None   \n",
       "263                    None                                 None   \n",
       "266                    None                                 None   \n",
       "373                    None                                 None   \n",
       "374                    None                                 None   \n",
       "389                    None                                 None   \n",
       "390                    None                                 None   \n",
       "769                    None                                 None   \n",
       "784                    None                                 None   \n",
       "785                    None                                 None   \n",
       "786                    None                                 None   \n",
       "787                    None                                 None   \n",
       "788                    None                                 None   \n",
       "789                    None                                 None   \n",
       "790                    None                                 None   \n",
       "809                   False                                False   \n",
       "810                   False                                False   \n",
       "811                   False                                False   \n",
       "...                     ...                                  ...   \n",
       "8173                   None                                 None   \n",
       "8174                   None                                 None   \n",
       "8175                   None                                 None   \n",
       "8176                   None                                 None   \n",
       "8177                   None                                 None   \n",
       "8178                   None                                 None   \n",
       "8179                   None                                 None   \n",
       "8180                   None                                 None   \n",
       "8181                   None                                 None   \n",
       "8187                   None                                 None   \n",
       "8188                   None                                 None   \n",
       "8189                   None                                 None   \n",
       "8190                   None                                 None   \n",
       "8191                   None                                 None   \n",
       "8287                   None                                 None   \n",
       "8288                   None                                 None   \n",
       "8289                   None                                 None   \n",
       "8290                   None                                 None   \n",
       "8291                   None                                 None   \n",
       "8292                   None                                 None   \n",
       "8293                   None                                 None   \n",
       "8294                   None                                 None   \n",
       "8295                   None                                 None   \n",
       "8296                   None                                 None   \n",
       "8297                   None                                 None   \n",
       "8298                   None                                 None   \n",
       "8299                   None                                 None   \n",
       "8300                   None                                 None   \n",
       "8301                   None                                 None   \n",
       "8302                   None                                 None   \n",
       "\n",
       "     used_orthogonalization used_reaction_time_regressor  \\\n",
       "0                      None                         None   \n",
       "1                      None                         None   \n",
       "2                      None                         None   \n",
       "3                      None                         None   \n",
       "207                    None                         None   \n",
       "234                   False                        False   \n",
       "235                   False                        False   \n",
       "236                   False                        False   \n",
       "237                   False                        False   \n",
       "238                   False                        False   \n",
       "239                   False                        False   \n",
       "240                   False                        False   \n",
       "241                   False                        False   \n",
       "263                    None                         None   \n",
       "266                    None                         None   \n",
       "373                    None                         None   \n",
       "374                    None                         None   \n",
       "389                    None                         None   \n",
       "390                    None                         None   \n",
       "769                    None                         None   \n",
       "784                    None                         None   \n",
       "785                    None                         None   \n",
       "786                    None                         None   \n",
       "787                    None                         None   \n",
       "788                    None                         None   \n",
       "789                    None                         None   \n",
       "790                    None                         None   \n",
       "809                    None                        False   \n",
       "810                    None                        False   \n",
       "811                    None                        False   \n",
       "...                     ...                          ...   \n",
       "8173                   None                         None   \n",
       "8174                   None                         None   \n",
       "8175                   None                         None   \n",
       "8176                   None                         None   \n",
       "8177                   None                         None   \n",
       "8178                   None                         None   \n",
       "8179                   None                         None   \n",
       "8180                   None                         None   \n",
       "8181                   None                         None   \n",
       "8187                   None                         None   \n",
       "8188                   None                         None   \n",
       "8189                   None                         None   \n",
       "8190                   None                         None   \n",
       "8191                   None                         None   \n",
       "8287                   None                         None   \n",
       "8288                   None                         None   \n",
       "8289                   None                         None   \n",
       "8290                   None                         None   \n",
       "8291                   None                         None   \n",
       "8292                   None                         None   \n",
       "8293                   None                         None   \n",
       "8294                   None                         None   \n",
       "8295                   None                         None   \n",
       "8296                   None                         None   \n",
       "8297                   None                         None   \n",
       "8298                   None                         None   \n",
       "8299                   None                         None   \n",
       "8300                   None                         None   \n",
       "8301                   None                         None   \n",
       "8302                   None                         None   \n",
       "\n",
       "     used_slice_timing_correction used_smoothing used_temporal_derivatives  \n",
       "0                            None           None                      None  \n",
       "1                            None           None                      None  \n",
       "2                            None           None                      None  \n",
       "3                            None           None                      None  \n",
       "207                          None           True                      None  \n",
       "234                          True           True                      None  \n",
       "235                          True           True                      None  \n",
       "236                          True           True                      None  \n",
       "237                          True           True                      None  \n",
       "238                          True           True                      None  \n",
       "239                          True           True                      None  \n",
       "240                          True           True                      None  \n",
       "241                          True           True                      None  \n",
       "263                          None           None                      None  \n",
       "266                          None           None                      None  \n",
       "373                          None           None                      None  \n",
       "374                          None           None                      None  \n",
       "389                          None           None                      None  \n",
       "390                          None           None                      None  \n",
       "769                          None           None                      None  \n",
       "784                          None           None                      None  \n",
       "785                          None           None                      None  \n",
       "786                          None           None                      None  \n",
       "787                          None           None                      None  \n",
       "788                          None           None                      None  \n",
       "789                          None           None                      None  \n",
       "790                          None           None                      None  \n",
       "809                          True           True                      True  \n",
       "810                          True           True                      True  \n",
       "811                          True           True                      True  \n",
       "...                           ...            ...                       ...  \n",
       "8173                         None           None                      None  \n",
       "8174                         None           None                      None  \n",
       "8175                         None           None                      None  \n",
       "8176                         None           None                      None  \n",
       "8177                         None           None                      None  \n",
       "8178                         None           None                      None  \n",
       "8179                         None           None                      None  \n",
       "8180                         None           None                      None  \n",
       "8181                         None           None                      None  \n",
       "8187                        False           True                      None  \n",
       "8188                        False           True                      None  \n",
       "8189                        False           True                      None  \n",
       "8190                        False           True                      None  \n",
       "8191                        False           True                      None  \n",
       "8287                         None           None                      None  \n",
       "8288                         None           None                      None  \n",
       "8289                         None           None                      None  \n",
       "8290                         None           None                      None  \n",
       "8291                         None           None                      None  \n",
       "8292                         None           None                      None  \n",
       "8293                         None           None                      None  \n",
       "8294                         None           None                      None  \n",
       "8295                         None           None                      None  \n",
       "8296                         None           None                      None  \n",
       "8297                         None           None                      None  \n",
       "8298                         None           None                      None  \n",
       "8299                         None           None                      None  \n",
       "8300                         None           None                      None  \n",
       "8301                         None           None                      None  \n",
       "8302                         None           None                      None  \n",
       "\n",
       "[713 rows x 226 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images_f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "files = !ls thumbnails/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "624"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import urllib, os\n",
    "DOWNLOADS_DIR = \"thumbnails\"\n",
    "#!mkdir {DOWNLOADS_DIR}\n",
    "for url in images_f.thumbnail:\n",
    "    name = url.rsplit('/', 1)[-1]\n",
    "    # Combine the name and the downloads directory to get the local filename\n",
    "    filename = os.path.join(DOWNLOADS_DIR, name)\n",
    "    if not os.path.isfile(filename):\n",
    "        urllib.urlretrieve(url, filename)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Manuall quality control happens here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(625, 79)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filenames = !ls thumbnails/\n",
    "ids = [int(fname.split(\".\")[0].split(\"_\")[2]) for fname in filenames]\n",
    "images_f = images_f[images_f.image_id.isin(ids)]\n",
    "len(images_f), len(pd.unique(images_f.collection_id))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "87"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11 Bistable~percept~paradigm\n",
      "1 Counting/Calculation\n",
      "2 Covert~verb~generation~task\n",
      "6 Eriksen~flanker~task\n",
      "26 Incidental~encoding~task\n",
      "5 Landmark~task\n",
      "1 Overt~word~repetition\n",
      "7 Probabilistic~classification~task\n",
      "1 Sentence/nonword~language~localizer\n",
      "2 Single~item~food~choice~task\n",
      "1 Speech~Detection\n",
      "3 Tapping~task\n",
      "3 Two~item~food~choice~task\n",
      "11 abstract/concrete~task\n",
      "1 action~observation~task\n",
      "4 associative~memory~encoding~task\n",
      "7 auditory~scene~perception\n",
      "17 balloon~analogue~risk~task~(BART)\n",
      "6 classification~probe~without~feedback\n",
      "4 color-word~stroop~with~task~switching\n",
      "10 conditional~stop~signal~task\n",
      "10 consensus~decision-making~task\n",
      "11 contextual~semantic~priming~task\n",
      "4 cue~approach~task\n",
      "1 delayed~intention~task\n",
      "2 deterministic~classification\n",
      "6 dot~motion~task\n",
      "1 dual-task~paradigm\n",
      "2 dual-task~weather~prediction\n",
      "3 eating/drinking\n",
      "25 electric~stimulation\n",
      "8 emotion~processing~fMRI~task~paradigm\n",
      "43 emotional~regulation~task\n",
      "2 encoding~task\n",
      "3 episodic~recall\n",
      "16 face~matching~task\n",
      "9 false~belief~task\n",
      "11 film~viewing\n",
      "2 finger~tapping~task\n",
      "28 functional~localizer~fMRI~tasks\n",
      "3 gambling~fMRI~task~paradigm\n",
      "6 gambling~task\n",
      "22 global-local~task\n",
      "4 go/no-go~task\n",
      "3 language~processing~fMRI~task~paradigm\n",
      "18 letter~n-back~task\n",
      "7 lexical~decision~task\n",
      "3 logical~reasoning~task\n",
      "1 match~to~sample~visual~search\n",
      "1 mental~arithmetic~task\n",
      "5 mixed~gambles~task\n",
      "13 motor~fMRI~task~paradigm\n",
      "5 multi-attribute~reward-guided~decision~task\n",
      "2 navigation~task\n",
      "16 object~one-back~task\n",
      "22 oddball~task\n",
      "1 passive~listening\n",
      "2 passive~viewing\n",
      "2 pattern~comparison~task\n",
      "1 pavlovian~conditioning~task\n",
      "2 perceptual~discrimination~task\n",
      "3 phonological~task\n",
      "4 predictive-inference~helicopter~task\n",
      "4 relational~processing~fMRI~task~paradigm\n",
      "2 semantic~association~task\n",
      "3 semantic~memory~task\n",
      "14 semantic~task\n",
      "2 single-task~weather~prediction~\n",
      "2 social~bargaining~fMRI~task\n",
      "5 social~cognition~(theory~of~mind)~fMRI~task~paradigm\n",
      "8 social~influence~for~food~preferences~task\n",
      "6 social~judgment~of~faces~task\n",
      "6 social~judgment~task\n",
      "14 stop~signal~task\n",
      "7 stop~signal~task~with~letter~naming\n",
      "6 stop~signal~task~with~pseudo~word~naming\n",
      "7 stop~signal~walking~task~with~stroop\n",
      "21 theory~of~mind~task\n",
      "2 tone~counting\n",
      "1 verb~generation~task\n",
      "2 verbal~working~memory~task\n",
      "1 visual~attention~task\n",
      "4 visually~guided~saccade~task\n",
      "15 why/how~task\n",
      "6 word~one-back~task\n",
      "19 working~memory~fMRI~task~paradigm\n",
      "6 writing~task\n"
     ]
    }
   ],
   "source": [
    "s = images_f.groupby(\"cognitive_paradigm_cogatlas\").count().map_type\n",
    "for item in s.iteritems():\n",
    "    print item[1], item[0].replace(\" \", \"~\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>769</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>809</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>810</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>811</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2949</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2959</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2960</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2961</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2962</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3037</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3038</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3039</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3040</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3046</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3047</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3048</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3049</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3050</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7154</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7155</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7156</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7157</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7158</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7159</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7160</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7161</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7162</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7163</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7164</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7165</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7166</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7167</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7168</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7169</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>625 rows × 217 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Action Observation Acupuncture Anti-Saccades Braille Reading  \\\n",
       "0                   NaN         NaN           NaN             NaN   \n",
       "1                   NaN         NaN           NaN             NaN   \n",
       "2                   NaN         NaN           NaN             NaN   \n",
       "3                   NaN         NaN           NaN             NaN   \n",
       "207                 NaN         NaN           NaN             NaN   \n",
       "234                 NaN         NaN           NaN             NaN   \n",
       "235                 NaN         NaN           NaN             NaN   \n",
       "236                 NaN         NaN           NaN             NaN   \n",
       "237                 NaN         NaN           NaN             NaN   \n",
       "238                 NaN         NaN           NaN             NaN   \n",
       "239                 NaN         NaN           NaN             NaN   \n",
       "240                 NaN         NaN           NaN             NaN   \n",
       "241                 NaN         NaN           NaN             NaN   \n",
       "263                 NaN         NaN           NaN             NaN   \n",
       "266                 NaN         NaN           NaN             NaN   \n",
       "373                 NaN         NaN           NaN             NaN   \n",
       "374                 NaN         NaN           NaN             NaN   \n",
       "389                 NaN         NaN           NaN             NaN   \n",
       "390                 NaN         NaN           NaN             NaN   \n",
       "769                 NaN         NaN           NaN             NaN   \n",
       "802                 NaN         NaN           NaN             NaN   \n",
       "803                 NaN         NaN           NaN             NaN   \n",
       "804                 NaN         NaN           NaN             NaN   \n",
       "805                 NaN         NaN           NaN             NaN   \n",
       "806                 NaN         NaN           NaN             NaN   \n",
       "807                 NaN         NaN           NaN             NaN   \n",
       "808                 NaN         NaN           NaN             NaN   \n",
       "809                 NaN         NaN           NaN             NaN   \n",
       "810                 NaN         NaN           NaN             NaN   \n",
       "811                 NaN         NaN           NaN             NaN   \n",
       "...                 ...         ...           ...             ...   \n",
       "2949                NaN         NaN           NaN             NaN   \n",
       "2959                NaN         NaN           NaN             NaN   \n",
       "2960                NaN         NaN           NaN             NaN   \n",
       "2961                NaN         NaN           NaN             NaN   \n",
       "2962                NaN         NaN           NaN             NaN   \n",
       "3037                NaN         NaN           NaN             NaN   \n",
       "3038                NaN         NaN           NaN             NaN   \n",
       "3039                NaN         NaN           NaN             NaN   \n",
       "3040                NaN         NaN           NaN             NaN   \n",
       "3046                NaN         NaN           NaN             NaN   \n",
       "3047                NaN         NaN           NaN             NaN   \n",
       "3048                NaN         NaN           NaN             NaN   \n",
       "3049                NaN         NaN           NaN             NaN   \n",
       "3050                NaN         NaN           NaN             NaN   \n",
       "7154                NaN         NaN           NaN             NaN   \n",
       "7155                NaN         NaN           NaN             NaN   \n",
       "7156                NaN         NaN           NaN             NaN   \n",
       "7157                NaN         NaN           NaN             NaN   \n",
       "7158                NaN         NaN           NaN             NaN   \n",
       "7159                NaN         NaN           NaN             NaN   \n",
       "7160                NaN         NaN           NaN             NaN   \n",
       "7161                NaN         NaN           NaN             NaN   \n",
       "7162                NaN         NaN           NaN             NaN   \n",
       "7163                NaN         NaN           NaN             NaN   \n",
       "7164                NaN         NaN           NaN             NaN   \n",
       "7165                NaN         NaN           NaN             NaN   \n",
       "7166                NaN         NaN           NaN             NaN   \n",
       "7167                NaN         NaN           NaN             NaN   \n",
       "7168                NaN         NaN           NaN             NaN   \n",
       "7169                NaN         NaN           NaN             NaN   \n",
       "\n",
       "     Breath-Holding CIAS Chewing/Swallowing Classical Conditioning  \\\n",
       "0               NaN  NaN                NaN                    NaN   \n",
       "1               NaN  NaN                NaN                    NaN   \n",
       "2               NaN  NaN                NaN                    NaN   \n",
       "3               NaN  NaN                NaN                    NaN   \n",
       "207             NaN  NaN                NaN                    NaN   \n",
       "234             NaN  NaN                NaN                    NaN   \n",
       "235             NaN  NaN                NaN                    NaN   \n",
       "236             NaN  NaN                NaN                    NaN   \n",
       "237             NaN  NaN                NaN                    NaN   \n",
       "238             NaN  NaN                NaN                    NaN   \n",
       "239             NaN  NaN                NaN                    NaN   \n",
       "240             NaN  NaN                NaN                    NaN   \n",
       "241             NaN  NaN                NaN                    NaN   \n",
       "263             NaN  NaN                NaN                    NaN   \n",
       "266             NaN  NaN                NaN                    NaN   \n",
       "373             NaN  NaN                NaN                    NaN   \n",
       "374             NaN  NaN                NaN                    NaN   \n",
       "389             NaN  NaN                NaN                    NaN   \n",
       "390             NaN  NaN                NaN                    NaN   \n",
       "769             NaN  NaN                NaN                    NaN   \n",
       "802             NaN  NaN                NaN                    NaN   \n",
       "803             NaN  NaN                NaN                    NaN   \n",
       "804             NaN  NaN                NaN                    NaN   \n",
       "805             NaN  NaN                NaN                    NaN   \n",
       "806             NaN  NaN                NaN                    NaN   \n",
       "807             NaN  NaN                NaN                    NaN   \n",
       "808             NaN  NaN                NaN                    NaN   \n",
       "809             NaN  NaN                NaN                    NaN   \n",
       "810             NaN  NaN                NaN                    NaN   \n",
       "811             NaN  NaN                NaN                    NaN   \n",
       "...             ...  ...                ...                    ...   \n",
       "2949            NaN  NaN                NaN                    NaN   \n",
       "2959            NaN  NaN                NaN                    NaN   \n",
       "2960            NaN  NaN                NaN                    NaN   \n",
       "2961            NaN  NaN                NaN                    NaN   \n",
       "2962            NaN  NaN                NaN                    NaN   \n",
       "3037            NaN  NaN                NaN                    NaN   \n",
       "3038            NaN  NaN                NaN                    NaN   \n",
       "3039            NaN  NaN                NaN                    NaN   \n",
       "3040            NaN  NaN                NaN                    NaN   \n",
       "3046            NaN  NaN                NaN                    NaN   \n",
       "3047            NaN  NaN                NaN                    NaN   \n",
       "3048            NaN  NaN                NaN                    NaN   \n",
       "3049            NaN  NaN                NaN                    NaN   \n",
       "3050            NaN  NaN                NaN                    NaN   \n",
       "7154            NaN  NaN                NaN                    NaN   \n",
       "7155            NaN  NaN                NaN                    NaN   \n",
       "7156            NaN  NaN                NaN                    NaN   \n",
       "7157            NaN  NaN                NaN                    NaN   \n",
       "7158            NaN  NaN                NaN                    NaN   \n",
       "7159            NaN  NaN                NaN                    NaN   \n",
       "7160            NaN  NaN                NaN                    NaN   \n",
       "7161            NaN  NaN                NaN                    NaN   \n",
       "7162            NaN  NaN                NaN                    NaN   \n",
       "7163            NaN  NaN                NaN                    NaN   \n",
       "7164            NaN  NaN                NaN                    NaN   \n",
       "7165            NaN  NaN                NaN                    NaN   \n",
       "7166            NaN  NaN                NaN                    NaN   \n",
       "7167            NaN  NaN                NaN                    NaN   \n",
       "7168            NaN  NaN                NaN                    NaN   \n",
       "7169            NaN  NaN                NaN                    NaN   \n",
       "\n",
       "     Counting/Calculation Cued Explicit Recognition            ...             \\\n",
       "0                     NaN                       NaN            ...              \n",
       "1                     NaN                       NaN            ...              \n",
       "2                     NaN                       NaN            ...              \n",
       "3                     NaN                       NaN            ...              \n",
       "207                   NaN                       NaN            ...              \n",
       "234                   NaN                       NaN            ...              \n",
       "235                   NaN                       NaN            ...              \n",
       "236                   NaN                       NaN            ...              \n",
       "237                   NaN                       NaN            ...              \n",
       "238                   NaN                       NaN            ...              \n",
       "239                   NaN                       NaN            ...              \n",
       "240                   NaN                       NaN            ...              \n",
       "241                   NaN                       NaN            ...              \n",
       "263                   NaN                       NaN            ...              \n",
       "266                   NaN                       NaN            ...              \n",
       "373                   NaN                       NaN            ...              \n",
       "374                   NaN                       NaN            ...              \n",
       "389                   NaN                       NaN            ...              \n",
       "390                   NaN                       NaN            ...              \n",
       "769                   NaN                       NaN            ...              \n",
       "802                   NaN                       NaN            ...              \n",
       "803                   NaN                       NaN            ...              \n",
       "804                   NaN                       NaN            ...              \n",
       "805                   NaN                       NaN            ...              \n",
       "806                   NaN                       NaN            ...              \n",
       "807                   NaN                       NaN            ...              \n",
       "808                   NaN                       NaN            ...              \n",
       "809                   NaN                       NaN            ...              \n",
       "810                   NaN                       NaN            ...              \n",
       "811                   NaN                       NaN            ...              \n",
       "...                   ...                       ...            ...              \n",
       "2949                  NaN                       NaN            ...              \n",
       "2959                  NaN                       NaN            ...              \n",
       "2960                  NaN                       NaN            ...              \n",
       "2961                  NaN                       NaN            ...              \n",
       "2962                  NaN                       NaN            ...              \n",
       "3037                  NaN                       NaN            ...              \n",
       "3038                  NaN                       NaN            ...              \n",
       "3039                  NaN                       NaN            ...              \n",
       "3040                  NaN                       NaN            ...              \n",
       "3046                  NaN                       NaN            ...              \n",
       "3047                  NaN                       NaN            ...              \n",
       "3048                  NaN                       NaN            ...              \n",
       "3049                  NaN                       NaN            ...              \n",
       "3050                  NaN                       NaN            ...              \n",
       "7154                  NaN                       NaN            ...              \n",
       "7155                  NaN                       NaN            ...              \n",
       "7156                  NaN                       NaN            ...              \n",
       "7157                  NaN                       NaN            ...              \n",
       "7158                  NaN                       NaN            ...              \n",
       "7159                  NaN                       NaN            ...              \n",
       "7160                  NaN                       NaN            ...              \n",
       "7161                  NaN                       NaN            ...              \n",
       "7162                  NaN                       NaN            ...              \n",
       "7163                  NaN                       NaN            ...              \n",
       "7164                  NaN                       NaN            ...              \n",
       "7165                  NaN                       NaN            ...              \n",
       "7166                  NaN                       NaN            ...              \n",
       "7167                  NaN                       NaN            ...              \n",
       "7168                  NaN                       NaN            ...              \n",
       "7169                  NaN                       NaN            ...              \n",
       "\n",
       "     used_high_pass_filter used_intersubject_registration  \\\n",
       "0                     None                           None   \n",
       "1                     None                           None   \n",
       "2                     None                           None   \n",
       "3                     None                           None   \n",
       "207                   None                           True   \n",
       "234                   True                           None   \n",
       "235                   True                           None   \n",
       "236                   True                           None   \n",
       "237                   True                           None   \n",
       "238                   True                           None   \n",
       "239                   True                           None   \n",
       "240                   True                           None   \n",
       "241                   True                           None   \n",
       "263                   None                           None   \n",
       "266                   None                           None   \n",
       "373                   None                           None   \n",
       "374                   None                           None   \n",
       "389                   None                           None   \n",
       "390                   None                           None   \n",
       "769                   None                           None   \n",
       "802                   None                           None   \n",
       "803                   None                           None   \n",
       "804                   None                           None   \n",
       "805                   None                           None   \n",
       "806                   None                           None   \n",
       "807                   None                           None   \n",
       "808                   None                           None   \n",
       "809                   None                           None   \n",
       "810                   None                           None   \n",
       "811                   None                           None   \n",
       "...                    ...                            ...   \n",
       "2949                  None                           None   \n",
       "2959                  True                           True   \n",
       "2960                  True                           True   \n",
       "2961                  True                           True   \n",
       "2962                  True                           True   \n",
       "3037                  None                           None   \n",
       "3038                  None                           None   \n",
       "3039                  None                           None   \n",
       "3040                  None                           None   \n",
       "3046                  None                           True   \n",
       "3047                  None                           True   \n",
       "3048                  None                           True   \n",
       "3049                  None                           True   \n",
       "3050                  None                           True   \n",
       "7154                  None                           None   \n",
       "7155                  None                           None   \n",
       "7156                  None                           None   \n",
       "7157                  None                           None   \n",
       "7158                  None                           None   \n",
       "7159                  None                           None   \n",
       "7160                  None                           None   \n",
       "7161                  None                           None   \n",
       "7162                  None                           None   \n",
       "7163                  None                           None   \n",
       "7164                  None                           None   \n",
       "7165                  None                           None   \n",
       "7166                  None                           None   \n",
       "7167                  None                           None   \n",
       "7168                  None                           None   \n",
       "7169                  None                           None   \n",
       "\n",
       "     used_motion_correction used_motion_regressors  \\\n",
       "0                      None                   None   \n",
       "1                      None                   None   \n",
       "2                      None                   None   \n",
       "3                      None                   None   \n",
       "207                    None                   None   \n",
       "234                    True                   True   \n",
       "235                    True                   True   \n",
       "236                    True                   True   \n",
       "237                    True                   True   \n",
       "238                    True                   True   \n",
       "239                    True                   True   \n",
       "240                    True                   True   \n",
       "241                    True                   True   \n",
       "263                    None                   None   \n",
       "266                    None                   None   \n",
       "373                    None                   None   \n",
       "374                    None                   None   \n",
       "389                    None                   None   \n",
       "390                    None                   None   \n",
       "769                    None                   None   \n",
       "802                    None                   None   \n",
       "803                    None                   None   \n",
       "804                    None                   None   \n",
       "805                    None                   None   \n",
       "806                    None                   None   \n",
       "807                    None                   None   \n",
       "808                    None                   None   \n",
       "809                    None                   None   \n",
       "810                    None                   None   \n",
       "811                    None                   None   \n",
       "...                     ...                    ...   \n",
       "2949                   None                   None   \n",
       "2959                   True                  False   \n",
       "2960                   True                  False   \n",
       "2961                   True                  False   \n",
       "2962                   True                  False   \n",
       "3037                   None                   True   \n",
       "3038                   None                   True   \n",
       "3039                   None                   True   \n",
       "3040                   None                   True   \n",
       "3046                   True                   None   \n",
       "3047                   True                   None   \n",
       "3048                   True                   None   \n",
       "3049                   True                   None   \n",
       "3050                   True                   None   \n",
       "7154                   None                   None   \n",
       "7155                   None                   None   \n",
       "7156                   None                   None   \n",
       "7157                   None                   None   \n",
       "7158                   None                   None   \n",
       "7159                   None                   None   \n",
       "7160                   None                   None   \n",
       "7161                   None                   None   \n",
       "7162                   None                   None   \n",
       "7163                   None                   None   \n",
       "7164                   None                   None   \n",
       "7165                   None                   None   \n",
       "7166                   None                   None   \n",
       "7167                   None                   None   \n",
       "7168                   None                   None   \n",
       "7169                   None                   None   \n",
       "\n",
       "     used_motion_susceptibiity_correction used_orthogonalization  \\\n",
       "0                                    None                   None   \n",
       "1                                    None                   None   \n",
       "2                                    None                   None   \n",
       "3                                    None                   None   \n",
       "207                                  None                   None   \n",
       "234                                  None                  False   \n",
       "235                                  None                  False   \n",
       "236                                  None                  False   \n",
       "237                                  None                  False   \n",
       "238                                  None                  False   \n",
       "239                                  None                  False   \n",
       "240                                  None                  False   \n",
       "241                                  None                  False   \n",
       "263                                  None                   None   \n",
       "266                                  None                   None   \n",
       "373                                  None                   None   \n",
       "374                                  None                   None   \n",
       "389                                  None                   None   \n",
       "390                                  None                   None   \n",
       "769                                  None                   None   \n",
       "802                                  None                   None   \n",
       "803                                  None                   None   \n",
       "804                                  None                   None   \n",
       "805                                  None                   None   \n",
       "806                                  None                   None   \n",
       "807                                  None                   None   \n",
       "808                                  None                   None   \n",
       "809                                  None                   None   \n",
       "810                                  None                   None   \n",
       "811                                  None                   None   \n",
       "...                                   ...                    ...   \n",
       "2949                                 None                   None   \n",
       "2959                                 None                  False   \n",
       "2960                                 None                  False   \n",
       "2961                                 None                  False   \n",
       "2962                                 None                  False   \n",
       "3037                                 None                   None   \n",
       "3038                                 None                   None   \n",
       "3039                                 None                   None   \n",
       "3040                                 None                   None   \n",
       "3046                                 None                   None   \n",
       "3047                                 None                   None   \n",
       "3048                                 None                   None   \n",
       "3049                                 None                   None   \n",
       "3050                                 None                   None   \n",
       "7154                                 None                   None   \n",
       "7155                                 None                   None   \n",
       "7156                                 None                   None   \n",
       "7157                                 None                   None   \n",
       "7158                                 None                   None   \n",
       "7159                                 None                   None   \n",
       "7160                                 None                   None   \n",
       "7161                                 None                   None   \n",
       "7162                                 None                   None   \n",
       "7163                                 None                   None   \n",
       "7164                                 None                   None   \n",
       "7165                                 None                   None   \n",
       "7166                                 None                   None   \n",
       "7167                                 None                   None   \n",
       "7168                                 None                   None   \n",
       "7169                                 None                   None   \n",
       "\n",
       "     used_reaction_time_regressor used_slice_timing_correction used_smoothing  \\\n",
       "0                            None                         None           None   \n",
       "1                            None                         None           None   \n",
       "2                            None                         None           None   \n",
       "3                            None                         None           None   \n",
       "207                          None                         None           True   \n",
       "234                         False                         True           True   \n",
       "235                         False                         True           True   \n",
       "236                         False                         True           True   \n",
       "237                         False                         True           True   \n",
       "238                         False                         True           True   \n",
       "239                         False                         True           True   \n",
       "240                         False                         True           True   \n",
       "241                         False                         True           True   \n",
       "263                          None                         None           None   \n",
       "266                          None                         None           None   \n",
       "373                          None                         None           None   \n",
       "374                          None                         None           None   \n",
       "389                          None                         None           None   \n",
       "390                          None                         None           None   \n",
       "769                          None                         None           None   \n",
       "802                          None                         None           None   \n",
       "803                          None                         None           None   \n",
       "804                          None                         None           None   \n",
       "805                          None                         None           None   \n",
       "806                          None                         None           None   \n",
       "807                          None                         None           None   \n",
       "808                          None                         None           None   \n",
       "809                          None                         None           None   \n",
       "810                          None                         None           None   \n",
       "811                          None                         None           None   \n",
       "...                           ...                          ...            ...   \n",
       "2949                         None                         None           None   \n",
       "2959                        False                         True           True   \n",
       "2960                        False                         True           True   \n",
       "2961                        False                         True           True   \n",
       "2962                        False                         True           True   \n",
       "3037                        False                         None           None   \n",
       "3038                        False                         None           None   \n",
       "3039                        False                         None           None   \n",
       "3040                        False                         None           None   \n",
       "3046                         None                        False           True   \n",
       "3047                         None                        False           True   \n",
       "3048                         None                        False           True   \n",
       "3049                         None                        False           True   \n",
       "3050                         None                        False           True   \n",
       "7154                         None                         None           None   \n",
       "7155                         None                         None           None   \n",
       "7156                         None                         None           None   \n",
       "7157                         None                         None           None   \n",
       "7158                         None                         None           None   \n",
       "7159                         None                         None           None   \n",
       "7160                         None                         None           None   \n",
       "7161                         None                         None           None   \n",
       "7162                         None                         None           None   \n",
       "7163                         None                         None           None   \n",
       "7164                         None                         None           None   \n",
       "7165                         None                         None           None   \n",
       "7166                         None                         None           None   \n",
       "7167                         None                         None           None   \n",
       "7168                         None                         None           None   \n",
       "7169                         None                         None           None   \n",
       "\n",
       "     used_temporal_derivatives  \n",
       "0                         None  \n",
       "1                         None  \n",
       "2                         None  \n",
       "3                         None  \n",
       "207                       None  \n",
       "234                       None  \n",
       "235                       None  \n",
       "236                       None  \n",
       "237                       None  \n",
       "238                       None  \n",
       "239                       None  \n",
       "240                       None  \n",
       "241                       None  \n",
       "263                       None  \n",
       "266                       None  \n",
       "373                       None  \n",
       "374                       None  \n",
       "389                       None  \n",
       "390                       None  \n",
       "769                       None  \n",
       "802                       None  \n",
       "803                       None  \n",
       "804                       None  \n",
       "805                       None  \n",
       "806                       None  \n",
       "807                       None  \n",
       "808                       None  \n",
       "809                       None  \n",
       "810                       None  \n",
       "811                       None  \n",
       "...                        ...  \n",
       "2949                      None  \n",
       "2959                     False  \n",
       "2960                     False  \n",
       "2961                     False  \n",
       "2962                     False  \n",
       "3037                      True  \n",
       "3038                      True  \n",
       "3039                      True  \n",
       "3040                      True  \n",
       "3046                      None  \n",
       "3047                      None  \n",
       "3048                      None  \n",
       "3049                      None  \n",
       "3050                      None  \n",
       "7154                      None  \n",
       "7155                      None  \n",
       "7156                      None  \n",
       "7157                      None  \n",
       "7158                      None  \n",
       "7159                      None  \n",
       "7160                      None  \n",
       "7161                      None  \n",
       "7162                      None  \n",
       "7163                      None  \n",
       "7164                      None  \n",
       "7165                      None  \n",
       "7166                      None  \n",
       "7167                      None  \n",
       "7168                      None  \n",
       "7169                      None  \n",
       "\n",
       "[625 rows x 217 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outfolder = \"images\"\n",
    "\n",
    "api.download_images(dest_dir=outfolder, images_df=images_f, resample=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from nilearn.image import resample_img, smooth_img\n",
    "from nilearn.plotting import plot_glass_brain\n",
    "%matplotlib inline\n",
    "import nibabel as nb\n",
    "import numpy as np\n",
    "from scipy.ndimage import binary_fill_holes, binary_dilation\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       " 3190,\n",
       " 3191,\n",
       " 3192,\n",
       " 3193,\n",
       " 3194,\n",
       " 3195,\n",
       " 3200,\n",
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       " 9572,\n",
       " 9573,\n",
       " 9574,\n",
       " 9575,\n",
       " 9576,\n",
       " 9577,\n",
       " 9706]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filenames = !ls /data/images/original/*.nii.gz\n",
    "[int(f.split(\"/\")[-1].split(\".\")[0]) for f in filenames]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "resampling 0003.nii.gz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/envs/python2/lib/python2.7/site-packages/ipykernel/__main__.py:24: DeprecationWarning: get_affine method is deprecated.\n",
      "Please use the ``img.affine`` property instead.\n",
      "\n",
      "* deprecated from version: 2.1\n",
      "* Will raise <class 'nibabel.deprecator.ExpiredDeprecationError'> as of version: 4.0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "resampling 0004.nii.gz\n",
      "resampling 0005.nii.gz\n",
      "resampling 0056.nii.gz\n",
      "resampling 0057.nii.gz\n",
      "resampling 0058.nii.gz\n",
      "resampling 0106.nii.gz\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/envs/python2/lib/python2.7/site-packages/nilearn/image/resampling.py:491: RuntimeWarning: NaNs or infinite values are present in the data passed to resample. This is a bad thing as they make resampling ill-defined and much slower.\n",
      "  copy=not input_img_is_string)\n",
      "/opt/conda/envs/python2/lib/python2.7/site-packages/nilearn/masking.py:94: RuntimeWarning: invalid value encountered in divide\n",
      "  / np.sum(np.isfinite(extrapolation), axis=0))\n",
      "/opt/conda/envs/python2/lib/python2.7/site-packages/scipy/ndimage/interpolation.py:435: UserWarning: The behaviour of affine_transform with a one-dimensional array supplied for the matrix parameter will change in scipy 0.18.0.\n",
      "  \"The behaviour of affine_transform with a one-dimensional \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "resampling 9577.nii.gz\n",
      "resampling 9706.nii.gz\n"
     ]
    }
   ],
   "source": [
    "filenames = !ls /data/images/original/*.nii.gz\n",
    "standard_mask = \"/usr/share/fsl/data/standard/MNI152_T1_2mm_brain_mask.nii.gz\"\n",
    "standard = \"/usr/share/fsl/data/standard/MNI152_T1_2mm_brain.nii.gz\"\n",
    "standard_mask_data = nb.load(standard_mask).get_data()\n",
    "new_standard_mask_data = binary_fill_holes(standard_mask_data)\n",
    "new_standard_mask_data = binary_dilation(new_standard_mask_data, iterations=3)\n",
    "\n",
    "!mkdir -p /data/images/resampled\n",
    "!mkdir -p /data/images/resampled_masks\n",
    "\n",
    "for image_id in [int(f.split(\"/\")[-1].split(\".\")[0]) for f in filenames]:\n",
    "    fname = \"%04d.nii.gz\"%image_id\n",
    "    print \"resampling \" + fname\n",
    "    nii = nb.load(\"/data/images/original/\" + fname)\n",
    "    data = nii.get_data()\n",
    "    zero_mask = (data == 0)\n",
    "    nan_mask = (np.isnan(data))\n",
    "    missing_mask = zero_mask | nan_mask\n",
    "    #missing_mask = binary_fill_holes(missing_mask != True) != True\n",
    "    data[missing_mask] = np.nan\n",
    "    new_nii = nb.Nifti1Image(data, nii.affine, nii.header)\n",
    "\n",
    "    target_nii = nb.load(standard)\n",
    "    resampled_nii = resample_img(new_nii,target_affine=target_nii.get_affine(), \n",
    "                                 target_shape=target_nii.shape)\n",
    "    resampled_data = resampled_nii.get_data()\n",
    "    zero_mask = (resampled_data == 0)\n",
    "    nan_mask = (np.isnan(resampled_data))\n",
    "    missing_mask = zero_mask | nan_mask\n",
    "    missing_mask[new_standard_mask_data == 0] = True\n",
    "    #missing_mask = binary_fill_holes(missing_mask != True) != True\n",
    "    resampled_data[missing_mask] = np.nan\n",
    "    resampled_data[missing_mask != True] = stats.zscore(resampled_data[missing_mask != True])\n",
    "    resampled_nii = nb.Nifti1Image(resampled_data, resampled_nii.affine, resampled_nii.header)\n",
    "    resampled_mask_nii = nb.Nifti1Image(missing_mask != True, resampled_nii.affine, resampled_nii.header)\n",
    "    resampled_nii.to_filename(\"/data/images/resampled/\" + fname)\n",
    "    resampled_mask_nii.to_filename(\"/data/images/resampled_masks/\" + fname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "filenames = !ls /data/images/original/*.nii.gz\n",
    "\n",
    "image_ids = []\n",
    "FWHMx_mms = []\n",
    "FWHMy_mms = []\n",
    "FWHMz_mms = []\n",
    "volume_voxs = []\n",
    "\n",
    "for image_id in [int(f.split(\"/\")[-1].split(\".\")[0]) for f in filenames]:\n",
    "    output = !smoothest -z /data/images/resampled/{\"%04d\"%image_id}.nii.gz -m /data/images/resampled_masks/{\"%04d\"%image_id}.nii.gz -V\n",
    "    FWHMx_mm, FWHMy_mm, FWHMz_mm = [float(val[len(\"FWHMx = \"):-3])  for val in output[-7].split(\", \")]\n",
    "    volume_vox = output[-2].split()[1]\n",
    "    image_ids.append(image_id)\n",
    "    FWHMx_mms.append(FWHMx_mm)\n",
    "    FWHMy_mms.append(FWHMy_mm)\n",
    "    FWHMz_mms.append(FWHMz_mm)\n",
    "    volume_voxs.append(volume_vox)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['verbose = 1', 'help = 0', 'dof = 100', 'maskname = /data/images/resampled_masks/9706.nii.gz', 'residname = res4d', 'zstatname = /data/images/resampled/9706.nii.gz', 'Reading mask....done', 'mask:: Size = (91,109,91)', 'mask:: ROI Size = (91,109,91)', 'mask:: Dims = (2,2,2)', 'mask:: Minimum and maximum intensities are: 0 and 1', 'Reading datafile....done', 'Data (residuals/zstat):: Size = (91,109,91,1)', 'Data (residuals/zstat):: ROI Size = (91,109,91,1)', 'Data (residuals/zstat):: Dims = (2,2,2,1)', 'Data (residuals/zstat):: Minimum and maximum intensities are: -2.86545 and 4.61211', 'Standardising....done', 'Masked-in voxels = 186200', 'SSminus[X] = 173945, SSminus[Y] = 174624, SSminus[Z] = 174630, S2[X] = 177071, S2[Y] = 177463, S2[Z] = 177529', 'DLH 0.00615105 voxels^-3 before correcting for temporal DOF', 'FWHMx = 8.82318 voxels, FWHMy = 9.27126 voxels, FWHMz = 9.1752 voxels', 'FWHMx = 17.6464 mm, FWHMy = 18.5425 mm, FWHMz = 18.3504 mm', 'DLH 0.00615105 voxels^-3', 'VOLUME 186200 voxels', 'RESELS 750.549 voxels per resel', 'DLH 0.00615105', 'VOLUME 186200', 'RESELS 750.549']\n"
     ]
    }
   ],
   "source": [
    "print output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame({\"FWHMx_mm\": FWHMx_mms, \n",
    "                   \"FWHMy_mm\":FWHMy_mms, \n",
    "                   \"FWHMz_mm\":FWHMz_mms, \n",
    "                   \"volume_vox\":volume_voxs},\n",
    "                  index = image_ids)\n",
    "df.to_csv(\"/data/smoothness_and_volume.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "verbose = 1\n",
      "help = 0\n",
      "dof = 100\n",
      "maskname = images/resampled_masks/2738.nii.gz\n",
      "residname = res4d\n",
      "zstatname = images/resampled/2738.nii.gz\n",
      "Reading mask....done\n",
      "mask:: Size = (91,109,91)\n",
      "mask:: ROI Size = (91,109,91)\n",
      "mask:: Dims = (2,2,2)\n",
      "mask:: Minimum and maximum intensities are: 0 and 1\n",
      "Reading datafile....done\n",
      "Data (residuals/zstat):: Size = (91,109,91,1)\n",
      "Data (residuals/zstat):: ROI Size = (91,109,91,1)\n",
      "Data (residuals/zstat):: Dims = (2,2,2,1)\n",
      "Data (residuals/zstat):: Minimum and maximum intensities are: nan and nan\n",
      "Standardising....done\n",
      "Masked-in voxels = 174274\n",
      "SSminus[X] = 50021.1, SSminus[Y] = 49701.8, SSminus[Z] = 48306.3, S2[X] = 50954.8, S2[Y] = 50515, S2[Z] = 49738.3\n",
      "DLH 0.00837527 voxels^-3 before correcting for temporal DOF\n",
      "FWHMx = 8.65812 voxels, FWHMy = 9.24195 voxels, FWHMz = 6.88878 voxels\n",
      "FWHMx = 17.3162 mm, FWHMy = 18.4839 mm, FWHMz = 13.7776 mm\n",
      "DLH 0.00837527 voxels^-3\n",
      "VOLUME 174274 voxels\n",
      "RESELS 551.226 voxels per resel\n",
      "DLH 0.00837527\n",
      "VOLUME 174274\n",
      "RESELS 551.226\n"
     ]
    }
   ],
   "source": [
    "!smoothest -z images/resampled/2738.nii.gz -m images/resampled_masks/2738.nii.gz -V"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "!fslview images/resampled/2738.nii.gz images/resampled_masks/2738.nii.gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "stats.zscore?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "3195 25872\n",
      "3200 25872\n",
      "3202 25872\n",
      "3203 25872\n",
      "3207 25872\n",
      "3205 25872\n",
      "3175 25773\n",
      "3186 25872\n",
      "3191 25872\n",
      "3192 25872\n",
      "3129 25804\n",
      "3173 25773\n",
      "3187 25872\n",
      "3172 25773\n",
      "3143 25779\n",
      "3137 25777\n",
      "3180 25827\n",
      "3181 25827\n",
      "8820 25773\n",
      "1927 343189\n",
      "1929 343193\n",
      "1923 343195\n",
      "1930 343195\n",
      "1928 343192\n",
      "1926 343192\n",
      "1925 343193\n",
      "1924 343192\n",
      "8506 1\n",
      "8508 1\n",
      "8501 1\n",
      "8503 1\n",
      "655 4233\n",
      "657 4233\n",
      "659 4233\n",
      "656 4233\n",
      "658 4293\n",
      "10924 21\n",
      "11983 21\n",
      "11982 21\n",
      "106 2380\n"
     ]
    }
   ],
   "source": [
    "new_standard_mask_data = binary_fill_holes(standard_mask_data)\n",
    "new_standard_mask_data = binary_dilation(new_standard_mask_data, iterations=3)\n",
    "redo = []\n",
    "for image_id in images_f.image_id:\n",
    "    fname = \"%04d.nii.gz\"%image_id\n",
    "    nii = nb.load(\"images/original/\" + fname)\n",
    "    data = nii.get_data()\n",
    "    zero_mask = (data == 0)\n",
    "    nan_mask = (np.isnan(data))\n",
    "    missing_mask = zero_mask | nan_mask\n",
    "    #missing_mask = binary_fill_holes(missing_mask != True) != True\n",
    "    data[missing_mask] = np.nan\n",
    "    new_nii = nb.Nifti1Image(data, nii.affine, nii.header)\n",
    "\n",
    "    target_nii = nb.load(standard)\n",
    "    resampled_nii = resample_img(new_nii,target_affine=target_nii.get_affine(), \n",
    "                                 target_shape=target_nii.shape)\n",
    "    resampled_data = resampled_nii.get_data()\n",
    "    zero_mask = (resampled_data == 0)\n",
    "    nan_mask = (np.isnan(resampled_data))\n",
    "    missing_mask = zero_mask | nan_mask\n",
    "    count = (missing_mask[new_standard_mask_data == 0] == False).sum()\n",
    "    if count  > 0:\n",
    "        print image_id, count\n",
    "        redo.append(image_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<nilearn.plotting.displays.OrthoProjector at 0x1127caed0>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YmCcSdDod4RER1NXUYDKbrXEQYr7btXcvPj4+XDx3bk4q51IYHBjg0z/8gQ2bN7O5sJDj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iAV3SxkEiJdPBXYF+nLFy7wxd/8DRsddp0yi8Wp9o1KTCQ6MRHD5CStTU10d3UxMjwc0IjCxMQE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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11255a2d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_glass_brain(nb.Nifti1Image(new_standard_mask_data, resampled_nii.affine, resampled_nii.header))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "for id in redo:\n",
    "    !rm -rf images/fake_maps/{\"%04d\"%id}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "564 in redo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}