Cohen_HW1_info5555.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import sklearn as sk\n",
    "from matplotlib import pylab as plt, image as img\n",
    "from sklearn import linear_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "BART_PATH = \"bart.csv\"\n",
    "DELAY_PATH = \"delay.csv\"\n",
    "GONOGO_PATH = \"gonogo.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bart_data = pd.read_csv(BART_PATH)\n",
    "delay_data = pd.read_csv(DELAY_PATH)\n",
    "gonogo_data = pd.read_csv(GONOGO_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def scatter(x,y):\n",
    "    x_nums=[]\n",
    "    for i in range(len(x)):\n",
    "        x_nums.append(i)\n",
    "    print (x_nums)\n",
    "    x_nums = np.asarray(x_nums)\n",
    "    #plt.xticks(x_nums, x)\n",
    "    plt.title(\"performance on BART\")\n",
    "    plt.xlabel(\"time (in days)\")\n",
    "    plt.ylabel('average number of pumps')\n",
    "    plt.axis([0,len(x_nums),1,len(y)])\n",
    "    #plt.legend(loc=4)\n",
    "    plt.scatter(x_nums, y)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "date = np.asarray(bart_data['Date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pumps = np.asarray(bart_data['Mean pumps'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 1, 2, 3, 4, 5, 6, 7, 8]\n"
     ]
    },
    {
     "data": {
      "image/png": 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YkrwFeBXwIeCUtngn4P1Jtq6qN06zyh2AeT2vH00zkPKY6cYmSZLWjS5dEv8AvLSqJnvK\nvpbkDJokYloJQ1Vd1fs6ybOAC6rqB6vZRZIkrWdduiTuSDO7Y7+ldBwTsVKSOwL7AUfNpB5JkjRc\nXRKGz9K0MvR7Gc3tljOxD83EUJ+eYT2SJGmIurYIvCTJHsCp7esnAlsDn0lyxMqNqupV06z3xcA3\nq+r3HeOSJEnrQJeEYXtgWfv8oe2/V7aP7Xu2q+lUmmRrYBHwnLXZfvHixcyfP3+VsomJCSYmJqZz\nWEmS5qTJyUkmJydXKVu+fHnn+lI1re/1dSbJm4CXAlv1TAY11XYLgKVLly5lwYIF6ys8SZJmvWXL\nlrFw4UKAhVW1bND2vTrNwzBsSQIcCHxqTcmCJEkajS7zMGwM/DOwO7A5fUlHVXW57F9EM9X0Jzvs\nK0mS1rEuYxiOAvYAvgT8hGmOVZhKVX2bVSdvkiRJY6RLwvBMYO+q+tGwg5EkSeOpyxiG3wB/HHYg\nkiRpfHVJGF4NvCvJA4cdjCRJGk9duiROAzYGLkxyPXBz75tVdc9hBCZJksZHl4RhEngA8DrgMoYw\n6FGSJI23LgnDzsBOVXX6sIORJEnjqcsYhnOAuww7EEmSNL66JAyHAu9L8pQk90qyae9j2AFKkqTR\n69IlcUL773f6ykMznsEJmCRJmmO6JAy7Dz0KSZI01qadMFTV99ZFIJIkaXx1WXxq1zW9X1Xf7x6O\nJEkaR126JE6eoqx3LgbHMEiSNMd0uUtis77H5sBewP/SrGIpSZLmmC5jGJZPUfztJDcBRwALZxyV\nJEkaK11aGFbnMuDhQ6xPkiSNiS6DHh/TXwRsQTOh08+GEZQkSRovXQY9/oxmkGP6yk8FXjzjiCRJ\n0tjpkjA8uO/1CuCKqrpxCPFIkqQx1GXQ4yXrIhBJkjS+Og16TPLUJF9PckH7+HqSRcMOTpIkjYdp\nJwxJ/pFmAao/Ah9sH9cCxyf5p+GGJ0mSxkGXMQyvAxZX1Yd7yo5M8qP2vY8MJTJJkjQ2unRJ3IPb\nl7ju9S1g/szCkSRJ46hLwvA1YJ8pyp8NfH1m4UiSpHHUpUviLOD1SZ4CnNKW7Qg8CXhfkoNXblhV\nR844QkmSNHJdEoaXANcAj2wfK/2hfW+lAkwYJEmaA7rMw9A/cZMkSZrjhrn4VGdJ7p/ks0muTHJ9\nktOTLBh1XJIkqdGlS2KoktwD+BHwHWBP4EpgG5puD0mSNAZGnjDQrHJ5aVUd1FPm9NOSJI2RceiS\neBZwWpJjklyWZFmSgwbuJUmS1pu1ShiSfDnJpu3zFya58xBjeAjwD8AvgT2A/6CZOfKAIR5DkiTN\nwNq2MDwTuFv7/JMMd0bHjYClVfWGqjq9qj4GfAx4xRCPIUmSZmBtxzCcA7wjyUlAgOcluXaqDavq\nM9OM4XfA2X1lZwN/u6adFi9ezPz5q+YtExMTTExMTPPwkiTNPZOTk0xOTq5Stnz58s71paoGb5Ts\nDBwBPBS4J81KlVPtWFV1z2kFkHwO2LKqduspez/wV1X15Cm2XwAsXbp0KQsWeOelJElra9myZSxc\nuBBgYVUtm86+a9XCUFU/ppn+mSQrgG2r6vLpBroa7wd+lOS1wDHAE4GDgJcOqX5JkjRDXe6SeDBw\nxbACqKrTaBazmgB+DrweOKSqvjCsY0iSpJnpMjX0JUnukeQlwHZt8VnAUVXVqXOkqo4Hju+yryRJ\nWvem3cKQZAfgAmAxzXiGe7bPL3A6Z0mS5qYuMz2+H/ga8NKqugUgyR2AjwMfAHYdXniSJGkcdEkY\ndqAnWQCoqluSvBs4bWiRSZKksdFl0OO1wNZTlG9Fc7ulJEmaY7okDP8FHJXk+Um2ah8voOmSmByw\nryRJmoW6dEn8K82kTZ/p2f9mmjUgDh1SXJIkaYx0ua3yJuCQdqKlh7bFF1TV9UONTJIkjY0uLQwA\ntAnCz4cYiyRJGlNdxjBIkqQNjAmDJEkayIRBkiQNNK2EIckdk3wiyYPXVUCSJGn8TCthqKqbgb9b\nR7FIkqQx1aVL4ivAc4YdiCRJGl9dbqs8D3hjkicBS4Hret+sqiOHEZgkSRofXRKGlwB/ABa2j14F\nmDBIkjTHdJnp0QGPkiRtYDrfVpnkTkkenqTzbJGSJGl2mHbCkOSuSY4Crgd+QbvUdZIPJXHxKUmS\n5qAuLQzvAB4LPAW4sad8CfD8IcQkSZLGTJfuhOcAz6+qU5NUT/kvuH31SkmSNId0aWG4D3D5FOV3\no7lLQpIkzTFdEobTgGf0vF6ZJBwEnDLjiCRJ0tjp0iXxOuCbSR7Z7n9I+3xnYLdhBidJksbDtFsY\nquqHwONokoWfA3vQdFHsVFVLhxueJEkaB53mUKiqC4CXDjkWSZI0pjolDEnmAfsA27VFZwFfrapb\nhhWYJEkaH9NOGJI8CvgacD/gl23xvwFXJHlWVZ05xPgkSdIY6HKXxMdp5lzYsqoWVNUCYCvgDOA/\np1tZksOTrOh7nNUhLkmStI506ZJ4HLBDVV2zsqCqrknyeuB/O8ZxJvBUIO1ruzYkSRojXRKGc4H7\n0rQy9NocOL9jHLdU1RUd95UkSevYWnVJJNl05QN4LXBkkucm2bJ9PBf4AM1Yhi62SfKbJBckOTrJ\nVh3rkSRJ68DatjD8gVWnfQ5wTE/Zyq6E44B504zhVOBAmgGUWwBvAr6fZPuqum6adUmSpHVgbROG\n3ddVAFV1Ys/LM5P8BLgEeB7wyXV1XEmStPbWKmGoqu+t60B6jrU8ybnAw9a03eLFi5k/f/4qZRMT\nE0xMTKzL8CRJmhUmJyeZnJxcpWz58uWd60vV9BeYTLIx8BiagY6rjIOoqq91jqapexPgUuCNVfXh\nKd5fACxdunQpCxYsmMmhJEnaoCxbtoyFCxcCLKyqZdPZt8vETXsBnwHuPcXbxTTHMCR5D83Yh0uA\nBwBvBm4GJte0nyRJWn+6TNz0IeCLwBZVtVHfY7oDHgG2BD4PnAN8AbgC2LGqrupQlyRJWge6zMNw\nX+CIqrpsGAFUlYMOJEkac11aGL4EPGXIcUiSpDHWpYXhlcAXk+wC/JxmvMFtqurIYQQmSZLGR5eE\nYQLYA7iRpqWh9zaLAkwYJEmaY7okDP8OHA68s6pWDDkeSZI0hrqMYbgT8F8mC5IkbTi6JAyfBp4/\n7EAkSdL46tIlMQ94TZI9gTP4y0GPrxpGYJIkaXx0SRgeDfy0fb5933vTn2dakiSNvWknDFW1zlau\nlCRJ46lLC4O0Wueeey4XXHABD3vYw9hmm21GHY4kaUi6LD51Emvoeqiqv55RRJqVrr76avbd9wBO\nPPH428r23HNvJiePZrPNNhthZJKkYehyl8TPgNN7HmfR3Gq5gGbmR22A9t33AJYsORU4mmZ18qNZ\nsuRUJib2H3FkkjQz5557Lt/85jc577zzRh3KSHUZw7B4qvIkbwI2mWlAmn3OPffctmXhaGC/tnQ/\nbr21OPHEAzjvvPPsnpA069hyuqouLQyrczTw4iHWp1niggsuaJ/t2vfObgCcf/756zUeSRoGW05X\nNcyEYSea9SW0gXnoQx/aPvt+3zvfA+BhD3vYeo1HGwabibUurWw5vfXWI2laTreiaTn9ICeeePwG\n+XvXZdDjl/uLgC2AHYC3DiMozS7bbrste+65N0uWHMyttxZNy8L3mDfvEBYt2tvuCA2VzcRaH9am\n5XRD+9vWpYVhed/jauBkYO+qevPwQtNsMjl5NIsW7QgcAGwNHMCiRTsyOXn0iCPrzivY8WQzsdYH\nW07/UpdBj3+/LgLR7LbZZptxwgnf4LzzzuP888+f1fMweAU7vhxgq/XFltO/1HkMQ5I7Jdkyyda9\nj2EGp9lnm2224elPf/qs/s/kFez4coCt1qe52HI6E13GMGwLHAXs3P8WzYRO84YQlzQSXsGOt1Wb\niffreWfDbSbWujOXWk6HocvU0J8EbgGeCfwOF5zSHOJAp/FmM7FGYZtttvF3i24Jw+OAhVV1zrCD\nkUbNK9jxNzl5NBMT+3PiiQfcVrZo0d4bbDOxtL50SRjOAu497ECkceAV7PizmVgajS4Jw78B707y\nOpq1I27ufbOqrh1GYNKoeAU7O9hMLK1fXRKGJe2/3+krd9Cj5gSvYKWZcZn7ualLwrD70KOQxpBX\nsNL0OIfJ3NZl4qbvrYtAJEmz26pzmOwKfJ8lSw5mYmJ/TjjhGyOOTjPVpYVBkjREc6EJ3zlM5r5h\nrlY5FEkOTbIiyRGjjkWS1qWrr76avfZ6Bg9/+MPZe++92Xbbbdlrr2dwzTXXjDq0aXMWzrlvrBKG\nJH8FvAw4fdSxSNK6NpemIXexprlvbBKGJJvQ/K85CPjDiMORpHVqZRP+rbceSdOEvxVNE/4HOfHE\n42fdKqkr5zCZN+9gmj/lvwKOZt68Q9hzT+cwmQs6JQxJ7pBkUZKXJ7l7W3b/9ku/q48Ax1XVd2dQ\nhyTNCnOxCd/Fmua2LotPPRA4gea34c7At4E/0kzodGfgFR3qfAHNlNM7THdfSWtnLgysm0vm4jTk\nzmEyt3W5S+KDwGnAY4GresqPBT423cqSbAl8AFhUVTcP2n6lxYsXM3/+/FXKJiYmmJiYmG4I0pzm\nvfHjaS5PQ+4cJuNhcnKSycnJVcqWL1/eub5UTW+xySRXATtX1S+T/BF4bFVdmORBwFlVdddp1vds\n4MvArTSzRUIzW2S1ZXeuniCTLACWLl26lAULFkwrdmlDtNdez2DJklPbvvLm3vh58w5m0aIdvTd+\nxK655pp2GnKTOa0fy5YtY+HChdAsIrlsOvt2aWHYiKmnf96SpmtiupYAj+4r+xRwNvDOmm5GI+k2\n3hs/3mzC12zSJWH4FvAvNLc/AlQ72PHNwPGr3Ws1quo6mhUwb5PkOuCqqjq7Q3ySWmszsM4vqNGz\nCV+zQZe7JF4NPCnJWcDGwOeBi4EH0Ax8HAZbFaQh8N54ScPSZS2JXyd5LPAC4DHAJsBRwOeq6oZh\nBFVVfz2MeqQN3VweWCdp/eq0lkRV3ULTKSppzE1OHt0OrDvgtrJFi/b23nhJ09JlHoa/Wc1bBdwI\nnF9VF80oKklD48A6ScPQpYXhKzTJQfrKV5ZVkh8Cz6mq2beCijRHObBO0kx0GfT418D/Ak8D5reP\npwE/AZ5FMxz7XsB7hxSjJEkasS4tDB8CXl5VP+4p+06SG4H/rKpHJfkX4BNDiVCSJI1clxaGhwHX\nTlF+LfCQ9vl5wL27BiVJksZLl4RhKfCeJPdZWdA+fzdNVwXANjRrm0qSpDmgS5fES4CvAr9OsjIp\n2Aq4EHh2+3oT4G0zD0+SJI2DLhM3/TLJI4E9gG3b4l8C366qFe02XxleiHObSw5LkmaDrhM3rQBO\naB/qwCWHJUmzSaeEIcndaOaY3Rq4U+97VXXkEOKa8/bd9wCWLDmVZsLMZsnhJUsOZmJif5ccliSN\nnS4zPT6eZlXKuwJ3A66muSPieuBywIRhAJccliTNNl3ukng/cBywGXADsCPwQJq7J/51eKHNXWuz\n5LAkSeOkS8LwOOB97TiGW4E7V9WvgNcAbx9mcHOVSw5LkmabLgnDzcCK9vnlNOMYAJbT3F6pAVYu\nOTxv3sE03RK/Ao5m3rxD2HNPlxyWJI2fLgnDT4G/ap9/D3hLkv2ADwBnDiuwuW5y8mgWLdoROIAm\n5zqARYt2dMlhSdJY6nKXxOuAu7fPXw98BvgPmumgXzykuOY8lxyWJM0m00oYkoSmG+JMgKq6HNhr\nHcS1wXDJYUnSbDDdLokA5+NYBUmSNijTShjaOyPOA+61bsKRJEnjqMugx0NpVqvcftjBSJKk8dRl\n0ONnaGZ5PD3JTTSTN92mqu45jMAkSdL46JIw/MvQo5AkSWOty/LWn14XgUiSpPHVZQwDSR6a5G1J\nJpNs3pY9PcmjhhueJEkaB9NOGJLsBvwceCLwt8Am7VuPBd48vNAkSdK46NLC8E7gsKp6GnBTT/l3\naVaulCRJc0yXhOHRwLFTlF8O3Hu6lSV5RZLTkyxvHz9O4uyRkiSNkS4Jwx+ALaYofzzwmw71/Qr4\nN2ABsJCmpeKrSbbrUJckSVoHuiQMXwDeleR+QAEbJXkS8F6aORqmpaq+UVUnVNUFVXV+VR0G/IkB\n3RuXXnrxtQmmAAARAElEQVRph9AlSVIXXRKG1wHn0LQMbAKcBXwf+DHwtpkEk2SjJC+gmRjqlDVt\nu88++7DXXs/gmmuumckhJUnSWph2wlBVN1XVS4GHAs8E9gceUVUHVNWtXYJIsn2SPwJ/Bj4K7FNV\n56x5r7eyZMmpTEzs3+WQkiRpGqY9cVOSJ1fVD6vqUmBY/QLn0NyWOR94LvCZJLuuOWnYm1tvfRAn\nnngA5513nktES5K0DnWZGvq7SX4DTAJHV9VZMw2iqm4BLmxf/jTJE4BDgH9Y/V6LgTsBcMABB7D5\n5pszMTHBxMTETMORJGnWm5ycZHJycpWy5cuXd64vVTW9HZJ7Ay8AJoCdgDOAzwGTVfXrzpGseozv\nAJdU1YuneG8BsBSW0gyfOIBzzz3XFgZJkgZYtmwZCxcuBFhYVcums2+XMQxXVtWHq+pJNOMYvgi8\nCLg4yXenW1+StyfZJckD27EM7wB2A45e857HM2/eIey5594mC5IkrWNduiRuU1UXJXkncDrwVpov\n+unaHPg0zdwOy2laLPaoqgHJxxtYtGhvJicH5BWSJGnGOicM7dwL+9EMUtwY+Crw2unWU1UHdTn+\nsccey3Oe85wuu0qSpGnqcpfEO2jGMNwf+DbN4MSvVtX1Q45tjbbeeuv1eThJkjZoXVoYdgXeAxxT\nVVcOOR5JkjSGpp0wtIMdJUnSBmQmYxgeCWzNyskQWlX1tZkGJUmSxkuXMQwPoVne+tE0i0+lfWvl\nhA7zhhOaJEkaF10Wn/ogcBHN7ZDXA4+iGddwGvCUoUUmSZLGRpcuiZ2Av66qK5OsAFZU1Q+TvBY4\nEnj8UCOUJEkj16WFYR7wx/b5lTS3VwJcAjx8GEFJkqTx0qWF4UyalSUvAv4HeE2Sm4CXcfsCUpIk\naQ7pkjC8Dbhb+/yNwNeBHwBXAc8fUlySJGmMdJmH4cSe5+cDj0hyT+Camu7Sl5IkaVaY0eJTK1XV\n1cOoR5Ikjacugx4lSdIGxoRBkiQNZMIgSZIGMmGQJEkDmTBIkqSBTBgkSdJAJgySJGkgEwZJkjSQ\nCYMkSRrIhEGSJA1kwiBJkgYyYZAkSQOZMEiSpIFMGCRJ0kAmDJIkaSATBkmSNNDIE4Ykr03ykyTX\nJrksybFJth11XJIk6XYjTxiAXYAPAU8EFgF3BL6V5C4jjUqSJN3mDqMOoKr27n2d5EDgcmAh8MNR\nxCRJklY1Di0M/e4BFHD1qAORJEmNsUoYkgT4APDDqjpr1PFIkqTGyLsk+nwUeCTwpFEHIkmSbjc2\nCUOSDwN7A7tU1e8Gbb948WLmz5+/StnExAQTExPrKEJJkmaPyclJJicnVylbvnx55/pSVTONacba\nZOHZwG5VdeGAbRcAS5cuXcqCBQvWS3ySJM0Fy5YtY+HChQALq2rZdPYdeQtDko8CE8DfANcluW/7\n1vKqunF0kUmSpJXGYdDjK4BNgZOB3/Y8njfCmCRJUo+RtzBU1TgkLZIkaQ38spYkSQOZMEiSpIFM\nGCRJ0kAmDJIkaSATBkmSNJAJgyRJGsiEQZIkDWTCIEmSBjJhkCRJA5kwSJKkgUwYJEnSQCYMkiRp\nIBMGSZI0kAmDJEkayIRBkiQNZMIgSZIGMmGQJEkDmTBIkqSBTBgkSdJAJgySJGkgEwZJkjSQCYMk\nSRrIhEGSJA1kwiBJkgYyYZAkSQOZMEiSpIFMGCRJ0kAmDJIkaaCxSBiS7JLka0l+k2RFkr8ZdUzr\n0+Tk5KhDGKq5dD5z6VzA8xlnc+lcwPOZi8YiYQDuBvwM+EegRhzLejfXfhHn0vnMpXMBz2eczaVz\nAc9nLrrDqAMAqKoTgBMAkmTE4UiSpD7j0sIgSZLGmAmDJEkaaCy6JKZpY4Czzz571HEMzfLly1m2\nbNmowxiauXQ+c+lcwPMZZ3PpXMDzGVc9350bT3ffVI3XGMMkK4DnVNXXVvP+vsDn1m9UkiTNKftV\n1eens8NsbGE4EdgPuBi4cbShSJI0q2wMPIjmu3RaxqKFIcndgIcBAZYBrwJOAq6uql+NMjZJkjQ+\nCcNuNAlCfzCfrqoXjyAkSZLUYywSBkmSNN68rVKSJA1kwiBJkgaadQlDkn9KclGSG5KcmuSvRh1T\nF3Npwa0kr03ykyTXJrksybFJth11XF0leUWS05Msbx8/TrLXqOMahiSHtr9vR4w6li6SHN7G3/s4\na9RxzUSS+yf5bJIrk1zf/u4tGHVcXbR/m/t/PiuSfGjUsU1Xko2SvDXJhe3P5fwkh406rplIskmS\nDyS5uD2nHybZYW33n1UJQ5LnA+8DDgceD5wOnJjk3iMNrJu5tODWLsCHgCcCi4A7At9KcpeRRtXd\nr4B/AxYAC4HvAl9Nst1Io5qhNrl+Gc3/m9nsTOC+wP3ax5NHG053Se4B/Aj4M7AnsB3wauCaUcY1\nAztw+8/lfsDTaP6+HTPKoDo6FHg5zd/oRwCvAV6T5JUjjWpmjgKeSjM1wfbAt4ElSbZYm51n1aDH\nJKcC/1NVh7SvQ/PH/ciqevdIg5uBQZNVzTZtAnc5sGtV/XDU8QxDkquAf62qT446li6SbAIsBf4B\neAPw06p61Wijmr4khwPPrqpZeQXeL8k7gZ2qardRx7IuJPkAsHdVzboWxyTHAb+vqpf2lH0JuL6q\nXji6yLpJsjHwR+BZ7YKPK8tPA46vqjcOqmPWtDAkuSPN1d53VpZVk+0sAXYaVVya0j1oriquHnUg\nM9U2S74AuCtwyqjjmYGPAMdV1XdHHcgQbNN25V2Q5OgkW406oBl4FnBakmPa7rxlSQ4adVDD0P7N\n3o/mqnY2+jHw1CTbACR5LPAk4PiRRtXdHYB5NK1ZvW5gLVvpZtNMj/emOdnL+sovAx6+/sPRVNpW\nnw8AP6yqWdu3nGR7mgRhZVa+T1WdM9qoumkTnsfRNBfPdqcCBwK/BLYA3gR8P8n2VXXdCOPq6iE0\nrT7vA/4deAJwZJI/V9VnRxrZzO0DzAc+PepAOnonsClwTpJbaS6wX19VXxhtWN1U1Z+SnAK8Ick5\nNN+d+9JccJ+3NnXMpoRBs8NHgUfSZOKz2TnAY2n+4D0X+EySXWdb0pBkS5oEblFV3TzqeGaqqnqn\nsz0zyU+AS4DnAbOxu2gj4CdV9Yb29eltsvoKYLYnDC8GvllVvx91IB09n+YL9QXAWTRJ9weT/HYW\nJ3P7A58AfgPcQjOz8udpWu8Hmk0Jw5XArTSDnXrdF5itv5BzSpIPA3sDu1TV70Ydz0xU1S3Ahe3L\nnyZ5AnAIzdXgbLIQuA+wrG39gaalbtd28NadazYNZOpTVcuTnEsztfxs9Dugf+nds4G/HUEsQ5Nk\na5oB0M8ZdSwz8G7gHVX1xfb1L5I8CHgtszSZq6qLgN3bAembVtVlSb7A7X/r1mjWjGFor46W0ozw\nBG5r/n4qTV+TRqhNFp4N7F5Vl446nnVgI+DOow6igyXAo2mujh7bPk4DjgYeO5uTBbhtMOfDaL54\nZ6Mf8Zddqg+naTWZzV5M0+Q9W/v7oRm3dGtf2Qpm0ffm6lTVDW2ysBnN3TlfWZv9ZlMLA8ARwKeS\nLAV+Aiym+aF+apRBddG34BbAQ9pBNbNuwa0kHwUmgL8BrkuyshVoeVXNuhVFk7wd+CZwKXB3moFb\nuwF7jDKuLtp+/VXGkiS5DriqqvqvbMdekvcAx9F8oT4AeDNwMzA5yrhm4P3Aj5K8lubWwycCBwEv\nXeNeY6y9kDsQ+FRVrRhxODNxHHBYkl8Dv6C5zXox8PGRRjUDSfag+c75JbANTSvKWazld+isShiq\n6pj2lr230HRF/AzYs6quGG1knezA7QtuFc2gJ2gGCM22BbdeQXMOJ/eV/z3wmfUezcxtTvNz2AJY\nDpwB7DFH7jCA2T3vx5Y0fa73Aq4AfgjsWFVXjTSqjqrqtCT70AywewNwEXDIbB1Y11oEbMXsHFPS\n65XAW2nuMNoc+C3wH23ZbDUfeAdNsn018CXgsKrqb0mZ0qyah0GSJI3GrO+LkSRJ654JgyRJGsiE\nQZIkDWTCIEmSBjJhkCRJA5kwSJKkgUwYJEnSQCYMkiRpIBMGaRZJsluSW5NsOqLjPzXJWSsXskpy\neJJl6+A4hyf56bDrXcPx3pHkyPV1PGk2MmGQxlSSk5Ic0Vf8I2CLqrp2FDEB7wLe0rNo1XvoWRBu\nyNbnNLTvBV7UrkYoaQomDNIsUlW3VNXlozh2kicDDwG+3BPP9VV1zSjiGaZ2LYoTmX3Ll0vrjQmD\nNIaSfJJmhcxDkqxouyG2brskVqzskkjyoiTXJHlGknOSXJfkmCR3ad+7KMnVST64shuh3e9OSd6b\n5NdJ/pTklCS7DQjr+cC3q+qmnnpW6TpI8skkxyZ5dZLfJrkyyYeTzBtwvocm+X2S5Uk+Dmzc9/4O\nSb6V5Iokf0hycpLH97x/VJLj+va5Q5LLkvx9+/q5Sc5Icn0b17eS3KVnl+OAFwz4DKQNlgmDNJ4O\nAU4BPkazMusWwMplz/ub6u8K/DPwPJq17XcHjgX2Ap4O7A+8HHhuzz4foVlK+XnAo4EvAt9M8tA1\nxLQLcNoU5f3x7E7TEvEU4IU0Sx0fuLpKkzwPOBw4lGYV198B/9i32d1pluDduY37XOD4dpl4aJYc\n3rNnaXWAZwF3Ab6Q5H40q1x+HHgETTL2ZW5fXh7gJ8CWSbZeXazShmxWLW8tbSiq6tokNwHX9y7f\n3tNI0OsOwCuq6uJ2my/RJAmbV9UNwDlJTqL5Iv9i+4V4ILBVVf2+reOIJE+nWZL8sNWE9UCaJX4H\nuRp4ZTvO4dwk36AZ53DUarY/BPhYVX2qff2GJIuAO6/coKpO6t0hyStoWjx2A46vqlOSnAscQDMe\ngfYcv1hVNyR5BDAPOLaqViZev+iL47c0CcQDgUvX4jylDYotDNLsd/3KZKF1GXBxmyz0lm3ePt+e\n5svz3CR/XPkAdgXW1MJwF+DGtYjnFz2DIqFpMdh8dRsD29Fc3fc6pfdFks2TfCzJuUn+ACwH7gb0\ntgZ8nCbhoW1peDq3JymnA98Bzmy7bA5Kco++Y678vO66xrOTNlC2MEiz3819r2s1ZSsvEDYBbgEW\nACv6tvvTGo5zJbBZx3hmenHymfbY/0xz9f9n4FTgTn3bvCPJE4EnAxdW1Y8BqmoFsEeSnYA92nre\nluSJVXVJu/8923+vQNJfsIVBGl830bQEDNtP23rvW1UX9j3WdAfGT4FHroN4zqYZl9Brx77XOwNH\nVtWJVXU2TVJy794Nqupq4CvAi4EXAZ/sP1BVnVJVbwYe39axT8/b29N85v1dFZKwhUEaZxcDT0zy\nQJor/6vb8ikHMqytqjovyeeBzyT5V5pEYHPgr4HTq+qbq9n1RJpBjMP2QeCTSZbSzDOxP/Ao4IKe\nbc4DDmi3mQ+8G7h+irqOAr5OczH06ZWFSZ5AM47iW8DlNAnJvWmSlZV2AX5QVX8ezmlJc4stDNL4\nei9wK3AWzZfcVm35MCY0OpCmCf+9wDk0dwzswJoH+30OeFSSbYZw/NtU1THAW2kmhTqN5jw/2rfZ\ni2m6JJbSJAIfpPlM+utaQjNm4oSeAZ0A19KM0fgG8EvgLcCrqurEnm1eAPznEE5JmpOy6tgkSVq9\nJO8CNq2qsZzgqL3N8jfAi6rqq9PYby+a5Okx7XgHSX1sYZA0HW8HLhm41XqWxubAG4FraCZhmo67\nAn9vsiCtni0Mkma9dpzHRTSTW72oqk4ebUTS3GPCIEmSBrJLQpIkDWTCIEmSBjJhkCRJA5kwSJKk\ngUwYJEnSQCYMkiRpIBMGSZI0kAmDJEkayIRBkiQN9P8D1D2tQdez6tUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1194c5048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter(date,pumps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "date2 = np.asarray(gonogo_data['Date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mean_acc = np.asarray(gonogo_data['Mean Accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0.90666667,  0.92      ,  0.85333333])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean_acc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mean_time = np.asarray(gonogo_data['Mean Response Time'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def scatter2(x,y):\n",
    "    x_nums=[]\n",
    "    for i in range(len(x)):\n",
    "        x_nums.append(i)\n",
    "    print (x_nums)\n",
    "    x_nums = [1,2,3]\n",
    "    x_nums = np.asarray(x_nums)\n",
    "    #plt.xticks(x_nums, x)\n",
    "    plt.title(\"performance on go-nogo\")\n",
    "    plt.xlabel(\"time (in days)\")\n",
    "    plt.ylabel('Mean Response Time')\n",
    "    #plt.axis([1,len(x_nums),1,len(y)])\n",
    "    #plt.legend(loc=4)\n",
    "    plt.scatter(x_nums, y)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 1, 2]\n"
     ]
    },
    {
     "data": {
      "image/png": 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FVXVDT52FSS4GLgBmA0cCp9Wgw0eSJGmjGyZJWQ5sQzOa0mtrmjVUBlZVp7aT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\nkiR1kkmKJEnqJJMUSZLUSSYpkiSpk/4/u6bCVO2WblQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1194e1f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter2 (date2, mean_acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0, 1, 2]\n"
     ]
    },
    {
     "data": {
      "image/png": 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ky+2/nwXGB6Sk/fc/Oj4XMK3/0CRJ0ijpJynZa+BRSJKkkddzUjI+lbskSdIg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\nTJrv0oGZ8qQkyfuB82kGpj6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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11bb4ceb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter2 (date2, mean_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>Participant ID</th>\n",
       "      <th>Date</th>\n",
       "      <th>Variable Label</th>\n",
       "      <th>Now Array</th>\n",
       "      <th>Unnamed: 4</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "      <th>Unnamed: 8</th>\n",
       "      <th>Later Array</th>\n",
       "      <th>...</th>\n",
       "      <th>Unnamed: 17</th>\n",
       "      <th>Unnamed: 18</th>\n",
       "      <th>Unnamed: 19</th>\n",
       "      <th>Unnamed: 20</th>\n",
       "      <th>Response Times</th>\n",
       "      <th>Unnamed: 22</th>\n",
       "      <th>Unnamed: 23</th>\n",
       "      <th>Unnamed: 24</th>\n",
       "      <th>Unnamed: 25</th>\n",
       "      <th>Unnamed: 26</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:27:23.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>62.5</td>\n",
       "      <td>68.75</td>\n",
       "      <td>71.875</td>\n",
       "      <td>73.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[3.162909984588623</td>\n",
       "      <td>2.141151</td>\n",
       "      <td>23.060561</td>\n",
       "      <td>1.293749</td>\n",
       "      <td>2.407202</td>\n",
       "      <td>5.244120001792908]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:28:04.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>92.1875]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[1.913070023059845</td>\n",
       "      <td>7.042738</td>\n",
       "      <td>6.309522</td>\n",
       "      <td>3.692606</td>\n",
       "      <td>2.042710</td>\n",
       "      <td>2.192610025405884]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:28:35.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[18.41196501255035</td>\n",
       "      <td>2.159123</td>\n",
       "      <td>1.077605</td>\n",
       "      <td>1.525525</td>\n",
       "      <td>3.723179</td>\n",
       "      <td>2.376641988754272]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:08.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.6311240196228027</td>\n",
       "      <td>0.622854</td>\n",
       "      <td>0.193564</td>\n",
       "      <td>0.242182</td>\n",
       "      <td>0.308748</td>\n",
       "      <td>1.459280967712402]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:15.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3773999810218811</td>\n",
       "      <td>0.210361</td>\n",
       "      <td>0.240946</td>\n",
       "      <td>0.540440</td>\n",
       "      <td>0.510918</td>\n",
       "      <td>0.6066060066223145]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:21.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.5462440252304077</td>\n",
       "      <td>0.275538</td>\n",
       "      <td>0.160520</td>\n",
       "      <td>0.175094</td>\n",
       "      <td>0.290441</td>\n",
       "      <td>0.4630060195922852]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:27.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.5463989973068237</td>\n",
       "      <td>0.192316</td>\n",
       "      <td>0.242238</td>\n",
       "      <td>0.075462</td>\n",
       "      <td>0.527392</td>\n",
       "      <td>0.4740419983863831]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:40.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.579675018787384</td>\n",
       "      <td>0.275731</td>\n",
       "      <td>0.225394</td>\n",
       "      <td>0.439774</td>\n",
       "      <td>0.475518</td>\n",
       "      <td>0.4263550043106079]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:49.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.379582941532135</td>\n",
       "      <td>0.242636</td>\n",
       "      <td>0.160197</td>\n",
       "      <td>0.207492</td>\n",
       "      <td>0.343610</td>\n",
       "      <td>0.4070919752120972]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:54.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3271909952163696</td>\n",
       "      <td>0.275534</td>\n",
       "      <td>0.093638</td>\n",
       "      <td>0.158262</td>\n",
       "      <td>0.307527</td>\n",
       "      <td>1.459165036678314]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:00.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[2.576534986495972</td>\n",
       "      <td>0.275560</td>\n",
       "      <td>0.142206</td>\n",
       "      <td>0.142248</td>\n",
       "      <td>0.243372</td>\n",
       "      <td>1.157787978649139]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:12.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.6464360356330872</td>\n",
       "      <td>1.025707</td>\n",
       "      <td>0.743569</td>\n",
       "      <td>0.340052</td>\n",
       "      <td>0.242262</td>\n",
       "      <td>2.425815045833588]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:21.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3283089995384216</td>\n",
       "      <td>0.141995</td>\n",
       "      <td>0.175623</td>\n",
       "      <td>0.158944</td>\n",
       "      <td>0.126804</td>\n",
       "      <td>0.4751589894294739]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:26.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2122910022735596</td>\n",
       "      <td>0.259525</td>\n",
       "      <td>0.358633</td>\n",
       "      <td>0.342187</td>\n",
       "      <td>0.192076</td>\n",
       "      <td>0.2764000296592712]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:31.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.7457299828529358</td>\n",
       "      <td>1.641178</td>\n",
       "      <td>0.706912</td>\n",
       "      <td>4.078112</td>\n",
       "      <td>0.622894</td>\n",
       "      <td>1.809026956558228]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:45.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.6904670000076294</td>\n",
       "      <td>0.126009</td>\n",
       "      <td>0.209066</td>\n",
       "      <td>0.158985</td>\n",
       "      <td>0.208014</td>\n",
       "      <td>1.127093017101288]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:51.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2770619988441467</td>\n",
       "      <td>0.143308</td>\n",
       "      <td>0.190778</td>\n",
       "      <td>0.191883</td>\n",
       "      <td>0.725616</td>\n",
       "      <td>1.659093022346497]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:58.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3448100090026855</td>\n",
       "      <td>0.310672</td>\n",
       "      <td>0.168775</td>\n",
       "      <td>1.342552</td>\n",
       "      <td>0.510300</td>\n",
       "      <td>1.158256947994232]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:06.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3110349774360657</td>\n",
       "      <td>0.274199</td>\n",
       "      <td>0.474633</td>\n",
       "      <td>0.309024</td>\n",
       "      <td>0.496067</td>\n",
       "      <td>1.505402982234955]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:13.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.1766380071640015</td>\n",
       "      <td>0.175432</td>\n",
       "      <td>0.376333</td>\n",
       "      <td>0.256330</td>\n",
       "      <td>0.108802</td>\n",
       "      <td>0.8923930525779724]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:18.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3774150013923645</td>\n",
       "      <td>0.293376</td>\n",
       "      <td>0.173853</td>\n",
       "      <td>0.358796</td>\n",
       "      <td>0.458828</td>\n",
       "      <td>1.159411013126373]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:24.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3794099688529968</td>\n",
       "      <td>0.176860</td>\n",
       "      <td>0.341799</td>\n",
       "      <td>0.259594</td>\n",
       "      <td>0.558329</td>\n",
       "      <td>0.5068009495735168]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:30.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2104830145835876</td>\n",
       "      <td>0.160256</td>\n",
       "      <td>0.107591</td>\n",
       "      <td>0.176756</td>\n",
       "      <td>0.541469</td>\n",
       "      <td>0.2417700290679932]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:36.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2280470132827759</td>\n",
       "      <td>0.158989</td>\n",
       "      <td>0.325763</td>\n",
       "      <td>0.094739</td>\n",
       "      <td>0.541986</td>\n",
       "      <td>0.3553639650344849]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:42.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3119339942932129</td>\n",
       "      <td>0.074095</td>\n",
       "      <td>0.325564</td>\n",
       "      <td>0.158821</td>\n",
       "      <td>0.219675</td>\n",
       "      <td>0.7437779903411865]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:01.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[1.995698988437653</td>\n",
       "      <td>1.240024</td>\n",
       "      <td>1.242553</td>\n",
       "      <td>2.292427</td>\n",
       "      <td>0.791449</td>\n",
       "      <td>2.156677961349487]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:17.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.4144660234451294</td>\n",
       "      <td>0.256759</td>\n",
       "      <td>0.125487</td>\n",
       "      <td>0.125548</td>\n",
       "      <td>0.308952</td>\n",
       "      <td>0.3422329425811768]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:22.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3438680171966553</td>\n",
       "      <td>0.225832</td>\n",
       "      <td>0.208937</td>\n",
       "      <td>0.158992</td>\n",
       "      <td>0.124709</td>\n",
       "      <td>0.07327598333358765]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:27.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2628509998321533</td>\n",
       "      <td>0.191465</td>\n",
       "      <td>0.172890</td>\n",
       "      <td>0.156824</td>\n",
       "      <td>0.175533</td>\n",
       "      <td>0.3590779900550842]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:32.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3106579780578613</td>\n",
       "      <td>0.192372</td>\n",
       "      <td>0.158981</td>\n",
       "      <td>0.158946</td>\n",
       "      <td>0.157050</td>\n",
       "      <td>0.1921440362930298]</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>61</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:36:10.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.1619510054588318</td>\n",
       "      <td>0.192704</td>\n",
       "      <td>0.141797</td>\n",
       "      <td>0.627705</td>\n",
       "      <td>0.772504</td>\n",
       "      <td>0.2899159789085388]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:36:16.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.2940320372581482</td>\n",
       "      <td>0.208811</td>\n",
       "      <td>0.156630</td>\n",
       "      <td>0.393365</td>\n",
       "      <td>0.274511</td>\n",
       "      <td>0.1582749485969543]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:36:21.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.2273240089416504</td>\n",
       "      <td>0.275702</td>\n",
       "      <td>0.210289</td>\n",
       "      <td>0.306396</td>\n",
       "      <td>0.308205</td>\n",
       "      <td>0.1599830389022827]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:09.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.6409180164337158</td>\n",
       "      <td>0.209325</td>\n",
       "      <td>0.179555</td>\n",
       "      <td>0.539201</td>\n",
       "      <td>1.758122</td>\n",
       "      <td>0.8249399662017822]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:17.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>92.1875]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>100.000</td>\n",
       "      <td>92.1875]</td>\n",
       "      <td>[1.891018986701965</td>\n",
       "      <td>0.223894</td>\n",
       "      <td>0.174119</td>\n",
       "      <td>2.654676</td>\n",
       "      <td>0.857028</td>\n",
       "      <td>0.31187903881073]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:27.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>89.0625]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>100]</td>\n",
       "      <td>[1.779133975505829</td>\n",
       "      <td>0.154361</td>\n",
       "      <td>0.463506</td>\n",
       "      <td>0.457845</td>\n",
       "      <td>0.475328</td>\n",
       "      <td>1.110540986061096]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:35.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>89.0625]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>89.0625]</td>\n",
       "      <td>[0.2660760283470154</td>\n",
       "      <td>0.243268</td>\n",
       "      <td>0.145628</td>\n",
       "      <td>1.128264</td>\n",
       "      <td>0.387853</td>\n",
       "      <td>0.6140339970588684]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:43.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.611212968826294</td>\n",
       "      <td>0.142367</td>\n",
       "      <td>0.123722</td>\n",
       "      <td>0.160495</td>\n",
       "      <td>0.792250</td>\n",
       "      <td>0.3212090134620667]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:49.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.8925930261611938</td>\n",
       "      <td>0.322689</td>\n",
       "      <td>0.827704</td>\n",
       "      <td>1.172093</td>\n",
       "      <td>0.892715</td>\n",
       "      <td>0.8901099562644958]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:57.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2616410255432129</td>\n",
       "      <td>0.159802</td>\n",
       "      <td>0.224747</td>\n",
       "      <td>0.342708</td>\n",
       "      <td>0.458057</td>\n",
       "      <td>0.4439899921417236]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:03.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2460229992866516</td>\n",
       "      <td>0.173820</td>\n",
       "      <td>0.193753</td>\n",
       "      <td>0.372839</td>\n",
       "      <td>0.209741</td>\n",
       "      <td>0.4436570405960083]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:09.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[1.610464990139008</td>\n",
       "      <td>0.341091</td>\n",
       "      <td>0.174034</td>\n",
       "      <td>0.842566</td>\n",
       "      <td>0.291465</td>\n",
       "      <td>0.2411519885063171]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:16.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2462279796600342</td>\n",
       "      <td>0.159309</td>\n",
       "      <td>0.172557</td>\n",
       "      <td>0.177118</td>\n",
       "      <td>0.342857</td>\n",
       "      <td>0.5616840124130249]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:21.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.292635977268219</td>\n",
       "      <td>0.274205</td>\n",
       "      <td>0.175246</td>\n",
       "      <td>0.122886</td>\n",
       "      <td>0.627979</td>\n",
       "      <td>0.2080299854278564]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:26.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.2248109579086304</td>\n",
       "      <td>0.157911</td>\n",
       "      <td>0.143023</td>\n",
       "      <td>0.356671</td>\n",
       "      <td>0.974889</td>\n",
       "      <td>0.2124629616737366]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:32.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.2628299593925476</td>\n",
       "      <td>0.223138</td>\n",
       "      <td>0.142601</td>\n",
       "      <td>0.375398</td>\n",
       "      <td>0.575116</td>\n",
       "      <td>0.2593809962272644]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:38.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2782279849052429</td>\n",
       "      <td>0.208212</td>\n",
       "      <td>0.208387</td>\n",
       "      <td>0.289919</td>\n",
       "      <td>0.701242</td>\n",
       "      <td>0.2648789882659912]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:44.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2267690300941467</td>\n",
       "      <td>0.175703</td>\n",
       "      <td>0.190632</td>\n",
       "      <td>0.222124</td>\n",
       "      <td>0.290877</td>\n",
       "      <td>0.9666429758071899]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:50.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.1783150434494019</td>\n",
       "      <td>0.176337</td>\n",
       "      <td>0.145104</td>\n",
       "      <td>0.722082</td>\n",
       "      <td>0.257938</td>\n",
       "      <td>0.275164008140564]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:57:43.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[66.6171470284462</td>\n",
       "      <td>0.273512</td>\n",
       "      <td>0.241509</td>\n",
       "      <td>0.176017</td>\n",
       "      <td>0.775727</td>\n",
       "      <td>0.4757120013237]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:58:58.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[4.608943998813629</td>\n",
       "      <td>0.391510</td>\n",
       "      <td>0.160816</td>\n",
       "      <td>0.540070</td>\n",
       "      <td>0.241227</td>\n",
       "      <td>0.2602769732475281]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:08.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.4461209774017334</td>\n",
       "      <td>0.123004</td>\n",
       "      <td>0.120857</td>\n",
       "      <td>0.120350</td>\n",
       "      <td>0.141738</td>\n",
       "      <td>0.2254349589347839]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:13.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2954510450363159</td>\n",
       "      <td>0.191030</td>\n",
       "      <td>0.141643</td>\n",
       "      <td>0.258305</td>\n",
       "      <td>0.142170</td>\n",
       "      <td>0.2081260085105896]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:18.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2442759871482849</td>\n",
       "      <td>0.126291</td>\n",
       "      <td>0.105918</td>\n",
       "      <td>0.255051</td>\n",
       "      <td>0.142486</td>\n",
       "      <td>0.141156017780304]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:22.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.245872974395752</td>\n",
       "      <td>0.174525</td>\n",
       "      <td>0.091496</td>\n",
       "      <td>0.141903</td>\n",
       "      <td>0.126404</td>\n",
       "      <td>0.1246320009231567]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:27.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.1947840452194214</td>\n",
       "      <td>0.142744</td>\n",
       "      <td>0.141371</td>\n",
       "      <td>0.224812</td>\n",
       "      <td>0.138079</td>\n",
       "      <td>0.1913860440254211]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:34.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.4253020286560059</td>\n",
       "      <td>0.125886</td>\n",
       "      <td>0.141614</td>\n",
       "      <td>0.108002</td>\n",
       "      <td>0.125391</td>\n",
       "      <td>0.3235750198364258]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:38.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2158269882202148</td>\n",
       "      <td>0.142396</td>\n",
       "      <td>0.125933</td>\n",
       "      <td>0.189972</td>\n",
       "      <td>0.157684</td>\n",
       "      <td>0.2603880167007446]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:44.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.3922440409660339</td>\n",
       "      <td>0.207963</td>\n",
       "      <td>0.224920</td>\n",
       "      <td>0.640061</td>\n",
       "      <td>0.310174</td>\n",
       "      <td>0.2079640030860901]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:50.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.1786140203475952</td>\n",
       "      <td>0.123748</td>\n",
       "      <td>0.124815</td>\n",
       "      <td>0.093673</td>\n",
       "      <td>0.558139</td>\n",
       "      <td>0.1259170174598694]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Participant ID                      Date    Variable Label Now Array  \\\n",
       "0             1227  2017-02-11T20:27:23.000Z  dd_money_1_month       [50   \n",
       "1             1227  2017-02-11T20:28:04.000Z  dd_money_1_month       [50   \n",
       "2             1227  2017-02-11T20:28:35.000Z  dd_money_1_month       [50   \n",
       "3             1227  2017-02-11T20:29:08.000Z  dd_money_1_month       [50   \n",
       "4             1227  2017-02-11T20:29:15.000Z  dd_money_1_month       [50   \n",
       "5             1227  2017-02-11T20:29:21.000Z  dd_money_1_month       [50   \n",
       "6             1227  2017-02-11T20:29:27.000Z  dd_money_1_month       [50   \n",
       "7             1227  2017-02-11T20:29:40.000Z  dd_money_1_month       [50   \n",
       "8             1227  2017-02-11T20:29:49.000Z  dd_money_1_month       [50   \n",
       "9             1227  2017-02-11T20:29:54.000Z  dd_money_1_month       [50   \n",
       "10            1227  2017-02-11T20:30:00.000Z  dd_money_1_month       [50   \n",
       "11            1227  2017-02-11T20:30:12.000Z  dd_money_1_month       [50   \n",
       "12            1227  2017-02-11T20:30:21.000Z  dd_money_1_month       [50   \n",
       "13            1227  2017-02-11T20:30:26.000Z  dd_money_1_month       [50   \n",
       "14            1227  2017-02-11T20:30:31.000Z  dd_money_6_month       [50   \n",
       "15            1227  2017-02-11T20:30:45.000Z  dd_money_6_month       [50   \n",
       "16            1227  2017-02-11T20:30:51.000Z  dd_money_6_month       [50   \n",
       "17            1227  2017-02-11T20:30:58.000Z  dd_money_6_month       [50   \n",
       "18            1227  2017-02-11T20:31:06.000Z  dd_money_6_month       [50   \n",
       "19            1227  2017-02-11T20:31:13.000Z  dd_money_6_month       [50   \n",
       "20            1227  2017-02-11T20:31:18.000Z  dd_money_6_month       [50   \n",
       "21            1227  2017-02-11T20:31:24.000Z  dd_money_6_month       [50   \n",
       "22            1227  2017-02-11T20:31:30.000Z  dd_money_6_month       [50   \n",
       "23            1227  2017-02-11T20:31:36.000Z  dd_money_6_month       [50   \n",
       "24            1227  2017-02-11T20:31:42.000Z  dd_money_6_month       [50   \n",
       "25            1227  2017-02-11T20:32:01.000Z   dd_time_1_month       [50   \n",
       "26            1227  2017-02-11T20:32:17.000Z   dd_time_1_month       [50   \n",
       "27            1227  2017-02-11T20:32:22.000Z   dd_time_1_month       [50   \n",
       "28            1227  2017-02-11T20:32:27.000Z   dd_time_1_month       [50   \n",
       "29            1227  2017-02-11T20:32:32.000Z   dd_time_1_month       [50   \n",
       "..             ...                       ...               ...       ...   \n",
       "61            1227  2017-02-11T20:36:10.000Z   dd_time_6_month       [50   \n",
       "62            1227  2017-02-11T20:36:16.000Z   dd_time_6_month       [50   \n",
       "63            1227  2017-02-11T20:36:21.000Z   dd_time_6_month       [50   \n",
       "64            1227  2017-02-11T20:55:09.000Z  dd_money_1_month       [50   \n",
       "65            1227  2017-02-11T20:55:17.000Z   dd_time_6_month       [50   \n",
       "66            1227  2017-02-11T20:55:27.000Z   dd_time_6_month       [50   \n",
       "67            1227  2017-02-11T20:55:35.000Z   dd_time_6_month       [50   \n",
       "68            1227  2017-02-11T20:55:43.000Z   dd_time_6_month       [50   \n",
       "69            1227  2017-02-11T20:55:49.000Z  dd_money_1_month       [50   \n",
       "70            1227  2017-02-11T20:55:57.000Z  dd_money_1_month       [50   \n",
       "71            1227  2017-02-11T20:56:03.000Z  dd_money_1_month       [50   \n",
       "72            1227  2017-02-11T20:56:09.000Z  dd_money_6_month       [50   \n",
       "73            1227  2017-02-11T20:56:16.000Z  dd_money_6_month       [50   \n",
       "74            1227  2017-02-11T20:56:21.000Z  dd_money_6_month       [50   \n",
       "75            1227  2017-02-11T20:56:26.000Z  dd_money_6_month       [50   \n",
       "76            1227  2017-02-11T20:56:32.000Z  dd_money_6_month       [50   \n",
       "77            1227  2017-02-11T20:56:38.000Z  dd_money_1_month       [50   \n",
       "78            1227  2017-02-11T20:56:44.000Z  dd_money_6_month       [50   \n",
       "79            1227  2017-02-11T20:56:50.000Z  dd_money_6_month       [50   \n",
       "80            1227  2017-02-11T20:57:43.000Z   dd_time_1_month       [50   \n",
       "81            1227  2017-02-11T20:58:58.000Z   dd_time_1_month       [50   \n",
       "82            1227  2017-02-11T20:59:08.000Z   dd_time_1_month       [50   \n",
       "83            1227  2017-02-11T20:59:13.000Z   dd_time_1_month       [50   \n",
       "84            1227  2017-02-11T20:59:18.000Z   dd_time_1_month       [50   \n",
       "85            1227  2017-02-11T20:59:22.000Z   dd_time_1_month       [50   \n",
       "86            1227  2017-02-11T20:59:27.000Z   dd_time_1_month       [50   \n",
       "87            1227  2017-02-11T20:59:34.000Z   dd_time_1_month       [50   \n",
       "88            1227  2017-02-11T20:59:38.000Z   dd_time_1_month       [50   \n",
       "89            1227  2017-02-11T20:59:44.000Z   dd_time_6_month       [50   \n",
       "90            1227  2017-02-11T20:59:50.000Z   dd_time_6_month       [50   \n",
       "\n",
       "    Unnamed: 4  Unnamed: 5  Unnamed: 6  Unnamed: 7 Unnamed: 8 Later Array  \\\n",
       "0           75        62.5       68.75      71.875   73.4375]        [100   \n",
       "1           75        87.5       93.75      90.625   92.1875]        [100   \n",
       "2           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "3           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "4           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "5           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "6           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "7           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "8           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "9           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "10          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "11          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "12          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "13          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "14          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "15          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "16          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "17          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "18          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "19          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "20          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "21          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "22          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "23          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "24          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "25          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "26          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "27          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "28          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "29          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "..         ...         ...         ...         ...        ...         ...   \n",
       "61          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "62          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "63          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "64          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "65          75        87.5       93.75      90.625   92.1875]        [100   \n",
       "66          75        87.5       93.75      90.625   89.0625]        [100   \n",
       "67          75        87.5       93.75      90.625   89.0625]        [100   \n",
       "68          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "69          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "70          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "71          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "72          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "73          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "74          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "75          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "76          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "77          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "78          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "79          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "80          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "81          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "82          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "83          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "84          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "85          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "86          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "87          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "88          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "89          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "90          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "\n",
       "            ...           Unnamed: 17  Unnamed: 18  Unnamed: 19  Unnamed: 20  \\\n",
       "0           ...                   100       100.00      100.000         100]   \n",
       "1           ...                   100        93.75      100.000         100]   \n",
       "2           ...                   100       100.00      100.000     98.4375]   \n",
       "3           ...                   100       100.00      100.000     98.4375]   \n",
       "4           ...                   100       100.00      100.000     98.4375]   \n",
       "5           ...                   100       100.00      100.000     98.4375]   \n",
       "6           ...                   100       100.00      100.000     98.4375]   \n",
       "7           ...                   100       100.00      100.000     98.4375]   \n",
       "8           ...                   100       100.00      100.000     98.4375]   \n",
       "9           ...                   100       100.00      100.000     98.4375]   \n",
       "10          ...                   100       100.00      100.000     98.4375]   \n",
       "11          ...                   100       100.00      100.000     98.4375]   \n",
       "12          ...                   100       100.00      100.000     98.4375]   \n",
       "13          ...                   100       100.00      100.000     98.4375]   \n",
       "14          ...                   100       100.00       96.875         100]   \n",
       "15          ...                   100       100.00      100.000     98.4375]   \n",
       "16          ...                   100       100.00       96.875         100]   \n",
       "17          ...                   100       100.00      100.000     98.4375]   \n",
       "18          ...                   100       100.00       96.875         100]   \n",
       "19          ...                   100       100.00      100.000     98.4375]   \n",
       "20          ...                   100       100.00       96.875         100]   \n",
       "21          ...                   100       100.00       96.875         100]   \n",
       "22          ...                   100       100.00       96.875         100]   \n",
       "23          ...                   100       100.00       96.875         100]   \n",
       "24          ...                   100       100.00      100.000     98.4375]   \n",
       "25          ...                   100       100.00      100.000         100]   \n",
       "26          ...                   100       100.00      100.000         100]   \n",
       "27          ...                   100       100.00      100.000         100]   \n",
       "28          ...                   100       100.00      100.000         100]   \n",
       "29          ...                   100       100.00      100.000         100]   \n",
       "..          ...                   ...          ...          ...          ...   \n",
       "61          ...                   100       100.00       96.875     95.3125]   \n",
       "62          ...                   100       100.00       96.875     95.3125]   \n",
       "63          ...                   100       100.00       96.875     95.3125]   \n",
       "64          ...                   100       100.00      100.000     98.4375]   \n",
       "65          ...                   100        93.75      100.000     92.1875]   \n",
       "66          ...                   100        93.75       90.625         100]   \n",
       "67          ...                   100        93.75       90.625     89.0625]   \n",
       "68          ...                   100       100.00       96.875     95.3125]   \n",
       "69          ...                   100       100.00       96.875         100]   \n",
       "70          ...                   100       100.00      100.000     98.4375]   \n",
       "71          ...                   100       100.00      100.000     98.4375]   \n",
       "72          ...                   100       100.00       96.875     95.3125]   \n",
       "73          ...                   100       100.00      100.000     98.4375]   \n",
       "74          ...                   100       100.00       96.875     95.3125]   \n",
       "75          ...                   100       100.00       96.875     95.3125]   \n",
       "76          ...                   100       100.00       96.875     95.3125]   \n",
       "77          ...                   100       100.00      100.000     98.4375]   \n",
       "78          ...                   100       100.00      100.000     98.4375]   \n",
       "79          ...                   100       100.00       96.875     95.3125]   \n",
       "80          ...                   100       100.00      100.000     98.4375]   \n",
       "81          ...                   100       100.00      100.000         100]   \n",
       "82          ...                   100       100.00      100.000         100]   \n",
       "83          ...                   100       100.00      100.000         100]   \n",
       "84          ...                   100       100.00      100.000         100]   \n",
       "85          ...                   100       100.00      100.000         100]   \n",
       "86          ...                   100       100.00      100.000         100]   \n",
       "87          ...                   100       100.00      100.000         100]   \n",
       "88          ...                   100       100.00      100.000         100]   \n",
       "89          ...                   100       100.00       96.875     95.3125]   \n",
       "90          ...                   100       100.00       96.875     95.3125]   \n",
       "\n",
       "         Response Times Unnamed: 22  Unnamed: 23  Unnamed: 24  Unnamed: 25  \\\n",
       "0    [3.162909984588623    2.141151    23.060561     1.293749     2.407202   \n",
       "1    [1.913070023059845    7.042738     6.309522     3.692606     2.042710   \n",
       "2    [18.41196501255035    2.159123     1.077605     1.525525     3.723179   \n",
       "3   [0.6311240196228027    0.622854     0.193564     0.242182     0.308748   \n",
       "4   [0.3773999810218811    0.210361     0.240946     0.540440     0.510918   \n",
       "5   [0.5462440252304077    0.275538     0.160520     0.175094     0.290441   \n",
       "6   [0.5463989973068237    0.192316     0.242238     0.075462     0.527392   \n",
       "7    [0.579675018787384    0.275731     0.225394     0.439774     0.475518   \n",
       "8    [0.379582941532135    0.242636     0.160197     0.207492     0.343610   \n",
       "9   [0.3271909952163696    0.275534     0.093638     0.158262     0.307527   \n",
       "10   [2.576534986495972    0.275560     0.142206     0.142248     0.243372   \n",
       "11  [0.6464360356330872    1.025707     0.743569     0.340052     0.242262   \n",
       "12  [0.3283089995384216    0.141995     0.175623     0.158944     0.126804   \n",
       "13  [0.2122910022735596    0.259525     0.358633     0.342187     0.192076   \n",
       "14  [0.7457299828529358    1.641178     0.706912     4.078112     0.622894   \n",
       "15  [0.6904670000076294    0.126009     0.209066     0.158985     0.208014   \n",
       "16  [0.2770619988441467    0.143308     0.190778     0.191883     0.725616   \n",
       "17  [0.3448100090026855    0.310672     0.168775     1.342552     0.510300   \n",
       "18  [0.3110349774360657    0.274199     0.474633     0.309024     0.496067   \n",
       "19  [0.1766380071640015    0.175432     0.376333     0.256330     0.108802   \n",
       "20  [0.3774150013923645    0.293376     0.173853     0.358796     0.458828   \n",
       "21  [0.3794099688529968    0.176860     0.341799     0.259594     0.558329   \n",
       "22  [0.2104830145835876    0.160256     0.107591     0.176756     0.541469   \n",
       "23  [0.2280470132827759    0.158989     0.325763     0.094739     0.541986   \n",
       "24  [0.3119339942932129    0.074095     0.325564     0.158821     0.219675   \n",
       "25   [1.995698988437653    1.240024     1.242553     2.292427     0.791449   \n",
       "26  [0.4144660234451294    0.256759     0.125487     0.125548     0.308952   \n",
       "27  [0.3438680171966553    0.225832     0.208937     0.158992     0.124709   \n",
       "28  [0.2628509998321533    0.191465     0.172890     0.156824     0.175533   \n",
       "29  [0.3106579780578613    0.192372     0.158981     0.158946     0.157050   \n",
       "..                  ...         ...          ...          ...          ...   \n",
       "61  [0.1619510054588318    0.192704     0.141797     0.627705     0.772504   \n",
       "62  [0.2940320372581482    0.208811     0.156630     0.393365     0.274511   \n",
       "63  [0.2273240089416504    0.275702     0.210289     0.306396     0.308205   \n",
       "64  [0.6409180164337158    0.209325     0.179555     0.539201     1.758122   \n",
       "65   [1.891018986701965    0.223894     0.174119     2.654676     0.857028   \n",
       "66   [1.779133975505829    0.154361     0.463506     0.457845     0.475328   \n",
       "67  [0.2660760283470154    0.243268     0.145628     1.128264     0.387853   \n",
       "68   [0.611212968826294    0.142367     0.123722     0.160495     0.792250   \n",
       "69  [0.8925930261611938    0.322689     0.827704     1.172093     0.892715   \n",
       "70  [0.2616410255432129    0.159802     0.224747     0.342708     0.458057   \n",
       "71  [0.2460229992866516    0.173820     0.193753     0.372839     0.209741   \n",
       "72   [1.610464990139008    0.341091     0.174034     0.842566     0.291465   \n",
       "73  [0.2462279796600342    0.159309     0.172557     0.177118     0.342857   \n",
       "74   [0.292635977268219    0.274205     0.175246     0.122886     0.627979   \n",
       "75  [0.2248109579086304    0.157911     0.143023     0.356671     0.974889   \n",
       "76  [0.2628299593925476    0.223138     0.142601     0.375398     0.575116   \n",
       "77  [0.2782279849052429    0.208212     0.208387     0.289919     0.701242   \n",
       "78  [0.2267690300941467    0.175703     0.190632     0.222124     0.290877   \n",
       "79  [0.1783150434494019    0.176337     0.145104     0.722082     0.257938   \n",
       "80    [66.6171470284462    0.273512     0.241509     0.176017     0.775727   \n",
       "81   [4.608943998813629    0.391510     0.160816     0.540070     0.241227   \n",
       "82  [0.4461209774017334    0.123004     0.120857     0.120350     0.141738   \n",
       "83  [0.2954510450363159    0.191030     0.141643     0.258305     0.142170   \n",
       "84  [0.2442759871482849    0.126291     0.105918     0.255051     0.142486   \n",
       "85   [0.245872974395752    0.174525     0.091496     0.141903     0.126404   \n",
       "86  [0.1947840452194214    0.142744     0.141371     0.224812     0.138079   \n",
       "87  [0.4253020286560059    0.125886     0.141614     0.108002     0.125391   \n",
       "88  [0.2158269882202148    0.142396     0.125933     0.189972     0.157684   \n",
       "89  [0.3922440409660339    0.207963     0.224920     0.640061     0.310174   \n",
       "90  [0.1786140203475952    0.123748     0.124815     0.093673     0.558139   \n",
       "\n",
       "             Unnamed: 26  \n",
       "0     5.244120001792908]  \n",
       "1     2.192610025405884]  \n",
       "2     2.376641988754272]  \n",
       "3     1.459280967712402]  \n",
       "4    0.6066060066223145]  \n",
       "5    0.4630060195922852]  \n",
       "6    0.4740419983863831]  \n",
       "7    0.4263550043106079]  \n",
       "8    0.4070919752120972]  \n",
       "9     1.459165036678314]  \n",
       "10    1.157787978649139]  \n",
       "11    2.425815045833588]  \n",
       "12   0.4751589894294739]  \n",
       "13   0.2764000296592712]  \n",
       "14    1.809026956558228]  \n",
       "15    1.127093017101288]  \n",
       "16    1.659093022346497]  \n",
       "17    1.158256947994232]  \n",
       "18    1.505402982234955]  \n",
       "19   0.8923930525779724]  \n",
       "20    1.159411013126373]  \n",
       "21   0.5068009495735168]  \n",
       "22   0.2417700290679932]  \n",
       "23   0.3553639650344849]  \n",
       "24   0.7437779903411865]  \n",
       "25    2.156677961349487]  \n",
       "26   0.3422329425811768]  \n",
       "27  0.07327598333358765]  \n",
       "28   0.3590779900550842]  \n",
       "29   0.1921440362930298]  \n",
       "..                   ...  \n",
       "61   0.2899159789085388]  \n",
       "62   0.1582749485969543]  \n",
       "63   0.1599830389022827]  \n",
       "64   0.8249399662017822]  \n",
       "65     0.31187903881073]  \n",
       "66    1.110540986061096]  \n",
       "67   0.6140339970588684]  \n",
       "68   0.3212090134620667]  \n",
       "69   0.8901099562644958]  \n",
       "70   0.4439899921417236]  \n",
       "71   0.4436570405960083]  \n",
       "72   0.2411519885063171]  \n",
       "73   0.5616840124130249]  \n",
       "74   0.2080299854278564]  \n",
       "75   0.2124629616737366]  \n",
       "76   0.2593809962272644]  \n",
       "77   0.2648789882659912]  \n",
       "78   0.9666429758071899]  \n",
       "79    0.275164008140564]  \n",
       "80      0.4757120013237]  \n",
       "81   0.2602769732475281]  \n",
       "82   0.2254349589347839]  \n",
       "83   0.2081260085105896]  \n",
       "84    0.141156017780304]  \n",
       "85   0.1246320009231567]  \n",
       "86   0.1913860440254211]  \n",
       "87   0.3235750198364258]  \n",
       "88   0.2603880167007446]  \n",
       "89   0.2079640030860901]  \n",
       "90   0.1259170174598694]  \n",
       "\n",
       "[91 rows x 27 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "delay_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sup = np.asarray(delay_data['Date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "firstItem = []\n",
    "for item in sup:\n",
    "    item = item[1:]\n",
    "    firstItem.append(item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "secondItem = np.asarray(delay_data['Variable Label'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "thirdItem = np.asarray(delay_data['Now Array'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "fourthItem = np.asarray(delay_data['Later Array'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "fifthItem = np.asarray(delay_data['Choice Array'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sixthItem = np.asarray(delay_data['Response Times'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>Participant ID</th>\n",
       "      <th>Date</th>\n",
       "      <th>Variable Label</th>\n",
       "      <th>Now Array</th>\n",
       "      <th>Unnamed: 4</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "      <th>Unnamed: 8</th>\n",
       "      <th>Later Array</th>\n",
       "      <th>...</th>\n",
       "      <th>Unnamed: 17</th>\n",
       "      <th>Unnamed: 18</th>\n",
       "      <th>Unnamed: 19</th>\n",
       "      <th>Unnamed: 20</th>\n",
       "      <th>Response Times</th>\n",
       "      <th>Unnamed: 22</th>\n",
       "      <th>Unnamed: 23</th>\n",
       "      <th>Unnamed: 24</th>\n",
       "      <th>Unnamed: 25</th>\n",
       "      <th>Unnamed: 26</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:27:23.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>62.5</td>\n",
       "      <td>68.75</td>\n",
       "      <td>71.875</td>\n",
       "      <td>73.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[3.162909984588623</td>\n",
       "      <td>2.141151</td>\n",
       "      <td>23.060561</td>\n",
       "      <td>1.293749</td>\n",
       "      <td>2.407202</td>\n",
       "      <td>5.244120001792908]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:28:04.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>92.1875]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[1.913070023059845</td>\n",
       "      <td>7.042738</td>\n",
       "      <td>6.309522</td>\n",
       "      <td>3.692606</td>\n",
       "      <td>2.042710</td>\n",
       "      <td>2.192610025405884]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:28:35.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[18.41196501255035</td>\n",
       "      <td>2.159123</td>\n",
       "      <td>1.077605</td>\n",
       "      <td>1.525525</td>\n",
       "      <td>3.723179</td>\n",
       "      <td>2.376641988754272]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:08.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.6311240196228027</td>\n",
       "      <td>0.622854</td>\n",
       "      <td>0.193564</td>\n",
       "      <td>0.242182</td>\n",
       "      <td>0.308748</td>\n",
       "      <td>1.459280967712402]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:15.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3773999810218811</td>\n",
       "      <td>0.210361</td>\n",
       "      <td>0.240946</td>\n",
       "      <td>0.540440</td>\n",
       "      <td>0.510918</td>\n",
       "      <td>0.6066060066223145]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:21.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.5462440252304077</td>\n",
       "      <td>0.275538</td>\n",
       "      <td>0.160520</td>\n",
       "      <td>0.175094</td>\n",
       "      <td>0.290441</td>\n",
       "      <td>0.4630060195922852]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:27.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.5463989973068237</td>\n",
       "      <td>0.192316</td>\n",
       "      <td>0.242238</td>\n",
       "      <td>0.075462</td>\n",
       "      <td>0.527392</td>\n",
       "      <td>0.4740419983863831]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:40.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.579675018787384</td>\n",
       "      <td>0.275731</td>\n",
       "      <td>0.225394</td>\n",
       "      <td>0.439774</td>\n",
       "      <td>0.475518</td>\n",
       "      <td>0.4263550043106079]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:49.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.379582941532135</td>\n",
       "      <td>0.242636</td>\n",
       "      <td>0.160197</td>\n",
       "      <td>0.207492</td>\n",
       "      <td>0.343610</td>\n",
       "      <td>0.4070919752120972]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:54.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3271909952163696</td>\n",
       "      <td>0.275534</td>\n",
       "      <td>0.093638</td>\n",
       "      <td>0.158262</td>\n",
       "      <td>0.307527</td>\n",
       "      <td>1.459165036678314]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:00.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[2.576534986495972</td>\n",
       "      <td>0.275560</td>\n",
       "      <td>0.142206</td>\n",
       "      <td>0.142248</td>\n",
       "      <td>0.243372</td>\n",
       "      <td>1.157787978649139]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:12.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.6464360356330872</td>\n",
       "      <td>1.025707</td>\n",
       "      <td>0.743569</td>\n",
       "      <td>0.340052</td>\n",
       "      <td>0.242262</td>\n",
       "      <td>2.425815045833588]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:21.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3283089995384216</td>\n",
       "      <td>0.141995</td>\n",
       "      <td>0.175623</td>\n",
       "      <td>0.158944</td>\n",
       "      <td>0.126804</td>\n",
       "      <td>0.4751589894294739]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:26.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2122910022735596</td>\n",
       "      <td>0.259525</td>\n",
       "      <td>0.358633</td>\n",
       "      <td>0.342187</td>\n",
       "      <td>0.192076</td>\n",
       "      <td>0.2764000296592712]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:31.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.7457299828529358</td>\n",
       "      <td>1.641178</td>\n",
       "      <td>0.706912</td>\n",
       "      <td>4.078112</td>\n",
       "      <td>0.622894</td>\n",
       "      <td>1.809026956558228]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:45.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.6904670000076294</td>\n",
       "      <td>0.126009</td>\n",
       "      <td>0.209066</td>\n",
       "      <td>0.158985</td>\n",
       "      <td>0.208014</td>\n",
       "      <td>1.127093017101288]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:51.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2770619988441467</td>\n",
       "      <td>0.143308</td>\n",
       "      <td>0.190778</td>\n",
       "      <td>0.191883</td>\n",
       "      <td>0.725616</td>\n",
       "      <td>1.659093022346497]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:58.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3448100090026855</td>\n",
       "      <td>0.310672</td>\n",
       "      <td>0.168775</td>\n",
       "      <td>1.342552</td>\n",
       "      <td>0.510300</td>\n",
       "      <td>1.158256947994232]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:06.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3110349774360657</td>\n",
       "      <td>0.274199</td>\n",
       "      <td>0.474633</td>\n",
       "      <td>0.309024</td>\n",
       "      <td>0.496067</td>\n",
       "      <td>1.505402982234955]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:13.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.1766380071640015</td>\n",
       "      <td>0.175432</td>\n",
       "      <td>0.376333</td>\n",
       "      <td>0.256330</td>\n",
       "      <td>0.108802</td>\n",
       "      <td>0.8923930525779724]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:18.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3774150013923645</td>\n",
       "      <td>0.293376</td>\n",
       "      <td>0.173853</td>\n",
       "      <td>0.358796</td>\n",
       "      <td>0.458828</td>\n",
       "      <td>1.159411013126373]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:24.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3794099688529968</td>\n",
       "      <td>0.176860</td>\n",
       "      <td>0.341799</td>\n",
       "      <td>0.259594</td>\n",
       "      <td>0.558329</td>\n",
       "      <td>0.5068009495735168]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:30.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2104830145835876</td>\n",
       "      <td>0.160256</td>\n",
       "      <td>0.107591</td>\n",
       "      <td>0.176756</td>\n",
       "      <td>0.541469</td>\n",
       "      <td>0.2417700290679932]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:36.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2280470132827759</td>\n",
       "      <td>0.158989</td>\n",
       "      <td>0.325763</td>\n",
       "      <td>0.094739</td>\n",
       "      <td>0.541986</td>\n",
       "      <td>0.3553639650344849]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:42.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3119339942932129</td>\n",
       "      <td>0.074095</td>\n",
       "      <td>0.325564</td>\n",
       "      <td>0.158821</td>\n",
       "      <td>0.219675</td>\n",
       "      <td>0.7437779903411865]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:01.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[1.995698988437653</td>\n",
       "      <td>1.240024</td>\n",
       "      <td>1.242553</td>\n",
       "      <td>2.292427</td>\n",
       "      <td>0.791449</td>\n",
       "      <td>2.156677961349487]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:17.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.4144660234451294</td>\n",
       "      <td>0.256759</td>\n",
       "      <td>0.125487</td>\n",
       "      <td>0.125548</td>\n",
       "      <td>0.308952</td>\n",
       "      <td>0.3422329425811768]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:22.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3438680171966553</td>\n",
       "      <td>0.225832</td>\n",
       "      <td>0.208937</td>\n",
       "      <td>0.158992</td>\n",
       "      <td>0.124709</td>\n",
       "      <td>0.07327598333358765]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:27.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2628509998321533</td>\n",
       "      <td>0.191465</td>\n",
       "      <td>0.172890</td>\n",
       "      <td>0.156824</td>\n",
       "      <td>0.175533</td>\n",
       "      <td>0.3590779900550842]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:32.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3106579780578613</td>\n",
       "      <td>0.192372</td>\n",
       "      <td>0.158981</td>\n",
       "      <td>0.158946</td>\n",
       "      <td>0.157050</td>\n",
       "      <td>0.1921440362930298]</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>61</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:36:10.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.1619510054588318</td>\n",
       "      <td>0.192704</td>\n",
       "      <td>0.141797</td>\n",
       "      <td>0.627705</td>\n",
       "      <td>0.772504</td>\n",
       "      <td>0.2899159789085388]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:36:16.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.2940320372581482</td>\n",
       "      <td>0.208811</td>\n",
       "      <td>0.156630</td>\n",
       "      <td>0.393365</td>\n",
       "      <td>0.274511</td>\n",
       "      <td>0.1582749485969543]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:36:21.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.2273240089416504</td>\n",
       "      <td>0.275702</td>\n",
       "      <td>0.210289</td>\n",
       "      <td>0.306396</td>\n",
       "      <td>0.308205</td>\n",
       "      <td>0.1599830389022827]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:09.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.6409180164337158</td>\n",
       "      <td>0.209325</td>\n",
       "      <td>0.179555</td>\n",
       "      <td>0.539201</td>\n",
       "      <td>1.758122</td>\n",
       "      <td>0.8249399662017822]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:17.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>92.1875]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>100.000</td>\n",
       "      <td>92.1875]</td>\n",
       "      <td>[1.891018986701965</td>\n",
       "      <td>0.223894</td>\n",
       "      <td>0.174119</td>\n",
       "      <td>2.654676</td>\n",
       "      <td>0.857028</td>\n",
       "      <td>0.31187903881073]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:27.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>89.0625]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>100]</td>\n",
       "      <td>[1.779133975505829</td>\n",
       "      <td>0.154361</td>\n",
       "      <td>0.463506</td>\n",
       "      <td>0.457845</td>\n",
       "      <td>0.475328</td>\n",
       "      <td>1.110540986061096]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:35.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>89.0625]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>89.0625]</td>\n",
       "      <td>[0.2660760283470154</td>\n",
       "      <td>0.243268</td>\n",
       "      <td>0.145628</td>\n",
       "      <td>1.128264</td>\n",
       "      <td>0.387853</td>\n",
       "      <td>0.6140339970588684]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:43.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.611212968826294</td>\n",
       "      <td>0.142367</td>\n",
       "      <td>0.123722</td>\n",
       "      <td>0.160495</td>\n",
       "      <td>0.792250</td>\n",
       "      <td>0.3212090134620667]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:49.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.8925930261611938</td>\n",
       "      <td>0.322689</td>\n",
       "      <td>0.827704</td>\n",
       "      <td>1.172093</td>\n",
       "      <td>0.892715</td>\n",
       "      <td>0.8901099562644958]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:57.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2616410255432129</td>\n",
       "      <td>0.159802</td>\n",
       "      <td>0.224747</td>\n",
       "      <td>0.342708</td>\n",
       "      <td>0.458057</td>\n",
       "      <td>0.4439899921417236]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:03.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2460229992866516</td>\n",
       "      <td>0.173820</td>\n",
       "      <td>0.193753</td>\n",
       "      <td>0.372839</td>\n",
       "      <td>0.209741</td>\n",
       "      <td>0.4436570405960083]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:09.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[1.610464990139008</td>\n",
       "      <td>0.341091</td>\n",
       "      <td>0.174034</td>\n",
       "      <td>0.842566</td>\n",
       "      <td>0.291465</td>\n",
       "      <td>0.2411519885063171]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:16.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2462279796600342</td>\n",
       "      <td>0.159309</td>\n",
       "      <td>0.172557</td>\n",
       "      <td>0.177118</td>\n",
       "      <td>0.342857</td>\n",
       "      <td>0.5616840124130249]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:21.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.292635977268219</td>\n",
       "      <td>0.274205</td>\n",
       "      <td>0.175246</td>\n",
       "      <td>0.122886</td>\n",
       "      <td>0.627979</td>\n",
       "      <td>0.2080299854278564]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:26.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.2248109579086304</td>\n",
       "      <td>0.157911</td>\n",
       "      <td>0.143023</td>\n",
       "      <td>0.356671</td>\n",
       "      <td>0.974889</td>\n",
       "      <td>0.2124629616737366]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:32.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.2628299593925476</td>\n",
       "      <td>0.223138</td>\n",
       "      <td>0.142601</td>\n",
       "      <td>0.375398</td>\n",
       "      <td>0.575116</td>\n",
       "      <td>0.2593809962272644]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:38.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2782279849052429</td>\n",
       "      <td>0.208212</td>\n",
       "      <td>0.208387</td>\n",
       "      <td>0.289919</td>\n",
       "      <td>0.701242</td>\n",
       "      <td>0.2648789882659912]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:44.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2267690300941467</td>\n",
       "      <td>0.175703</td>\n",
       "      <td>0.190632</td>\n",
       "      <td>0.222124</td>\n",
       "      <td>0.290877</td>\n",
       "      <td>0.9666429758071899]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:50.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.1783150434494019</td>\n",
       "      <td>0.176337</td>\n",
       "      <td>0.145104</td>\n",
       "      <td>0.722082</td>\n",
       "      <td>0.257938</td>\n",
       "      <td>0.275164008140564]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:57:43.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[66.6171470284462</td>\n",
       "      <td>0.273512</td>\n",
       "      <td>0.241509</td>\n",
       "      <td>0.176017</td>\n",
       "      <td>0.775727</td>\n",
       "      <td>0.4757120013237]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:58:58.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[4.608943998813629</td>\n",
       "      <td>0.391510</td>\n",
       "      <td>0.160816</td>\n",
       "      <td>0.540070</td>\n",
       "      <td>0.241227</td>\n",
       "      <td>0.2602769732475281]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:08.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.4461209774017334</td>\n",
       "      <td>0.123004</td>\n",
       "      <td>0.120857</td>\n",
       "      <td>0.120350</td>\n",
       "      <td>0.141738</td>\n",
       "      <td>0.2254349589347839]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:13.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2954510450363159</td>\n",
       "      <td>0.191030</td>\n",
       "      <td>0.141643</td>\n",
       "      <td>0.258305</td>\n",
       "      <td>0.142170</td>\n",
       "      <td>0.2081260085105896]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:18.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2442759871482849</td>\n",
       "      <td>0.126291</td>\n",
       "      <td>0.105918</td>\n",
       "      <td>0.255051</td>\n",
       "      <td>0.142486</td>\n",
       "      <td>0.141156017780304]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:22.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.245872974395752</td>\n",
       "      <td>0.174525</td>\n",
       "      <td>0.091496</td>\n",
       "      <td>0.141903</td>\n",
       "      <td>0.126404</td>\n",
       "      <td>0.1246320009231567]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:27.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.1947840452194214</td>\n",
       "      <td>0.142744</td>\n",
       "      <td>0.141371</td>\n",
       "      <td>0.224812</td>\n",
       "      <td>0.138079</td>\n",
       "      <td>0.1913860440254211]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:34.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.4253020286560059</td>\n",
       "      <td>0.125886</td>\n",
       "      <td>0.141614</td>\n",
       "      <td>0.108002</td>\n",
       "      <td>0.125391</td>\n",
       "      <td>0.3235750198364258]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:38.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2158269882202148</td>\n",
       "      <td>0.142396</td>\n",
       "      <td>0.125933</td>\n",
       "      <td>0.189972</td>\n",
       "      <td>0.157684</td>\n",
       "      <td>0.2603880167007446]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:44.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.3922440409660339</td>\n",
       "      <td>0.207963</td>\n",
       "      <td>0.224920</td>\n",
       "      <td>0.640061</td>\n",
       "      <td>0.310174</td>\n",
       "      <td>0.2079640030860901]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:50.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.1786140203475952</td>\n",
       "      <td>0.123748</td>\n",
       "      <td>0.124815</td>\n",
       "      <td>0.093673</td>\n",
       "      <td>0.558139</td>\n",
       "      <td>0.1259170174598694]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Participant ID                      Date    Variable Label Now Array  \\\n",
       "0             1227  2017-02-11T20:27:23.000Z  dd_money_1_month       [50   \n",
       "1             1227  2017-02-11T20:28:04.000Z  dd_money_1_month       [50   \n",
       "2             1227  2017-02-11T20:28:35.000Z  dd_money_1_month       [50   \n",
       "3             1227  2017-02-11T20:29:08.000Z  dd_money_1_month       [50   \n",
       "4             1227  2017-02-11T20:29:15.000Z  dd_money_1_month       [50   \n",
       "5             1227  2017-02-11T20:29:21.000Z  dd_money_1_month       [50   \n",
       "6             1227  2017-02-11T20:29:27.000Z  dd_money_1_month       [50   \n",
       "7             1227  2017-02-11T20:29:40.000Z  dd_money_1_month       [50   \n",
       "8             1227  2017-02-11T20:29:49.000Z  dd_money_1_month       [50   \n",
       "9             1227  2017-02-11T20:29:54.000Z  dd_money_1_month       [50   \n",
       "10            1227  2017-02-11T20:30:00.000Z  dd_money_1_month       [50   \n",
       "11            1227  2017-02-11T20:30:12.000Z  dd_money_1_month       [50   \n",
       "12            1227  2017-02-11T20:30:21.000Z  dd_money_1_month       [50   \n",
       "13            1227  2017-02-11T20:30:26.000Z  dd_money_1_month       [50   \n",
       "14            1227  2017-02-11T20:30:31.000Z  dd_money_6_month       [50   \n",
       "15            1227  2017-02-11T20:30:45.000Z  dd_money_6_month       [50   \n",
       "16            1227  2017-02-11T20:30:51.000Z  dd_money_6_month       [50   \n",
       "17            1227  2017-02-11T20:30:58.000Z  dd_money_6_month       [50   \n",
       "18            1227  2017-02-11T20:31:06.000Z  dd_money_6_month       [50   \n",
       "19            1227  2017-02-11T20:31:13.000Z  dd_money_6_month       [50   \n",
       "20            1227  2017-02-11T20:31:18.000Z  dd_money_6_month       [50   \n",
       "21            1227  2017-02-11T20:31:24.000Z  dd_money_6_month       [50   \n",
       "22            1227  2017-02-11T20:31:30.000Z  dd_money_6_month       [50   \n",
       "23            1227  2017-02-11T20:31:36.000Z  dd_money_6_month       [50   \n",
       "24            1227  2017-02-11T20:31:42.000Z  dd_money_6_month       [50   \n",
       "25            1227  2017-02-11T20:32:01.000Z   dd_time_1_month       [50   \n",
       "26            1227  2017-02-11T20:32:17.000Z   dd_time_1_month       [50   \n",
       "27            1227  2017-02-11T20:32:22.000Z   dd_time_1_month       [50   \n",
       "28            1227  2017-02-11T20:32:27.000Z   dd_time_1_month       [50   \n",
       "29            1227  2017-02-11T20:32:32.000Z   dd_time_1_month       [50   \n",
       "..             ...                       ...               ...       ...   \n",
       "61            1227  2017-02-11T20:36:10.000Z   dd_time_6_month       [50   \n",
       "62            1227  2017-02-11T20:36:16.000Z   dd_time_6_month       [50   \n",
       "63            1227  2017-02-11T20:36:21.000Z   dd_time_6_month       [50   \n",
       "64            1227  2017-02-11T20:55:09.000Z  dd_money_1_month       [50   \n",
       "65            1227  2017-02-11T20:55:17.000Z   dd_time_6_month       [50   \n",
       "66            1227  2017-02-11T20:55:27.000Z   dd_time_6_month       [50   \n",
       "67            1227  2017-02-11T20:55:35.000Z   dd_time_6_month       [50   \n",
       "68            1227  2017-02-11T20:55:43.000Z   dd_time_6_month       [50   \n",
       "69            1227  2017-02-11T20:55:49.000Z  dd_money_1_month       [50   \n",
       "70            1227  2017-02-11T20:55:57.000Z  dd_money_1_month       [50   \n",
       "71            1227  2017-02-11T20:56:03.000Z  dd_money_1_month       [50   \n",
       "72            1227  2017-02-11T20:56:09.000Z  dd_money_6_month       [50   \n",
       "73            1227  2017-02-11T20:56:16.000Z  dd_money_6_month       [50   \n",
       "74            1227  2017-02-11T20:56:21.000Z  dd_money_6_month       [50   \n",
       "75            1227  2017-02-11T20:56:26.000Z  dd_money_6_month       [50   \n",
       "76            1227  2017-02-11T20:56:32.000Z  dd_money_6_month       [50   \n",
       "77            1227  2017-02-11T20:56:38.000Z  dd_money_1_month       [50   \n",
       "78            1227  2017-02-11T20:56:44.000Z  dd_money_6_month       [50   \n",
       "79            1227  2017-02-11T20:56:50.000Z  dd_money_6_month       [50   \n",
       "80            1227  2017-02-11T20:57:43.000Z   dd_time_1_month       [50   \n",
       "81            1227  2017-02-11T20:58:58.000Z   dd_time_1_month       [50   \n",
       "82            1227  2017-02-11T20:59:08.000Z   dd_time_1_month       [50   \n",
       "83            1227  2017-02-11T20:59:13.000Z   dd_time_1_month       [50   \n",
       "84            1227  2017-02-11T20:59:18.000Z   dd_time_1_month       [50   \n",
       "85            1227  2017-02-11T20:59:22.000Z   dd_time_1_month       [50   \n",
       "86            1227  2017-02-11T20:59:27.000Z   dd_time_1_month       [50   \n",
       "87            1227  2017-02-11T20:59:34.000Z   dd_time_1_month       [50   \n",
       "88            1227  2017-02-11T20:59:38.000Z   dd_time_1_month       [50   \n",
       "89            1227  2017-02-11T20:59:44.000Z   dd_time_6_month       [50   \n",
       "90            1227  2017-02-11T20:59:50.000Z   dd_time_6_month       [50   \n",
       "\n",
       "    Unnamed: 4  Unnamed: 5  Unnamed: 6  Unnamed: 7 Unnamed: 8 Later Array  \\\n",
       "0           75        62.5       68.75      71.875   73.4375]        [100   \n",
       "1           75        87.5       93.75      90.625   92.1875]        [100   \n",
       "2           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "3           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "4           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "5           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "6           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "7           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "8           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "9           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "10          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "11          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "12          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "13          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "14          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "15          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "16          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "17          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "18          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "19          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "20          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "21          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "22          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "23          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "24          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "25          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "26          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "27          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "28          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "29          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "..         ...         ...         ...         ...        ...         ...   \n",
       "61          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "62          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "63          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "64          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "65          75        87.5       93.75      90.625   92.1875]        [100   \n",
       "66          75        87.5       93.75      90.625   89.0625]        [100   \n",
       "67          75        87.5       93.75      90.625   89.0625]        [100   \n",
       "68          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "69          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "70          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "71          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "72          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "73          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "74          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "75          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "76          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "77          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "78          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "79          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "80          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "81          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "82          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "83          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "84          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "85          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "86          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "87          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "88          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "89          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "90          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "\n",
       "            ...           Unnamed: 17  Unnamed: 18  Unnamed: 19  Unnamed: 20  \\\n",
       "0           ...                   100       100.00      100.000         100]   \n",
       "1           ...                   100        93.75      100.000         100]   \n",
       "2           ...                   100       100.00      100.000     98.4375]   \n",
       "3           ...                   100       100.00      100.000     98.4375]   \n",
       "4           ...                   100       100.00      100.000     98.4375]   \n",
       "5           ...                   100       100.00      100.000     98.4375]   \n",
       "6           ...                   100       100.00      100.000     98.4375]   \n",
       "7           ...                   100       100.00      100.000     98.4375]   \n",
       "8           ...                   100       100.00      100.000     98.4375]   \n",
       "9           ...                   100       100.00      100.000     98.4375]   \n",
       "10          ...                   100       100.00      100.000     98.4375]   \n",
       "11          ...                   100       100.00      100.000     98.4375]   \n",
       "12          ...                   100       100.00      100.000     98.4375]   \n",
       "13          ...                   100       100.00      100.000     98.4375]   \n",
       "14          ...                   100       100.00       96.875         100]   \n",
       "15          ...                   100       100.00      100.000     98.4375]   \n",
       "16          ...                   100       100.00       96.875         100]   \n",
       "17          ...                   100       100.00      100.000     98.4375]   \n",
       "18          ...                   100       100.00       96.875         100]   \n",
       "19          ...                   100       100.00      100.000     98.4375]   \n",
       "20          ...                   100       100.00       96.875         100]   \n",
       "21          ...                   100       100.00       96.875         100]   \n",
       "22          ...                   100       100.00       96.875         100]   \n",
       "23          ...                   100       100.00       96.875         100]   \n",
       "24          ...                   100       100.00      100.000     98.4375]   \n",
       "25          ...                   100       100.00      100.000         100]   \n",
       "26          ...                   100       100.00      100.000         100]   \n",
       "27          ...                   100       100.00      100.000         100]   \n",
       "28          ...                   100       100.00      100.000         100]   \n",
       "29          ...                   100       100.00      100.000         100]   \n",
       "..          ...                   ...          ...          ...          ...   \n",
       "61          ...                   100       100.00       96.875     95.3125]   \n",
       "62          ...                   100       100.00       96.875     95.3125]   \n",
       "63          ...                   100       100.00       96.875     95.3125]   \n",
       "64          ...                   100       100.00      100.000     98.4375]   \n",
       "65          ...                   100        93.75      100.000     92.1875]   \n",
       "66          ...                   100        93.75       90.625         100]   \n",
       "67          ...                   100        93.75       90.625     89.0625]   \n",
       "68          ...                   100       100.00       96.875     95.3125]   \n",
       "69          ...                   100       100.00       96.875         100]   \n",
       "70          ...                   100       100.00      100.000     98.4375]   \n",
       "71          ...                   100       100.00      100.000     98.4375]   \n",
       "72          ...                   100       100.00       96.875     95.3125]   \n",
       "73          ...                   100       100.00      100.000     98.4375]   \n",
       "74          ...                   100       100.00       96.875     95.3125]   \n",
       "75          ...                   100       100.00       96.875     95.3125]   \n",
       "76          ...                   100       100.00       96.875     95.3125]   \n",
       "77          ...                   100       100.00      100.000     98.4375]   \n",
       "78          ...                   100       100.00      100.000     98.4375]   \n",
       "79          ...                   100       100.00       96.875     95.3125]   \n",
       "80          ...                   100       100.00      100.000     98.4375]   \n",
       "81          ...                   100       100.00      100.000         100]   \n",
       "82          ...                   100       100.00      100.000         100]   \n",
       "83          ...                   100       100.00      100.000         100]   \n",
       "84          ...                   100       100.00      100.000         100]   \n",
       "85          ...                   100       100.00      100.000         100]   \n",
       "86          ...                   100       100.00      100.000         100]   \n",
       "87          ...                   100       100.00      100.000         100]   \n",
       "88          ...                   100       100.00      100.000         100]   \n",
       "89          ...                   100       100.00       96.875     95.3125]   \n",
       "90          ...                   100       100.00       96.875     95.3125]   \n",
       "\n",
       "         Response Times Unnamed: 22  Unnamed: 23  Unnamed: 24  Unnamed: 25  \\\n",
       "0    [3.162909984588623    2.141151    23.060561     1.293749     2.407202   \n",
       "1    [1.913070023059845    7.042738     6.309522     3.692606     2.042710   \n",
       "2    [18.41196501255035    2.159123     1.077605     1.525525     3.723179   \n",
       "3   [0.6311240196228027    0.622854     0.193564     0.242182     0.308748   \n",
       "4   [0.3773999810218811    0.210361     0.240946     0.540440     0.510918   \n",
       "5   [0.5462440252304077    0.275538     0.160520     0.175094     0.290441   \n",
       "6   [0.5463989973068237    0.192316     0.242238     0.075462     0.527392   \n",
       "7    [0.579675018787384    0.275731     0.225394     0.439774     0.475518   \n",
       "8    [0.379582941532135    0.242636     0.160197     0.207492     0.343610   \n",
       "9   [0.3271909952163696    0.275534     0.093638     0.158262     0.307527   \n",
       "10   [2.576534986495972    0.275560     0.142206     0.142248     0.243372   \n",
       "11  [0.6464360356330872    1.025707     0.743569     0.340052     0.242262   \n",
       "12  [0.3283089995384216    0.141995     0.175623     0.158944     0.126804   \n",
       "13  [0.2122910022735596    0.259525     0.358633     0.342187     0.192076   \n",
       "14  [0.7457299828529358    1.641178     0.706912     4.078112     0.622894   \n",
       "15  [0.6904670000076294    0.126009     0.209066     0.158985     0.208014   \n",
       "16  [0.2770619988441467    0.143308     0.190778     0.191883     0.725616   \n",
       "17  [0.3448100090026855    0.310672     0.168775     1.342552     0.510300   \n",
       "18  [0.3110349774360657    0.274199     0.474633     0.309024     0.496067   \n",
       "19  [0.1766380071640015    0.175432     0.376333     0.256330     0.108802   \n",
       "20  [0.3774150013923645    0.293376     0.173853     0.358796     0.458828   \n",
       "21  [0.3794099688529968    0.176860     0.341799     0.259594     0.558329   \n",
       "22  [0.2104830145835876    0.160256     0.107591     0.176756     0.541469   \n",
       "23  [0.2280470132827759    0.158989     0.325763     0.094739     0.541986   \n",
       "24  [0.3119339942932129    0.074095     0.325564     0.158821     0.219675   \n",
       "25   [1.995698988437653    1.240024     1.242553     2.292427     0.791449   \n",
       "26  [0.4144660234451294    0.256759     0.125487     0.125548     0.308952   \n",
       "27  [0.3438680171966553    0.225832     0.208937     0.158992     0.124709   \n",
       "28  [0.2628509998321533    0.191465     0.172890     0.156824     0.175533   \n",
       "29  [0.3106579780578613    0.192372     0.158981     0.158946     0.157050   \n",
       "..                  ...         ...          ...          ...          ...   \n",
       "61  [0.1619510054588318    0.192704     0.141797     0.627705     0.772504   \n",
       "62  [0.2940320372581482    0.208811     0.156630     0.393365     0.274511   \n",
       "63  [0.2273240089416504    0.275702     0.210289     0.306396     0.308205   \n",
       "64  [0.6409180164337158    0.209325     0.179555     0.539201     1.758122   \n",
       "65   [1.891018986701965    0.223894     0.174119     2.654676     0.857028   \n",
       "66   [1.779133975505829    0.154361     0.463506     0.457845     0.475328   \n",
       "67  [0.2660760283470154    0.243268     0.145628     1.128264     0.387853   \n",
       "68   [0.611212968826294    0.142367     0.123722     0.160495     0.792250   \n",
       "69  [0.8925930261611938    0.322689     0.827704     1.172093     0.892715   \n",
       "70  [0.2616410255432129    0.159802     0.224747     0.342708     0.458057   \n",
       "71  [0.2460229992866516    0.173820     0.193753     0.372839     0.209741   \n",
       "72   [1.610464990139008    0.341091     0.174034     0.842566     0.291465   \n",
       "73  [0.2462279796600342    0.159309     0.172557     0.177118     0.342857   \n",
       "74   [0.292635977268219    0.274205     0.175246     0.122886     0.627979   \n",
       "75  [0.2248109579086304    0.157911     0.143023     0.356671     0.974889   \n",
       "76  [0.2628299593925476    0.223138     0.142601     0.375398     0.575116   \n",
       "77  [0.2782279849052429    0.208212     0.208387     0.289919     0.701242   \n",
       "78  [0.2267690300941467    0.175703     0.190632     0.222124     0.290877   \n",
       "79  [0.1783150434494019    0.176337     0.145104     0.722082     0.257938   \n",
       "80    [66.6171470284462    0.273512     0.241509     0.176017     0.775727   \n",
       "81   [4.608943998813629    0.391510     0.160816     0.540070     0.241227   \n",
       "82  [0.4461209774017334    0.123004     0.120857     0.120350     0.141738   \n",
       "83  [0.2954510450363159    0.191030     0.141643     0.258305     0.142170   \n",
       "84  [0.2442759871482849    0.126291     0.105918     0.255051     0.142486   \n",
       "85   [0.245872974395752    0.174525     0.091496     0.141903     0.126404   \n",
       "86  [0.1947840452194214    0.142744     0.141371     0.224812     0.138079   \n",
       "87  [0.4253020286560059    0.125886     0.141614     0.108002     0.125391   \n",
       "88  [0.2158269882202148    0.142396     0.125933     0.189972     0.157684   \n",
       "89  [0.3922440409660339    0.207963     0.224920     0.640061     0.310174   \n",
       "90  [0.1786140203475952    0.123748     0.124815     0.093673     0.558139   \n",
       "\n",
       "             Unnamed: 26  \n",
       "0     5.244120001792908]  \n",
       "1     2.192610025405884]  \n",
       "2     2.376641988754272]  \n",
       "3     1.459280967712402]  \n",
       "4    0.6066060066223145]  \n",
       "5    0.4630060195922852]  \n",
       "6    0.4740419983863831]  \n",
       "7    0.4263550043106079]  \n",
       "8    0.4070919752120972]  \n",
       "9     1.459165036678314]  \n",
       "10    1.157787978649139]  \n",
       "11    2.425815045833588]  \n",
       "12   0.4751589894294739]  \n",
       "13   0.2764000296592712]  \n",
       "14    1.809026956558228]  \n",
       "15    1.127093017101288]  \n",
       "16    1.659093022346497]  \n",
       "17    1.158256947994232]  \n",
       "18    1.505402982234955]  \n",
       "19   0.8923930525779724]  \n",
       "20    1.159411013126373]  \n",
       "21   0.5068009495735168]  \n",
       "22   0.2417700290679932]  \n",
       "23   0.3553639650344849]  \n",
       "24   0.7437779903411865]  \n",
       "25    2.156677961349487]  \n",
       "26   0.3422329425811768]  \n",
       "27  0.07327598333358765]  \n",
       "28   0.3590779900550842]  \n",
       "29   0.1921440362930298]  \n",
       "..                   ...  \n",
       "61   0.2899159789085388]  \n",
       "62   0.1582749485969543]  \n",
       "63   0.1599830389022827]  \n",
       "64   0.8249399662017822]  \n",
       "65     0.31187903881073]  \n",
       "66    1.110540986061096]  \n",
       "67   0.6140339970588684]  \n",
       "68   0.3212090134620667]  \n",
       "69   0.8901099562644958]  \n",
       "70   0.4439899921417236]  \n",
       "71   0.4436570405960083]  \n",
       "72   0.2411519885063171]  \n",
       "73   0.5616840124130249]  \n",
       "74   0.2080299854278564]  \n",
       "75   0.2124629616737366]  \n",
       "76   0.2593809962272644]  \n",
       "77   0.2648789882659912]  \n",
       "78   0.9666429758071899]  \n",
       "79    0.275164008140564]  \n",
       "80      0.4757120013237]  \n",
       "81   0.2602769732475281]  \n",
       "82   0.2254349589347839]  \n",
       "83   0.2081260085105896]  \n",
       "84    0.141156017780304]  \n",
       "85   0.1246320009231567]  \n",
       "86   0.1913860440254211]  \n",
       "87   0.3235750198364258]  \n",
       "88   0.2603880167007446]  \n",
       "89   0.2079640030860901]  \n",
       "90   0.1259170174598694]  \n",
       "\n",
       "[91 rows x 27 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "delay_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Participant ID</th>\n",
       "      <th>Date</th>\n",
       "      <th>Variable Label</th>\n",
       "      <th>Now Array</th>\n",
       "      <th>Unnamed: 4</th>\n",
       "      <th>Unnamed: 5</th>\n",
       "      <th>Unnamed: 6</th>\n",
       "      <th>Unnamed: 7</th>\n",
       "      <th>Unnamed: 8</th>\n",
       "      <th>Later Array</th>\n",
       "      <th>...</th>\n",
       "      <th>Unnamed: 17</th>\n",
       "      <th>Unnamed: 18</th>\n",
       "      <th>Unnamed: 19</th>\n",
       "      <th>Unnamed: 20</th>\n",
       "      <th>Response Times</th>\n",
       "      <th>Unnamed: 22</th>\n",
       "      <th>Unnamed: 23</th>\n",
       "      <th>Unnamed: 24</th>\n",
       "      <th>Unnamed: 25</th>\n",
       "      <th>Unnamed: 26</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:27:23.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>62.5</td>\n",
       "      <td>68.75</td>\n",
       "      <td>71.875</td>\n",
       "      <td>73.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[3.162909984588623</td>\n",
       "      <td>2.141151</td>\n",
       "      <td>23.060561</td>\n",
       "      <td>1.293749</td>\n",
       "      <td>2.407202</td>\n",
       "      <td>5.244120001792908]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:28:04.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>92.1875]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[1.913070023059845</td>\n",
       "      <td>7.042738</td>\n",
       "      <td>6.309522</td>\n",
       "      <td>3.692606</td>\n",
       "      <td>2.042710</td>\n",
       "      <td>2.192610025405884]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:28:35.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[18.41196501255035</td>\n",
       "      <td>2.159123</td>\n",
       "      <td>1.077605</td>\n",
       "      <td>1.525525</td>\n",
       "      <td>3.723179</td>\n",
       "      <td>2.376641988754272]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:08.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.6311240196228027</td>\n",
       "      <td>0.622854</td>\n",
       "      <td>0.193564</td>\n",
       "      <td>0.242182</td>\n",
       "      <td>0.308748</td>\n",
       "      <td>1.459280967712402]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:15.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3773999810218811</td>\n",
       "      <td>0.210361</td>\n",
       "      <td>0.240946</td>\n",
       "      <td>0.540440</td>\n",
       "      <td>0.510918</td>\n",
       "      <td>0.6066060066223145]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:21.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.5462440252304077</td>\n",
       "      <td>0.275538</td>\n",
       "      <td>0.160520</td>\n",
       "      <td>0.175094</td>\n",
       "      <td>0.290441</td>\n",
       "      <td>0.4630060195922852]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:27.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.5463989973068237</td>\n",
       "      <td>0.192316</td>\n",
       "      <td>0.242238</td>\n",
       "      <td>0.075462</td>\n",
       "      <td>0.527392</td>\n",
       "      <td>0.4740419983863831]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:40.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.579675018787384</td>\n",
       "      <td>0.275731</td>\n",
       "      <td>0.225394</td>\n",
       "      <td>0.439774</td>\n",
       "      <td>0.475518</td>\n",
       "      <td>0.4263550043106079]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:49.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.379582941532135</td>\n",
       "      <td>0.242636</td>\n",
       "      <td>0.160197</td>\n",
       "      <td>0.207492</td>\n",
       "      <td>0.343610</td>\n",
       "      <td>0.4070919752120972]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:29:54.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3271909952163696</td>\n",
       "      <td>0.275534</td>\n",
       "      <td>0.093638</td>\n",
       "      <td>0.158262</td>\n",
       "      <td>0.307527</td>\n",
       "      <td>1.459165036678314]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:00.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[2.576534986495972</td>\n",
       "      <td>0.275560</td>\n",
       "      <td>0.142206</td>\n",
       "      <td>0.142248</td>\n",
       "      <td>0.243372</td>\n",
       "      <td>1.157787978649139]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:12.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.6464360356330872</td>\n",
       "      <td>1.025707</td>\n",
       "      <td>0.743569</td>\n",
       "      <td>0.340052</td>\n",
       "      <td>0.242262</td>\n",
       "      <td>2.425815045833588]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:21.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3283089995384216</td>\n",
       "      <td>0.141995</td>\n",
       "      <td>0.175623</td>\n",
       "      <td>0.158944</td>\n",
       "      <td>0.126804</td>\n",
       "      <td>0.4751589894294739]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:26.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2122910022735596</td>\n",
       "      <td>0.259525</td>\n",
       "      <td>0.358633</td>\n",
       "      <td>0.342187</td>\n",
       "      <td>0.192076</td>\n",
       "      <td>0.2764000296592712]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:31.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.7457299828529358</td>\n",
       "      <td>1.641178</td>\n",
       "      <td>0.706912</td>\n",
       "      <td>4.078112</td>\n",
       "      <td>0.622894</td>\n",
       "      <td>1.809026956558228]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:45.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.6904670000076294</td>\n",
       "      <td>0.126009</td>\n",
       "      <td>0.209066</td>\n",
       "      <td>0.158985</td>\n",
       "      <td>0.208014</td>\n",
       "      <td>1.127093017101288]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:51.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2770619988441467</td>\n",
       "      <td>0.143308</td>\n",
       "      <td>0.190778</td>\n",
       "      <td>0.191883</td>\n",
       "      <td>0.725616</td>\n",
       "      <td>1.659093022346497]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:30:58.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3448100090026855</td>\n",
       "      <td>0.310672</td>\n",
       "      <td>0.168775</td>\n",
       "      <td>1.342552</td>\n",
       "      <td>0.510300</td>\n",
       "      <td>1.158256947994232]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:06.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3110349774360657</td>\n",
       "      <td>0.274199</td>\n",
       "      <td>0.474633</td>\n",
       "      <td>0.309024</td>\n",
       "      <td>0.496067</td>\n",
       "      <td>1.505402982234955]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:13.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.1766380071640015</td>\n",
       "      <td>0.175432</td>\n",
       "      <td>0.376333</td>\n",
       "      <td>0.256330</td>\n",
       "      <td>0.108802</td>\n",
       "      <td>0.8923930525779724]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:18.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3774150013923645</td>\n",
       "      <td>0.293376</td>\n",
       "      <td>0.173853</td>\n",
       "      <td>0.358796</td>\n",
       "      <td>0.458828</td>\n",
       "      <td>1.159411013126373]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:24.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3794099688529968</td>\n",
       "      <td>0.176860</td>\n",
       "      <td>0.341799</td>\n",
       "      <td>0.259594</td>\n",
       "      <td>0.558329</td>\n",
       "      <td>0.5068009495735168]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:30.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2104830145835876</td>\n",
       "      <td>0.160256</td>\n",
       "      <td>0.107591</td>\n",
       "      <td>0.176756</td>\n",
       "      <td>0.541469</td>\n",
       "      <td>0.2417700290679932]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:36.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2280470132827759</td>\n",
       "      <td>0.158989</td>\n",
       "      <td>0.325763</td>\n",
       "      <td>0.094739</td>\n",
       "      <td>0.541986</td>\n",
       "      <td>0.3553639650344849]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:31:42.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.3119339942932129</td>\n",
       "      <td>0.074095</td>\n",
       "      <td>0.325564</td>\n",
       "      <td>0.158821</td>\n",
       "      <td>0.219675</td>\n",
       "      <td>0.7437779903411865]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:01.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[1.995698988437653</td>\n",
       "      <td>1.240024</td>\n",
       "      <td>1.242553</td>\n",
       "      <td>2.292427</td>\n",
       "      <td>0.791449</td>\n",
       "      <td>2.156677961349487]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:17.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.4144660234451294</td>\n",
       "      <td>0.256759</td>\n",
       "      <td>0.125487</td>\n",
       "      <td>0.125548</td>\n",
       "      <td>0.308952</td>\n",
       "      <td>0.3422329425811768]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:22.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3438680171966553</td>\n",
       "      <td>0.225832</td>\n",
       "      <td>0.208937</td>\n",
       "      <td>0.158992</td>\n",
       "      <td>0.124709</td>\n",
       "      <td>0.07327598333358765]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:27.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2628509998321533</td>\n",
       "      <td>0.191465</td>\n",
       "      <td>0.172890</td>\n",
       "      <td>0.156824</td>\n",
       "      <td>0.175533</td>\n",
       "      <td>0.3590779900550842]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:32:32.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.3106579780578613</td>\n",
       "      <td>0.192372</td>\n",
       "      <td>0.158981</td>\n",
       "      <td>0.158946</td>\n",
       "      <td>0.157050</td>\n",
       "      <td>0.1921440362930298]</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>61</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:36:10.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.1619510054588318</td>\n",
       "      <td>0.192704</td>\n",
       "      <td>0.141797</td>\n",
       "      <td>0.627705</td>\n",
       "      <td>0.772504</td>\n",
       "      <td>0.2899159789085388]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:36:16.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.2940320372581482</td>\n",
       "      <td>0.208811</td>\n",
       "      <td>0.156630</td>\n",
       "      <td>0.393365</td>\n",
       "      <td>0.274511</td>\n",
       "      <td>0.1582749485969543]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:36:21.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.2273240089416504</td>\n",
       "      <td>0.275702</td>\n",
       "      <td>0.210289</td>\n",
       "      <td>0.306396</td>\n",
       "      <td>0.308205</td>\n",
       "      <td>0.1599830389022827]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:09.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.6409180164337158</td>\n",
       "      <td>0.209325</td>\n",
       "      <td>0.179555</td>\n",
       "      <td>0.539201</td>\n",
       "      <td>1.758122</td>\n",
       "      <td>0.8249399662017822]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:17.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>92.1875]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>100.000</td>\n",
       "      <td>92.1875]</td>\n",
       "      <td>[1.891018986701965</td>\n",
       "      <td>0.223894</td>\n",
       "      <td>0.174119</td>\n",
       "      <td>2.654676</td>\n",
       "      <td>0.857028</td>\n",
       "      <td>0.31187903881073]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:27.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>89.0625]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>100]</td>\n",
       "      <td>[1.779133975505829</td>\n",
       "      <td>0.154361</td>\n",
       "      <td>0.463506</td>\n",
       "      <td>0.457845</td>\n",
       "      <td>0.475328</td>\n",
       "      <td>1.110540986061096]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:35.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>89.0625]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>89.0625]</td>\n",
       "      <td>[0.2660760283470154</td>\n",
       "      <td>0.243268</td>\n",
       "      <td>0.145628</td>\n",
       "      <td>1.128264</td>\n",
       "      <td>0.387853</td>\n",
       "      <td>0.6140339970588684]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:43.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.611212968826294</td>\n",
       "      <td>0.142367</td>\n",
       "      <td>0.123722</td>\n",
       "      <td>0.160495</td>\n",
       "      <td>0.792250</td>\n",
       "      <td>0.3212090134620667]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:49.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.8925930261611938</td>\n",
       "      <td>0.322689</td>\n",
       "      <td>0.827704</td>\n",
       "      <td>1.172093</td>\n",
       "      <td>0.892715</td>\n",
       "      <td>0.8901099562644958]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:55:57.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2616410255432129</td>\n",
       "      <td>0.159802</td>\n",
       "      <td>0.224747</td>\n",
       "      <td>0.342708</td>\n",
       "      <td>0.458057</td>\n",
       "      <td>0.4439899921417236]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:03.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2460229992866516</td>\n",
       "      <td>0.173820</td>\n",
       "      <td>0.193753</td>\n",
       "      <td>0.372839</td>\n",
       "      <td>0.209741</td>\n",
       "      <td>0.4436570405960083]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:09.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[1.610464990139008</td>\n",
       "      <td>0.341091</td>\n",
       "      <td>0.174034</td>\n",
       "      <td>0.842566</td>\n",
       "      <td>0.291465</td>\n",
       "      <td>0.2411519885063171]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:16.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2462279796600342</td>\n",
       "      <td>0.159309</td>\n",
       "      <td>0.172557</td>\n",
       "      <td>0.177118</td>\n",
       "      <td>0.342857</td>\n",
       "      <td>0.5616840124130249]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:21.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.292635977268219</td>\n",
       "      <td>0.274205</td>\n",
       "      <td>0.175246</td>\n",
       "      <td>0.122886</td>\n",
       "      <td>0.627979</td>\n",
       "      <td>0.2080299854278564]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:26.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.2248109579086304</td>\n",
       "      <td>0.157911</td>\n",
       "      <td>0.143023</td>\n",
       "      <td>0.356671</td>\n",
       "      <td>0.974889</td>\n",
       "      <td>0.2124629616737366]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:32.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.2628299593925476</td>\n",
       "      <td>0.223138</td>\n",
       "      <td>0.142601</td>\n",
       "      <td>0.375398</td>\n",
       "      <td>0.575116</td>\n",
       "      <td>0.2593809962272644]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:38.000Z</td>\n",
       "      <td>dd_money_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2782279849052429</td>\n",
       "      <td>0.208212</td>\n",
       "      <td>0.208387</td>\n",
       "      <td>0.289919</td>\n",
       "      <td>0.701242</td>\n",
       "      <td>0.2648789882659912]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:44.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[0.2267690300941467</td>\n",
       "      <td>0.175703</td>\n",
       "      <td>0.190632</td>\n",
       "      <td>0.222124</td>\n",
       "      <td>0.290877</td>\n",
       "      <td>0.9666429758071899]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:56:50.000Z</td>\n",
       "      <td>dd_money_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.1783150434494019</td>\n",
       "      <td>0.176337</td>\n",
       "      <td>0.145104</td>\n",
       "      <td>0.722082</td>\n",
       "      <td>0.257938</td>\n",
       "      <td>0.275164008140564]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:57:43.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[66.6171470284462</td>\n",
       "      <td>0.273512</td>\n",
       "      <td>0.241509</td>\n",
       "      <td>0.176017</td>\n",
       "      <td>0.775727</td>\n",
       "      <td>0.4757120013237]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:58:58.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[4.608943998813629</td>\n",
       "      <td>0.391510</td>\n",
       "      <td>0.160816</td>\n",
       "      <td>0.540070</td>\n",
       "      <td>0.241227</td>\n",
       "      <td>0.2602769732475281]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:08.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.4461209774017334</td>\n",
       "      <td>0.123004</td>\n",
       "      <td>0.120857</td>\n",
       "      <td>0.120350</td>\n",
       "      <td>0.141738</td>\n",
       "      <td>0.2254349589347839]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:13.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2954510450363159</td>\n",
       "      <td>0.191030</td>\n",
       "      <td>0.141643</td>\n",
       "      <td>0.258305</td>\n",
       "      <td>0.142170</td>\n",
       "      <td>0.2081260085105896]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:18.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2442759871482849</td>\n",
       "      <td>0.126291</td>\n",
       "      <td>0.105918</td>\n",
       "      <td>0.255051</td>\n",
       "      <td>0.142486</td>\n",
       "      <td>0.141156017780304]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:22.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.245872974395752</td>\n",
       "      <td>0.174525</td>\n",
       "      <td>0.091496</td>\n",
       "      <td>0.141903</td>\n",
       "      <td>0.126404</td>\n",
       "      <td>0.1246320009231567]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:27.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.1947840452194214</td>\n",
       "      <td>0.142744</td>\n",
       "      <td>0.141371</td>\n",
       "      <td>0.224812</td>\n",
       "      <td>0.138079</td>\n",
       "      <td>0.1913860440254211]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:34.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.4253020286560059</td>\n",
       "      <td>0.125886</td>\n",
       "      <td>0.141614</td>\n",
       "      <td>0.108002</td>\n",
       "      <td>0.125391</td>\n",
       "      <td>0.3235750198364258]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:38.000Z</td>\n",
       "      <td>dd_time_1_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>98.4375]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "      <td>[0.2158269882202148</td>\n",
       "      <td>0.142396</td>\n",
       "      <td>0.125933</td>\n",
       "      <td>0.189972</td>\n",
       "      <td>0.157684</td>\n",
       "      <td>0.2603880167007446]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:44.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.3922440409660339</td>\n",
       "      <td>0.207963</td>\n",
       "      <td>0.224920</td>\n",
       "      <td>0.640061</td>\n",
       "      <td>0.310174</td>\n",
       "      <td>0.2079640030860901]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>1227</td>\n",
       "      <td>2017-02-11T20:59:50.000Z</td>\n",
       "      <td>dd_time_6_month</td>\n",
       "      <td>[50</td>\n",
       "      <td>75</td>\n",
       "      <td>87.5</td>\n",
       "      <td>93.75</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[100</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "      <td>[0.1786140203475952</td>\n",
       "      <td>0.123748</td>\n",
       "      <td>0.124815</td>\n",
       "      <td>0.093673</td>\n",
       "      <td>0.558139</td>\n",
       "      <td>0.1259170174598694]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Participant ID                      Date    Variable Label Now Array  \\\n",
       "0             1227  2017-02-11T20:27:23.000Z  dd_money_1_month       [50   \n",
       "1             1227  2017-02-11T20:28:04.000Z  dd_money_1_month       [50   \n",
       "2             1227  2017-02-11T20:28:35.000Z  dd_money_1_month       [50   \n",
       "3             1227  2017-02-11T20:29:08.000Z  dd_money_1_month       [50   \n",
       "4             1227  2017-02-11T20:29:15.000Z  dd_money_1_month       [50   \n",
       "5             1227  2017-02-11T20:29:21.000Z  dd_money_1_month       [50   \n",
       "6             1227  2017-02-11T20:29:27.000Z  dd_money_1_month       [50   \n",
       "7             1227  2017-02-11T20:29:40.000Z  dd_money_1_month       [50   \n",
       "8             1227  2017-02-11T20:29:49.000Z  dd_money_1_month       [50   \n",
       "9             1227  2017-02-11T20:29:54.000Z  dd_money_1_month       [50   \n",
       "10            1227  2017-02-11T20:30:00.000Z  dd_money_1_month       [50   \n",
       "11            1227  2017-02-11T20:30:12.000Z  dd_money_1_month       [50   \n",
       "12            1227  2017-02-11T20:30:21.000Z  dd_money_1_month       [50   \n",
       "13            1227  2017-02-11T20:30:26.000Z  dd_money_1_month       [50   \n",
       "14            1227  2017-02-11T20:30:31.000Z  dd_money_6_month       [50   \n",
       "15            1227  2017-02-11T20:30:45.000Z  dd_money_6_month       [50   \n",
       "16            1227  2017-02-11T20:30:51.000Z  dd_money_6_month       [50   \n",
       "17            1227  2017-02-11T20:30:58.000Z  dd_money_6_month       [50   \n",
       "18            1227  2017-02-11T20:31:06.000Z  dd_money_6_month       [50   \n",
       "19            1227  2017-02-11T20:31:13.000Z  dd_money_6_month       [50   \n",
       "20            1227  2017-02-11T20:31:18.000Z  dd_money_6_month       [50   \n",
       "21            1227  2017-02-11T20:31:24.000Z  dd_money_6_month       [50   \n",
       "22            1227  2017-02-11T20:31:30.000Z  dd_money_6_month       [50   \n",
       "23            1227  2017-02-11T20:31:36.000Z  dd_money_6_month       [50   \n",
       "24            1227  2017-02-11T20:31:42.000Z  dd_money_6_month       [50   \n",
       "25            1227  2017-02-11T20:32:01.000Z   dd_time_1_month       [50   \n",
       "26            1227  2017-02-11T20:32:17.000Z   dd_time_1_month       [50   \n",
       "27            1227  2017-02-11T20:32:22.000Z   dd_time_1_month       [50   \n",
       "28            1227  2017-02-11T20:32:27.000Z   dd_time_1_month       [50   \n",
       "29            1227  2017-02-11T20:32:32.000Z   dd_time_1_month       [50   \n",
       "..             ...                       ...               ...       ...   \n",
       "61            1227  2017-02-11T20:36:10.000Z   dd_time_6_month       [50   \n",
       "62            1227  2017-02-11T20:36:16.000Z   dd_time_6_month       [50   \n",
       "63            1227  2017-02-11T20:36:21.000Z   dd_time_6_month       [50   \n",
       "64            1227  2017-02-11T20:55:09.000Z  dd_money_1_month       [50   \n",
       "65            1227  2017-02-11T20:55:17.000Z   dd_time_6_month       [50   \n",
       "66            1227  2017-02-11T20:55:27.000Z   dd_time_6_month       [50   \n",
       "67            1227  2017-02-11T20:55:35.000Z   dd_time_6_month       [50   \n",
       "68            1227  2017-02-11T20:55:43.000Z   dd_time_6_month       [50   \n",
       "69            1227  2017-02-11T20:55:49.000Z  dd_money_1_month       [50   \n",
       "70            1227  2017-02-11T20:55:57.000Z  dd_money_1_month       [50   \n",
       "71            1227  2017-02-11T20:56:03.000Z  dd_money_1_month       [50   \n",
       "72            1227  2017-02-11T20:56:09.000Z  dd_money_6_month       [50   \n",
       "73            1227  2017-02-11T20:56:16.000Z  dd_money_6_month       [50   \n",
       "74            1227  2017-02-11T20:56:21.000Z  dd_money_6_month       [50   \n",
       "75            1227  2017-02-11T20:56:26.000Z  dd_money_6_month       [50   \n",
       "76            1227  2017-02-11T20:56:32.000Z  dd_money_6_month       [50   \n",
       "77            1227  2017-02-11T20:56:38.000Z  dd_money_1_month       [50   \n",
       "78            1227  2017-02-11T20:56:44.000Z  dd_money_6_month       [50   \n",
       "79            1227  2017-02-11T20:56:50.000Z  dd_money_6_month       [50   \n",
       "80            1227  2017-02-11T20:57:43.000Z   dd_time_1_month       [50   \n",
       "81            1227  2017-02-11T20:58:58.000Z   dd_time_1_month       [50   \n",
       "82            1227  2017-02-11T20:59:08.000Z   dd_time_1_month       [50   \n",
       "83            1227  2017-02-11T20:59:13.000Z   dd_time_1_month       [50   \n",
       "84            1227  2017-02-11T20:59:18.000Z   dd_time_1_month       [50   \n",
       "85            1227  2017-02-11T20:59:22.000Z   dd_time_1_month       [50   \n",
       "86            1227  2017-02-11T20:59:27.000Z   dd_time_1_month       [50   \n",
       "87            1227  2017-02-11T20:59:34.000Z   dd_time_1_month       [50   \n",
       "88            1227  2017-02-11T20:59:38.000Z   dd_time_1_month       [50   \n",
       "89            1227  2017-02-11T20:59:44.000Z   dd_time_6_month       [50   \n",
       "90            1227  2017-02-11T20:59:50.000Z   dd_time_6_month       [50   \n",
       "\n",
       "    Unnamed: 4  Unnamed: 5  Unnamed: 6  Unnamed: 7 Unnamed: 8 Later Array  \\\n",
       "0           75        62.5       68.75      71.875   73.4375]        [100   \n",
       "1           75        87.5       93.75      90.625   92.1875]        [100   \n",
       "2           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "3           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "4           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "5           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "6           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "7           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "8           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "9           75        87.5       93.75      96.875   98.4375]        [100   \n",
       "10          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "11          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "12          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "13          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "14          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "15          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "16          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "17          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "18          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "19          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "20          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "21          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "22          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "23          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "24          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "25          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "26          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "27          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "28          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "29          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "..         ...         ...         ...         ...        ...         ...   \n",
       "61          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "62          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "63          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "64          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "65          75        87.5       93.75      90.625   92.1875]        [100   \n",
       "66          75        87.5       93.75      90.625   89.0625]        [100   \n",
       "67          75        87.5       93.75      90.625   89.0625]        [100   \n",
       "68          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "69          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "70          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "71          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "72          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "73          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "74          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "75          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "76          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "77          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "78          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "79          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "80          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "81          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "82          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "83          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "84          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "85          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "86          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "87          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "88          75        87.5       93.75      96.875   98.4375]        [100   \n",
       "89          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "90          75        87.5       93.75      96.875   95.3125]        [100   \n",
       "\n",
       "            ...           Unnamed: 17  Unnamed: 18  Unnamed: 19  Unnamed: 20  \\\n",
       "0           ...                   100       100.00      100.000         100]   \n",
       "1           ...                   100        93.75      100.000         100]   \n",
       "2           ...                   100       100.00      100.000     98.4375]   \n",
       "3           ...                   100       100.00      100.000     98.4375]   \n",
       "4           ...                   100       100.00      100.000     98.4375]   \n",
       "5           ...                   100       100.00      100.000     98.4375]   \n",
       "6           ...                   100       100.00      100.000     98.4375]   \n",
       "7           ...                   100       100.00      100.000     98.4375]   \n",
       "8           ...                   100       100.00      100.000     98.4375]   \n",
       "9           ...                   100       100.00      100.000     98.4375]   \n",
       "10          ...                   100       100.00      100.000     98.4375]   \n",
       "11          ...                   100       100.00      100.000     98.4375]   \n",
       "12          ...                   100       100.00      100.000     98.4375]   \n",
       "13          ...                   100       100.00      100.000     98.4375]   \n",
       "14          ...                   100       100.00       96.875         100]   \n",
       "15          ...                   100       100.00      100.000     98.4375]   \n",
       "16          ...                   100       100.00       96.875         100]   \n",
       "17          ...                   100       100.00      100.000     98.4375]   \n",
       "18          ...                   100       100.00       96.875         100]   \n",
       "19          ...                   100       100.00      100.000     98.4375]   \n",
       "20          ...                   100       100.00       96.875         100]   \n",
       "21          ...                   100       100.00       96.875         100]   \n",
       "22          ...                   100       100.00       96.875         100]   \n",
       "23          ...                   100       100.00       96.875         100]   \n",
       "24          ...                   100       100.00      100.000     98.4375]   \n",
       "25          ...                   100       100.00      100.000         100]   \n",
       "26          ...                   100       100.00      100.000         100]   \n",
       "27          ...                   100       100.00      100.000         100]   \n",
       "28          ...                   100       100.00      100.000         100]   \n",
       "29          ...                   100       100.00      100.000         100]   \n",
       "..          ...                   ...          ...          ...          ...   \n",
       "61          ...                   100       100.00       96.875     95.3125]   \n",
       "62          ...                   100       100.00       96.875     95.3125]   \n",
       "63          ...                   100       100.00       96.875     95.3125]   \n",
       "64          ...                   100       100.00      100.000     98.4375]   \n",
       "65          ...                   100        93.75      100.000     92.1875]   \n",
       "66          ...                   100        93.75       90.625         100]   \n",
       "67          ...                   100        93.75       90.625     89.0625]   \n",
       "68          ...                   100       100.00       96.875     95.3125]   \n",
       "69          ...                   100       100.00       96.875         100]   \n",
       "70          ...                   100       100.00      100.000     98.4375]   \n",
       "71          ...                   100       100.00      100.000     98.4375]   \n",
       "72          ...                   100       100.00       96.875     95.3125]   \n",
       "73          ...                   100       100.00      100.000     98.4375]   \n",
       "74          ...                   100       100.00       96.875     95.3125]   \n",
       "75          ...                   100       100.00       96.875     95.3125]   \n",
       "76          ...                   100       100.00       96.875     95.3125]   \n",
       "77          ...                   100       100.00      100.000     98.4375]   \n",
       "78          ...                   100       100.00      100.000     98.4375]   \n",
       "79          ...                   100       100.00       96.875     95.3125]   \n",
       "80          ...                   100       100.00      100.000     98.4375]   \n",
       "81          ...                   100       100.00      100.000         100]   \n",
       "82          ...                   100       100.00      100.000         100]   \n",
       "83          ...                   100       100.00      100.000         100]   \n",
       "84          ...                   100       100.00      100.000         100]   \n",
       "85          ...                   100       100.00      100.000         100]   \n",
       "86          ...                   100       100.00      100.000         100]   \n",
       "87          ...                   100       100.00      100.000         100]   \n",
       "88          ...                   100       100.00      100.000         100]   \n",
       "89          ...                   100       100.00       96.875     95.3125]   \n",
       "90          ...                   100       100.00       96.875     95.3125]   \n",
       "\n",
       "         Response Times Unnamed: 22  Unnamed: 23  Unnamed: 24  Unnamed: 25  \\\n",
       "0    [3.162909984588623    2.141151    23.060561     1.293749     2.407202   \n",
       "1    [1.913070023059845    7.042738     6.309522     3.692606     2.042710   \n",
       "2    [18.41196501255035    2.159123     1.077605     1.525525     3.723179   \n",
       "3   [0.6311240196228027    0.622854     0.193564     0.242182     0.308748   \n",
       "4   [0.3773999810218811    0.210361     0.240946     0.540440     0.510918   \n",
       "5   [0.5462440252304077    0.275538     0.160520     0.175094     0.290441   \n",
       "6   [0.5463989973068237    0.192316     0.242238     0.075462     0.527392   \n",
       "7    [0.579675018787384    0.275731     0.225394     0.439774     0.475518   \n",
       "8    [0.379582941532135    0.242636     0.160197     0.207492     0.343610   \n",
       "9   [0.3271909952163696    0.275534     0.093638     0.158262     0.307527   \n",
       "10   [2.576534986495972    0.275560     0.142206     0.142248     0.243372   \n",
       "11  [0.6464360356330872    1.025707     0.743569     0.340052     0.242262   \n",
       "12  [0.3283089995384216    0.141995     0.175623     0.158944     0.126804   \n",
       "13  [0.2122910022735596    0.259525     0.358633     0.342187     0.192076   \n",
       "14  [0.7457299828529358    1.641178     0.706912     4.078112     0.622894   \n",
       "15  [0.6904670000076294    0.126009     0.209066     0.158985     0.208014   \n",
       "16  [0.2770619988441467    0.143308     0.190778     0.191883     0.725616   \n",
       "17  [0.3448100090026855    0.310672     0.168775     1.342552     0.510300   \n",
       "18  [0.3110349774360657    0.274199     0.474633     0.309024     0.496067   \n",
       "19  [0.1766380071640015    0.175432     0.376333     0.256330     0.108802   \n",
       "20  [0.3774150013923645    0.293376     0.173853     0.358796     0.458828   \n",
       "21  [0.3794099688529968    0.176860     0.341799     0.259594     0.558329   \n",
       "22  [0.2104830145835876    0.160256     0.107591     0.176756     0.541469   \n",
       "23  [0.2280470132827759    0.158989     0.325763     0.094739     0.541986   \n",
       "24  [0.3119339942932129    0.074095     0.325564     0.158821     0.219675   \n",
       "25   [1.995698988437653    1.240024     1.242553     2.292427     0.791449   \n",
       "26  [0.4144660234451294    0.256759     0.125487     0.125548     0.308952   \n",
       "27  [0.3438680171966553    0.225832     0.208937     0.158992     0.124709   \n",
       "28  [0.2628509998321533    0.191465     0.172890     0.156824     0.175533   \n",
       "29  [0.3106579780578613    0.192372     0.158981     0.158946     0.157050   \n",
       "..                  ...         ...          ...          ...          ...   \n",
       "61  [0.1619510054588318    0.192704     0.141797     0.627705     0.772504   \n",
       "62  [0.2940320372581482    0.208811     0.156630     0.393365     0.274511   \n",
       "63  [0.2273240089416504    0.275702     0.210289     0.306396     0.308205   \n",
       "64  [0.6409180164337158    0.209325     0.179555     0.539201     1.758122   \n",
       "65   [1.891018986701965    0.223894     0.174119     2.654676     0.857028   \n",
       "66   [1.779133975505829    0.154361     0.463506     0.457845     0.475328   \n",
       "67  [0.2660760283470154    0.243268     0.145628     1.128264     0.387853   \n",
       "68   [0.611212968826294    0.142367     0.123722     0.160495     0.792250   \n",
       "69  [0.8925930261611938    0.322689     0.827704     1.172093     0.892715   \n",
       "70  [0.2616410255432129    0.159802     0.224747     0.342708     0.458057   \n",
       "71  [0.2460229992866516    0.173820     0.193753     0.372839     0.209741   \n",
       "72   [1.610464990139008    0.341091     0.174034     0.842566     0.291465   \n",
       "73  [0.2462279796600342    0.159309     0.172557     0.177118     0.342857   \n",
       "74   [0.292635977268219    0.274205     0.175246     0.122886     0.627979   \n",
       "75  [0.2248109579086304    0.157911     0.143023     0.356671     0.974889   \n",
       "76  [0.2628299593925476    0.223138     0.142601     0.375398     0.575116   \n",
       "77  [0.2782279849052429    0.208212     0.208387     0.289919     0.701242   \n",
       "78  [0.2267690300941467    0.175703     0.190632     0.222124     0.290877   \n",
       "79  [0.1783150434494019    0.176337     0.145104     0.722082     0.257938   \n",
       "80    [66.6171470284462    0.273512     0.241509     0.176017     0.775727   \n",
       "81   [4.608943998813629    0.391510     0.160816     0.540070     0.241227   \n",
       "82  [0.4461209774017334    0.123004     0.120857     0.120350     0.141738   \n",
       "83  [0.2954510450363159    0.191030     0.141643     0.258305     0.142170   \n",
       "84  [0.2442759871482849    0.126291     0.105918     0.255051     0.142486   \n",
       "85   [0.245872974395752    0.174525     0.091496     0.141903     0.126404   \n",
       "86  [0.1947840452194214    0.142744     0.141371     0.224812     0.138079   \n",
       "87  [0.4253020286560059    0.125886     0.141614     0.108002     0.125391   \n",
       "88  [0.2158269882202148    0.142396     0.125933     0.189972     0.157684   \n",
       "89  [0.3922440409660339    0.207963     0.224920     0.640061     0.310174   \n",
       "90  [0.1786140203475952    0.123748     0.124815     0.093673     0.558139   \n",
       "\n",
       "             Unnamed: 26  \n",
       "0     5.244120001792908]  \n",
       "1     2.192610025405884]  \n",
       "2     2.376641988754272]  \n",
       "3     1.459280967712402]  \n",
       "4    0.6066060066223145]  \n",
       "5    0.4630060195922852]  \n",
       "6    0.4740419983863831]  \n",
       "7    0.4263550043106079]  \n",
       "8    0.4070919752120972]  \n",
       "9     1.459165036678314]  \n",
       "10    1.157787978649139]  \n",
       "11    2.425815045833588]  \n",
       "12   0.4751589894294739]  \n",
       "13   0.2764000296592712]  \n",
       "14    1.809026956558228]  \n",
       "15    1.127093017101288]  \n",
       "16    1.659093022346497]  \n",
       "17    1.158256947994232]  \n",
       "18    1.505402982234955]  \n",
       "19   0.8923930525779724]  \n",
       "20    1.159411013126373]  \n",
       "21   0.5068009495735168]  \n",
       "22   0.2417700290679932]  \n",
       "23   0.3553639650344849]  \n",
       "24   0.7437779903411865]  \n",
       "25    2.156677961349487]  \n",
       "26   0.3422329425811768]  \n",
       "27  0.07327598333358765]  \n",
       "28   0.3590779900550842]  \n",
       "29   0.1921440362930298]  \n",
       "..                   ...  \n",
       "61   0.2899159789085388]  \n",
       "62   0.1582749485969543]  \n",
       "63   0.1599830389022827]  \n",
       "64   0.8249399662017822]  \n",
       "65     0.31187903881073]  \n",
       "66    1.110540986061096]  \n",
       "67   0.6140339970588684]  \n",
       "68   0.3212090134620667]  \n",
       "69   0.8901099562644958]  \n",
       "70   0.4439899921417236]  \n",
       "71   0.4436570405960083]  \n",
       "72   0.2411519885063171]  \n",
       "73   0.5616840124130249]  \n",
       "74   0.2080299854278564]  \n",
       "75   0.2124629616737366]  \n",
       "76   0.2593809962272644]  \n",
       "77   0.2648789882659912]  \n",
       "78   0.9666429758071899]  \n",
       "79    0.275164008140564]  \n",
       "80      0.4757120013237]  \n",
       "81   0.2602769732475281]  \n",
       "82   0.2254349589347839]  \n",
       "83   0.2081260085105896]  \n",
       "84    0.141156017780304]  \n",
       "85   0.1246320009231567]  \n",
       "86   0.1913860440254211]  \n",
       "87   0.3235750198364258]  \n",
       "88   0.2603880167007446]  \n",
       "89   0.2079640030860901]  \n",
       "90   0.1259170174598694]  \n",
       "\n",
       "[91 rows x 27 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "delay_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(91, 27)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "delay_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "CHOICE_PATH = \"ChoiceArray.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "choice_data = pd.read_csv(CHOICE_PATH)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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>Choice 1</th>\n",
       "      <th>Choice 2</th>\n",
       "      <th>Choice 3</th>\n",
       "      <th>Choice 4</th>\n",
       "      <th>Choice 5</th>\n",
       "      <th>Choice 6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[100</td>\n",
       "      <td>75</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>100.000</td>\n",
       "      <td>92.1875]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>93.75</td>\n",
       "      <td>90.625</td>\n",
       "      <td>89.0625]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>98.4375]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.000</td>\n",
       "      <td>100]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>[100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100.00</td>\n",
       "      <td>96.875</td>\n",
       "      <td>95.3125]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Choice 1  Choice 2  Choice 3  Choice 4  Choice 5  Choice 6\n",
       "0      [100        75       100    100.00   100.000      100]\n",
       "1      [100       100       100     93.75   100.000      100]\n",
       "2      [100       100       100    100.00   100.000  98.4375]\n",
       "3      [100       100       100    100.00   100.000  98.4375]\n",
       "4      [100       100       100    100.00   100.000  98.4375]\n",
       "5      [100       100       100    100.00   100.000  98.4375]\n",
       "6      [100       100       100    100.00   100.000  98.4375]\n",
       "7      [100       100       100    100.00   100.000  98.4375]\n",
       "8      [100       100       100    100.00   100.000  98.4375]\n",
       "9      [100       100       100    100.00   100.000  98.4375]\n",
       "10     [100       100       100    100.00   100.000  98.4375]\n",
       "11     [100       100       100    100.00   100.000  98.4375]\n",
       "12     [100       100       100    100.00   100.000  98.4375]\n",
       "13     [100       100       100    100.00   100.000  98.4375]\n",
       "14     [100       100       100    100.00    96.875      100]\n",
       "15     [100       100       100    100.00   100.000  98.4375]\n",
       "16     [100       100       100    100.00    96.875      100]\n",
       "17     [100       100       100    100.00   100.000  98.4375]\n",
       "18     [100       100       100    100.00    96.875      100]\n",
       "19     [100       100       100    100.00   100.000  98.4375]\n",
       "20     [100       100       100    100.00    96.875      100]\n",
       "21     [100       100       100    100.00    96.875      100]\n",
       "22     [100       100       100    100.00    96.875      100]\n",
       "23     [100       100       100    100.00    96.875      100]\n",
       "24     [100       100       100    100.00   100.000  98.4375]\n",
       "25     [100       100       100    100.00   100.000      100]\n",
       "26     [100       100       100    100.00   100.000      100]\n",
       "27     [100       100       100    100.00   100.000      100]\n",
       "28     [100       100       100    100.00   100.000      100]\n",
       "29     [100       100       100    100.00   100.000      100]\n",
       "..      ...       ...       ...       ...       ...       ...\n",
       "61     [100       100       100    100.00    96.875  95.3125]\n",
       "62     [100       100       100    100.00    96.875  95.3125]\n",
       "63     [100       100       100    100.00    96.875  95.3125]\n",
       "64     [100       100       100    100.00   100.000  98.4375]\n",
       "65     [100       100       100     93.75   100.000  92.1875]\n",
       "66     [100       100       100     93.75    90.625      100]\n",
       "67     [100       100       100     93.75    90.625  89.0625]\n",
       "68     [100       100       100    100.00    96.875  95.3125]\n",
       "69     [100       100       100    100.00    96.875      100]\n",
       "70     [100       100       100    100.00   100.000  98.4375]\n",
       "71     [100       100       100    100.00   100.000  98.4375]\n",
       "72     [100       100       100    100.00    96.875  95.3125]\n",
       "73     [100       100       100    100.00   100.000  98.4375]\n",
       "74     [100       100       100    100.00    96.875  95.3125]\n",
       "75     [100       100       100    100.00    96.875  95.3125]\n",
       "76     [100       100       100    100.00    96.875  95.3125]\n",
       "77     [100       100       100    100.00   100.000  98.4375]\n",
       "78     [100       100       100    100.00   100.000  98.4375]\n",
       "79     [100       100       100    100.00    96.875  95.3125]\n",
       "80     [100       100       100    100.00   100.000  98.4375]\n",
       "81     [100       100       100    100.00   100.000      100]\n",
       "82     [100       100       100    100.00   100.000      100]\n",
       "83     [100       100       100    100.00   100.000      100]\n",
       "84     [100       100       100    100.00   100.000      100]\n",
       "85     [100       100       100    100.00   100.000      100]\n",
       "86     [100       100       100    100.00   100.000      100]\n",
       "87     [100       100       100    100.00   100.000      100]\n",
       "88     [100       100       100    100.00   100.000      100]\n",
       "89     [100       100       100    100.00    96.875  95.3125]\n",
       "90     [100       100       100    100.00    96.875  95.3125]\n",
       "\n",
       "[91 rows x 6 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "choice_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def plot1(X):\n",
    "    x_nums=[]\n",
    "    y=[]\n",
    "    for i in range(len(X)):\n",
    "        x_nums.append(i)\n",
    "        avg=0\n",
    "        for j in range(1,len(X[0])-1):\n",
    "            #if isinstance(X[i][j],str): \n",
    "                #if (X[i][j][0] =='[') or (X[i][j][3] =='['):\n",
    "                    #X[i][j]='100'\n",
    "            #print (X[i][j])\n",
    "            #print (X[i][j])\n",
    "            avg+=int(X[i][j])\n",
    "        avg /= 4\n",
    "        y.append(avg)\n",
    "    #x_nums = [1,2,3]\n",
    "    x_nums = np.asarray(x_nums)/10\n",
    "    #plt.xticks(x_nums, x)\n",
    "    plt.title(\"performance on delay task\")\n",
    "    plt.xlabel(\"time (in days)\")\n",
    "    plt.ylabel('Mean Value')\n",
    "    #plt.axis([1,len(x_nums),1,len(y)])\n",
    "    #plt.legend(loc=4)\n",
    "    plt.plot(x_nums, y)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "choice_np = np.asarray(choice_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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X082RiAcmeABnAs8GjgT2Bi4GLpE0N3v8O8AjgBcCTwWWZ4/PaGdlwxw8YPMB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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c7a7630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot1(choice_np)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}