SOTUbigrams.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<center><h1> America's Changing Priorities</h1></center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The State of the Union (SOTU) address is delivered annually, and is the President's opportunity to outline his/her legislative agenda for the upcoming year to the US Congress. Since the advent of mass media the SOTU has been broadcast live and has been used by the President to not only present his/her agenda to Congress but to communicate his/her vision of the future to the citizens of the United States. The text of SOTU addresses is an example of unstructured data with (hopefully) information content about each President's vision and legislative agenda.\n",
    "\n",
    "With that in mind, I decided to mine the SOTU addresses using bigram frequencies. I chose bigram frequencies because I hypothesized the frequency might be interpreted as relative importance of the agenda to the president and bigrams because I thought that would be the smallest interpretable unit able to be compared across years and presidencies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from __future__ import division\n",
    "import nltk, re, pprint\n",
    "from bs4 import BeautifulSoup\n",
    "import urllib2\n",
    "from nltk.corpus import stopwords\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Unfortunately, there is not a uniform URL to download the annual SOTU address from whitehouse.gov because it occurs on a different date each year. After hard-coding the urls the readSOTU function was created. It is a simple function that reads a URL and returns the raw text from a website. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#2010 - 2015 SOTU, respectively\n",
    "url2010 = 'https://www.whitehouse.gov/the-press-office/remarks-president-state-union-address'\n",
    "url2011 = 'https://www.whitehouse.gov/the-press-office/2011/01/25/remarks-president-state-union-address'\n",
    "url2012 = 'https://www.whitehouse.gov/the-press-office/2012/01/24/remarks-president-state-union-address'\n",
    "url2013 = 'https://www.whitehouse.gov/the-press-office/2013/02/12/remarks-president-state-union-address'\n",
    "#clean script won't work on 2014, it will work again for 2015\n",
    "url2014 = 'https://www.whitehouse.gov/the-press-office/2014/01/28/president-barack-obamas-state-union-address'\n",
    "url2015 = 'https://www.whitehouse.gov/the-press-office/2015/01/20/remarks-president-state-union-address-january-20-2015'\n",
    "def readSOTU(url):\n",
    "    page = urllib2.urlopen(url).read()\n",
    "    soup = BeautifulSoup(page)\n",
    "    rawText = soup.get_text()\n",
    "    return rawText"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next a function was written to prepare the raw website text for mining. The cleanSOTU function prepares the text by:\n",
    "- Removing unspoken descriptor tokens, e.g. (Applause.)\n",
    "- Finding the word index of two tokens and returning only the text contained between them\n",
    "- Converting all tokens to lowercase\n",
    "- Removing punctuation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def cleanSOTU(rawText, idx1, idx2):\n",
    "    \"\"\"\n",
    "    cleans state of the union text by removing audience reaction descriptors (e.g. (Applause.)), punctuation,\n",
    "    and unwanted website text. Also changes all characters to lowercase and and returns a nltk text object.\n",
    "    \"\"\"\n",
    "    noApp = re.sub(r'\\([^)]*\\)', '', rawText)\n",
    "    tokens2010 = nltk.word_tokenize(noApp)\n",
    "    first = tokens2010.index(idx1)\n",
    "    first = first + 1\n",
    "    last = tokens2010.index(idx2)\n",
    "    speech = tokens2010[first:last]\n",
    "    stop = set(stopwords.words('english'))\n",
    "    filteredspeech = [w.lower() for w in speech if w.lower() not in stop and w.isalpha()]\n",
    "    procText = nltk.Text(filteredspeech)\n",
    "    return procText\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, the findagenda function will \n",
    "- create bigrams from cleaned text \n",
    "- find the frequency of each bigram in the text\n",
    "- return the most frequent 7 (or more) bigrams \n",
    "\n",
    "The algorithm does this by continually lowering the bigram frequency threshold until at least 7 bigrams are obtained. A weakness of this algorithm is that if few bigrams occur with high frequently the algorithm will return many more low frequency bigrams than the desired 7."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def findagenda(cleanText):\n",
    "    \"\"\"\n",
    "    finds the most frequent 7 (or more) bigrams and returns a list of bigrams and counts\n",
    "    \"\"\"\n",
    "    bgs = nltk.bigrams(cleanText)\n",
    "    fdist = nltk.FreqDist(bgs)\n",
    "    num = 0\n",
    "    filt = 10\n",
    "    while num < 7:\n",
    "        result = [(k,v) for (k,v) in fdist.items() if v >=filt]\n",
    "        num = len(result)\n",
    "        filt -= 1\n",
    "        if num >= 7:\n",
    "            return {k[0]+' '+ k[1]:v for (k,v) in result}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The mineSOTU function is a wrapper for the previous three functions and returns a DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "urls = [url2010, url2011, url2012, url2013, url2015]\n",
    "years = ['2010','2011','2012','2013','2015']\n",
    "def mineSotu(urls, years, idx1, idx2):\n",
    "    speeches = [readSOTU(url) for url in urls]\n",
    "    allspeeches = dict(zip(years, speeches))\n",
    "    cleanspeeches = {k:cleanSOTU(v, idx1, idx2) for (k,v) in allspeeches.items()}\n",
    "    agendas = {k:findagenda(v) for (k,v) in cleanspeeches.items()}\n",
    "    return pd.DataFrame(agendas)\n",
    "\n",
    "obamaSOTU = mineSotu(urls, years, 'PRESIDENT', 'END')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The 2014 speech was formatted differently, so the index words were different."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def readcleanSOTU2014(url):    \n",
    "    rawText = readSOTU(url)\n",
    "    procText = cleanSOTU(rawText, 'Release', 'Latest')\n",
    "    result = findagenda(procText)\n",
    "    resultdf = pd.DataFrame(index = result.keys(), data = result.values(), columns = ['2014'])\n",
    "    return resultdf\n",
    "\n",
    "SOTU2014 = readcleanSOTU2014(url2014)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Joining the two dataframes and the structure of the consolidated DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>american diplomacy</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>american people</th>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>better politics</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>built last</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>business leaders</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    2010  2011  2012  2013  2014  2015\n",
       "american diplomacy     0     0     0     0     4     0\n",
       "american people       11     0     0     6     4     4\n",
       "better politics        0     0     0     0     0     5\n",
       "built last             0     0     5     0     0     0\n",
       "business leaders       0     0     0     0     4     0"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obamaSOTU = obamaSOTU.join(SOTU2014, how='outer')\n",
    "SOTU2015 = obamaSOTU.pop('2015')\n",
    "obamaSOTU['2015'] = SOTU2015\n",
    "obamaSOTU1 = obamaSOTU.fillna(0)\n",
    "obamaSOTU1.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The heatplot function formats and plots a heatmap to easily visualize the values in the DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAXYAAALXCAYAAACZ9muzAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXecFeX1/9+fBRTXAiiogIoFDZuvPWqMsYC9YDRi/CXY\n",
       "sGGM0VR77z0xxYbGhsbeldhogt3YNfbYQIxEQAyisJzfH8+57nD37rLL7rKz957363Vfd+Zpc+aZ\n",
       "e888c2aez8jMCIIgCMqHqvY2IAiCIGhdwrEHQRCUGeHYgyAIyoxw7EEQBGVGOPYgCIIyIxx7EARB\n",
       "mRGOPWgUSd+R9KKkLyT9ciHqHyfpyrawrS2RNFPSqm3Y/jhJB7VV+8GCkfS+pG0ayBso6aNFbVNr\n",
       "UdGO3Q/sLP8Tz3TntWJ725UzjgZGm9kyZvbX4kx3UF95/02XNF7S2oV8MzvHzA5ZpBa3Ama2tJm9\n",
       "vzB1JS0u6RxJH/jv6y1Jvy/ehH/aFUnDJF2zEPU2l/SEH/P/SpooaaNM/kqSbpQ0VdKXkp6WtIvn\n",
       "rZL5z82UNM/LFP6Dm5c68TXF2Upaytsa1YTdyMUxaAsq2rGTDupg/xMv7c5rSraApM7tZFte6Ae8\n",
       "3ki+AYeb2dLAssA4YGRrbFhSp9Zopx24DRgE7AQsBewLDJf0p3a1qpWQtAxwP/AnoAfQFzgN+Nrz\n",
       "lwUmArOB7wLLAX8E/i5piJl9mPnPLe3Nrpv5D05k4Z3uEOBDYKCkFRZ+LxumI/iESnfsJfERxC8k\n",
       "vQ286WmDPSQxTdLjktbJlN9A0vM+2rjZP2d43jBJE0q0v7ovLy7pQh/dTZF0maSunjdQ0seSfivp\n",
       "U0mTJQ3LtLOEpIv8ymO6pMckdZX0QHHYRNLLknZrYH9/JOk137exkgZ4+hhgIPBX37f+jfWbmc0D\n",
       "biH9mQttnyppZGZ9P9/XqZJOdNu3zpS9XdJISTOA/SVtLOlJt22ypL9I6lLUl4dJetttPF3SGl5n\n",
       "uh+LLl62p6T7va3/en+pgT7JHqNrJV3idb+Q9FQhr0S9bYDtgCFm9rqZzTOzp4F9gMOL6vX3kewM\n",
       "SXdL6pFp5zZJn6juKijbp9dKulTSKB/lTpC0oqQ/+b79S9L6mfLHSnrHbX9N0u7Zw+Yf/Ldzgx+b\n",
       "aZKekbR8id1cKx1uu8USs83sETN7xfN/A3xhZgeZ2X/M7Gszuxk4C7ioVL+1IvsDVwGPk/r8WyTt\n",
       "m/ntHV+Ut4T36+eSXgM2Lsp/X9LRkl4GZkqqkrSp0lXLNCXfsFWm/DBJ73qfvydpqKf39+M5XdJn\n",
       "km7O1Bkg6RH/bb4h6SeZvJ392H2h5BN+12gvmFnFfoB/A9uUSJ8HPAR0BxYHNgA+9YMtYD+v2wVY\n",
       "DPgA+BXQiTRi+AY43dsaBkwo0f7qvvxH4G7f1lLAvcDZnjcQmAOc6m3vBPwP6Ob5lwBjgN6kk/Sm\n",
       "bs9PgKcy21sPmAp0LrGvawFfAtv4No4C3i6UBcYCBzbSh2OBg3x5MdKfd1wm/xRgpC9/F5gJbOZ9\n",
       "d4H31daef6qv/8jXuwIbApv4/hWuHn5V1Jd3ed99lzRqHAOsCiwDvAbs52XPAS7z/ewE/LCR/coe\n",
       "o2u9/zbyejcANzVQ71xgbAN57wOH+PI44GO3uRq4vdBPmd/Nkt5PfwReyORdC3xG+l0uDoz2tvch\n",
       "/T7PAMZkyu8JrOjLe/nxXrGEfYeSfn9dvZ0NgKVLlFva++NaYEegR1H+U8ApJeqt5v26ZkN9XfS7\n",
       "OrAobSDwUSPHrB8wF1gJOAR4KZNX+O1tTvqdXkT6bxV+e+cC40n/w5WAV4EPi47d86Srk8X9eyqw\n",
       "o+dv6+vL+XGbUdhPYAXgu758E3Bc5v+ymS8vCXxEOjFVAev7MR7g+Z/gv1egG7BBo76tNR1lR/v4\n",
       "wZoJTPPPnZkf2sBMuctwR51JewPY0j+TivIepwmO3f88X2Z/1MAPgPcyP+RZQFUm/1PqHN0sYJ0S\n",
       "+9UV+BxYw9cvBP7aQB+cBNycWRfJ4WyZ+YMd1EgfjiOdbKaRLr2nFf4snn8qdY79ZODGTN4SJEec\n",
       "dezjFnDMfl04Tpm+/EFm/TngqMz6hcAfffk00kl0jSb8NrKO/RpgRCZvJ+BfDdS7ioad/pPU/anH\n",
       "4idwX6/xvlCJet3dnqUz9lyRyf8l8FpmfR1gWiP79gJ+8ixKP8B/u/V+UyXKDnA7PiI5yHuA5T3v\n",
       "bWB4A7/L+Y5XcV9n0hbGsZ8IPOHLy7ld62V+e3/PlK0u+u29C2yfyT8kuy3SQG5YZv0Y4Pqi7T9I\n",
       "GvRVk/4HewBLFJW5DrgC6FuU/v+Ax4rSrgBO9uUPgOHAMgs6NmZW8aEYA3Yzsx7+2SOTl71J0w/4\n",
       "nV9yTZM0jXRW7w30ASYVtftBE7ffi/Qj+Gem3X8APTNl/mspxFFgFml02pP0R3m33k6ZzQZuBfb1\n",
       "UMNPaTju3ZsUkyzUNdK+98022cg+GHCE919XYFfgdmVCVRn6kE4ahW19Bfy3qMzH2RVJa3kI5BMP\n",
       "z5xF+tNm+TSz/FWJ9aV8+QLgHeBhv0w+ppH9KqahNov5jNSnpehDGtUVyP7GPiSNzntK6iTpXA+f\n",
       "zCA5FZj/d/GfzPLsovX57FMKf72Q+Y2tTf0+hPQbeQi4WdIkSeepgXiymb1hZgeY2creXh/gYs+e\n",
       "6uvF9M7kL4i5pP7I0oXkrBtiP9L9Dczsv6RBxzDPK/7tzWL+314f6h+PYop9wk+KfMIPSVdCs0iO\n",
       "+ufAZP/9fsfrHU0aPD0j6VVJB2Ta+35Re0NJo31IkYCdgfeVbixv2kg/VLxjb4ysM/sQOCtzAuhh\n",
       "ZkuZ2S2kS6S+RXX7ZZb/R3LeAGj+p26mkv6E3820293MlmmCfVNJf+iG4t7XAXuTLhFnWYrzlmJy\n",
       "1l4/EaxM/ZNVk7B04+sdUpy51LZWymxrCeo7mOKTyGWk8Et/M+sGnMBC/m7N7Esz+72ZrQH8CPit\n",
       "PL7fijxK+oOulE2U9H3Svo/JJK9StDyHdFyHun3b+D6vVmimucZI6geMAA4HljWzHqQwQ722zGyu\n",
       "mZ1uZv9HCpcNJjnLRjGzN0m/t8LTUI8Ce5S4f7EXKbzxdhNM/5C6/S6wGukqux6SNiP9F070QcAn\n",
       "pKvfoUo34SeTfteF8tXM/9v7hPrHo5hinzCyyCcsbWbnA5jZw2a2PbAi6er+Sk//1MyGm1lfUujr\n",
       "UklreHvjS7R3uNd7zsx2Jw0G7yYN3BokHHvTuBL4uaRNlFhS0i6SlgKeAOZKOlJSF0l7MP+Nl5eA\n",
       "/5O0ntJN0VMLGT4SvxK4WFIvAEl9JW2/IIO87tXAHyT19lHeDyQt5vlPkn6IFwLXN9LUrcAukrZW\n",
       "usn4O9IJ44lMmQU5lG/zJf2AFM98rUS5O4BdM3ae2oS2lyKFy2Yp3dQ9bAHli+3N2jbYb14J+AKo\n",
       "9U9z2msUMxtNinnfIem7flw2JY2GLzWzwhWWgH0k1biTOR24za+YliKFCT6XtCRw9sLaQ4rdGumE\n",
       "UeUjxLVLFVS6Wb+OO8KZpBNNvf5RmtvwW0l9fX1l4GekUBOkewLdgL9JWkHppuzPgONJ93Cawi3A\n",
       "AUo3zyVpLVIY7uYGyu8PPEwKaa3nn7VJ4b6dSPcwBkv6of/2Tmd+/3crcJyk7n5SPmIB9t1A+i1v\n",
       "78e4q/dfX0nLS9rNj90c0uCuFkDSTzIn/emkY1NLespoLUn7uB/p4vs+wJf3ltTNzGpJx6bR3204\n",
       "9tLMN2o0s3+SYm5/JcWu38ZHMmY2hxRLG0a6tNsLuBP/85nZW6Qf0aOkJ2wmFLV/DGmE+5Rfdj9C\n",
       "uqFZ0pYifg+8Ajzr2z6H+Y/p9aR46w0N7miybx/gL6Qwwi7ArmY2t4k2QHpqZqakmb7NE8zsoUxd\n",
       "8229RvrD3EwaQc0khRC+Li5btI9DSY54hNfNlillW3F+Yb0/qX9nkk5cl5jZ+Ab2qaE2GttugSGk\n",
       "GPGDvq2RwFVmlnUWRuqra0mjxcWAIz3velI4bxJpdF04STdkT4P2mdnrpBuFTwJTSM5uYgN2r0gK\n",
       "ZcwgXSWNo3QIbybwfeBpSV962y+TBgWY2eekm5RdvZ2pJKe8j5ndVqK9en1pZg8Dx5Li+NOBB0h9\n",
       "VW+ymw+YfgL8xdJTOIXP+27/ft4PhwN/J/32Pmf+0MpppD7/N+m4XV/Krox9HwO7kU5W/yGNuH9H\n",
       "+t9XkZ4MmkT6X25B3YBkI9J/fSbpvsSRZva+mX0JbE8Km04i/SbOIf0uIP1H/+0+YjjparxB5IH5\n",
       "oBVRmvDxsZmd1M527Et6CmPL9rSjIfyKZxopzNLU+xJBECyAGLG3Dc2Ohba6Aeny/nDSKDc3SNpV\n",
       "UrVfpl4IvBxOPQhal3DsbUOpS+NFhqQdSJeHn5AuPfPEj0iXmpOANUiXnkEQtCIRigmCICgzYsQe\n",
       "BEFQZoRjD4IgKDPCsQdBEJQZ4diDIAjKjHDsQRAEZUY49iAIgjIjHHsQBEGZEY49CIKgzAjHHgRB\n",
       "UGaEYw+CICgzwrEHQRCUGeHYgyAIyoxw7EEQBGVGOPYgCIIyIxx7EARBmRGOPQiCoMwIx95BkbSy\n",
       "pLGSXpP0qqQjPX1ZSY9IekvSw5K6Z9LH+kun/1LU1vckvSLpbUl/yolNZ0n60F/6u9C0lk2SlpD0\n",
       "gKR/eTvntLdNnvegpBe9rb9J6pIHuzJt3ivplTzYJGmcpDckveCfngtrV+4xs/h0wA/pjfLr+/JS\n",
       "wJtADXA+cLSnHwOc68vVwA+BQ0lvc8+29QywiS+PAnbMgU2beHsz89BPwBLAVr7cBXgsJ/20VGb5\n",
       "dmCf9u6rTHt7ADeS3mvb7jYBY4ENW+s/mOdPjNg7KGY2xcxe9OUvgX8BfUnvFL3Oi10H7O5lZpnZ\n",
       "48DX2XYk9QaWNrNnPOn6Qp32ssnznjGzKQtjR1vYZGZfmdl4X54DPO/ttJtNmfr4SH0xYOrC2NTa\n",
       "dklaCvgNcCYteLl7a9pUMG1hbelIhGMvAyStCmwAPA2sYGafetanwApFxYtfctsX+DizPomFdFit\n",
       "aFOb0Fo2+WX/rsDoPNgk6SEv/5WZPdhSm1rJrjOAC4FZrWFPK9kEcJ2HYU5sLbvySDj2Do6PjO4A\n",
       "fmVm88WjLV1/LvK3lZezTZI6AzcBfzKz9/Ngk5ntAPQGFpe0f0tsag27JK0PrG5m99BKI+RW6qu9\n",
       "zWxtYAtgC0n7toZteSQcewfGL7/vAEaa2d2e/KmkFT2/N/CfBTQzCVgps76Sp7WnTa1KK9s0AnjT\n",
       "zP6cI5sws6+9vY1zYNemwEaS/g1MANaSNKadbcLMJvv3l8DfSfdxypJw7B0USQL+BrxuZhdnsu4F\n",
       "CqO2/YG7i6tmV8zsE+ALSd/3NvctUWeR2tSatKZNks4EliHFjtvdJklLulMrXEkMBl5ob7vM7HIz\n",
       "62tmqwGbA2+Z2dbtaZOkToWnYPxEsSuw0E/r5J72vnsbn4X7kP4w84AXSX/mF4AdgWWBR4G3gIeB\n",
       "7pk67wP/BWYCHwEDPP17pB/5O8Cfc2LT+b4+179Pbk+bSFcy84DXMu0c2M42LU96oukl4GXgAkDt\n",
       "ePw+LBy/TP6qtOypmNbqq2rgOe+rV4E/tqSv8v6Rd0QQBEFQJkQoJgiCoMwIxx4EQVBmhGMPgiAo\n",
       "M8KxB0EQlBmd29uAoBFmzXiuvU0oQQ1pWneeCJuaSO3dI2qYPjVXdlXtdkiNevTKlU1Ud9uovU1o\n",
       "CTFiD4IgKDPCsQdBEJQZuXbsklo0bbuRdsf69/6SNmygzKqSRrbF9oMgCNqS3MbYJcnMjmzLbZjZ\n",
       "dQsuFQRB0LFolRG7pN6SxkiaIOkSTxsoaZSkeyRNlDRU0qOS7vd8SbpM0mhJ90vq7nXulXQPsIOk\n",
       "CV52gL8VZaykIyR19rbGS7pdUpWPsCf4+nOS+hbZuLGkf0q6BejhaadK2kbSVkpvYRnl9vQoqruP\n",
       "pCd9P9b1tKckXe4SoD+TdIeklzL5Fyu9seUxSSt72u7ezmhJW0q6S3Vvfrm4oauHIAiC5tBaoZip\n",
       "wHZmtgWwjKT+nv6Nme0GPABsZGbbApMkbUASLPrAzLYBLgF+TpLe7GJmu9n8utLnAIea2SDgr2Y2\n",
       "FxhsZluRnjwoCAwtaWZ7An8AhhTZeBKwG3AgdWqG8+kpmNnOwBXA8EKepCrgCJJmxd7AWV68h7e5\n",
       "M3AR8DPfh4M8/zgzGwicBhzqYkbHAwN9nycAtwFDPG9dM3u+sU4OgiBoCq0ViukJXCapG0n0pw/J\n",
       "Mb7q+ZOpk9WcTHKKA4CfStrB7XjC80s5t+XM7C1I2stK2swjJPUhCey/BbwNvO7lJwH9i9robmYf\n",
       "A0h6q8Q2Cqp4LwHbZdJ7kU5AtcAHvo8An5nZZ97ee2b2jaRPfN8AjpG0Nek1aq9n2vk6sx93k+RD\n",
       "3ya9ai0IgqDFtNaI/WfAXT6ifpw6ycyGFMZEenfh9WY2yEf6J3jevBLlP5O0Jnw7gt6epIk9kKTT\n",
       "XNiPwvYE9WRXZ0jqK2lJYM0S21gv8/1OdttAPw//rApML7Fv2WVJWpb0fswtgZPdvs+AVSQtXihk\n",
       "ZrOAGcCvSA4+CIKgxbTWiH0McL2k3WnY4c23bGb3SvqzpMLrxS4Gvihqt1DneOBKSQbc6Z8TJG1E\n",
       "coxvFZUv9UaVM0gazm8BH5TYhzmS/gEsTgrjLON2zvP7BhNIJ51flKhbvJ/TgC993172dkzpzfbj\n",
       "Jf0PONXbvBk4q3BFEgRB0FJCtheQtBWwrZmd1A7b3oWkYX1RvcyYedpUwqYmEjNPm0gHn3ma28cd\n",
       "24H2eA/nEODXpDeuB0EQtArh2AEzGw+Mb4ft3kG6RxAEQdBqRCgmx5z23Y3+1942FDP8hsurew9Y\n",
       "c1Z721FENZArm74+47fVzPkmVzYBVK3Yo7qqeol82dWpUzVL98iVTZ2GHrVke9vQEmLEnmM++ddb\n",
       "+Yo7AjZvXh5jx/mzac43NTb5o3zZBGiF7vnrq9ra3MX9Ozq51ooJgiAImk9ZOva2Eg9rDSQNk3TQ\n",
       "gksGQRAsHGXn2BeFeFgLiZsaQRC0Ke0aY5fUG7iRNO3+ZTM7XNJA4GhgDrAccClJ32W2mQ12XZVL\n",
       "gbWAr4B9gPWB35Kc5mWSTjCzLSQNAC7zzd3pyw/69j4D9gJWAUYCn5LkEHYzs0kZG68F5pJmq44z\n",
       "s1Mk9QKuApYG/uV2rwJcCywG3Gtm50s61e0syAkcXLT/JwODSBOfDjSzUhOngiAImkV7j9g7gniY\n",
       "AaO9zoauT3MscI6ZbQ3MlLQp6WR0kpltDgzyk5YBr5jZdsA3kr5faFTSOkAft+2XwHEt6cggCIIC\n",
       "7f1UTEcQD4M6gbBXgNXchnNd4mBJ4BlgjYwNL3q5wnLhO9v2AGCg/KUfvn9BEAQtpr1H7B1BPAxS\n",
       "qAdgbeB9t+G3bsMmwD3Au0BhGvIGXg7mFxd7N9PmW8DD3sYgYP8G9jkIgqBZtLdjHwP8TtJdpEkm\n",
       "BRoVDwNW9ZdVjAZ2KtFusXjYWOBw4GngR5LuI10hWFH5UuJhAFtJegx40ePvZwMnug2PkPTdzwdO\n",
       "l/Q4MNbMCiPwGkmPAl3N7KnMfrwETFF6ecgY4IDSXRQEQdA82jUUY2YvAuuWyBrv+ddlyp6WWS71\n",
       "1Mv4TP6W/v0mMLCo3PdK1N3PyzckLXCBmb2XaX8qsEeJcoNKpF1nZmMydbP7dDbpJBEEQdBqtPeI\n",
       "vaNQKjyzKOoGQRA0m/a+eZp7zGyhQyTZq4wgCIJFRYiA5ZjJzz2TOxGwFQesWV1VVZUrwSZyKAI2\n",
       "b/KHXTFmt7cdxWixzl3p3CVXdtVecXru+qrzGdeHCFjQNvT57nfyKIyUPxGpHNpU1WeV3Nnk5M+u\n",
       "7j1r+OyTfNnUwYkYexAEQZkRjj0IgqDM6HCOXdJASWc0oVw3ST/OrLfpc+KSJvj3MZL6SFrPJRDw\n",
       "5QPbcvtBEAQFOpxjp+nqiD2Y/1nzJjlWFxlbaMzsPJ+ctAGwoae9ZGZXt6TdIAiCptIRHTvAJpJG\n",
       "+czPHpCUEn0W56OS+gHDge087WhgHUljJK0tabCk8ZIed80ZJD0l6VLgwuyGJL0q6VZJz0nayNP2\n",
       "kfSkpImS1i0qf42kNYBDgKMk3SBpq8JVhqTDvO5oSWtJOjyzvkFbd1wQBOVPR3wqRqTHNHeWtBcw\n",
       "XNIoXClRUg1JKfEcYGUz2xdA0q5mtrVrxvyFNEu0MzAKeIgkEXxmRgqgQG9gE6A7cIWk3YAjgM1I\n",
       "UgJ/BXYtYecIoJOZXS1pK7ehF7AnsJmLksltGWhmX7dO9wRBUOl0RMdu1KktvghsR/OUEnuSHvka\n",
       "7eu9/Ps/JZw6wDtmNguY5SqUBW31WuADT2uI4rDOasDz5pMH3LmfAlwu6RuS7O9/ihsJgiBoDh3R\n",
       "sYs6xcT1gXeoU0o8EkBSZ2B5oFOmXiE2P5Ukv7uDmc3zslBaHRKgv6Rq0oh9BukFHf283krA9Abq\n",
       "zQEWz9gM8B6wgb/lqTBif9HMDpA0FBhGEhMLgiBYaDqiYzdgjqR/kBznEDObJmmKj9gN+DtwNbCs\n",
       "pFuBQ4GPJN1Okvn9AzDa9dRfI4VWGuIjb6s/cJifDC4BJpBOBr/I2JW18SngWklrkySCzcymSroD\n",
       "eELSLOAw4HhJq5HevBQKj0EQtJiQFFgAkia47vuiZ9aM59plu42Tv5mLYVNzyJ1dcy8/LXczTzuf\n",
       "c9NGCy6VXzrqUzGLkjjzBUHQoQjHvgAK2u5BEAQdhQjF5JlZM3Kn7kgOlRTnXnV2NXPn5MqmTkOG\n",
       "V6tX71zZ5OTu+Nmcb6qZNjVXNmnVmlB3DNqMXMUdndzFaJk7J3cxWszy10+J3NmlLovVsHyfXNnU\n",
       "0YlQTBAEQZkRjp1mCYutIOl4Xy6Ifu1WkDUoKjuhGdsv2UYQBMHCEI490aQbDWb2qb+AOsuPgWVb\n",
       "uP3dW6GNIAgCIBx7lvmExbKjeEnDJO0vqZ+kkYUKklYGdgBulPT7Uo1KOk7SOBcZW9/TrvO00d7G\n",
       "jo21EQRB0Bzi5mminrAYaeZogZIjejP7SNKDwBlm9l4DbV9sZudI6g+cKmkY0NfMBn678QW3EQRB\n",
       "0GRixJ4oFhbrz/zOfEEa7Y3l7ydpPHAl0NvM5gLXSRop6cyM/nuLdOCDIAgKhGNPlBIWm0GS7AVY\n",
       "t1QlZw7zi40Vc5iZbUW6Cqhy2eCbXE64F7BxE9oIgiBoMhGKSdQTFiOpNvZxrfep1I3gi8MyDwGX\n",
       "SrrVzEYUtQnwjD8h85inLQ3c5w5+BklpsqE2giAImk04dsDMxgPjS2TtXCJtP6+zhX/fQVJvLG5z\n",
       "S/8eXqKNYpmCkm0EQRAsDBGKCYIgKDPCsQdBEJQZIQKWZ0IErEnkUUSKnitWq6oqXzYBtff+rSvz\n",
       "ame3tx1ZqgbuUa3uPfPVV9XdQgQsaDPyKIwUIlJNI3f9BMC82hqmT82XXfkVTOuwRCgmCIKgzGh3\n",
       "x95UAa4G6v65te3JtN1kEa8Sdce2pi1BEATNod0dOy149ZyZHdmahixK/Dn2IAiCVicvzqUpAlz9\n",
       "JT0paYykYz2vIJ07TtKFkp6RdKCnfV/SWEkTXZ+lWHxLks6WNMHXe5cyrIF2ji0h7DVY0nOSrga6\n",
       "eFp/SQ952RM87VpJfwH+IekH3saYgt1BEAQtJQ83T5sqwLUlcLmZXVeiDQNGAscDjwBXA6cDuwL/\n",
       "Ax6W9Hfqi29tVpho1AjF7dwI/MnMzi0IewH7AMe6jcsChVDMWcCBZjZJ0t8l9XVbJ5rZEZJOB47x\n",
       "CVJBEAStQh5G7E0V4LoNWFfSDZJ2LNHOq2b2DTDP19cD7gPGACsAPakvvnW+pOsl/VFSdQP2FbfT\n",
       "iyJhLy83z8xmmdnHwGee9h3gBo+5DwD6evo//fsyYC+3aeMGeygIgqAZ5GXEviABrpeAOWb2O0mL\n",
       "AROBB4vaKY7VPw/saWazJHUmOfybzGykpCtI4ltjzGyUpOOAwcCtJeybrx0zmyvpMDNbX9KaQEHb\n",
       "pcpPDsuSnD/AG8CvzWyKx9QNOCxj6zQzO1xSH+AqSksYBEEQNIs8OPamCHAB/EjSL0kTZEZm6pZq\n",
       "D+AUktiWgM+Bg6gvvnWPpCW8zk+a0M5/vVyxsBfAeb7+PPCJp50AXC1pcZKC45Citg+VtAewFHBu\n",
       "o70UBEHQRGLmaZ6ZNeO59jahBHmcTBI2NZHau0fkboJS1W6H1KhHr1zZRHW3jdrbhJaQhxh7EARB\n",
       "0IqEYw+CICgzwrEHQRCUGRFjzzE3fe8HuVN33PYHfap7rN4vV0p87900ttqWWTZXNvW7+ILqrmus\n",
       "kSubAGzunK7MnJ4rdUe6L1ct5UwJM9Qdg7bi8zffztcNJcC+17OGzz7JlV329eyar995N1c2MS+f\n",
       "ioXq3KWGvN2ozOmN5o5MhGKCIAjKjLJz7K7rUnb7FQRB0FTCAS4CfHJTEATBIqFDO3ZJVZKucvXE\n",
       "B4ryekm6x5UTL/G0HX1E/6ykfT3tVFd9fETSlSW2cbCkx/yzgae9IulGSS9KWq+Rci9JGgkcLelH\n",
       "rv54hStKLibp4cx2HpXUqc06KwiCiqGj3zzdDZhiZgcXpYuktniOmT0l6VxJmwLjzexB144ZR5Im\n",
       "MOB5M9vfJXa7mdkMAEk9gV3NbEtJywJ/A35M0oI5ANgI2F/SWQ2U6wtsamZfSZoIbAH0AMaZ2TeS\n",
       "3pe0Buk4vGtmtW3WU0EQVAwd3bGvCTzZQF4NcK4kA5YEnga6SDqZpJdekyn7qn9PBrqRtGQAVgfW\n",
       "U90bkQrPhr7jjnky0L2Rcm+a2Ve+XOvLX0kq6N/cCPyMdOX092bsdxAEQYN0dMf+JrAp8IAk2fwP\n",
       "5b8B3GBmzwN4mOMukhjYJ163FNl4+HvAs2b2E2+j0F/FssL/bqDcvEy5Khcc60GSEIYkGnYc0MnM\n",
       "Tm/aLgdBEDROR3fs9wK7ujb6TJL0LiTHezYwQlI3koM9mOTY7yXpvk/LtGOlls1sqqQHvP1aYDTp\n",
       "5RlZrInlzic58heBTwsVJb1Exz8OQRDkiA7tUHyEfnBR2iBfnArsUVTlGv9ky5+WWT6gxDauBa4t\n",
       "StvCv9/dwzUbAAAgAElEQVQHDlxQOWeUmd3nb1G6IpMuIgwTBEEr0qEdewdjT0mHkeL9RwD4q/FW\n",
       "NrN/NlozCIKgGYRjX0SY2S3ALUVpJ7eTOUEQlDEhApZj/vv8s7kTAeuxer9qTf9vrgSbbOke1d98\n",
       "PClXNi2+xurVqsqZsFWiGsiVXbX3XV1N7dxc2dRp6FEhAha0DcsNWCuPwkg1LN8nV3YJarqu2T9X\n",
       "NpFfYav82VU7N3dvderodOiZp0EQBEF9KsaxS/qjSxBsJWm1Vmz3GklrSBom6aDWajcIgmBhqRjH\n",
       "bma/MbN5wCDSTNFW30QbtBkEQdBs2syxlxLokrStpCf9s42njZN0gQtzHSrpehfX2r6J+RMz2xyb\n",
       "qXOhpGckHVjIk9QFGAZc5Pl3Seru+RdL2rBoH850wa5HJXWTtJ6kiW7/3o3s+8m+vdGS+nnaNS40\n",
       "9jdJp3haPeGwIAiCltKWN09LCXSdAmxHmpTzIGmGpgE3ACcAk4Dvul2XAw83Mb8YIwl8HQ88Alzt\n",
       "6fNIE5QmmNkYSUOBIZKuBtYtyA8AuKNdLTvJyJ87H0rSlJkoab7HF73MOkAfMxskqQY4ztufbWbb\n",
       "SToaWELScpQWDguCIGgRbenYSwl0mZl9CSApq2T4qpnVSnrTzD7z/B7NyC+leV6oM4/6FMreTZr1\n",
       "+TZpun+x/U8UpfUwsw99e/8Gli/R9gBgYEYQbDKwGvCyr78I/ICGhcOCIAhaRFvG2AsCXVmnWyVp\n",
       "aUnLAFntcSv6hvnFuBrLl6TFgHWKtt+Qo5xT2LaZzSIpOf6K+tP6v7U/sw/TJfXzkM7qwH9KtP8W\n",
       "8LCZDXJ5g/1JImEF+9bz74JwWKHc9g3YGwRB0Cza0rHfC/R2Yaz7PO00UmjkYeDUBdRf0Ai2kH8t\n",
       "8DiwVwN1igW+xgEnSDrR024mhVzemq+S2UvABx5TfxRYBjiZdAKYAPzVzOYWb8vrTfEY+xhgmJk9\n",
       "A3T1dtYB5pjZVJIq5Xgvd+wC9jcIgqBJVPzMU0m7AAPM7KI23k4nDw0dDXzgEgONM2vGc21p00KS\n",
       "vwkuYVNzyJ1dtXePyN0EpU6/OG+j9rahJVT0zFNJQ4BfAz9aBJu7WtKqwHTg4kWwvSAIKpSKduxm\n",
       "dgdwxyLa1v6LYjtBEAQVH4rJNbNm5E4EjByKSBE2NZm5V57Vldq5s9vbjiyddj+wmsW75qqv1Ld/\n",
       "iIAFbUau4o5O7mK0hE1Np3ZuDZ99ki+7qjrVqEevfNnUwakYSYEgCIJKIRx7EARBmRGOvQk0RxFS\n",
       "0p8bybtG0hqtZ1kQBEF9KtaxS2rOvjdZEdLMjlw4i4IgCFqHsnbsDShMjpN0HnCdpJ6S7pE0RtIl\n",
       "nr+jzxp9VtK+RYqQF0jqKukmV268WVLnom1O9O+GlCCP89mmp3m5w73M6FB4DIKgNShrx06dwuRA\n",
       "M9vF0wy408z2BY4DzjGzrYGZkjYFxrt2yw+AQ81sDkkR8rdmdhRwCHCPmW1DkifYs2ibhedHzyAp\n",
       "QW4BHJE5AYw2s62ADSX1IU2OGmhm25jZC63eA0EQVBzl/rhjKYVJgH/69wDgXEkGLAk8DXSRdDLQ\n",
       "hfTIWoGC6FgNsLekQ4HFgZsa2Hb3BpQgC877FZLq4ynA5ZK+AU4ys1LCYkEQBE2m3B17QaHxAUmy\n",
       "utlY8zL5NxR02CV1Au4CDgI+8XzIKEICbwCPmtmdXqehPpzuL9mYzPxKkOt7G2sDfwU+N7MDXBt+\n",
       "GHB+i/Y4CIKKp9wd+73Arq4wORMYXJR/NjBCUjeSsz+Y5NjvJemmT/Ny44BzJG0CXAhcKekXpFH8\n",
       "ccAzJbZdUILshCtBunrxVl53nJlNlnStP3GzGHBA6+x2EASVTFk7dh+hH1yUNiizPBXYo6jaNf7J\n",
       "1nkC2CqTtG9jm/U6LwI/LGqnnuM2s2GNtBUEQdBsyv3m6SJF0h+AR9vbjiAIKpuyHrEvaszst+1t\n",
       "QxAEQag75pivf79v7tQdu/z8mOqqPivnSomPfCop5tEmbM431Uybmi+7eq5YraqqfNlU3S3UHYO2\n",
       "wSZ/lD/FO7M8qhaGTU1EXRarYfk+ebMrl33VkYkYexAEQZkRjr0JSNpf/qxiJq2bpB+3l01BEAQN\n",
       "EY69aQyjfl/1oP6jkkEQBO1ORTv2BkTCJmbyx0ramDRbdLSkfTLVhwPbuYBYT0m3eDsPSVpaUl9J\n",
       "D/o2zpG0u6ReJUTHQgQsCIJWpdJvnhZEwrKTmOZ7TMjMnpX0IrCNmc3LZF0BrOxiYkgaZmZfSToI\n",
       "+H9mdpWk24GrgMXM7DhJF5FEx56SdK6LjhVEwL5uw/0MgqCCqHTH3pBIGMUx9VJFMmU7ARdKWhtY\n",
       "hiRLAHAjcBGwva/XUF90LETAgiBoVSo6FEOdSFjWkUvSYsA6mXJzqH8S/IY6YbD1gWqX472EOqd/\n",
       "KnAScIKvv0GS/x1kZpvgmjQuNTCeFMsPgiBoEZXu2O8FertI2H2edi3wOLAXdWGZB4C7JWVvlk4B\n",
       "lpV0K0m5sb+kfwCbACbpe8CKZvZnYKykg0miYyd6PP0RYCXSaH08cITbEwRB0CJi5mmOmT104HPt\n",
       "bUMxi532l5qqvqvkbTJJHie45NEmyKdd+bOputtG7W1CS6j0EXsQBEHZEY49CIKgzIhQTI6Z9/Yr\n",
       "uRMBU++V8ifYlEPBra/P+G01c77JlU0QIm5NJkTAgrYih7FsyGM8NI82zfmmJkTcmkweberQRCgm\n",
       "CIKgzMilY3fRrf0byb9K0mOSNpN0YCNtbCipn6RBpco0w55TJG214JJ1284sHyOpT0u2HwRB0Bxy\n",
       "6dibwFpmtqWZPWFmV5cqYGbXmdnzwGrA1g01JKkt+mCYz0bFzM4zs8ltsI0gCIKS5CbG7rM9bwMW\n",
       "I91IudfTTwYGAbXAQcAhwLqS7gMuBLY1s5MkHQbs53UPA34GTAQOBH4oaVMz2y6zvWuBmcBaknYj\n",
       "vcB6eeAzYB+SNMAdwFekiUrjfCTe2cz+JulUYCzwGHAl0B/4H2m26frAo5L+BmwDnAlMJUkMLE2a\n",
       "bforScOAXYGuAGa2S+v0ZhAElUyeRuy7A0+Z2U4kJ4ikdYE+ZjaINDPzODM7EXjFzHYtVJTUC9gT\n",
       "2MzMtgHezrQ7AhiZdeqOARPNbAfSyeIerzvO2zoIGGFmO1MnHVBcv2D3FDMbaGa7mNmzQEE07IZM\n",
       "+eHATS47UC1pE2/jQ3fok3x/gyAIWkRuRuykkMmLvvxP//4OMFDSWF9vKKSxGvC8+bObZmYL1vCa\n",
       "bzs1wN6SDgUWB24GVqdOZuB5/84+G1rYQINCYkWsDtzvy8+RRvgAr/n3JKB7U4wOgiBojDyN2P8N\n",
       "rOfLG/r3W8DDLpo1CCi+oVpwru8BGxSEvIqUGedQesQNdY76DeB8385mwKVuz/qeX9BJnwH09uWC\n",
       "SFgpIbFSomHvAoVpyhv5etaG7P4EQRAsNHly7HcDm0l6kBTfNjN7CZjiL7wYQ331Q/NyU0nx8Cck\n",
       "jSaNogv5r5Ji7DeV2GbBqY4AfizpUa+/IUlH/VBJo4DZXnY0sKPH9wv1SwmJFYuGGSkO/1NJjwGz\n",
       "zezpIhuKl4MgCBaKmHmaZ2bNyJ0IGPmcTJI7m74++Ze5nKAUIm5NJETAgiAIgjwRjj0IgqDMCMce\n",
       "BEFQZkSMPc/MmpE7dcc8qhbmUbHQvvm62j77NFc2AVT1XaUr6WGA3FB739XV1M7NVV91GnpUqDsG\n",
       "bUa+bihBPlULc6hYqMUWr1H+blJCHm9U1s6tYfrUfNnUwYlQTBAEQZnRZMe+IMXFRUFrKDU2c3ur\n",
       "ShpZIn2Cf/+xjUTEgiAIFppcOqVGnGWjSo0l2mnTmZxm9hszm9eW2wiCIGgujcbYm6C4OI+knihg\n",
       "JDAFWIOkZngo6ZVXO5jZLEl/JkkGfAHsbWZfSDoT2Ar4GhgC/Ik6xcVhJDXELsDLZnY4SUhrM0mb\n",
       "Aj8HbiCpLz5sZudm7D4V6Af0kbQ3cAawlpfdhyQVcDwwl6QNs6fbto0rRQ7DFR2B1SXdQ1J+/JmZ\n",
       "vZ/ZzjjSiWZ5kjpkV+AJMztB0i3ACr5ve5rZTEmvAC8D/0eSR/gIuNP78WUz+3VjxyMIgqApLGjE\n",
       "viDFxV8Cx5Gc4JJm9hPgAmAfV00cBewgaWOg2pUNbwZ+Lml9YDUz28LMtjWzGcyvuDgV2M7MtgCW\n",
       "kdQfuAK43pUatwIuN7Ots07dMeANb+cHwAeu3HgJ6YRQEAvb2dscTsNT+3sAPwZ+BRxTYjvyPrjI\n",
       "++REzxtmZgOBW4H/52m9gAOAX5Ac+/rAWN+HcOpBELQKC3LsC1JcvJSkLw7wun9PLlruQVI2LCgk\n",
       "FpQN1wKeKLHNwnZ6Anf4djYHCm8hKoRXbiPpst8gacdG2qkhabSMJY3Se3j6C/79otvTkBjXKx5u\n",
       "eYk6RcZi1izsiytLVgEXun7ML6kTDnvHzL4h9Ut3kpZ7le/DPg20HQRB0CwW5Nibqrgo6hxjdrmw\n",
       "/i7wPV/fGHiHjCoizBcPL9T9GXCXb+Nxbyer1DjHzH5HCgWdXsL2rHLj9W7vFsAJ3lZhv9Z3e7LK\n",
       "jVld9LXdUa/n5UrxJunKoLAfG1B3hXIJdf1c3C+dzOwUM9sH+F0DbQdBEDSLBT3Hfjdwuysufo4r\n",
       "Lkqa4iNgA24CHqbOaRlFYQ0ze07SV65s+AUw1GPsH0iaSJowMSRTH2AMcL2k3TNtvgqcI+lm4E5J\n",
       "vyTF8es9uUJduOVeSX921UaAi92GOZL+QYqxDwGmk2Lyo0hhoIId//F+6AUMLbKxsHwucJ2kE0kn\n",
       "oXOA/t7+R8DHpWwDNpF0Nuk+wiMl9iEIgqDZVOTMU38x9bZmdlJ729IoOVR3zKNqYSgWNovc2VV7\n",
       "94jcTVDq9IvzQt2xg1J5Z7QgCCqCipQUMLPxwPj2tiMIgqAtqMhQTIchhyJgeRS3sn8+Us282lzZ\n",
       "VDVwj2p175krm5xq0pyU3GBz51Qzc3qubFLf/iECFrQZuYo7Qj7FrWqfrc1djDaPwmRO7uxS5y41\n",
       "9OiVK5s6OpUcYw+CIChLwrG3EpJOlbRNE8rtIGlnFzQb6WkHtr2FQRBUCuHYW48m3awws4fMbBTz\n",
       "z249oG1MCoKgEukwjl2JyySNlnS/pO6SqiRdJWmcpAe83LaSnvTPNp42TtKFkp4pjI4bKXeBpGcl\n",
       "HSrpekkvStpe0oo+MQpJnTMTnrIcJOkRSVd5uVMzbV/jo/Rhkg7CTwSSdgXWkTRW0rZt3I1BEFQA\n",
       "Henm6WCSmNdhknYiiXm9AXxqZgdnyp0CbEcaET8IjCY50ZEkrZhHgKsbKXcDSXZgEvBdUh9dbma7\n",
       "SVpC0lLADyk9U/QVMztH0qWSvk/9WbgUr5vZfZJecemEIAiCFtORHHtBzGsHkt1PUFpIzMzsSwBJ\n",
       "tZn0V82sVtK8JpZ708w+8/yCcNidJMXLQSQp4GJezHwXhMUKIZc21YYPgiAo0GFCMZQW8/pWSCwj\n",
       "IlYlaWlJy1AnGAb1R84LKldK7fFOYC+gd1aXPcN6me93cWExt+3/Gtm3mEwQBEGr0WEcu5ndC6zq\n",
       "MfbRwI6kF3/0dnnc+7zoaaQwycPAqaWaamK5UjbMJL2s4x8NFKmR9CjQ1cyeIp0Ifk2SGJ5WwobC\n",
       "9zOS7pK0eVPsCIIgaIyYedpMJP0d+I2ZfdrmG8uhCBg5nOCSRxGpqt0OqVE+J93k7viRR5uqu4UI\n",
       "WKUg6QpgyiJx6kEQBAtJR7p52u6Y2aHtbUMQBMGCCMeeb2ra24ASVJM/u8KmptOV/NmV177qsIRj\n",
       "zzf5ijsm8hcPDZuaQx7tyqNNHZqIsQdBEJQZ4diDIAjKjIp17JIecG2YejNCCwqMzWhr1YJSYxAE\n",
       "QXtTkTF2SX2AL8xsl1L5ZvZQiTqyVnzov7XbC4IgKFCpI/bzgUGSRkhaz0fuT0k6DqCgwOhqjGMl\n",
       "3QYMK1SWtJmXHyPpANIM0n6Sbpf0nKS+rgD5qKTxnl7lI/tv25M02PMfdw2cIAiCFlORI3aSzoyZ\n",
       "2XBJXc1sIIA76j8yv3ZLL2DrotH1jsAx/lJsJK0KLGVmW0oaCgwxsz9LGmxmsyWdAWwNvFNoz9sZ\n",
       "QxIU6wyMAupdKQRBEDSXSh2xZ+Pqq0saJWkcMABYvqjsSyVCJpcBe0kaKWlj0ongdc+bBHSXtCRw\n",
       "tbe7J9DbyxXa60V6zGs0yaGv2Fo7FwRBZVOpI/YsPwfOM7PxkiZQX153Xok608zscI/VXwUcRn01\n",
       "yB2AN81sqKQzqTuJFtqbCrwC7GBm8yTFsQiCoFWoVGeSfQHGA8BfJb0OfF1UpiEOlbQHsBRwbony\n",
       "BjwNnCBpI5J871vzGZCc+R+A0ZIKI/5fLuT+BEEQfEuoO+aZUHdsEqHu2Cxyd/zIo02h7hgEQRDk\n",
       "iXDsQRAEZUaEYvLMrBn/a28TSlANzGpvI7LY3DnVzJyeK5vovly1VJUvmxK5O361911dTe3cXNnU\n",
       "aehRS7a3DS2hUm+edhTyFXdM5C4eqs5dashfPDt3/eTkz67aubm7R9LRiVBMEARBmVE2jr0xUa8m\n",
       "1N1B0s4uIdDmYl6Sxrb1NoIgqFzKIhSzIFGvBVEQ/XJpgCAIgg5NuYzYmyLqdbuk+/0z3MW3rszk\n",
       "H4RPMpK0saQLfLmnpDuzG5N0raRLJU2QdJKkP7n41wGZ9sZKelbSdpk2/ynpFqCHp/WSdI9r1Fyy\n",
       "iPoqCIIyp1wc+wnAI2Y2nDSNf6CZbQpsJ6kryWF/ZGaDSVouXc1sK2AVST0ommVqZs8CG/jqEODW\n",
       "ou0Z8JCZbQEMBa4GNgMO8vxbzGwQsC3we087CdgNOBBYydOOBc4xs62BmZI2bWlHBEEQlEUohvqi\n",
       "XheSHutaizpRr9f8e3LRco8G2pwgaXNgMLBXifxX/XsK8KqZ1bo0AMCOko50u3p5Wncz+xhAUkFe\n",
       "oAY41+stSZIhCIIgaBHl4tizNCTq1dAD+w3dbL0ROA+YbmZflcgv1obJciywJbAEMNHTZkjqC0wH\n",
       "1vS0N4AbzOx5AEmdGrAlCIKgyZSLY2+uqFcpJ18cjnlH0krAmc20A+B+YALwDDDN084A7iWJgX3g\n",
       "aWcDIyR1I6k+HpzJC4IgWChi5mkjSHoQGGxmc9vFgBABayphU9PJnV15FHHr9IvzQgSsHJF0P+mG\n",
       "bPs49SAIgoWkXEIxrY4/QRMEQdDhCMeeb2ra24ASVJMzu+ZedXY1c+fkyqZOQ4ZXq1fvXNkE+ewr\n",
       "OlGtLl3yZVMHJxx7vslV3NHJXYyWuXNq+OyTfNlklr9+gnz21Yor5rOvOjARYw+CICgzKt6xZ8TD\n",
       "dpa0cxPK7+azVYvTD8gs/7m17QyCIGgqFe3YM+JhA81slJmNKsovNXlpd2DZEukHFhbM7MjWtTQI\n",
       "gqDpVHqMvSAediVphmhn4FHgWmAqMErSQKAfUAsMA3YEaiTdbmYXAkgaDqwjaQxwJHCZmW0h6VrS\n",
       "22rWAR4GegI/BC4xs2sk9QcuARYnPVp51qLY6SAIypuKHrFTJx52SFF6L5I+zEigr4/otzGzj4AH\n",
       "gaEFpw5gZiOAV8xsazN7NdPOgsTCzgIONLOBwP+55EAQBEGLqPQRe0M6MS9ZmpI7V9J1/vKND0gK\n",
       "jY3VK0VjYmHfAW7wiE83oA9JfTIIgmChqXTH3hDzACRVATeZ2UhJVwAbA3OAUmJdDWkzNKZR8wbw\n",
       "azOb4tsKfYcgCFpMpYdisuJhUN+xLgOMljSRpKH+CvAQcKnH1bN8JOk2Sd8p0U6p7UIKBV0taTQw\n",
       "ijT5JwiCoEVU9IjdzD4A9vPl6zJZ+3radGCromp3+Ke4rb0zq1t62gGZ/EGZ5UL+u8ACH7EMgiBo\n",
       "DpU+Yg+CICg7wrEHQRCUGeHYgyAIyoyKjrF3APKoeJc7dcdOBx1XzbSpubKJnivmrp8AMOtKzuzq\n",
       "NPjAaroukSubOjrh2PNNHhXvcqfEpy6L1bB8n1zZRA77CQApf3Z16lyjHr3yZVMHJ0IxQRAEZUZF\n",
       "jtglPQAsSdKKoVj8KwiCoCNTcY49o+i4Sw5skcXbxIMgaGUqzrFTWtFxeeAFM3tQ0q7AAOAvwDWe\n",
       "9xmwT+HF1pI2BvYys6Mk9QRGmNkekk4GBpEkCQ4k6b48CHTxNvYCVvF2S6lHbhuOPgiCllKJMfZS\n",
       "io63A0N8eQ/gNuAQ4B4z2wYYB+xZKGxmzwIb+OoQ4FZJ6wJ9fIbpL4Hj/EQw2My2It2w2trrNKQe\n",
       "GU49CIIWU4kj9nrKjGb2tqTVJXUFVjKz95WeHthb0qEkvfSbiqpNkLQ5MJjkpHcFBkoa6/mTJS0J\n",
       "XOnhnxWAt4C3aUQ9Mpx7EAQtpRIde0OMA84ARvv6G8CjZnYngKTivroROA+YbmZfSXoTeLjw9iQv\n",
       "/yPgTTMbKulM6q6QGlOPfKatdjAIgsqgEh17Q4qOdwAvUTd5YwRptP0L0ij/ODJO18zekbQScKav\n",
       "vyRpio/YjTTCHwWcIGkjYAZpxJ5lGeAeSZ08/+VW28sgCCqWinPsDSk6mtnrpJuchfXZuMpjI0wD\n",
       "/pGpczZwdlGZ75Wo15h6ZBAEQYuoxJunrYKk+0k3Yee2ty1BEARZKm7E3lqY2eD2tiEIgqAUiocw\n",
       "csysGf9rbxNKUA3Mam8jisidTbdut1t17eyvc2UTwA6X/7G6R69u+bKr54rVqqrKl03V3ZZsbxNa\n",
       "QozY800ehZHyJyKVQ5tqZ39d8/mbb+fKJgDr1KlGIZhW9kSMPQiCoMwIx95EJHWT9OMFlLlGUr9F\n",
       "ZVMQBEEpwrE3nR4kuYEgCIJcU/ExdkmLk7RhugDTgQfN7LqMoFctcBAwHNhO0hiSANhUr78aaTLS\n",
       "p0B3wCR1I81MXRp40cx+JWkYSXagK4CZ7SJpCeBqSgiNBUEQLCwxYofdgYlmthNpwhFFgl5HkGad\n",
       "XkF6bn3rglN3jgJ+QxrNL0eapTqcJBWwFVAtaRPSbNQPXS54km/jYBoQGguCIFhYKn7EDqxK3VT+\n",
       "F/37OxQJejVSfzWS5G+tpEI7qwP3+/JzQH9ffs2/J5FG9wNoXGgsCIKg2cSIHf4NrOPL6/n3WyRB\n",
       "r0E+at8fmAN0aqD++q73UmjnXWAjX97I12F+jRoBbwLn+3Y2Ay5rhf0JgqDCCccOdwM/lPQgSVr3\n",
       "GzN7CZgiaazH1IcBU4BlJd0qqUem/oXAxcCdXsaAK4GfSnoMmG1mT3vZYvGxEcCPJT0qaTSwYZvt\n",
       "ZRAEFUPFh2LM7BtJe3go5VLgPU8vJei1Y4n67wGblmh6l6JyWcGx0zJZCxIaC4IgaBYV79idUf5S\n",
       "jLczo+sgCIIOSTh2wMx2aG8bgiAIWosQAcszIQLWVHJn09zZs6tnvP9hrmwCWOqRG7p26tJpdnvb\n",
       "kaXTkOHV6tU7X30VImBBG5JHYaQ8CjblzqbOXbvWLDdgrVzZBDB3XKcaPvskX3aZ5e74dXTiqZgg\n",
       "CIIyIxx7EARBmVFRjl3SQElntKB+P0nXtKI9p0raprXaC4IggApz7Mw/QahJSFJ2tbUMkVS1MPYE\n",
       "QRAsiEpz7ADfk3SvpImSlpTUR9IYSRMkXQLfjuzvlXQPsIOk030W6bHFjUm6SdIykg6RdJen3Sep\n",
       "StI+kp70ba3reU/5RKgLMm2sLeluSUstkh4IgqCsqTTHLpJkwI+AUcA2JLnc7cxsC2AZSQXBri5m\n",
       "thvwErCxmW0JjC/R5tOkmacbAbMldQbmed4RwObA3sBZnrYccKaZ/c7X1/a8fczsy9bb1SAIKpVK\n",
       "c+wGvOrLBYXFnsAdruS4OdDHyz3v5fpRp/74PPV5HPghsATwCvBTL9cL+MDMas3sA6Cbl/+PmRXU\n",
       "IgUcDfwhnHoQBK1FpTl2qK+w+DPgLldxfJy6OHph1P0BdaqNG5Ro7wVge5IA2OPA74EnSFcC/SR1\n",
       "lrQq6SUe2XYLthwJnCBpjYXfpSAIgjoqcYJSscLiGOB6SbtT4mammX0i6Z8eY3+puIyZzZX0Ncmp\n",
       "PwusBTxlZvM8Zj+B5Mx/0YA904D9gBskDTWz/7Rs94IgqHQqyrGb2Xg8Tp5VWwTWLVH823i6mZ20\n",
       "gHYHZlarM+nXA9cXld0is5xVedy2sW0EQRA0lUoMxQRBEJQ14diDIAjKjFB3zDHTf7pr7tQdlzrl\n",
       "zOrO/VbNlxJfDtUdyadN1N51RbVN/SRXdmnxJapZpkeubOo09KhQdwzahtoP/p0/xTubl0clvrCp\n",
       "qUg16rJYvuyaV1vD9Kn5sqmDE6GYIAiCMqNsHXtLBL+ydSUdmEmf0Fr2BUEQtBVl69hpmcBWtu4B\n",
       "LTWkFEXiYkEQBK1GOTt2qC/4JUmXSRot6X5J3UuJgBWQdAiwjuevDXSWNELSC5J2KCq7pKTbJY2T\n",
       "9DdPu9jXH5O0sqcVRMAulNRf0kNe5oRF1CdBEJQ55XzztCD4tbuk40mCX0bSbzlM0k7Az4GLSCJg\n",
       "tZJGZkTAMLMrJe1nZlsDSFoWOB5YDPgr8FBme8OBB83sqsxo/Dgz+8o11w8FTqROBGyypFuAA81s\n",
       "kqS/S+prZpPasE+CIKgAytmxlxL8WgH4qY+2O5M0XZYDLpfUDViVJALWEJ+Z2VQASd2L8tYELgGw\n",
       "umdIj5G0NdAFeN3TsiJga5GkBCCJhPVxW4MgCBaacnbsUF/w603gejP7A4BL7B5JEgG7TtIN1H+Z\n",
       "RrG2TLa9LG+S5Htf8xH7ssBWZralpO2AoV5uXlGdX5vZlHjxRhAErUW5x9jnc8pmdi+wqsfYRwM7\n",
       "kUTAfucvyaguUfcjSbdJ+k5xe0XbuhLYSdI4X/4c+NK3s3OJ8gAnAFd7mVFF2w+CIFgoynbE3pDg\n",
       "l5kdWaJ4gyJgZrZ3Jm3LTDtbF21vFrBnURu7lrArKwL2LsnpB0EQtBrlPmIPgiCoOMKxB0EQlBll\n",
       "G4opB7r9bWRNe9tQTKdVVq0m6aDkibCp6eTOrqrBB1TTqXOubOrohGPPMZ1XXT2Pwkh5FLcKm5pO\n",
       "/jNN8P0AACAASURBVOzq1LlGPXrly6YOToRigiAIyox2d+yLWqxL0g6S4kmUIAjKlnZ37CxisS4z\n",
       "e8jMRrVgm98SQl5BEOSRPDh2WLRiXcMkHSSpn7d1u6TnJPV1Ua4nvZ1jvcxIrzdQ0im+/JKnH+3t\n",
       "jZX0rM8wRdK1bv8ESSd72gAvN1bSEZ52sq+PltSvzXs5CIKKIA83Txe1WFd2lL+kme0paSgwBPgS\n",
       "uLwwoUnSqg3U6wts6gJfS5jZta41cyvwiJd90O1/CjgdOAc41Mze8hPXukAfMxskqQY4zvczCIKg\n",
       "ReTBsS9qsa4sBWGuSUB/4BrgVNeMuSGTD/Nf3bxpZl/58o6SjiSdoHplyhT2qVBuOTN7C5K2gaQB\n",
       "wEBJYz1/Mv+/vTsPk6ss0z/+vbuTEBs0BNmSKAkKaotsM+ACBJIAgsomIiqCLCKIOg4uyCIIEVRQ\n",
       "RwVFBBkQCYIDQlhkzUIgLCJbgPEHigsyrIlCBEK27uf3x3mLnFSqk066O/32qftzXbnq1FmfOnA9\n",
       "dfqtOneZmfWCHBo7rN6wrkbbKP1bFBFfkTQEmAnsCmyY1tm8tF05yOs4iqiB16VtGtUAMFvSphHx\n",
       "pzQ2/xhwcy3iIL1GM7Mey2WMfXWGdZXn1T/uJek2ir8QLomIucDfJU0BNutiX9cBtwOnAS8s5zWe\n",
       "APw8XaF/ISJmAc+mMfZp9NEvNZlZ89GS6HDLzry59/Z3CQ3kd4OLa+q2jsnntfPinKzqatn7M/nd\n",
       "oNQ2bJv+LqEncrliNzOzXuLGbmZWMW7sZmYV4zH2nM2b+0p/l1Bv8fnfbmPxonn9XUdZ60eOaNN6\n",
       "I7KqieID/txqIhYvGspLL87v7zqWsvYb26SWvM5V27A1+7uEnvBX7PKW1wdKAIsXtTP7mbzqisjx\n",
       "g8oca0KDBreT2weVmZ6rgcxDMWZmFePGXmdl0yYlLfP985QxM753KzMz6x439mWt7IcOhzWYtzEw\n",
       "ocF8M7M+5zH25ZD0a4rcmgXAfsBg4EqKSIGHgSkUqZLTgW9FxJS06RHAdpLel9b/O0WEwN0R8UZJ\n",
       "EynuWF0I/JTiDfYnEXHJantxZlZZbuzLd0hKcPw08DHgL8D0iJhYW0HSwxFRP+xyLvDniDhJ0lbA\n",
       "/hQhZvdIeiewFXAq8BvgExQBYDMl/ToiFvf9yzKzKvNQTBcktQDflzQD+AIwArgNaJE0SdKB3dzV\n",
       "QxQBYu8GfkARGKbUwIdHxN/T9F+B9Xv7dZhZ83Fj79pWQFtE7AScTXGuWiPi5Ig4EPhKWq/RmPwi\n",
       "oBUgIjophm6GATMowr4eTuu9mD5oHQy8BXiur16MmTUPN/bGgmJMfBNJN1BcbQfw7vSrSHdT/KAG\n",
       "FMMrV0naobT9I8D2ki5Nzx+gyIhfSNH070zzvwH8iiId8icR0dGnr8rMmoLH2OtExAyKK2uAsQ1W\n",
       "WWpeRHy1wT7+BexUen5KaXqH0vSDwPY9q9jMbGm+Yjczqxg3djOzivFQTMZu32XP9v6uod7mWw5v\n",
       "W2vtttzqaqPIG8lJjjXRce0FbXQszqqulnH7tmntdbOqaaBzY8/Yy398PL9gpM23yTGwyTV1V8fi\n",
       "7H5BKdMQtwHNQzFmZhXT9I29N0K/zMxy0vSNnd4J/eoxSeqL/ZpZ83FjL5H0a0m3SrpJ0uslrZOe\n",
       "T5N0pqQ9SaFfknYpbXe2pM3S9NGS9pW0nqSr07Znp2W7p21/L+mgNO8USRcCN0patz9et5lViz88\n",
       "Xdqqhn5dAnwcOAnYHdgb+DbwnYi4W9Lpkt4LzIiIGyUNAm4FLqb4i+HRiPAQj5n1Cl+xJz0J/YqI\n",
       "O4H3SBoNPBMRCyi+FXF6ivSdkPa3jaRbKOJ+y1/vur9PXpSZNSVfsS/xWuiXpMOBUaTQLwBJDwCT\n",
       "6HpM/h7ge8D56fmjwKSIuD9t3wpcBXwaeIYii6ams5dfi5k1MV+xF3oa+gXFcMw4iqtxKIZiTpQ0\n",
       "NV2lv4misV8D/Bx4oe74Zma9oumv2Hsj9CtpAS5LMb1ExBxg37p1Lkz/yvubiJlZL/IVey+QNJbi\n",
       "Kvys/q7FzKzpr9h7Q0TcDmzX33WYmUHxE239XYN14aUH7n2lv2uot9bGG7Xx4j/m9XcdS1l3wza1\n",
       "tORVUxEClltNxIuzhxLM7+86yjpvv6aNzo6szlXrAces2d819ISv2DP2+rdvmmMwUjvrj8ytrhxD\n",
       "pHKsCa29Xn51dXbkF0w2wHmM3cysYtzYV0DSwZIO7sZ6F0p6aw+Oc7KknVa8ppnZ8rmx95N0p6uZ\n",
       "Wa+r/Bi7pHHA14BFwBuBn1IkNM6PiD0kjaS4o3Qw8FBEfF7SEOByYAjFB2DXpH19AxhPcafoYRHx\n",
       "RN3hvirpXcAtEfFNSYcABwNrASdExC2SfgG8BLxN0seBK4FXKW5SurVPToKZNZVmuWpcGBF7A78F\n",
       "tomIXYCnJG0NzAZ2jYixwBskbQLsA9wdER8A5gBI2gIYmQLAvgAc3+A4N6b9fDA9/3VafxegdmNT\n",
       "ADMjYjfgM8B5EfFBoBXfgWpmvaDyV+wUzfKRNP008HxpejiwLnCOpGHAGGAksDHwYFrvvvT4dmBc\n",
       "CvWqbV+vdpxX0+Pukr4ICFivtF5tnxuT/hqgCAJzJruZ9VizXLF3dSUs4BPAVenK+o4076/Almmd\n",
       "f0uPfwRujojxad1GH6jWH+c4ihjffeqW1UK//koRPgawdfdeipnZ8jXDFTss3VTrp6cBv5RUa74B\n",
       "TAaukHQj8E8gImKWpGfTFXsAl1LECCzveNcBt1MkP77QYL3zgd9I+hQwHw/FmFkv8J2nOZs3997+\n",
       "LqGB/G5wcU0rI7u6Oiafl90NSq2fO2Ob/q6hJ5plKMbMrGm4sZuZVYwbu5lZxXiMPWfz5maX7rj4\n",
       "/G+3sXhRXkl8HzmiTeuNyKqmP+33ibbOBQuyqgngTZsNH7rGmI2ySnd8+aaZbaG80jmH33i30x2t\n",
       "z2T1gRIAixe1M/uZvOqKyO4Dwc4FC9oXPP7nrGoCiLdtmd1/v1jc0d45b15WNQ10HooxM6sYN/Yu\n",
       "SBon6dT+rsPMbGW5sXetTz98kOT4ADPrE03R2NPV9/WSrpY0U9IBkqZIui4tHylpmqTbJZ1dt+0b\n",
       "0nbvlPQeSdPTPg6pW287SXen/RwmaafaFb+kQ1Ku++i0/eXAIZL2kDRD0h2Sdltd58PMqq2ZPjxd\n",
       "GBH7SDqelPAo6dyU8PgIRcJjh6SLU8IjwDDgYuC4iPh/KWJgT+AV4GZJl0TEorTu7sCxETEDoO5H\n",
       "M8pX/+sBE9L0NIoY4EHA9cBNvf6qzazpNEtjX5WERwEfoYjVrX1ivyVwbZp+Y9rumfT8HOBESYcD\n",
       "Z7F0M1fp+ayICEnrU9zePTXNL6c/mpmtsmZp7NC9hMeLJE1iSSO+ENhI0t4RcTXwALBfRMyTNCgi\n",
       "Fpf280L6kY6RFOFexwMj0rItgFlpupbsOAd4GNgtIjolNdN/CzPrQ83UTFYm4bGmEzgCuEzSC8DJ\n",
       "wLXpg89/AvuV1j1S0r4Uv5Z0OvAQMFLS9RRNfKk3ltTMfwBMlRTAHyh+wMPMrEeaorGnce8Zafqi\n",
       "0vyJpdW2aLDpjPT40dK8nbs4xpnAmXWzP9hg1YNK29wA3NBl4WZmq6ApvhVjZtZM3NjNzCrGIWA5\n",
       "yzAELBYtbOOFOVkFNrHuhm1qyStEqnP+/LaFT/5fVjUBrDH6zW28+I+s6uq4bXJb5/89mVVNQ074\n",
       "qUPArM9kF4ykwUPaWX9kbnVlFwLWMnRo+9BNN8mqpiS7/34aNKi9de3XZ1XTQOehGDOzimnqxt4o\n",
       "6Cvd+v9v/VWTmVlPNftQzDIfMJS/DtmXJCn8AYeZ9YHKXLH3YtDXyZJ2TiFeN0i6Ju1vTUlrpOc3\n",
       "SLpU0sF1+/l22v9USSMk/ULSW9Ky6enxFEkXAjdKWlfSOWn96yStvZpOl5lVWGUae7IwIvYGfksK\n",
       "+gKeSkFfsymCvsYCb+gi6OsPdftbEBF7UQR07QzsA8yMiA8ALzQ4/nYRMTYido6IZ2gcYxDAoxGx\n",
       "G/A+4ImI2Bk4G/hsD167mRlQraGY3gr6Kqvt7ylgbYrsl4fSvAcbrP9dSb8E/gF8nWWDwGruS4/t\n",
       "wMdTZO8g4M4VvkozsxWo2hV7d4K+xgN30CDoawX7E/BXYPP0fMsG60+LiE9RvKnsAcylyItZA9i0\n",
       "wX4fBX4ZEePTXxJfX8HrMzNboSpdsUPvBH0tb3+TgctTLvvLwKK69a+W9Lq07keBP1G8cTzEknjf\n",
       "1/YbEddIOktSLbr3RyyJBTYzWyW+83QlSWpNP8jxU+CiiPhdnx1s3tx7+2zfqy67m4FwTSsju7o6\n",
       "Jp/Xzotzsqqp9XNnbNPfNfRE1a7YV4frJa0J/KlPm7qZ2SpyY19J6dssZmbZqtqHp2ZmTc9X7GZ9\n",
       "YME3vkA8/WR/l7GMIRN/TMuojfq7jKW07nNEf5dQOb5iNzOrGDd2M7OKaYrGLmlLSYfVzRudMlvq\n",
       "161lutwqaaXPT8qCafi7qGZmq0NTjLFHxCxgVt1sNVq3vNmqHm4VtzMz6xWVuGLvRrLja7nrkr4p\n",
       "6TbguNL2R0i6S9IPGux7vbTfafWpkGn5UWnbqZLeVpo/oj5NUtJ2ku5O8w+VtEnadpqk4+r3bWa2\n",
       "KirR2JPlJTsGgKQNgW0jYkdgRprXChwGbA9cXrdPUbwBfCciJgAvSXrvawul9YH9KFIdd6aIEKiZ\n",
       "w7JpkrsDx0bEhIi4ENgR+Fl6fnqvng0za1pVaez1yY7/W5oeXlpvNEvSGe9Pj+tSROd2luaVtQOn\n",
       "p7H3CRQJjzVjgPtrP5hR98MZ6wK/SdvtkLY7B9hf0sWStqV4I9lC0iRJu6/cSzYza6xKY+zLS3as\n",
       "eYIl6Yxbp8c5wOj0QenWLOtRYFJE3A+vXeHX/AXYuvZrSJLKx6qlSV4kaRLFm+gLEfF5SSOB84F9\n",
       "I+IrkoYAM4Ebu/1qzcy6UNXG3vAHLiLiWUn3pTH2WWleR/p2zJ0UwzP1+/k2cF7Kce8EDqd4gyAi\n",
       "5kj6DXCnpHnAUaXtGqVJHilpX2At4HRgL0lfANoofuzDzKzHnO6YM6c7dld2NS34xhfa4+kns6oJ\n",
       "YMjEH7e3jNoot7qy++9H27ABne5YlTF2MzNL3NjNzCqmSmPsVdTe3wU00EZ+dbmm7suxrhxrGtDc\n",
       "2POW17hjIb/xUNe0MnKsK8eaBjQPxZiZVcyAbOyNQr3qlp+1OusxM8vJgByK6SLUq7z8i6uxHDOz\n",
       "rGR5xb6SoV4PS7pE0oOStkzzbk+Pt0r6nqTfSzpS0i/Teu9Py2eWjjm9O9uU1v+upHdJ2lXSA2ne\n",
       "RSk07Li0n7slbZWW7SXpXknnlurbRNJNad2v9/V5NbPmkGVjT1YY6pWsBxwKfA44uG4fAUyiCPg6\n",
       "DfgK8AHg86Xl9Va0Tc2dwHZpvackrQWsHxGzgTMjYhxwIPDVtP7XgLHARGCDNO9bwGFp3c0kjVr+\n",
       "KTEzW7Fch2LqQ72eL00PBzpK6z4eEQslPQ2s3WBfj6TYgMdS00VSORiMuoyXbm0D3AF8P01fAuwD\n",
       "PJeef0rSARQRBJ1pXkdEvAq8KmlOmvd2YFI6/DBgJPBUg9dgZtZtuTZ26F6oV/16jX48I5aznlIA\n",
       "1ztWYptiQcRsSSOAJymu3q8GanntR0XEVpI2Bc5L81okvY7ijWndNO9R4OiUYdOCf6TDzHrBQGns\n",
       "XQ2ZdDVvRQ2ytvwXFFfeN63ENmVPAw9FxBOS1qVo8AD3pHH020rbfTc9f5AlV/ZfBy6QtAawCPgI\n",
       "8MoK6jAzWy6HgK0mklrT8M4o4NyI2GOFGzkErLuyq8khYCslu/9+Az0ELOcr9qrZT9JRwJrAf/R3\n",
       "MWZWXW7sq0lE/Br4dX/XYWbV56GYnM2bm+N4exswr7+LKFt8/rfbWLwoq5pa9jqkjVBWNQHE3dcP\n",
       "pbVlfn/XUdYybt82rb1uXueqbdia/V1CT/iKPW95jTsW8hsPXbyondnPZFWTBg1u1/ojs6oJoKO1\n",
       "pZ0X5+RVV0R+/08NcDnfoGRmZqug6Ru7pNGSxvdwH9PT99DNzPqdmxFsDEzozooN7lA1M8tOZcfY\n",
       "JY0DjqW48WcdYDeK2/YnAYMpbiz6PHAEsJ2k91Jkw+wSESdJOoTi5qJbKW5kmgNcL2kDYHdgKPDZ\n",
       "iHiwi+OfRpENMwt4fUQcKulHwFYUb6ifpLhR6SqKDySfi4iP9+5ZMLNmVPUr9vkRsRdwPbAzMBvY\n",
       "NSLGAm+QtAlwLnBxROxat2190Nj+EXEhjQO+lpKiBraOiJ2AmaVFx6dtJwJHAm8Cno+I8W7qZtZb\n",
       "KnvFTtGY/zdNP0URELYucI6kYcAYitCt+m1qVHo+K5Z8L7RRwFe9jVgSYjaLIh0S4FhJEyj+YvhD\n",
       "RPwlxQ5PAu6LiB+u5Gs0M1tG1a/Y6xv1J4CrImI8RUaMKIZqWtM6c4ERaXqL0rblBn5UuhI/gq7P\n",
       "3xPAO8v7kbQOsFNE7AicRBEKNgT4YUQcCOwuab2Vf4lmZkur8hU7LBskNg34paR90vNaPPB3JF0K\n",
       "HACMlHQ9xZh6o7u3GgV8LX3QIq3xQUm3AX8AFgIvAC9Lmgo8lLYdTREC1gr8uRYRbGbWE5Vt7BEx\n",
       "A5iRpi8qLdqiweo7laY/2GD5QaX9HtHgWI2+LnlKCv36GDAmDeXs2WC9sQ3mmZmtsso29gx8S9L7\n",
       "gMXA/v1djJk1Dzf2PhIRx/V3DWbWnKr+4amZWdNxumPOnO7YLbFoYRsvzMmqJtbdsE0tLXnVBMTi\n",
       "RUN56cWs0h07b7+mjc6OrM5V6wHHON3R+kyOiXfZJfFp8JB28ktSzO48QZE6yfD18qqrsyO/xMkB\n",
       "zkMxZmYV48beyyQd7LAwM+tPbuy97xC6cV4d82tmfaUyzUXSOEk3SLpG0kxJa6pwjqSpkq6TtLak\n",
       "70p6l6RdJT2Qtr2ofDu/pBZJ50u6VdJv07z3pNz1mSn5kbT8+5LukXSYpG0p0hunSDqwnNMuaXp6\n",
       "/IWkHwM3SDpb0mZp/tGS9l2d58zMqqkyjT2pT3PcA3giInYGfgJ8FrgT2A7YHnhK0lrA+nW38+8N\n",
       "PBsR4yLiQ2neRIo7R8cCn5Q0mCIW4GJgB+DgiPg98CCwc0RM6qLGAGZGxG7AJUAt1XF34LoenwEz\n",
       "a3pV+lZMozTHDYCPS9qN4rXeSRH+9f203iXAPhS56GWbAnfVzdsSuDZNv5EiyhfgkRQd0CjpsT6E\n",
       "rOa+9HgXcIqk0cAzEbFwua/QzKwbqtTYYdlG+hjwy4j4AYCkQRGxOOWlP0nR6K8Gzq7bz2PAe4Hf\n",
       "SlLKeXkA2C8i5pX2U39MKNIiB1EEf82lCBWbD2xYX2dEhKR7gO8B5/fwtZuZAdUbilkqzTEirgHG\n",
       "pDH2qRTDHQBPU/yC0hMUGe131u3nGmCEpBksuUo/GbhW0jTg0uUc+7fA5DRefl7afiLwfBd1XgKM\n",
       "A6Z0+1WamS2H7zztZ+nD0yMj4ovLLJw3997VX9EK5XjjjWvqvuzq6ph8XnY3KLV+7oxt+ruGnqja\n",
       "FfuAImks8HPgrP6uxcyqo2pj7ANKRNxO8Q0dM7Ne48aet/b+LqCBNvKryzV1X4515VjTgObGnres\n",
       "xh2T7MZocU0rI8e6cqxpQPMYu5lZxbixm5lVjBu7mVnFDKjG3stBX422axT+tYuku9K/ndO8pcK/\n",
       "VrDe9yT9XtKRkn4p6UFJ75e0oaTL0nqD0g1UZmY9NhA/PJ0fER+WdAJF0FdQBH0dJWl3lg76GknX\n",
       "QV97lLb7QNruUeC5iDi8tN7JwK4UEQU3AlNZEv51AnALcMFy1psEfJ0iv+adFOf8ZxGxt6TXpdq2\n",
       "T/sxM+uxgdbYezPoq73Bdm9j2XiBiIiXASR1lObXh3+taL3Ham8skoanZVem2sYDp3b/NJiZdW2g\n",
       "NXbovaCvR+u3Az7EsuFfLZJen47V2kUddGO9RkmPV1K88QyKiL9158Wbma3IgBpjT3ol6KuL7RqF\n",
       "f02kGCa5GThlOfWsaL1lN4x4CXgVuKE765uZdYdDwPqZpF8BX4qI+qEih4B1n2vqvuzqcghY7xuI\n",
       "V+yVIelcil9qWrapm5mtooE4xl4ZEXFkf9dgZtXjxp637IKRFpz65TYWLcyqrsGfPbatZeSbs6qJ\n",
       "fIOthpJfXbmeqwHLjT1vWY07ArBoYXs8/WRedUVkN25MhmPZSY515VjTgOYxdjOzinFjNzOrGDf2\n",
       "XiRpy1p2TBfLb1+d9ZhZc/IYey+KiFnArP6uw8yaW9NfsfdyYuQ4Saem6WPT/qZKenNaZbik/5F0\n",
       "r6RtJA2R9FtJ02tJj2ZmPeUr9kJvJUYGgKQNgPERsYOk7YHjgc8BI4B3U4SXnQv8J/B8RBy6Wl6l\n",
       "mTWFpr9ip3Fi5Dsokh+nU0TuDqdIjNwe2JiuEyNrxgAPpen7gE3S9OMRMS8ingaGRcRfgIclTZL0\n",
       "pV59VWbWtHzFXuitxMiavwFbpultgMfT9CaS2ijePP4laQjww4gISTdJmlT3F4CZ2UpzYy8skxgp\n",
       "6azSrxr9ELiOUmKkpGUSI0s7eC6Nm98BLAAOTouepPhRjk2Ao4DRwAWSWoE/u6mbWW9o+sYeETOA\n",
       "GWn6otL8LzZY95DS9Jsa7G4oRQwvEXE6cHrd9ls12GbsqtRtZtYVj7H3EkmjgBNZkuNuZtYvmv6K\n",
       "vbdExFP46tvMMuDGnrfsEu+GnPhfbTH7uazq0og35ZgOmGNNkGddOdY0oLmx5y27xDsNWaNdozbK\n",
       "ra4c0wFzrAnyrCvHmgY0j7GbmVWMG3s3Sdog3ZlaP3/6qmyXlh0i6dO9VaOZGXgoptvS75J+u5e3\n",
       "8y+Jm1mva/or9hTcdbOk61Ng13BJgyVNkTRD0hWSWiSNkXRx2uYISXdJ+kGD/W0n6W5J0yQdKml0\n",
       "abt90nbTJO1Y2mZUChvbcPW9cjOrqqZv7ElExAcpgrmOiIhFwB4RsRPFhzoTWBLw1QocRpEbc3mD\n",
       "fe0OHBsREyLiQoqIAiQJOAEYFxETgFo2+6h03MMj4tm+eoFm1jzc2IuG/WCankWR57Imxa3+twL7\n",
       "UaQy1qxLkfzYCdzfYH/nAPtLuljStiwZblkvbbcAincSiqZ/JHC5m7qZ9RY39qK51gK7tgT+DOwG\n",
       "PBYR44DfsPR5mgOMltQCbN1gfy9ExOeBY4GJpfmzgY0krQGvXcEHcBrwYUnv6bVXZGZNzR+eFs11\n",
       "kaQbgDWAj1DcMPF1SdsAc4E/1taNiA5JF1IEgM1g2Q9Aj5S0L7AWS7JiIiU4fgeYIekVljT9BcCB\n",
       "wBWS/jMiHuubl2lmzcKNvfBgRJxUev4C8O8N1vsUQEScSzEuvoyIOBM4s4vtJgOTS/NvK03vvpI1\n",
       "m5k15KGYgr92aGaV0fRX7OXYXjOzKmj6xp65HIORcgxsck3dl2NdOdY0oLmx5y3HYKQcA5tcU/fl\n",
       "WFeONQ1oHmM3M6uYpm7sdTEBZ6XHvSUNT9MHS/q3/qzRzGxleSgmKf3G6T7AIxQ3Gl20nE3MzLJU\n",
       "ycYuaRxFLstiipuO9ouIF9JV+ZbAv4BP1m0zE/gExffJ2yVdAawJzASmAT8HNgFeiYgPSboIGA10\n",
       "ALukiIDavuqPsw5wMfAcMAbYOyKekvQNYDzQCRwWEU/0/tkws2ZT5aGYpYK90l2kbSnY6zLgsyz9\n",
       "/fWIiCeBG4EDIuL7pWX7AM9GxLjU1AcDo9Lzneua+rZdHGfNiNgP+AHwEUmbAyMjYjzwBeD4vjkN\n",
       "ZtZsqtrYy8FeD1Jcab+VJaFd96V53bUpcNdrOy/SHy9KQV+npdyXmrd0cZw/pMengLWBdwDj0g91\n",
       "/BR4/UrUY2bWpao29nKw11bA4xThXrWYgG3SvEYWsewQ1WPAewFSNnsLcGlEHESR2rhtad2ujlO7\n",
       "qlf690fg5ogYn67aD16ZF2hm1pVKjrHTINgrjbG/Kuk2irHvAyjGvuvjBG4Cfirp8tK+rgH2lDQD\n",
       "eIli3Pza1ODnAg+9duCIexscZ3jpOFGsFrMkPZuu2AO4lGIc38ysR1QaHq4MSTtRfKB50gpXztm8\n",
       "uff2dwkN5HgziWvqvuzq6ph8XjsvzsmqptbPnbFNf9fQE1UdigEHe5lZk6rkUIyDvcysmVX5it3M\n",
       "rClVcoy9KhZ89aBX+ruGeoM/e2xby8g3z+vvOuq0Aa6pe4YC8/u7iLJYvKiNl17M6lxp1CZr9ncN\n",
       "PVHJoZiqiKefzOoDJQAisvvwjQw/ECTPmiDDujRocDvD18uqpoHOQzFmZhXjxp6BcqKkmVlPVa6x\n",
       "193e39fH6q3ztw/FzVJmZj1WicYuaZykayRdDewm6XBJt6V/W6d1jpJ0l6Rpkt4maaM0PVPS19I6\n",
       "t5b2ebmkDSS9R9L0tN4htfUknUGRF3OVpLXT/B+V89slDZI0RdIMSVfU3ghSvsztadmbKRIlL5H0\n",
       "1dVzxsysyqr04engiPiApHWBoyJiR0nrAP8t6QhgP2C7iIh0Vf8T4KSIuEPSDekHN+6QtANFiNea\n",
       "EfGcpF8CewKvADdLuoTi5qcrI+J3kg6gSGu8ANgiImoBYETEYkl7RMR8SacCEyT9A9g4IsbW1pN0\n",
       "I3BqRPxlNZwnM6u4qjT2YEmi4luALVMGS23ZxsD9tXjd1NzLKYwPpnWuoAjjWh+4Pi3bErg2Tb+R\n",
       "IvQLiuRGgMnAr4A/AbeVi5K0FnCepJHABmmddYA7G7yG1TaEZGbVVomhmKQzPf4F+H0pNfH9ad7W\n",
       "tfH3NCTyZ4r0RYCtgb9GxANp+iPAb9Ky+4EPpX39W0Q8XT5eRMyjCAL7T4oGX/Z+4LGIGJf2J0pJ\n",
       "kakWUSRKtvb0BJiZQbUae+1qfA7w2zSuPQ04Ls37DXBnmrcJ8F3gm5LuAKZHxDNpP3dT/IhG7fnJ\n",
       "FEmO0ygSGBu5jGJ45Y91838H7CXpWopfToqImAU8kcbspwBvYEmi5BE9PQlmZr7ztBdI+hDwv3O3\n",
       "UQAAHnFJREFUjoj4r97c7/wDxmWX7jhk4o/bW0ZtlNvNJNnddEOeNUGedeVXU9uwAZ3uWJUx9n4j\n",
       "6SPA0cBe/V2LmRm4sfdYRPyGJePxZmb9zkMxGev808PZhYBpxJva1NKSVWATeQZu5VgTZFhXx7UX\n",
       "tNGxOKuaWg84xiFg1jcyHMuGHMdDXdPKyK+ujsXZ/YLSQFelb8WYmRlN3NglnbWcZadI2rlu3k6S\n",
       "Nm6w7qGl6en1+TGSftiLmTJmZivUlA1HkiLii8tZpdEHD+Mp7mqtd1j97pfaUcSXIqITM7PVpGka\n",
       "e4OgsNvT/PdIuk/SryTdV9rkU5JukfRzSYOBQ4D/kvS90j73AjZPYWK7pNlnSLpH0mFpnemSWtNf\n",
       "ARfV9pmWvVXS3ZImp0Cw0avhVJhZxTVNY08GR8TeEXFjad6JFCFfhwMblebfHxG7pnltwIXAlyPi\n",
       "mNoKEXEN8HBETIiIKWn2xcAOFJkzZVHep6RhwFeBLwL7UuTT+CtKZtZjzfStmHJQWNkbavkvkv5U\n",
       "mv9IenwaGJamuxPU9UhEdEhqNPxSv88xwEMR0SnpkW7u38xsuZrtir1Rs/2XpBGS2igyZBpZXlBX\n",
       "/VV2d6+6BfwV2EJSK7DZSmxrZtalZrpih6UbZ236VIpY3seBv3exLsCtwHckvTsiTivNv0fSVcB/\n",
       "dbH/5R3/+8AlwPPACxRvHmZmPdL0d55Kak1DJ2sCN0XEDv1w7FZgJrD9Ut+gmTc3uxAwcrzBxTWt\n",
       "jOzq6ph8XnY3KLV+7owBHQLWbEMxjWyffhLvNooo39XpLZJuo4j3vchfizSz3tBsQzHLiIjbgHH9\n",
       "dOw/ATv2x7HNrLqavrFnrr2/C2igjfzqck3dN5TM6opnn23jhdlZ1TTQubHnLatxxyS7MVpc08rI\n",
       "sK5oZ/GizGoa2DzGbmZWMW7sZmYV09SNXdIGkk7oYtkhkj7dxbIxki7u2+rMzFZNU4+xR8RzwLe7\n",
       "Wrw6azEz6y1NdcUuabuUpjhN0qGSRteuvCXtI+mutGzH0jajJF0nacMu9rmHpBmS7pC0W5r3I0m3\n",
       "SrpN0pslvU/S6WnZOpImp+lvpPTHqU52NLPe0mxX7LsDx0bEDCiGVNKjgBOAsRGxID3fGBgFnAsc\n",
       "HhHP1u8srfcViqz2QcD1wE3A8RHxavqxjiMj4kRJ30mb7QVMlrQ5MDIixktqB44HPttHr9vMmkiz\n",
       "NfZzgBMlHQ6cRZHRArAe8ERELACIiEhN+0jghEZNPVmX4utjU0v7AThW0gRgMPCHNG+WpK0oIoI/\n",
       "DbwfGCdpelr+dG+8QDOzZmvsL0TE5yWNBM4HjkrzZ1NkpK9RumIP4DTgw5IejYjfNdjfHOBhYLcU\n",
       "vTtI0huBnSJiR0m7Agekda+g+LWl1oh4UdJjwM21X3KS1Gz/LcysjzTVGDtwpKQZFGmOF6Z5EUUS\n",
       "2neAGZKmAmPTsgXAgcBESW8v7SdK2/0AmCppGvBD4J/Ay2k/H2TJh7B3AB8GrksHnQU8m8bYpwGH\n",
       "YmbWC5o+3TFrTnfsLtfUfdnVtfhnE9uZ/UxWNQ36zqVOdzQzs3y4sZuZVYw/sMtbjol3OaYWuqbu\n",
       "y66ujmfmtMXzeaU7DvTGONDrr7qsxh2T7MZocU0rI7+6ItpZtDivmgY4D8WYmVWMG3ud5QWDmZkN\n",
       "BG7sdSLiuYjoKhisV6UboczMelXTN/augsEkrZluHlpT0pGSji5ts4akm0vPp6S7TlcYCJbm3S3p\n",
       "p8D3JX0+hY9NlbT1aj8BZlY5/vC0i2CwiHhF0rcpogeGR8TutQ1S7MDfJL2V4hw+DnTQjUAw4ETg\n",
       "jcBpEfG0pJuAcbWcGjOznnJj7zoYDGAK8BPgGw22uwT4BMVfPZeycoFgz0dELfTrZOBnkhYCJ0VE\n",
       "+fhmZiut6YdiSMFgwLHAxLplnwUuBo6QNKRu2W3ADhRRvzOAf1AEgu0cEeOBrcqBYBRvDrXz3Vna\n",
       "z4MRcSgwAzik916WmTUrX7EXwWD7AmsBp6d5IelNwJ4R8UFJ/0vRmE+sbZSifWeRzmFKd6wFggXw\n",
       "v8AXWRII9hCNf5XpZ5I2BobgIDAz6wVN39gj4kzgzLrZn0qPH0zrXAVc1WBzAb8q7esG4Ia6dfZs\n",
       "cMyxpelDVrpoM7Pl8FDMKpL0TeDNEXFff9diZlbW9FfsqyoiGn2gambW75zHnrEXP77nK/1dQ721\n",
       "Tj6tbdDoMfP6u446bYBr6p7s6oqFC9pi9nNZ1dSy6eZr9ncNPeEr9ox1PPHX/IKRojO/EKkcg63y\n",
       "rAkyrEtD1mjXqI2yqmmg8xi7mVnFVKKxSxoj6eI0PbOrZauw37N6oz4zs9WpEo29Tq99aBARX+yt\n",
       "fZmZrS793ti7COG6XdLlku6XtK+km9K8NkmDU+jWDElXSOrOa9hY0tUpbGtM3RX+OEknSxqewrqm\n",
       "SfpRWnZ7evyFpHNSDd9I8zZJdd0q6etp3rfTOlMljagL+NpK0uskXZqeX5aCwz4s6Xdp3gf66DSb\n",
       "WRPp98bOkhCuCRFxIcVNP2tGxEeB7wEHRsRuFKFau0XEImCPiNiJ4kOgCaz4Kn0d4MPAf1JEB5TX\n",
       "r01vDUxPdRxdt30AN6Ybiz6Y5n0LOCwixgGbSRoFbBcRYyNi54h4BtiLIuBr54h4EDgcuDoidgZu\n",
       "BT6a6to/rVN/c5OZ2UrLobGfA+yfonK3pWiitbCsp+umh0taE7hA0q3AfsCIbhzj4YjoBGYBm7B0\n",
       "Y6+dg9uAFkmTJB3YYB+PpMdX0+PbgUmSpgPvAEYB35X0S0k/lNTGkoCvcyWtT/GNhKPTNp+iCA77\n",
       "FkUI2YWSNunGazEzW64cvu74QkR8XtJIiojco1jSeMXSTVjAbsBjEXGApNPo3pvTu9KQzZYUEbtz\n",
       "gQ3Tss3TY2tEnAwg6QFgUt0+6v8qeBQ4OiKeTfsOYI2IuF7S8cAewDURcaikT1AEfD0KTImIK9Nx\n",
       "BgGDIuIzkrYDvgx8rhuvx8ysSzk09oYhXKXH+mGT3wFfl7QNRYP+Y9029YIiincyRZTuARExV9Lf\n",
       "JU0B/gw8Bbw75a8PBm5ZwT4Bvk7xl8MawCLgI8CVkl6XttufZQO+/gb8XNLnKN6kjgf2lfTe9Pq/\n",
       "vJzjmZl1i+88zdg/3veue/u7hnrD/vvi9kFj3pLbzSTZ3XRDnjVBnnXlV1PbsG36u4SeyGGM3czM\n",
       "epEbu5lZxbixm5lVjMfYM7b4Dw9kl+7YutGYNrW0ZJXER4aJheRZE8BQYH5/F1HWce0FbXQszupc\n",
       "tR5wjNMdrW9k+CEl5PhBl2taGfnV1bG4nRfn5FXTAOehGDOzinFjL5E0TNKHS8/PSo/TJbVKOkXS\n",
       "zn107Ol9sV8zaz5u7EsbDuxbe9Ig3dEfSJhZ9pq6sdclSx4GfAbYNT1ft5buuIJ93Crp+5LuSftA\n",
       "0nvSVf5MSYcsZ94eku6VdAHFHa9mZj3W7B+e1pIlZwBIGg1sFBEHpefd2UcAFwMnUEQRXAB8E9gT\n",
       "eAW4WdIlXcw7DtiRIn3SQzFm1iuavbGfQ5GseDhwFkWmzKp4JCI6JHWm51sC16bpN1Jk1GzRYF5n\n",
       "RMwD5kmavYrHNjNbSrM39vpkycOB1lXYT/3Y+/3AfhExT9KgiFicEiPr57WkeN91KBq9mVmPNXtj\n",
       "r0+WfBZYR9L/AEfS+MPS5X2AWlt2MnCtirGcf1LkxjeadwZFDvz9wDM9fzlmZr7zNG/z5maX7kiO\n",
       "N7i4ppWRXV0dk8/L7gal1s+d4XRHMzPLhxu7mVnFNPsYe+7a+7uABtrIry7X1H051pVjTQOaG3ve\n",
       "shp3TLIbo8U1rYwc68qxpgHNQzFmZhVTmcZeH+DVR8c4X9JtkkaswrZbliIHVhhVYGa2qirT2KkL\n",
       "8KpRN3MBuultEbFjRKz0d84jYlZEXNCLtZiZNTRgG3s3ArxmSboY+JqkXSTdlf7tnLZvFN61Vwrl\n",
       "Orf+qlrSacAWkq6RNCId53ZJZ6fl4yRdL+nqFPR1gKQpkq4rLT+1tL8NJV2WpgdJmro6zpuZVd9A\n",
       "/vB0RQFeo4D3RsSrqUnvCgi4EZhK4/CurwFjKa7+by0fLCJOlLRTROwlaTCwa8qHuVjSJmm1hRGx\n",
       "j6TjgW0iYpf0JrE1dXesRsSzkl4naS1g+1SDmVmPDdgrdooAr/1TY922wfLHIuLVNB0R8XJEvAR0\n",
       "lNZ5JCIWArXwro6IeDUingbmLOfY6wK/ST+OsQMwkqJxP5KWPw38b2l6eBf7uRLYB9gfuGw5xzMz\n",
       "67aB3NhfiIjPA8cCE4FFLB3g1VmabpH0eklvqFunPk+hJV1Fj6Ro3l35BHBVRIwH7qD4S6DR/mq6\n",
       "Gue/kqKpj4iIvy3neGZm3TaQh2JWFOBVNpElQx0nNdhXrSF/lyKU60HgueWsNw34paR9WLqZdzXd\n",
       "cF5EvCTpVWBmg3XNzFaJQ8BKJLWmcfNRwLkRscdqOOavgC9FxLJvJA4B6y7X1H3Z1eUQsN43kK/Y\n",
       "+8J+ko4C1gT+o68PJulc4NmGTd3MbBW5sZdExK+BX6/G49UPGZmZ9ZiHYjK24KsHvdLfNdQb/Nlj\n",
       "21pGvnlef9dRpw1wTd0zFJjf30WUxeJFbbz0YlbnSqM2WbO/a+gJX7FnLJ5+MqtxRwAishujJcNx\n",
       "Y/KsCTKsS4MGtzN8vaxqGugG8tcdzcysATd2M7OKcWMvkTRa0vg+PsaWKWLAzKxPuLEvbWNgQh8f\n",
       "Y2vg3/r4GGbWxNzYl3YEcJCkW1Li4hRJMyRdIalF0tbphiIkTZL07+WNJe2TEiSnSdpR0smlNMkL\n",
       "U1DZZ4BjUsZNfUKlmVmP+VsxSzsX+HNEnAQgaY+ImJ/ididExBRJf5F0HvB/EXFfbUNJLRRJkWMj\n",
       "YkHKgR/PstEC5wGtEXGBpG9SSqg0M+sNbuxdSHG656VAsA2AP6ZF5wJ/ATaq22Q94ImIWABFnKSk\n",
       "clNXg+lzgBMlHQ6cFRG/7+WXYWZNyEMxSysnRO5GEf07DvgNS87V6cAXgVPrtp0NbCRpDXjtl5vm\n",
       "AiPT9GYNjlGfUGlm1mNu7Et7BNhe0qXA3cBekq4FxgBI2hv4a0ScA7wsaZfahhHRCXwHmJF+DWkH\n",
       "iljeo4HLgRcohmXuBg6UdBZFQuUM4FrgwtXzEs2s6jwUUxIR/wJ2Ks369warXZ3WPbrB9pOByXWz\n",
       "G6XE7ViaPnMlyzQzWy5fsZuZVYwbu5lZxXgoJm/t/V1AA23kV5dr6r4c68qxpgHNjT1vOSbeZZcO\n",
       "iGtaGTnWlWNNA5qHYszMKqYpGvuqhHtJGiPp4pXc5nBJv5f0QUkTJd2ZYgNOWLmKzcxWXbMMxdTC\n",
       "vab38XE+CmwfEQslHRcR26X5d/bxcc3MXtMUV+yUwr0AJJ2Vwr2ulfSGrual+YMkXSKp/N1zJB2Y\n",
       "Ar9mStpC0n7Au4GbJX0e2CKFe21Wu/KvCwkbK+l1ki6VNFXSZZKa5Y3WzPpQszT2c4GLI2JXSdsC\n",
       "bRGxE3AZ8FlJ29TPo7hLdAjwC+DciLittjNJrcB/UNxd+kngWxFxBfAgRVjY2cDDETEBeCVtI4qQ\n",
       "sHFp/kzgcODqiNgZuBXYr29Pg5k1g2Zp7GVvAe5P0/cCmwBvLc27L80DGAssLDf1pBb41RERTwDD\n",
       "unHcZULCKL4NcLSk6cCn0jpmZj3SLH/6l4O3/gy8P01vCzxeN2+bNA9gKvB3SV+IiJ+U9jcbGJ2G\n",
       "Tt4EvNiNGl4LCSvF+j4KTImIK6EY9lmlV2dmVtIsV+yvhXtFxL3Aq5JuAz4O/KzRvLRdRMQpQLuk\n",
       "j7FkZgdwNnA7cAlwUoNjliN7I12h14eEnQd8OP2gx1T8y0pm1gtU9BvL0fwDxt3b3zXUGzLxx+0t\n",
       "ozbK7WaSHG9wybEmyLOu/GpqG9YovG/AaJYrdjOzpuHGbmZWMR6KyVjnnx5+pb9rqHfXZ77U1rlw\n",
       "4bz+rqNs63N+1LbWpm/NqiaKYKvcaoI868qvprZha/Z3CT3hb2FkLMOxbDoXLmx/+Y+PZ1VXdHbm\n",
       "N0ab47hxIce6cqxpQPNQjJlZxTRdY1+VQDAzs4Gk6Ro7SwLB+l26ScnMrFc1Y2OvBYJNkfQ5SXtI\n",
       "2lTSPwBS3O62kraUdEcK7fpkeQeSjpH0oTS9j6QvSxpaH+glaStJt0q6W9Lxaf1DJP1a0nVAbfk0\n",
       "ST9a3SfCzKqpGRt7LRBsF4o43e3Sv3skvRPYCngA+CbwCYq8mP+ou93/UmD/NL0fRXDYZ1g20OvR\n",
       "iBgXEe8FdpU0NG3zz4jYAxgOTI+ICRFxdJ+9YjNrKs3Y2MseAjaniNv9AbAjxVdAFwPDI+Lvafqv\n",
       "wPq1jSLi/4DhktYB1o6Ip2kc6PUWSddLuhV4R9pHsCRw7DagRdIkSQf2/cs1s2bQjF93fC0QLCI6\n",
       "JXVSpDPOAE4DpqT1XpQ0GniaIhHyubr9XENx9X9Net4o0OsHwBkRMUPS7UBtTL0zPbZGxMlp/QeA\n",
       "Sb35Qs2sOTXjFftrgWDp+QPA7IhYSNH0a7929A3gVxRBXz9JwV9lVwC7p0doHOj1W+Ankn4NLCht\n",
       "W7sr7N2Sbpd0N3BLr71CM2tqTXfFHhH/AnYqPT+lNL1DafpBYPvl7KoFuCki/pnWnw8c1GC9m+qe\n",
       "X1Q6xu0UY/hmZr2mGa/Ye0zSO4CrAX+Txcyy03RX7L0hIh7FV9pmlilfsZuZVYzTHXM2b2526Y4d\n",
       "8+e3zXviyayS+IZc9tM2OhZlVdPfpjzYxhvXz6omgA3X6Rg6dPSb5/d3HWWto9Zr0wYjsjpXrQcc\n",
       "43RH6zPZJd61Dh3a/vq3b5pVXQs6FrXH009mVVPMn9++8PE/Z1UTAFuPzO5cscHa7bw4J6+aBjgP\n",
       "xZiZVUxTNPaU+3JYmj50JbabvoLlwyR9eAXrdPt4Zma9oSkae0TMiogL0tPDenHXw4F9V7BObx7P\n",
       "zGyFBvQYu6RDKG7L/29JpwC1K+zjKO4iXQfYDdgW2Bn4O7C5pGnAF4ExwDEU5+GbEXGTpCOAQ4G7\n",
       "GhxvO4qYgHkUt/+/lSLcaxpFKNjZwAYUd5nuRxEi1uXxgGnAZIqfBnsuIj7eO2fGzJrZgG7sLLk1\n",
       "v356QUTsI+kEioY+FyAifi7pUxExQVIL8GNgPMV5uF7SFIor7O2A9wBb1x1vd+DYiJgBxY92ABtF\n",
       "xEHp+SER8aqkTwMfi4jzJB3U1fGAPwHPR4SHa8ys11SpsZd/tOKR9PgUsDapsddZlyKRcWp6vl76\n",
       "90QKB7u/wTbnACdKOhw4C3j+tYNLrcD3Jb0LeANw5YqOFxF/kfSwpEnAfRHxw+W+WjOzbhjojX0u\n",
       "Rewu6bE2FNNVwy8vmwM8DOyWGnntXIxOV9f1V+sAL0TE5yWNBM4HDiclRVLkuLdFxE6p8Y9a0fEk\n",
       "DQF+GBEh6SZJkyJi9kq8fjOzZQz0D0+nArtLurZufqO7rmrznpR0BbApxXj51DQG/qOUvX4hRcLj\n",
       "hxvs50hJM4Br03rPAutI+h+Kq/dNJN1Ake++wuMBo4HbJN1JMSTjpm5mPTagr9gj4mVghwaLZqTl\n",
       "FzWYV/6Zu8eAG+r2eS5Fznqj450JnFk3e/fS9DL5MSs6XqNtzMx6YqBfsZuZWR03djOzinEIWM4y\n",
       "DAFbcOqX21i0MKvApsGf/lIbgwZnVRPrrNe28P+eyqsmYI2N3tQWc57Pqi6tv2EbL8/Nq6ZRmzgE\n",
       "zPpMfsFIixbmFyI1aHB7y6iN8qoJ2oduukluNQG0K8NzxfD1cqtpQPNQjJlZxbixJ5J+mL6/vqL1\n",
       "Jkq6U9Iy33PvTiiYmVlfc2NPIuJLEdHZjVXHR8R2EfFAg2XdCQUDQFL9jVNmZr2iqRq7pO9Kepek\n",
       "XSU9kOb9QtJ6kqZLapV0iqSLJN0i6ed1238B2CKt+yFJp6b5h0g6GPgMKRRM0jaSLk7Lx0k6OU3P\n",
       "SvO/Juk9aV8zU6CZmVmPNduHp3dSBHyNBJ6StBawQUTMLl1AB3B/RBycbvMfFhG1ELGfSPpYRIyX\n",
       "tFNpv7WvFp1HCgWTNKbBciiiBt6bwsJuBPYEXgFulnRJRCzq3ZdsZs2m2Rr7HcD30/QlwD4UsQD1\n",
       "aiFiTwPDaBwiViaWjR8oPy//ZfRYRLyaprekiCcAeCNFUNgzKziWmdlyNVVjT1fmI4AnKa7er6bI\n",
       "UF+ersbCXwRGpOktgFkUGfC1ULC5wIZpevPSduVx/AeA/SJinqRBKavGzKxHmmqMPXkaeCginqC4\n",
       "Qr4zze8q272rO7geAkZKuj7tJ1g6FEzA31PG+2Zd7Odk4NoUCnbZKr4eM7OlNNUVO0BEHFKaflNp\n",
       "ekKanFiat8wPYETE2PQYwAcbHKIcCvbprrZP07+n+CEQM7Ne04xX7GZmlebGbmZWMQ4By1mGIWCx\n",
       "cEFbzH4ur8CmEW9qU0tLVjVR/EB5bjXRcc1/D6WzY35/11HWMm7fNq29bl7nqm2YQ8Csz2QXjKQh\n",
       "a+QZIpXfucqxJujsaOfFOXnVFZHnuRrAPBRjZlYxbuxmZhXTFI09Zbks89XDtKzXEhklHVqant6d\n",
       "tEgzs95W+caTmuvyPiHudiJjNxxWf/jubug3ATPrLQOmmXSRzHhRSmbcRdJd6d/Oadmtks4ALirt\n",
       "Y5Sk61KsQM0RLElkXFfSsSltcaqkN6ftTpM0Q9JZki5M8/ZI82ZK2k3SnsDmaT+7pH2fIekeSYel\n",
       "bZZJc2xUp5lZTwyYxs6SZMbtWZLMuH5EzKa4NX9X4P3AN9P6AVwZEQel56OAc4HDI6IctHUucEu6\n",
       "83QQRd76DsA3gOMlbQhsHRE7ATPhtSz1rwDjgQnAMRFxLfBwREyIiClp3xcDOwAHp+ffpEhzHAt8\n",
       "UtLgBnWamfXIQGrsd1A09Y1ZNpkxIuLliHgJ6Chtc196FHAkcHlE1Kc5lodLxlBkwNS23QQYzZK0\n",
       "x1npcV2Kr7NNBW5iSdhXvUciYiFLgr9qaY7TgA2A9erqNDPrsQHzPfYVJDO2SHo9RZNuLW1Wa6gB\n",
       "nAZ8WNKjEfG70joLS9v8jaL5AmwDPA48AbwzzdsiPc4BHgZ2i4hOSbXzuLzoXoD7qUtzTDnw3fnl\n",
       "JjOzbhkwjT15LZlRUjmZcSJwS5o+qYttFwAHAldI+s+IeCzNLycyHglMl3RHWv/giHhW0oOSbgP+\n",
       "ACyKiJD0A2CqpEjzvwDcI+kq4L9onBBZS3MU8A/goz04F2ZmDTlSoBsktUZEh6SPAWMi4ozVcuB5\n",
       "c+9dLcdZOTneJeiauqlj8nnZ3Xnasvdn2jV8vaxqom3YNv1dQk8MtCv2/vItSe8DFgP793cxZmbL\n",
       "48beDRFxXH/XYGbWXR6KyVmG6Y7kmVromropFi8ayksvZpXu2Hn7NW10dmR1rloPOMbpjtZn8hp3\n",
       "LOQ4duyaukmDBreT23h2jomTA9xA+h67mZl1gxu7mVnFuLGvgvQ9dDOzLDVdY5d0tqTN0vTRkvZN\n",
       "QWJXpwCvs9Oy3VNg1+8lHZTmnZJCwG6UtE0KHZsm6bi6Y+zWYNu3Srpb0mRJUySNTpHB16UwsTNX\n",
       "86kws4pqusZOkTPz8TS9O/Bb4DjgOykI7CVJ7wVmRMR44H0Ud6RCcQfpoxGxG0W8wM9S6Nfpdce4\n",
       "rcG2XwW+SBERvH6adwRwaQoYa5P07l5+rWbWhJqusUfEncB7JI0GnomIBRTfYDhd0nSKtMYRwDaS\n",
       "bgGmpOU196fHy4EtJE2StHvdYRptO4YiDqGTJaFibynt716K0DEzsx5p1q873gN8Dzg/PX8UmBQR\n",
       "90MRIQBcBXwaeAZ4rLRtLbBrUUR8RdIQijjfG0vrHNNg279SvBHcB2yW5v2ZImzs/6XHn/fWCzSz\n",
       "5tWsjf0SYAZLhmS+DZwnaRhF4z6corFfAzwIvFDatnZH116SvkBxI8rFdftvtO3303GfT/MWUjTy\n",
       "X0n6DDArIu7prRdoZs2rWRt7C3BZGhYhIuaw7M/jXZj+vSYiJpam/wf4n0Y7j4hltgWeiIj3pb8G\n",
       "ZgLPpeN/qCcvxMysXtM1dkljgTOAT63mQ79F0n9TXOGfX3tTMTPrbU3X2CPidoqf2Fvdx/0TsOPq\n",
       "Pq6ZNZ+m+1aMmVnVOd3RzKxifMVuZlYxbuxmZhXjxm5mVjFu7GZmFePGbmZWMW7sZmYV48ZuZlYx\n",
       "buxmZhXjxm5mVjFu7GZmFePGbmZWMW7sZmYV48ZuZlYxbuxmZhXjxm5mVjFu7GZmFePGbmZWMW7s\n",
       "ZmYV48ZuZlYxbuxmZhXjxm5mVjFu7GZmFePGbmZWMW7sZmYV48ZuZlYxbuxmZhXjxm5mVjFu7GZm\n",
       "FePGbmZWMW7sZmYV48ZuZlYxbuxmZhXjxm5mVjFu7GZmFePGbmZWMW7sZmYV48ZuZlYxbuxmZhXj\n",
       "xm5mVjFu7GZmFePGbmZWMW7sZmYV48ZuZlYxbuxmZhXjxm5mVjFu7GZmFfP/ASg/VX9in0/dAAAA\n",
       "AElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16c713c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "def heatplot(SOTU, name, axis1, axis2):\n",
    "    fig, ax = plt.subplots()\n",
    "    heatmap = ax.pcolor(SOTU, cmap=plt.cm.Reds, alpha=0.8)\n",
    "    fig = plt.gcf()\n",
    "    fig.set_size_inches(axis1, axis2)\n",
    "    ax.set_frame_on(False)\n",
    "    ax.set_yticks(np.arange(SOTU.shape[0])+0.5, minor=False)\n",
    "    ax.set_xticks(np.arange(SOTU.shape[1])+0.5, minor=False)\n",
    "    ax.invert_yaxis()\n",
    "    ax.xaxis.tick_top()\n",
    "    ax.set_xticklabels(list(SOTU.columns),minor = False)\n",
    "    ax.set_yticklabels(SOTU.index, fontsize=8)\n",
    "    ax.grid(False)\n",
    "    ax = plt.gca()\n",
    "    for t in ax.xaxis.get_major_ticks(): \n",
    "        t.tick1On = False \n",
    "        t.tick2On = False \n",
    "    for t in ax.yaxis.get_major_ticks(): \n",
    "        t.tick1On = False \n",
    "        t.tick2On = False \n",
    "    plt.text(0.5,1.05,'Frequency of Bigrams in '+name+'\\'s SOTU Addresses',\n",
    "             fontsize=12, horizontalalignment='center', \n",
    "             transform=ax.transAxes)\n",
    "    plt.show()\n",
    "\n",
    "heatplot(obamaSOTU1, 'Obama', 4, 12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An observation that is immediately apparent is the difference in the number of bigrams present at the beginning of Barack Obama's presidency (9) as compared to his most recent SOTU address (22). This might indicate a legislative strategy focused on a few key issues in his early years and a broadening agenda in his second term. Two agendas have appeared in three SOTU addresses during his presidency, health care and clean energy. The most frequently used interpretable bigram is clean energy, not particularly surprising given that it has appeared over multiple years and early in the presidency."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2010     9\n",
       "2011     8\n",
       "2012     7\n",
       "2013     7\n",
       "2014    14\n",
       "2015    22\n",
       "dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obamaSOTU.count(axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Whitehouse.gov no longer archives George W. Bush's SOTU address but the following website is easily queried. Iterating through the relevant years provides easy access to the desired SOTU address."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAYkAAALXCAYAAAB4sbynAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXecXFX5/9+fTWUDCSGEEkoCIrIqvYhKSZHem1+kCwIq\n",
       "gl2aAtJBbEgN/iiCglKE0CENQhNCIDQJSIlAKAEhlABJdp/fH+cZcjOZ2WQ3u5mzu8/79ZrX3Dn1\n",
       "uefOveee9jkyM4IgCIKgEnW1NiAIgiDIl6gkgiAIgqpEJREEQRBUJSqJIAiCoCpRSQRBEARViUoi\n",
       "CIIgqEpUEkH2SPqCpMclvS/pB62If6ykS9rDtvZE0geShtTajiKSXpY0otZ25Iak8ZIOqeI3RFKT\n",
       "pA75vO2QRncm/Kab6Q+ED/xBuEKt7cqMXwBjzKyvmZ1X7uk36Mdefu9JukfSl0v+ZnaGmR26WC1u\n",
       "A8xsKTN7uaXxCg+l0n/qDUnnS+reFmb5p1K+QyWNa2mCkr4k6S5J70h6V9JESdsV/JeWdKGk1yV9\n",
       "JOkJSQcV/D8snGtT2f20j6TLJZ1SlucCH9xKvCjp6YU4jarl0tGJSqL2GLCjPxCW8gfhG8UAbXRz\n",
       "d2QGA88042/AEWa2FLAMMB64si0yltStLdKpEf28TNYGvgocUWN7qnEzcCewPLAccBTwPoCknsBo\n",
       "YBVgU6Av8HPgTEk/BjCzJUv3DzCVee+nv9H6B/gWQC9goKSNFuUEq+EVkdoj7bYiKolM8bec70t6\n",
       "Hpjibjt6t8u7ku6XtHYh/PqSJnlL5Br/nOJ+B0maUCH91f24l6RzJE31t84LJfV2v6GSXpX0E0lv\n",
       "SppW9ha3hKTfeovoPUn3Suot6dbyriF/A9ylyvnuLOlpP7dxktZy97HAUOA8P7c1mis3M2sC/g58\n",
       "sZD2SZKuLPw+wM/1bUm/dNuHF8JeJ+lKSTOAAyVtLOlBt22apD9J6lFWlt+T9LzbeLKkz3mc9/xa\n",
       "9PCwy0q6xdN6x8ur4kOi7BpdrtQauMXzeKjktyDMbDpwd1mZNBXjF9+2K9lYluT6kiYXzq1XKSv/\n",
       "lB5+v/f/zAy/9l+qcI7LAkOAS8xsjpnNNrMHzOx+D7I/qYLYy8ymmlmjmd1JqkhOlrTUwpQB0JoH\n",
       "8YHA9cBNfly0eytJz3oZ/MnTl/t18/tpuqQXgB3K4o6XdKqk+4GPgNUkrSXpbi/vZyXtVQi/vd8b\n",
       "7/u9+FN3r/pfkjRI0vWS3lJqDR1ZSG8TpdbaDKX7/bfNloKZxaeGH+AlYEQF9ybS29XSpLeZ9YE3\n",
       "gY39z3iAx+0B9CS9Qf0Q6AbsAcwCTva0DgImVEh/dT/+PXCj57UkMAo43f2GArOBkzzt7fyP3c/9\n",
       "zwfGAiuSXjo2dXv2Ah4q5Lcu8DbQvcK5rgl8CIzwPH4OPF8KC4wDDm6mDMcBh/hxT+A0YHzB/0Tg\n",
       "Sj/+IvAB8DUvu994WQ13/5P8987+uzewAbCJn1+pVfPDsrL8p5fdF4FPvUyGkN58nwYO8LBnABf6\n",
       "eXYDvt7MeRWv0eVefht5vKuAq6vEG+Jxu/nvQcDjwEGV0vbflxX+L1VtBF4GHgJWAPp7WRxewYZt\n",
       "gIlAX//9BWCFCuEEPEdqTewCLF/mfw1wWYV43Un/y60q3E/Dy9wuA06pUkZ1VcqwHpgBfB3YCpgO\n",
       "9HC/ZUktnd29fH7kthzs/t8F/g2s5GU0Dmgs5UVq6b4MNPh/qh/wCqkiqgPW8/zW8vCvl66Bh12/\n",
       "uevkaTwK/NLLaTXgBWBr938Q2Ldwnl9p7hkVLYnaI+BGfxt4V9INBb8zzOw9M/sUOAy42MwescRf\n",
       "SA+jr5IezN3N7I+W3rSuBx5ZqMzTm8ehwE88rw9Jf769C8Fmkx4gjWZ2O+mB/gWl/txvkx6Yr5tZ\n",
       "k5k9ZGazSDf9mpI+52nsD1xjZnMqmPF/wC1mNsbMGoFzgCVID/JiOVU9DeBcSe+Sbt7vAydXibsn\n",
       "MMrS2+ps4ATm74p4wMxGAZjZJ2Y2ycwe9vObCowEtiyLc7aZfWhmzwBPAreb2ctm9j5wO6mSh1QB\n",
       "rQgM8fK8n4XDgBvMbKKX0V9JD5PmeNvL5FXSNbt+IfNqzkYDzjWzN8zsXdJ1rmTHLGApoEFSnZlN\n",
       "sbJuVABLT6phpIfmb4FpSmNKpRbjANJDsjzeHFKluexCnlNL2R143899rLuVWgTbA0+Z2Q1ePn8A\n",
       "iuf2TeD3Zvaal9HpzPsfNOByM/u3pZbvtsBLZnaF/8ceB27wdCCV5Zck9TWzGWb2WMG90nXaGFjW\n",
       "zE611Dp7Cfgzc+/pWcDnJS1rZjPN7F/NFURUErXHgF3MrL9/di/4vVI4Hgz8tFCZvAusTPqTDAJe\n",
       "K0t36kLmP5D0NvFoId3bmffme8f/zCVmkt6alyW9ab8w30mZfQL8A9jfK6K9qT5OsCLw30JcI537\n",
       "SsUkmzkHA4708usN7ARcp0J3XIFBpIdmKa+PgXfKwrxa/CFpTW/Wv+5dUKeRHl5F3iwcf1zh95J+\n",
       "/BvgP8Bdkl6QdHQz51VOtTSrMcDM+pOu7wOklmlzlB5kC7Kx+ECsaIeZjQPOI7U035R0cbWuIX+Y\n",
       "Hmlma5D+5x8Bf3Hvt0nXbF5D0zjdsu6/IOaQWo1FegBNZf/rIgeSHtR4pXwjc7uc5vkPOcV7dcWy\n",
       "3/9lfsrv7a+U3dv7kMZoIPUMbA+87F1Vm7p7tes0GBhUlt6xpPEegENIrfd/S3pY0jzdYeVEJZE3\n",
       "xQfjf4HTCpVJf0sDdn8nvWmtVBZ3cOH4I9KDAgDNO3vqbdKN/sVCukubWd+FsO9t4BOg2jjBFcC+\n",
       "wDeA5t5YphXt9UplFeav+BYKM7uPdPNsVSWvlQt5LcH8D/zyCulCUrfKGmbWDzieVt473tr4mZl9\n",
       "DtgZ+Il8PKS98Ar7CmBTScu480wK/wnSg82asXFYteSbyfdPZrYRqQtuTVI34oJsfRW4ACjNThsN\n",
       "bCepvizoHqT/3kMLSpN07wwpc1uNeR/UnyFpZWA4aTzqdUmvk97qt5c0gPQfWqUQXsXfpPtx1cLv\n",
       "4nGJ8nv7nrJ7eykzOwLAW4+7kl7obiS9fDX3X/ovqWVSTK+vme3o8f5jZvuY2UDgLNIL1RKViy4q\n",
       "iY7EJcB3fdBJkvpI2kHSkqS3xDmSjpLUQ9LupCZnicmk5uq6SgPSJ5U8/E3qEuAPkgYCSFpJ0tYL\n",
       "MsjjXgr8TtKKPmD3VaUZKZjZg6Sb4RzmvhlW4h/ADpKGKw3w/pT0AHigEGZBA4+f+Uv6KunBVGnq\n",
       "4vXATgU7T1qItJckjWPMVBpQ/94CwpfbW7RtR0lr+IPlfVJfdWML01tYSoOYvUjdfa+b2f/c73Fg\n",
       "X79m25Jm8jRnY7U37mqD7htJ+opfz5mk6znfeSpNb/210kB/ndJA9sGkfnNIrc9XgWslDfb/9zbA\n",
       "H4GTzOyDhSiH60n/r638fAeR+uuvrhJ+f+BZUsW2rn/WdDu+BdxKup928xbNUaQxmhL/AI7y+6g/\n",
       "cEylIioc30Lqmt3Pz6+H0mSJtfx4X0n9vEXzAV6OzfyXHgY+kPQLpYkl3SR9WT5Dy/MZ6HnPIN2j\n",
       "1a5vVBIZM88bmpk9Sho7OA/4H2lg9wD3m03qQz2I1HXyTVJTWe7/HKmPfjRpptSEsvSPJr15P+Td\n",
       "KXeTboqKtpTxM1If/COe9xnM+7/6C2kK5lVVTzTZtx/wJ9KA3Q7ATmXjFwuawniefG6853m8pVkw\n",
       "pbilt+SngSNJA6LTSDfdW6TxnXnClp3jPqQbcaTHLYapZFu5f+n3GqTy/YBUCZ5vZvdUOadqaTSX\n",
       "b5H3vDzeAL5Cetss8UNSt1ypa+OfBb+W2ljJjr6ksvofabzhbVL3SDmzSK3I0aQH1pOklu1BAD6+\n",
       "9Q3SW/+/PMw5wHFm1vysnJKBaZzoW6T/5jt+Tg8Cv64S5QDgAjN7q/B5E7iINAHhHdLEjDP9vNYA\n",
       "7ivEv4TUtTeZNHh/Pc1cO0vjgFuTumRfI7VEziBNwoB0b7zk9+ZhpNY5VLlO/vK2I2ms6EXSPTWS\n",
       "dE0gTSp4yv8bvwf2tjTuWRGl7t+gsyHpMuBVM/tVje3YHzjUzLZYYOAa4C2xd0ldSQs7jhMEXYZo\n",
       "SXRear5Ax/uRjyC9xWSDpJ0k1UvqQ3orfSIqiCCoTFQSnZeaygR4v/FbpKbz32plRxV2JjXrXwM+\n",
       "x7zTfYMgKBDdTUEQBEFVoiURBEEQVCUqiSAIgqAqUUkEQRAEVYlKIgiCIKhKVBJBEARBVaKSCIIg\n",
       "CKoSlUQQBEFQlagkgiAIgqpEJREEQRBUJSqJIAiCoCpRSQRBEARViUoiCIIgqEpUEkEQBEFVopII\n",
       "giAIqhKVRBAEQVCVqCSCIAiCqkQl0YGQtIqkcZKelvSUpKPcfRlJd0t6TtJdkpYuxDlW0vOSnpW0\n",
       "dcH9NEn/9c3Qa2aLpCUk3Srp357OGTUulzskPe5p/T9JPWphR8F/lKQna1wm493tMf8sW0Nbekoa\n",
       "KWmK/2d2r4UtkpYqlMdjkqZL+n0Ny+Xbkp6UNFnS7ZIGtMSWZjGz+HSQD7ACsJ4fLwlMARqAs4Ff\n",
       "uPvRwJl+/EXgcaAHMAT4D3N3I9zE0/uglrYASwBbepgewL3AtjUslyUL6V4H7LeY7agrpLc78FfS\n",
       "Hty1/K+MAzbI5H/7a+DkQtoDamBLXYV0JwKb1ege6gm8Ayzj4c4CTmzt9ZrPzrZKKD6L/wPcCHwD\n",
       "eBZY3t1WAJ7142OBowvh7wA2LUujVZVEe9ji7n8ADqm1LX4jjqKFFVZb2eEPjQn+0HiylteHVEls\n",
       "WOP/7Vf8+L/AEjW2pfy/sibw31qVC6lH6D/AqqRK40LgO21VRtHd1EGRNARYH/gX6Q/1pnu9CSzv\n",
       "x4OAVwvRXgVWytUWb1bvBIyppS2S7vTwH5vZHYvZjkF+fApwDjCzNfm3sS0AV3i3yi9rZMtKhW6X\n",
       "UyU9KukfkparhS1lSe0NXNNaOxbRlpXNrAn4IfAU8BrpxeLSRbGnSFQSHRBJSwLXAz80s3nGFCy9\n",
       "Ylgz0Zvzq5ktkroDVwN/NLOXa2mLmW0DrAj0knTgYrZDktYDVjezm0hvhq1mEW0psa+ZfRnYHNhc\n",
       "0v41sqU7sDJwv5ltCDxIqkgXty3lfv9H+u+2ikW1RVJf4FxgXTMbBDxJanW0CVFJdDB8IPV64Eoz\n",
       "u9Gd35S0gvuvCLzl7q8BqxSir+xuOdoyEphiZudmYAtm9qmnt/FituNVYFNgI0kvkbqc1pQ0tiV2\n",
       "tJEtrwGY2TT//hD4G2k8qxa2vAPMNLMb3P06YIMa2VJKa12gu5k91lI72tCWBuAlM3vJ3a8FvtYa\n",
       "eyoRlUQHQpKA/wc8Y2Z/KHiNAkpvvAeS+jZL7nv7jJDVgM8DD+dmi6RTgb7Aj2tpi6Q+flOWWjY7\n",
       "Agt987eVHWZ2kZmtZGarAZsBz5nZ8IW1oy1tkdRNPpvJH2g7kd5UF7st/lZ9s6RhHm4E8HQtbCnE\n",
       "+xap4mwxbWjLi8BamjvrbCvgmdbYVJG2GtyIT/t/SA+MJtIMh8f8sy2wDDAaeA64C1i6EOc40qDW\n",
       "s8A2BfezgVeAOf59Qi1sIb0NNZFu9lI6B9fIluVIN91k4AngN/ismsV9fQr+Q2jd7Ka2KpM+pJk7\n",
       "k0l93r9vSZm0w/92VeAet+duUp98TWxxvxeANTO4nw8gVd6TgZuA/m3xzDGzz6aVBUEQBMF8RHdT\n",
       "EARBUJWoJIIgCIKqRCURBEEQVCUqiSAIgqAq3WttQFCBmTMm1tqEAg3Av2ttBEDjX37TwDtvZmFL\n",
       "3f4/a9CyK+RgSzbXh4xsmX3qjxvs9VeysKVu2+0a1K9fFrZ02/aQjVoaJ1oSQRAEQVWikihD0lBJ\n",
       "p7RT2idK2rI90g6CIGgPopKYn1g4EgRB4HTpMQmXYPgrSRb6CTM7okq41UgCXm8CS5NWNy4N/BHo\n",
       "DdxkZmdIWoKkvrgcMB3YjyQ3cT3wMakCGr+w+QZBENSart6SeBvYysw2B/pKWqNKuJ+TdIV2BwaQ\n",
       "HvZTzGyomW0KbCWpN/AdUoUxAhgP7AkcAow0s+2Bbh53YfMNgiCoKV26JQEsC1woqR9JI2dQlXCr\n",
       "AY+ZWaOkJ0jyzatLOgeoJ206shxpdse+kg4HepE05lcHbvZ0Jnnc8nxXJOmxBEEQZEVXb0l8C/in\n",
       "mQ0D7qe6dv9LwHqSugFru9t3gbPMbChJ5Esk0a2zzWyYmX0NuKAU1+OsXyXfrn4dgiDIlK7ekhgL\n",
       "/EXSrjQ/YH0OSQ74TeANd7sVOE/SM8CnHn8kcImk75MqjWOBPwPXSzoA+MTDlecbg+VBEGRJl64k\n",
       "zOxxYJ0KXveUhXuRtBEMki5ztzuBOyvErbRr17AKbpXyDYIgyIro5mgd8eYfBEGXIPaTyJGZMz6q\n",
       "tQkF6oGZtTYCwObMrue9d7KwhQHL1Ut1OdiSzfVpHPXnehrnZGFL3WY719vsPGzRcivW8+nMPGwZ\n",
       "uGqflsbp0t1NGZOFzouTjR6PuvdoIA+9JMinXHKxAxrnNPDe23nY0r1HQ93AQXnYAg10z0O7qTVk\n",
       "190k6dxa27AwSPp24fhc/95FUn8/PlBSizdpD4IgyImsKglJMrOjam3HQnJw6aBg866k/WkxsyvM\n",
       "bFItDAuCIGgrWl1JSFpR0lhJEySd725DJd0m6SZJ90naR9JoSbe4vyRdKGmMpFskLe1xRkm6CdhG\n",
       "0gQPu5akcf45UlJ3T+seSddJqiuzZ57w7nauh79ZUl9JQ9zeayVNkrS7pDvdrd7973f7H5Q0xNP5\n",
       "jqR7Pa31JR0GrO3n/2WPvwppE/O/SvqZi/mNkHSxpLU8nSMl7SVpoOcxtlR2QRAEObIoLYlq0hKz\n",
       "zGwX0jqCjczsG8BrktYHdgSmumzF+aQFaQb0MLNdzOyOQvpnAIf7grPzzGwOsKOZbUnqgx1eZs/p\n",
       "xfCSNgbqPfw1hbz6mNlewG+A/cxsG+A2YBv37w/sBvwQOFrSAGAnM9vC3U8ws5HAk2Y23MyeAjCz\n",
       "V4A7gH3M7JyCXdeR5DkAtvNyOQY4w8yGAx9I2rQlBR8EQbC4WJSB60qSFgY85f7TgLcKx/2BtYC9\n",
       "JW3jeT/g/pW6ZQaY2XMAZmaSlgRGShoELA88V25PWfjVC+k+CpQkup8p2FQ87u/HT5pZk6TJwBok\n",
       "WY11JY1z/5ZMBystnDtG0sXAh2Y2U1IDcKYkA/oA/2pBmkEQBIuNRakkStISV0i6irmSFtUeogKm\n",
       "AH8xs98BSOoOfB1oqhB+uqTPm9nz3rW0NUlUbx9JpzJ/K6gYXiSpjK3dbyPmaiOV7FOZrSX7v+z5\n",
       "retxXgIe8dZHyeZq5zmbectUrvf0EvAL4AZ3fxa4qjRm4XIfQRAE2bEolUQ1SYuqx2Y2yscJxrjb\n",
       "H4D3y9ItxTmOJHFhpIfrDcDxkjYCZjB/S2Ke8Gb2J0kfS7rX89iH1FoopV8uh1E6fgu4ERhI6jp6\n",
       "W9Ktku4BGoExwGnAK5KuBX5ZiHsncIG7F9O8Hvg7ScgPUtfYSG+FNZHUY6cSBEGQGbGYroAPVJ9i\n",
       "ZpWkNRYfscd1NcKW+cnFDhr/eVE26yTqdj28Qf0HZmELGV0j6vvFHteLSIjtBUEQFIiWRI5kJMvR\n",
       "9Pykepqa8pAUGNxQr959srAll3LJqUxszux6PngvC1tYekAusimQkXQK9f1ClqOTkEfTFKCpqYFP\n",
       "Z+ZiTz7N9nzKJZsyUfceDUQXTyVysqXFdLruppxlPSQdJOmQWtsRBEGwsHSqSqIDyHpE314QBB2K\n",
       "mnU3SVoR+CvQA3jCzI6QNJS0nmA2MIC0/efBwCdmtqOvf7iAtKf0x8B+pK1Bf0J6AF8o6Xgz29yl\n",
       "MC707G7w4zs8v+nAN4FVgStJO84NAXYxs9cKNl4OzAE+D4w3sxMlDSTtNrcU8G+3e1XgcqAnMMrM\n",
       "zpZ0kts5kLTK/Dtl538CaTOiJuBgM4spsEEQZEctWxK5yHr0MbM9gd8Be5TZaMAYj7OBr/auJKnx\n",
       "C+BXZrYZMMwrQCOt3t4KmCXpK6VEJa0NDHLbfkDa5jQIgiA7ajlwnYOsx/PMleZ4jSTDUc5j/v0k\n",
       "sJrbUJTUeBj4XMGGxz1c6bj0XUx7LWBoQepjWoV8gyAIak4tWxIlWY9hwP20TNZjmLdAjne/qrIe\n",
       "AGWyHkNJK6BL516U6VB5IqTuLIAvAy+7DT9xGzYBbiJJgJQWqazv4SBJe5S+Xyik+Rxwl6cxDDiw\n",
       "yjkHQRDUlFpWEmOBn0r6J2kecYlmZT2AIUpS42NIqqrllMt6jAOOIIno7SzpZlLLxcrCV1tIt6VL\n",
       "ezzu4xWnA790G+4GVgbOBk6WdD8wzsxKLYMGSaOB3mb2UOE8JgNvuKz5WODbBEEQZEgspmsGSZeR\n",
       "ZDpebEXcE4EJZja2xRlnJMvRNGViLusB0JobNqh3nyxsyaVccioT8loPELZUImQ52oVKXVCLI24Q\n",
       "BEHNiZZEjmQky2FNjfXM+iQPSYFe9fWSsrAlm3LJqEzISX4iI1saJ43OQsIFoNsWe4UsRychj6Yp\n",
       "oLpuDUR3xnxkVC7ZlAlhS2WamhqY+X4etrSCTtvd5PtVX1lrO4IgCDoynbaSqBW+KjwIgqBT0CG7\n",
       "m6pIenyNtGp6JklqY6yH7Q5cAVxsZvcW0tgVOJok73Ei8ISnuRRpuusPJR0E7AT0BjCzHSQNAK7z\n",
       "fGYDv/ckf8pcaZCVgQPc/YekXeduIK3neAL4OWn3u3rgTTPbuy3LJwiCoK3oqC2JSpIe2wJHm9lw\n",
       "M7vMw/UkaSqVVxB1pHUUQ11e4z7gMOBql+Col7QJ6aH/XzPbgSQNsg5pq9EL3a0nc9dW9HA5kYnA\n",
       "Tma2BbArcAJpQd44t+1HwCrAW76YLiqIIAiypaNWEssC1/tCuc1Ie0dfCHxT0pWSNiZNP92cpAV1\n",
       "b1n8kujep5BWtwGrM1daYyJzZTSe9u/XgKVJC/GecLfHmTvNtRR3dWBdt+16oB9wL1An6SpJ+/m6\n",
       "iyf9948XrSiCIAjaj45aSZRLetQB75rZEaQupF/j4nzAfyX9oCz+dGBVSb3gs5ZFUVpjI+bKaBTn\n",
       "CAt4CVjHf69T8CtJg7wIPFKQ3Nga6GZmJ5rZfqRV5j2B3/vvbV1ZNgiCIDs6aiVRSdLjcEn3ADcD\n",
       "pe4mM7OTSPIY/8dcxyaSSuw9Lu/xdeASknjgvSRp8n+VghfyNZJM+Pck3e5us4uGmdnbwK2S7nHJ\n",
       "jWOATSRNkPQQcDcwGLhX0gOkbqfpi1ogQRAE7UEspmshpdlLrix7C3Comb3epplkJMtBTvPNw5ZK\n",
       "5GIHhC0VaZx4VzbrJLpte0iLZTk65OymGrMkcJukHsDdbV5BBEEQZES0JHIkI1kOMpI3IGyZj6bn\n",
       "J2Uj+aDBDfXq3ScLW8jk+gBYY2M9n3yYhS0auGrIcnQSsmiaOtk02wlb5qepKQs1WiePMklkY4u6\n",
       "dWugT78sbGkNLR649j0Q6srcfi+pTtJJkkaU+R0oKdtNdQq7w5W7D5V0SpnbupIO9uMJC5tWEARB\n",
       "R6W1LYl5pCfM7McAvqXngiNLsjbu52qHNOdLyzcLmtwCm+p8JlUQBEGHpNlKwlsMI0kLyz7yVcYA\n",
       "Z0naArjIzC71N+hvFOL1IElX9CT1C46SNJi0+vlt0sDvdJI8RXfgZDO706eIPgFsDBxjZncW0lwY\n",
       "OYxtSaub64B9zeyVSmlKOoy0G9yDhfS/DpzlaV8IvAlsKGkUsAywjacxwsx+VYi3I3CS59HD3S4H\n",
       "PgDWlLQLaUrucqT1Gfv5Zx65j+auQxAEQa1YUHfTLsAbZja07EF2JWmlc7VupN2Ah8xsO1KlUHor\n",
       "Hwh8k1RZ/BQY5p+fu39/klzGDsDhZWk2K4dhZncAx/oe1r8uxJ8nTUndgINJayOuLaR/OrCzL4C7\n",
       "ltRammVmOwO3ASOovL3pMcAWJPmN5d3NgPvMbBvgUOAmMxsBjAf2pLLcRxAEQXYsqLvp8xTetgs8\n",
       "ZWaNkqp1paxGkqwAeJS53VOTfX3BcqSBpTHuXlpxPN0XoyFp6bI0hwA3+XElOQyAoyUNJ73RP1Ml\n",
       "zWVJkhxNkopxZWb/g8/WQBjwlPuVJDlmVDjXJjObCcz01lGJR/27AdhX0uFAL+Bq4H3ml/sIgiDI\n",
       "jgW1JKYAm8J8EtgL6vt/CVjXjzcouJcqlbeBJ0ldN8NIXUTl6ZZLbjcrh+HdUVu6sN4JzD238jTf\n",
       "BgZ7V9r6xXOStIynpSpxK1Enqd6VX4vyGqW4zwJnu0zH10hdWQubdhAEQU1ZUCUxClixIHdRTqXK\n",
       "wkgy2F+TdAfQtzycD+b+Dhjj0hW/ny+V+dNuVg4D+B/woctsbF/NNjNrJI0RPEDqFiuFOxa42e3Z\n",
       "awHnV+QskoDfCcDrFcKNBHaTNNpt26DMv1o+QRAENafDLKZbLHIYuRCyHNUIW8pomjIxm3USWnPD\n",
       "BuWxpStkcn2cfGyp79epZTlCDiMIgmAx02EqCTP7gLQ/RBAEQbCY6DCVRBDkRNOUifBp7eV4tOaG\n",
       "qHeL5XiCYKHpqPtJBEEQBIuBDllJdCT9KEkHSTqkFnkHQRAsKh2yknDm04/yqbULrR/VLlbNT8eY\n",
       "PhYEQVCB7CsJbx38WdJ4SbcWvM6S9HBBlXWcS26U4vWQdJOvq9jZ3QZ7uGuBgyTt6NuM3i9pGw/z\n",
       "kKSRkh4ruRXSPEjSdZJu8c9hHv8S91/P7XxI0rFlcVfyOCtWyjcIgiBHsq8kyEs/yoBXzGxHkpxG\n",
       "bzPbElhVUn/gWbdzU2ArSb093krAxST9qTer5BsEQZAdHWF2U076UTBXc2la2XF/0ur0c0i7Yn2B\n",
       "pPwqUmVznJm90Uy+QRAE2dERWhI56Uc1l6+A7wJnuRLtf9zNgFNJ0hxfaSbfIAiC7OgIlURO+lHl\n",
       "buX+twLnSfo78GnB/VPSHhK/BtYsy/cPFfIIgiDIgg6j3dSlCO2mamRjSy6aSaGXVJWwpRKt0G7q\n",
       "CC2JIAiCoEZESyJHZs74qNYmFKgnbRmbA9nYYk2N9cz6pPa29Kqvl1R7O4DGSaPraWrKwpa6hk3r\n",
       "1advFrbIgtxSAAAgAElEQVSQ0f+W+n4t1nDpCLObuiJ5NE0T+TSVM7JFdd0ayKObJ5syoampgZnv\n",
       "52ELlk+55HSNWkGH6W6StIuvRSjJbGzgi+OGudvyko6rsY3rlhb3BUEQdAY6TCUB7AosA2BmV5jZ\n",
       "JNJaiOHu9qaZnb4oGZTrQbUUM5tsZpeWpRlbkwZB0GFpdXeTP1BHAmsAH5nZDpK+AZziQX5pZmMk\n",
       "jQceAYaStiD9OmmP6l+Y2V3u/wSwMXCpmV0iaQ3gfKAXcDfwF2BboEHSdUAf4D7gYODrkjYlrWY+\n",
       "zePtYmbH+J7Vl5rZrpJOIK1wbgIONrOphXO5HPgAWFPSLqTtTZcDppOmrvYFrgc+Jk17PRsYAnQ3\n",
       "s/8n6SRgnCf3DTP7laTJfl5P+TmeCfQA/mxml0u6AhgMNHqcGBwKgiA7FmVMoiSX8Z2C24nAVqRF\n",
       "ZHeQVhUbcBVwPEnK4oue70XAXe5/NfAjYII/sE8jPchfk/Q30oP9DuAUM3tR0ome30jgRX8oDyHt\n",
       "bvqgpDPcf2fgRklrA4PMbJikBtJ+1t8t2G3AfWZ2pKQjgZvM7BpJ3wX2BFYBRprZ1b7uopxKD/iV\n",
       "gE3N7GOPsxPwEXCXn9NKvuguCIIgWxalkqgkl2Fm9iGApMaCe0lCY4qZTXf//gX/x8ysSdJU0hv8\n",
       "msBV3lPTj/TAbQmTJa1HejAfAmwNDJVUetufViHOo/7dAOwr6XBSS+YaYHXmLuSbVDrXQtxKXUpT\n",
       "zOxjP163EH8AsCxwhaQrganAr6IlEQRBjixKH3wluYw6SUtJ6gt0K4S1sm+Y98G6niu4Dgbe8rS/\n",
       "5bIVG5G6q2Yzf6U2uyyfEteRuqK6mdl7nt5dZjbM06wkCliy7VngbA/7NeACksRHST5jff+eAazo\n",
       "x2tXSK+oKfUYsIPnvQHwBnC1me1P0m7auEL8IAiCmrMolUQluYxfk8YQ7gJOWkD8YoWxF3A/cIWZ\n",
       "zSZ1TV0qaQxwG2me8Z3ABf6GX4r/FGlM4uqy9O4nqcDeAmlAGXjDZcLHAt9uxp6RJJ2l0Z7/BqSx\n",
       "lMMl3UaS2DBSV9q2ksqlQiq1CE4Ebva8rwGWAsZKug9YmTR2EQRBkB01X0znXUAjXEspe3w8ZLyZ\n",
       "3dNumYQsRzXClvnJxQ4aJ96VzTqJug23alCfflnYQkbXqCPLcnS0aaIxfhAEQZeg5i2JoAIhy1GR\n",
       "kH2oSDbXxxob6/nkwyxsob5vNnIlZHSNQpaj85BH0zSRT1M5ZB8qkYsdqFu3BqKLpxI52dJiatLd\n",
       "VJLVqOBWbSvSts5/y8Jai4UJX2mguy3tGbfgUEEQBIufmlQSBVmNWtHSMZD59JgWVcIjCIKgI9Cm\n",
       "DzolLpQ0RtLNkpaWdLGktdz/SEl7STpR0ghJPSTdJOl20uroUjon+HTVMS7iN0TSBEnXSZooaSUP\n",
       "d6q7j5HUT9Iaku6UNF7S8RXsu1TS3aQFdiW370i61z/rS1rG44+V9EdJOwFr++9vuN9ZpMVwq7j7\n",
       "fZJ+4emNLa0bcXuXk/QVP5/7JB3kfjv6uVxKkusIgiDIjrZ+G94RmGpmI0iL0L5LWti2p/tvR9ri\n",
       "s8RuwENmth1p72ckrYNLaAA/IEloGNDHzPYkbf25h6+oXs3MNjezEWY2g7SX9MEud/GlUmXi6W4C\n",
       "zDGzrYBn3G0AsJOZbUESEDyBtGhunJkNN7MfmtnNwJP+e7TbcoMvhDuGtFp6M2CYpBWB0cBwX1DY\n",
       "08zeAk4mrf7enLSau4fH3cLzXH7Rij0IgqB9aOuB6wZgb0nbeNoPAGOBYyRdDHxoZjPnLtBmNeBx\n",
       "Py7JYnyByhIaz/j3ayRRwTU9/SJfYF45j0EevpTXY4W8vkqS21i3kJcB9wJbSroKuMPMrqpwniVb\n",
       "V2euTMfjnsffgONIUiLXu1+5LMdAoMnMZgIzJU2vkEcQBEHNaetK4lngL2b2OwBJ3V2z6SXgF8AN\n",
       "ZeFfIj1AbyetbH4QeI4koXFUKQ3SquTSXF35Zwrp7fx8D1dy+5GZveFjBsX5vS+RVGDxvEpuj5jZ\n",
       "XoW8upnZif77MZI4Yfk84dLCvxdIsiETSHId55rZ696i+CbwLQ83CdjTK8juZjZHUp2kepL8+cDm\n",
       "CjUIgqBWtGklYWajJJ3rchYAfyC9QV8P/J25WkeQHrw3AtcpqaT+LyVhkyW94W/3JYXYklpsKV4p\n",
       "3FSXtvgE2IO5ch69SLpOe5CUVzGzhyV9T9JokqjeVDN7W9KtStIijaRWzz2STieNE9zteT4s6Z/A\n",
       "b5m3wjibNDbRExhlZq+7+20k+e8P/HdJlkN+nnsCZ5FaLZOA1wmCIMiQWEzXDkg6giSjfv0CA1ci\n",
       "ZDkqErIPFcnm+hC2VCMfW1ohyxGL6doYSd8nzdTavta2BEEQLCrRksiQphcmZSPLoQEr16tnrywk\n",
       "BUL2oSL5SD6ELdXIx5aQ5egkzP40j6YpkJH8RMg+VCYXOyBsqUZOtrSYbFcN+4Dy+AWtbPaFeVsu\n",
       "Qj4Tyn4vL+m41qYXBEHQmciykpA0CHjfzIa21T4TpVXQC8LM3jSz09sizyAIgo5OlpUEaWrpMEkj\n",
       "JfWWdLVLb1wjqbtLZ4xT2iluE3xaquZKgtyiJAkyVNIoSTcB20j6g7dO7pW0SqWMlSRArvTjh9yG\n",
       "x3yBIJJ2lfSgy29sriQHcoukeyT90cMc5JIct/jnMPe/xP2XKD+n9i/SIAiClpNrJXE8cLeZHQYc\n",
       "CtzkUh/jSWsMDgFGmtn2pD2upaSxVJIEOZ8kCWJADzPbxczuAI51yY5fA4ezYPqTVk/vQNq+VP57\n",
       "qJkNB+4DDiPtV70lUO/yHwa8YmY7klZ893b/VSX1B75T4ZyCIAiyI9c32GLXUANJ7+hwoBdpj+jV\n",
       "mStzUZLFWIv5JUGK/gBHSxpOWij3DAtmupmVNKWWJq2Mnmpmn0Ja0SdpdXwvbWAiSTIE4Gn/nlZ2\n",
       "3N9tLZ7T1QthSxAEwWIn10qiyLPAaDO7AT6TzvgJSYjvWZIcxp0kSY55JEGAr+MSGi7mt6WZbSFp\n",
       "K2Cfhci7OD9YwHRSa6CXmX3qg+olaY5/+/efSZVAtbnFJfmQMWXnFARBkB25djcZcx+yI4HdJI12\n",
       "uY8NSA/iw31M4hPSS/0oYIj3848hKc4W+R/wofttT/WHuFXxM0uLSs4gSXeMIVVCl5BaMPcCn5jZ\n",
       "vwrpUOW40jkFQRBkRyymy5CmZx/MRpZDK6zeoJ69c5njndN881xsycUOCFuqkY8trZDlyLUlEQRB\n",
       "EGRAtCQyxN57MxtZDnr0ykV+AnKSN8jHllzsoHH89fU0NWZhS93GW9Vrqf5Z2EJG1yhkOToJGXXv\n",
       "QE5N5bClErnYAU2NDXzwbh62WD5yMuR0jVpBh+luak6mwxevHaK0H/aVbZzvNpK290VzuxXcz23L\n",
       "fIIgCHKkQ1QSCyHT0W59ZmZ2p5ndRlrfsHvB/aj2yjMIgiAXOkQlwQJkOipFkLSfy2fcJ2kdSV+U\n",
       "dI77vSppPUnDJP28LF5RdmMLSQdKOoS08nsrd19W0gRJPVweZJzSLnn7Shoo6SYPV9pa9SRJV0i6\n",
       "uyDNcYTnM0bS+u1aekEQBK2ko4xJHE9ap3CYpCNJkhbXSPouFSQtvEvqSOBrpP2xzzOznSQ1SBoM\n",
       "POV+/YFxZfGOAzb3xXICVnPvkcCqZra/h8XMZpMqr1VIazduAE4FzjCzhySdKWlTUktnkpkdKOlO\n",
       "Sf1IGxMNLa3eDoIgyJGO0pIol+n4kdIe2AeQpDLKKclnNJrZVKCfu38KDAfOI63Y3pAkpVEe7zPZ\n",
       "jQUalvbTHgkcbmYfu31nun3DgUEe9Cn/nub2nAhcJOliScstKJ8gCIJa0FEqiSLPAmeb2TAz+xpw\n",
       "YYUw04HBSoqxQ4D33H0S8APgXpJmUi8zm1UWb1V/8JfLi88miQmWcy7wRzN7uWDfT9y+TYCbKsQR\n",
       "8LiZfRu4Bzio2TMOgiCoER2lu6lcpuMSpb2kBRxbCAOpAdDk4wETgEbgCPe7D9jDzN6X9Arw1jyZ\n",
       "pHgl2Y2PSGqxpbTfAJaR9A+SgqxJWhnYG1hT0tEkyY7TgZHepdREUnwt2lfiIkmrAT2Bb7eqVIIg\n",
       "CNqZWEyXIzNnZCPLQV5zvMOW+cnFDhrH/iObdRJ1w/ZqUN9lsrCFjK5RyHIEQRAEbUq0JDKk6YVJ\n",
       "2chyaMDK9erZKw9JgZzkDfKxJRc7sMY59Xz0fha2NI27oZ6mOVnYUjdsj3otPTALW0KWo7Mw+9M8\n",
       "mqYAhLxBFXKxJRc7ULfuDeTSxdM0p4H33s7DFsvnGrWGLlVJSLoV6ENanIevpA6CIAiq0GUqiYK0\n",
       "xw4Z2KKFWYMRBEFQa7pMJcFcaY9LSFNhuwPLAY+Z2R2SdiJtO/on4DL3mw7sZ2ZzACRtDHzTzH4u\n",
       "aVlgpJntLukEYBhpyuvBwGvAHaS9tKcD3wRW9XTfBm6TNBQYTJqi+42oNIIgyJGuNLvpeOBuMzu0\n",
       "4HYdsIcf7w5cS9JousnMRgDjKch+mNkjpD218Xj/kLQOMMjMhpEW6h3rlcqOZrYlqS9yuMcZSKow\n",
       "rgRWcsHCEVFBBEGQK12pJaFyBzN7XtLqknoDK5vZy5IagH0lHU5alX11WbQJkjYDdiQ98HcChroM\n",
       "B8A0SX1IC/4GAcsDzwHPA5O9Qpjjgn9XAlOBX0VFEQRBjnSlSqIa44FTgDH++1lgtJndAFBBZfav\n",
       "wFnAe2b2saQpwF0l6XAPvzMwxcz2kXQqc1tsTR6mDrjazK6UdDGwMfBwe51gEARBa+lKlURR2oPC\n",
       "8fXAZNJUQqgs+/HZA9zM/uNyHKf678mS3vCWhJFaHrcBx0vaCJhBakkU6QvcJKmb+z/RZmcZBEHQ\n",
       "hnSZSsLVYA/w4ysK7s+QBphLvz8B9l9Acu8CtxfinE7SbCqyYYV4+3v494AtW2B+EARBTehKA9dt\n",
       "gqRbSAPgc2ptSxAEQXsTshwZYu+9mY0sBz161UvKQ1IgIwkKoDfwSa2NAHo3TrwrBzuoa9i0Xn36\n",
       "ZnF9bM7sej54LwtbWHpAvVSXhy0hy9E5UM/eOS3hz0lSIGwpo3HiXQ3MfL/mdiTykXBR9x4N9B+Y\n",
       "hS1k8l9pLdHdFARBEFSly1QSkm6VNN6nnwZBEAQLQZd4YBZ0m4aaWVMr4s+3EG8R7ekS5R4EQcen\n",
       "qzysSrpNIyX1lXSLpHsk/RFA0kmSRvjxZZIGSzpI0t99NtM6pYQkjS1VGpKuk7ScpK9IGifpPkkH\n",
       "ud8x3nJ5SNJ67jZe0lnAFZJ2k/QvSWMkbbd4iyMIgmDh6CqVREm36TDS/tRXu65SvaRNmH+hHf77\n",
       "f2a2o5lNLriPBoZL6gv0NLO3gJNJ8hybkyQ9egB/NLOhwH7Azwpp3mBm+wO7AXu5dtPtBEEQZEhX\n",
       "md1U7C5aHbjFjycCa5Ae3qoQdlKFtP4GHAesRFqtDbAucLMfDyAJ+e0kaR+SFEexi+tR/z4N+JXL\n",
       "eJxmZv9p4TkFQRC0O12lJVHkBaC0GfhG/nsGsKJ3I32pEHa+8QszexlYkSTud4M7TwJ2cCXYDcxs\n",
       "GvA9b60cxrzlXEpzqivSXgL8pA3OKwiCoM3pKi2JYnfSJcDfJB1KUmX9l6RpwD+BXUmSG8V4lbiN\n",
       "tAfEB/77ROBmr2TeAfYCHpY0Abi3SjonSdoUWJKoJIIgyJQuUUmU6TbNAHYo83+Fua2LEldQnTpS\n",
       "t1Mp/iPAiLI0D6tgx7DC8TELaX4QBEHN6BKVRFvi6rA7A9vX2pYgCIL2JrSbcmTmjGy0m5qen1RP\n",
       "U1MWujMa3FCv3n2ysIVMdKSssbGeTz6suR0A1PcNna/K5GNLaDd1GvLReWlqauDTmbnYk5MGTha2\n",
       "qFu3Bvr0q7kdThZl4oQtbUT2s5sKchqLtOpZ0paSTmwru4IgCLoCWVcSZXIaVnBvTYXRptIaC51p\n",
       "G0t6BEEQLE5y724qyWlcAtxHGizuQ9oadBdgGGndwcFmNlXSCRXcLgVWAd4A/gMg6WjSCulPgYPM\n",
       "7BVJTwKPkyQ4fg0cDKwA7GJmr5UMkrQCcBlpP4EHzOz4KulNJm1L+pSktYBG4PPAeDM7UdIRpNXY\n",
       "M4Gfmdlj7VKCQRAEi0DWLQnmymkcSmoJ/M/MdiStOxjkU0p/ABwrae0KbhsDc8xsK+AZAEnLA8PM\n",
       "bDPgBNIe1pBWSR8CfBc4zvP5LWnRXJFjgd96Pr/0SqNSeisBh5nZWf57jC+u28BbSDsDQ12WIyqI\n",
       "IAiyJPdKothVY8yVyVgLGCppHHABsFQVt9WB0gO4JIcxhPSGX3Jbw4//Y2azgNeBZ91tGtC/zKbP\n",
       "Aw8AeBfY4CrpTTGzjwvxSnY8CaxGWoB3kaSLJS3XbCkEQRDUiNwriXJKkhZTgLvMbJi/0R8IPFfB\n",
       "7SWSrhLABv79csFtI7wLinlXRZeOxfxjGVOAr8Jn4w3V0iuX9FjPv7/sdj1uZt8G7gEOauacgyAI\n",
       "akbuYxLl6qwGYGaTJb3hrQYjqbpeUub2NzP7s6TvSRoNTCXpJb3pst73k8YQDiymXXZcSR32TJLU\n",
       "9y+B+83sl1XSK2dLX4g33symSbpc0mpAT+DbLS6ZIAiCxUAsplsMSLoMOMXMXlyoCDNnTGxfixae\n",
       "pikTs1knoTU3bFDvPlnYQj5z33OxA8KWauRjS32/cvmhBdLRups6MjEVNgiCDke0JHIkI1kOa2qs\n",
       "Z9YnWUgKND3zYDYSIXUNm9arT98cbMlH8iFsqUY+toQsR6chj6YpoLpuDeTSxdPU1MDM9/OwBcul\n",
       "CyEXOyBsqUZOtrSYDtPdJGl5ScfVIN9zK7iNW9x2BEEQ1IIO05IwszeB02uQ71GLO88gCIJcyLIl\n",
       "IamXpFGSbpd0taQDJQ2WdKWkr0o608MtI+lGPz7Bp6KO8bBDJE2QdJ2kiZJWKstjDUl3unjg8ZJ6\n",
       "Srqr4D9aUg9J9/nvjSU9Kunv+AI7SQMl3SRprKTz3e0kSVdIutvlRJC0gp/LOEmnudt3JN3rn/UX\n",
       "Q7EGQRC0mCwrCdI2oveZ2Xak7UQ/G103sweBTf3nzsCNlSQ5PE4fM9sT+B2wR1kep5L0nYaS9rUe\n",
       "CLwpaWVJQ4BXzGx2Ie9fAbuQNJ1WdrdjgDPMbDjwgW9HasAklwJZVVI/5pfyWBbYycy28HM9YZFK\n",
       "KwiCoJ3ItbtpCHOlLh5n/umjkyWtRxLVOwTYmrmSHJDkNMD1moDXmCuXUeILwFUu0tqPpLV0A7An\n",
       "qfK8viz80mb2KoCk59ytAThTkpGEBx9296cKdvSjTMpD0urAugV7Y4pZEARZkmsl8RKwNnA7SfLi\n",
       "4TL/60hv9N3M7D1JJZmOowAkdSe97S9IXuNHZvaGpDoP+wRwox//qSz8DO+yeo/00Iek8XSVmU3y\n",
       "fLu53UXEXCmPMS7l8SLwiJntVbA3CIIgO3J9ON0IXCvpDuBDYFaZ//3A30iS3hVlOoC7aF5e43jg\n",
       "Ukm9gNnA7mY2U9K7wGzvaqIQ7xRgFEkjaqq7nQ6M9C6lJuA7ZXFKx5WkPG6VdA9JQnwsqfsrCIIg\n",
       "K7JdTCepm5k1SroAuMLM/lVrmxYbGclykNEc78aJd2WzTqJuw60alMe2odlcH8KWauRjSytkOXJt\n",
       "SQDcJqkP8HyXqiCCIAgyItuWRJcmI1mOxkmj85HC+MLG9dTVZWEL9X3rJeVgSz6SD2FLNfKxJWQ5\n",
       "Og15NE0hLymMurpcunggny6EXOyAsKUaOdnSYnJdJ5E1kraUdGKZ24GSNqgSfqikUxaPdUEQBG1H\n",
       "tCRax3yy32Z2RTPho08vCIIOSZeqJHy667VAD9J6hzvM7AoX8VsXeB/Y18zer+J2KbAK8AZztykt\n",
       "pX0SMAEYD1wFDCIt4tufVKlsIuk2oBdpwd4A4ErgY9IajzPb8dSDIAhaRVfrbiqX+0DSxkC9mW0J\n",
       "XAN8V9JGFdw2Bua43MYzFdIutRZ2B57yuE+T5ECMNElge+Bi4DBgC+AiMxseFUQQBLnS1SqJIcCT\n",
       "fvy4f68OTPLjiST5js9VcFsdeMzdHm0mj2K4UlwKbpPd7VpgHUlXSdq2FecSBEHQ7nS1SqIk9wGp\n",
       "KwngBWBDP96Y1I1Uye2lQpyKA9TNpFfMb113m21mPyXJi5zcinMJgiBod7rUmAQV5D7MbKKkjyXd\n",
       "Sxp/2MfHHyq5fU/SaJIsx9Rm8tjTJTemAWcAmwGzJd1OGpPYA9hZ0g9Ic6ivbL9TDoIgaD1dqpIw\n",
       "s1mSdi/Ifbzo7j+oELaS27ebSb4XMNPM5gB7l/nd458i//BPEARBtnS17iZIch/3AUu0ldyHjyls\n",
       "wtxxjCAIgk5ByHJkSNMLk7KR5VD/FetpnJ2JpEA2UhiQj9RCLnZA2FKNfGwJWY5OwuxP81nCX1fX\n",
       "oN4hhVGBXGzJxQ4IW6qRky0tpkt0Ny2qLIbvmX1ZG9pzkqQRbZVeEARBe9ElKglaIYvhO8h99rOt\n",
       "DCnsghcEQZA9XaWSANhQ0ihJ90nqI2mQpLGSJkg6Hz5rcYySdBOwjaSTfRrsMeWJSbpaUl9Jh0r6\n",
       "p7vdLKlO0n6SHvS81nG/h3xG1W8KaXxZ0o2SllwsJRAEQdBCukolIdKaiJ2B24ARwHRgKzPbHOgr\n",
       "qbQyuoeZ7UJaGb2xmW3B/NNXAf4FbApsBHzi+1Q3ud+RpLUR+wKnudsA4FRfQAfwZffbz8w+bLtT\n",
       "DYIgaDu6SiVhwFN+/BqwNLAscL3vi70ZSZDPmDuNdTDwhB9Xmtp6P/B1YAmS1MfeHm4gMNXMGs1s\n",
       "KtDPw79lZtP8WMAvgN9FBREEQc50lUoC5h0HEPAt4J9mNoz0wC+NO5RaA1OZK+GxfoX0HgO2JinC\n",
       "3g/8DHiA1EIZLKm7pCEktdliuiVbjgKOl/S51p9SEARB+9KVpsBa2fFY4C+SdqXCQLKZvS7pUR+T\n",
       "mFwexszmSPqUVEE8AqwJPGRmTT7GMYFUMXy/ij3vAgcAV0nax8zeWrTTC4IgaHtiMV2GND374MRa\n",
       "21BCK6zeoJ69c5njndN881xsycUOCFuqkY8t9f02ammUrtTdFARBELSQaElkyJxTD8tGlqPbfj+u\n",
       "13KDspAUaBz153oa52Rhiz37dD1L9qu5Ld3+7/vZXB9ykp8IWyoTshydhHffyaNpCmCWT1O5cU4D\n",
       "772dhy2zZzXw1rTa25LT9cmpWyVsaTM6XXfTokhwFONKOrjgPqGt7AuCIOhIdLpKgkWTvCjGbW7v\n",
       "iFZTJvcRBEGQNZ2xkoD5JTgk6UJJYyTdImnpSrIcJSQdCqzt/l8GuksaKekxSduUhe0j6TpJ4yX9\n",
       "P3f7g/++V9Iq7laS5ThH0hqS7vQwxy+mMgmCIGgxnXFMoiTBsauk40gSHEZaBf09SdsB3wV+S5Ll\n",
       "aJR0ZUGWAzO7RNIBZjYcQNIywHFAT+A84M5CfocBd5jZnwuthGPN7GNXej0c+CVzZTmmSfo7cLCZ\n",
       "vSbpb5JWMrPX2rFMgiAIWkVnrCQqSXAsD+ztrYDupJXRA4CLJPUDhpBkOaox3czeBpC0dJnf54Hz\n",
       "AWzuVLGjJQ0HegDPuFtRlmNN0iI6SLIdg9zWIAiCrOiMlQTML8ExBfiLmf0OwMX4jiLJclwh6Srm\n",
       "lwMvX6FdTK/IFJLQ39PeklgG2NLMtpC0FbCPh2sqi/MjM3sjpMODIMiZzjomMc8D3sxGAUN8TGIM\n",
       "sB1JluOnLvNdXyHuK5KulfSF8vTK8roE2E7SeD/+H/Ch57N9hfAAxwOXepjbyvIPgiDIhk7XkjCz\n",
       "e3BpbzO7ouB+VIXg61RwK8Xdt+C2RSGd4WX5zQT2LEtjpwp2bV44foFUgQRBEGRNZ21JBEEQBG1A\n",
       "yHJkiL30TDayHAxcsV51dVlICtic2fV88F4WttCnbz3vvl17WzK6PmQkPzHz2B/UM2tWFrb0+vEv\n",
       "67utvGoWtoQsRydBy6+U0xL+bCQF1L1HA/0HZmEL0EAe1ymb60NOtsya1dD06tQ8bLGmfMqlFdS0\n",
       "u2lxS2hI2kZSjAUEQRAsJLUek1isEhpmdqeZ3bYIeX5GyGsEQdAVqHUlAYtXQuMgSYdIGuxpXSdp\n",
       "oqSVXCrjQU/nGA9zpccbKulEP57s7r/w9MZJesTXRCDpcrd/gqQT3G0tDzdO0pHudoL/HiNpcLuX\n",
       "chAEQSuo9ZjE4pbQKLY++pjZnpL2AfYAPgQuKk2bVdqfulK8lYBNXXZjCTO73Fdt/wO428Pe4fY/\n",
       "BJwMnAEcbmbPeSW4DjDIzIZJagCO9fMMgiDIilpXEotbQqNISS7jNWAN4DLgJF99fVXBH+ZtcU0x\n",
       "s4/9eFtJR5Equ4GFMKVzKoUbYGbPQVrZJ2ktYKikce4/jSAIggypdSUBi1dCo1Ic+We2mf1UUk/g\n",
       "PmArYAUPs3YhXlFe4xjSQrslPE4lGwCmS/q8mT3vYxlTgLtKC/z8HIMgCLIjhzGJxSmhUXQr/95Z\n",
       "0r2klstfzWwG8F9Jo4EvVUnrFmACcCrwbjPneBxwibccfmBmk4E3fExiLO20d0UQBMGiEovpcmTm\n",
       "jIm1NqFATnO8w5b5ycUOyMiWmT89LJt1Ekucc3FDt1WGZGEL9f02ammUHFoSQRAEQaZEJREEQRBU\n",
       "JbqbcmTmjHy0mzLS4yEjW5qen1RPU1PNbdHghnr17lNzO5xsro/N+rS+6c3Xs7ClbqVV89HXCu2m\n",
       "TkMe/ZeJbPqZycmWpqYGPp2Zgy35lElGtqhnr3zGATIql9bQ6bqbKulBSVq3qO9UIU5VvaeFzHOc\n",
       "7zC3WOMGQRC0N52xJTFf/5lPOZ3czvmGllMQBJ2OzvoGW64HVVSMPVXSPZLOlXSZh29O72k3Sf/y\n",
       "dRvbuqzGnyWNl3RrIehZkh4utVgkfcO1oB6UNKKaWxAEQc50xkqipAe1M2n/6JIeFJJWANY3sy1J\n",
       "K6RLrY6S3tMOwOFl6e0G7GVmI8zsDmBX4A0zG2pmOxTCXQlsBhzov08krdremqTfVM0tCIIgWzpj\n",
       "JVVONOIAACAASURBVFFJD6rE4ILfZOZ2EU03s7fNbFpZeIDTgF9JusyFBT8PPFgh36fMbBZzZTvM\n",
       "zD40sw+AxmbcgiAIsqUzVhJQXb9pKvBFP15nIcJDUqQ9FLgE+AlJd2lTmG9PifKxkDpJS0nqC3Rr\n",
       "xi0IgiBbOuPANVTRbDKzNyQ97hpNzwCzFiLuSZI2BZYkVRITgJ0k3QN8AOxYJf6vSdLhAL9qxi0I\n",
       "giBbutxiOkndfF+K/wOGmNlZtbZpPkK7qRrZ2NI0ZWIW6yS05oYN6t2n5nY42VwfwpbKtEK7qbO2\n",
       "JJrjNElfBeYA36y1MUEQBDnT5VoSHYKMZDlykZ+AvCQorKmxnlmf1N6WXvX1kmpvRyIbWQ7ClsqE\n",
       "LEenIY+mKeQkPwEZNdtV162BPLp5sikTwpZq5GRLi2nX2U2VJDJySFvS4MJCunZF0jaStpfUT9Ju\n",
       "iyPPIAiCtqK9p8C2Z1/WoqS9WCQ0JNWZ2Z1mdhvQH9h9ceQbBEHQViyO7qYNJY0irWreBviUtDp5\n",
       "EGmx2/7A5sAvgNnAAOAC4GDgEzPb0dcjXACsCXwM7FfMQNLfgeU97T3N7ANJTwJPkLYePdDMJks6\n",
       "GRhKmv5KWRq7kfas/hD4jZndIenCsjzfB0YCawAfmdkOku4zs83+P3vnHWZVdbbv+5lBIIdIkWAU\n",
       "jSjWE0UklhgbTSIq2DXGilgTU0xVYu+arr8YDRrRgFFjCyJWug0VUULiB8YS9LPziWhE2sz7+2Ot\n",
       "I5vDOQwzzMxZM7z3dXGdPWuv8uw9XGfNKu+zYh2Tzay/pCnAM0D3ePxpG6AnMCgeYXo90M3MrpO0\n",
       "EzC8cN614zhOSjT1SKKURcahhOjkvsC/gMMJo4KlZnYwMB7Yxcz2Bd6S1IcQizDPzAYC1wFnFLUz\n",
       "zMz6AX8DvhXTuhHOjv4ucGK05NjVzPYBppbQupL9hqShJdo8CHivyJKj3Dna95rZ8Zm0kcBjZtYf\n",
       "uB84IKZ/C/hruRfoOI5TSZp6JFHKImNj4IWYNgPYGXgvk+9t4P3MdRdgO+DoaL7XBniq0EC02f61\n",
       "pB2AjsC98dYrZrZUUsFqowdhZAEwk+CflKVgv9EmXudLtLlNtu0sRdHXAM+XfiVgZoslvSdpM2A3\n",
       "MxtRLq/jOE4laY7ppmLLi1cJHcODwK7AyyXyUVRmLvAXM/stQPwi3zPe3wnImVlfSacAm5Rpdx7Q\n",
       "K/7cp0Q788zsVEl7ECKrHy7R5oEES47xkmRh/7AktSV0ZFlqi35exspWHH8FfkOYlnIcx0mS5vBu\n",
       "sqLrvwPbR1uL7Vnxl39xvs+vzex+YPNo1z0R2D+Tby6wlaSHgN1YjSUH8Hy05NizRL6L4lrCtcAd\n",
       "JdocTJgm2jhqHxfL3QI8SQjMK9fRGfAusIGkuyR1BiYBewC3lynjOI5TcTyYrkJIqgYeNrNBq9xM\n",
       "yJYjFfsJcAuKMqSiA1xLOdLR0gBbjtbqAps0kjYgGP3dWGktjuM4q8NHEimSkC1HMvYT4BYUpUlF\n",
       "BySkpWbKPTlqa5LQUrXroJzW75KEFrflaD2kMTQlKfsJSGnYno6WVHRASlpqa/J8siANLWbpvJcG\n",
       "0OzTTU1p1dHUSDqpAWWujZ8HS+rS+Kocx3GajkqsSbTI+a0YjzG8vuUykdSHEKLOHcdxWgyVWrje\n",
       "WdL9kp6Q1EFSG0m3S5oq6a+SquOI41FJD8ZtqF0AJF0gaXJM65GtVFLvWOfTko6NabdIuinWfXFM\n",
       "uyi285ikm2JaJ0kPxHzXxLRhku6U9ADwE6CXpEmSdpD0eMyzecEsUNJ0SSMlvRCD8JD0uKSvELbt\n",
       "3ibpp7EOxft3S9qw6V+54zhO/alEJ1Efqw7M7ADgT8BpknoB3aO1xfeA4kjlS4BjCF5Q348BcAZM\n",
       "jHV/TVL3mDY7bj9dKunrwGnA7TFfTlIh5mKBmQ0xs1/FMgPM7J+UpgvwC0LQ3emFRDN7E3gIOMbM\n",
       "fg1MAAYonHXd1szeL1WZ4zhOpanEwnV9rDoKaS8CgwhRzf2iSR4E244sXczsDQBJrwOFv9AL9cwG\n",
       "tsjUWfjcimDANz6jYat4XdZeI5K14/jAzObH9juvpsxfCZ3JJsA9ddTvOI5TMSo13VTOqgOCVccr\n",
       "8bp3/Nwppr0MPGpm/eNo4sSiej9SOCtiPcKX/vuZ8gA7AP8pqrt3bD+rYZf4M6xsr5HV3T5+9ipz\n",
       "v9jLaRmxUzaz/xA6xqNYEXHuOI6THCl0EqWsOu4hfMkui3YbZwAjzWwW8G5ck5hEcHnNcgHhr/TH\n",
       "gT+Y2fKY3jfacbxoZm/FtHy08W5vZtMJgW1Hx3yLzazgqZTV+mZcQ9iW4N/0BMF6vJwTbJZHgD9K\n",
       "Oi3+/CCwxMw+KfuWHMdxKkyywXSS+gL7mtn5a1nPKOBSM3stk3Yh8LiZTVpLmWuj60zgXTNbdbop\n",
       "IVsOUtr77lpKkYoOSEhLzaS/JRMnUdX/yLw6bpCElobYcqQeTNdYPVipk+ia5XS6Ukj6LuFsigPq\n",
       "yus4jlNJkh1JrNMkZMtBQlYLuJZSpKKDmvtvylGzPAktVfsckmO9tkloYf0u6djJuC1HqyGNoWkg\n",
       "mSkEXEspUtEBNcvzfDQ/DS1V1elM8aT0O2oAybnANoVtRwymmyZp46Zsr2DBUeae23I4jtPiSK6T\n",
       "oGlsO7Yxs33M7J2mbC9jwVEKt+VwHKfFkWInAY1j2zEhxkxcBuwoaZykEyWdHPNdFHdQrYKkM6O1\n",
       "x0RJO5Wx7OgQt8NOkfTnmPZE/NxK0iPx3rnRlmMwbsvhOE4LI8VOorFsO74PjDCz8wh2GkOL2lnd\n",
       "COIgoJ+ZDTSzFylt2XEa4WS5fmZ2clGdlwPDzawfIe6jlnBmtttyOI7Tokhx4bopbTtWFxGd5ULg\n",
       "BklLgfMJ0dsPZNrfCtgauK5M+W2BMXGw0Ilgv5Ft0205HMdpEaQ4koCms+1YSOhwYGU7jWJeNLOT\n",
       "gCnAsNh+IQilYNkxF9gdoDB1lGEO8O2oYRfgOYItRzW4LYfjOC2HltBJrI1tx7CieicCgyWNq6P9\n",
       "G2JbPwDup7Rlx43A/pKmsOpZ1ecCN0uaSJgyy+G2HI7jtECSm24ys6nA1Hh9a+bW0dl8kozwF/9K\n",
       "th1mdgVwRVHa3vHzv8BeJZqdWpR/WIk8BxblWQQcUaadV1k1mvoeVp5aqiJMOzmO4yRLcp1EPWmR\n",
       "4eJuy+E4TkvBbTkSpPaFicnYcqhHPqf2HdKwFEjIgoJ0tKSiA1u+LMcnHyWhhc5dc1JVGloS+h25\n",
       "LUdrYcmilEL4U7IUcC2rkooO1Ga9PF26JaGFhN4LaWmpN6kuXJdF4Rzr4RXWUHyOheM4TqukxXUS\n",
       "ZjbLzG6usIyKdlKO4zjNRYvrJLKGfJJmS7pN0ouSese070RLjUmStpG0Wbx+QtLPY56LJN0q6TFJ\n",
       "IyX9IpY5P97vJmlsLHddUfunAb3ivR0k/T7ab0yT9BVJX4xbcDtIOl3SWZLaR1uRiZLuiDYjh0p6\n",
       "Jqbt38yv0XEcZ41ocZ0EK+9o6kY4wvS7wImSuhG2pe5hZgOAfwNnA+eb2V5A/+gEa8BMMxsE9CBY\n",
       "fnyDsOMI4BzgyljHJ5J2/7xxs5EEm48BZvZPgvVHP+Bi4PS4zfYK4CaCncg1wKnAWDMbSAjQOzLe\n",
       "OypafzzUuK/IcRyncWjpC9evmNlSSW8T7Du2IHz5F3ydTFJPYGbM/2LMAyusP94m+EEB/FdSFWGh\n",
       "6aoYi9EBKJx3XYqzJQ0A1mPF4tQE4A/ABVFDHjhW0ulAO+B2gr/TeZLaAJeb2Ssl6nYcx6koLb2T\n",
       "KLbveA3oI0nxy7mKFZYajwN9gP+3BvXMAcaY2UwASdWl8kvqCvQ1s30kDQKOiffPAEYTTAfvi/VN\n",
       "MLN7Y7k2QBszO1XSHsCPCaMhx3GcpGipnUSp4A4zs/mS7gGekvQZ4cv6l8CtktoC95vZ29FqqVyA\n",
       "iBGmi0ZK6kRwcD0FmJfJ86aku4ALCKOPicA/AJO0KTDUzA6Q9K+Y5zLgxhhEJ2AEcFicxvoioZNw\n",
       "HMdJDg+mS5Da6eNmVFpDAW2zc17tO6Syxzul/eapaElFB7iWcqSjJddpl7ozrUxLXLh2HMdxmgkf\n",
       "SSSIffh2MrYctMvlJKVhKZCSvUE6WlLRQc2Ue3LU1iShpWrXQTmt3yUJLST0O3JbjlZCQtM7kNJQ\n",
       "2bWUIhUdUFuT55MFaWgxS+e9pPQ7agAVnW7KBsY1Un1nS+reWPWtLZL2k+ROr47jtFgqPZJo1Lku\n",
       "M7u6MetbGyRVmdkjldbhOI6zNiSxcC2pY7TB+Kqkr0dbiyckDYv3S6VNkXRttNM4NabdImlLScMk\n",
       "3SNpvKTx8V7XWMd4SX+X1LdIwzmxzumSdsq08StJz0WLjb9EC5Bv1qHrasK22xMlnRzTL5P0uKQJ\n",
       "kjpFjZNj3YOa4z07juPUlxQ6iU6EwLNzzOwlgr3FUGBvQpTyesAlJdKMELm8JzAsk0b8fMPMDgTe\n",
       "krQjIdbh+pjWllVHMddEe43jgJ9m6hkT27gM+AmwP3BmvF9O171mdnyhYkl9gC3MbG8z29fMFgJ3\n",
       "xjOw98205ziOkxSVnm4ScDjhfOrCwk5voHAGdVeCP9OOJdIAXjCzWknzgA2L6i5YbbxFsOzYHBgb\n",
       "016MbWc5QdIxhOC52kz6P82sRtJcM/sAQFKX1WgFeL6o7q2Bp4rSBkv6QdRRrN1xHCcJKj2SMGAU\n",
       "sJmkg2PaC8CB8a/sr5nZ22XSAHaKlhk9gPdL1F1AwOuEzob4WTyS+I6Z9QVOY+X3YkWfhfogeEKV\n",
       "0pXtZADmAp+bBCqEfJ8DDAYOKZHfcRwnCSo9koDwBXkacIekBcCFwLj4RfohwdU1m/Z/BBdV4ufv\n",
       "gZvNbFm02yhgRdc3AfcoHBhUAywr0vGspMeBadS9oF64X07XSnnNbJakeZKeABYTRk8PEPykngUW\n",
       "1NGe4zhORWixwXSSJgMDzWyN/gpXwbApGP89AJxqZu80pcYGs2hhMrYcpLXH27WsSio6qJn0t2Ti\n",
       "JKr6H5lXxw2S0EJCv6OG2HKkMJJYG4rXFVbHF4EH4+LyY8l2EI7jOAnRYjuJuA5Qn/yfEHYhOY7j\n",
       "OGtIi51uatUsWpiOd1NKvjNpaWlPWF+qNKnowGqW5/j04zR+P+t3ScZzLCVPq+ohp7p3UyshjfnL\n",
       "QDrzqa6lFKnoQNVt8vg6wKqk5GnVACq9BbZi1Nc3Ku6KchzHWadYZzsJ6u8bNbwpRKho367jOE5K\n",
       "rMudxOdIujN6Lj0iaX1JG8SfJ0m6RtJQoFf0Wto3U+46SdvH67MkHSapW/ShmiTpunhvcMan6fiY\n",
       "dpGkUcDDkr5Uied2HMepC1+TCAwzs8+iGd+3gNeAyWZ2cSGDpNkldlTdBhwNnE+Inj6YcD72lWY2\n",
       "XdJVCudYTzWzhyW1AaYQvKoMmGNmPo3lOE6yrPMjCUlVwK8lTQW+B2xMiLqukjRG0nHlyprZU8DX\n",
       "JfUA3jGzJYQFs6tisN+AWN8ukh4DJsT7BWY2yUM5juM0Ej6SgJ2AnJn1lXQKsAlQbWYXAkh6geAE\n",
       "W24N41ngVwTbD4A5wBgzmxnLVwP3AScD7xB8nAq4Z5PjOEmzro8kjPClvZWkh4DdYtpu8eyH6cBj\n",
       "Me+zku6TtFdRHbcB/QijBAjTTedJmhhHD5sSOon7gRtZ2afJg1Qcx0madXYkYWZTganxx1KR2Cul\n",
       "mVm5Mx+qgDsKHlJmNh84rCjPqPgvW9/FOI7jJM66PpJYKyTtTRgdXFtpLY7jOE2B23KkiNtylCMZ\n",
       "LTX335SjZnnFtVT1Pzynzt0qriOSzO+HhLSkZFeijbZwW45WQkoh/OnYG6SkpWZ5no/mV16LJfRO\n",
       "Uvr9JKQlMbuSelOx6ab62mKsZVsXS3oqnjWdDJJ6p6bJcRwnSyVHEs05z9XfzPaoK5MkWfPOv/UB\n",
       "qgnHszqO4yRHEtNNku4EvgwsIRxXujfQE7iZcITpxoSzoP9rZndlyp0CnBB//KGZvSBpNvAPYHvg\n",
       "xFjXjpImAUOBK4HewMfAscAGhJ1H8wmHEi0AzgY+IxxPOiPq2BD4ADgu/htCsGmGsL31WOBlMztV\n",
       "0hfKlBlaKGNmBxKObd1AUj8zO36tX6TjOE4jk8rupmFm1g/4G8EW42lgd2BXYDLwjfjvyUKB6Hc0\n",
       "1Mz2IXQgF8Rb3YCTgO8CJ5rZH4DZZjYA+CoxcA64AziDMKLpBhwF3Ar8AugX8z8BnAKMNbOBBEuN\n",
       "I2KZN81sCPAW0D7WuZmkLqsp80bsHN6StCPwJ+CX3kE4jpMqFR9JZGwxdgA6Avea2QJJXYE9CNHM\n",
       "A4GvmNnbmaI9gd7R/gJWTF+9YmZLJb0NdC5qricrrDCeB/rG61nx7OsNgXnRXqNwHnYeOFbS6UA7\n",
       "4HbCKORfsezbRdddgO3qKPNWRpu7wDqOkywV7yQobYsB8L/AADO7UtJZhOmgLK8Bz5nZkQDRPA9W\n",
       "Xuso/gJ+FfhmvN4FeCVeF+wxPiCMBtqZ2ZJo4z0HmGBm92baOZbyayoiRHFPrKOMgGWETsRxHCdJ\n",
       "Kj3dVM4WA8LU0n/j9cfA9JUKhsjm8ZKmxvWGs8vUny0zA/hM0jSCe+sN2XwxavpKYKqkicBewEjg\n",
       "UEkTYtrXStRdfL2mZaYDx0m6poR2x3GciuPBdCmyaOGMSkvIkMx+cxLSUnPfDUnESVQdcnpeXbpV\n",
       "XEckmd8PrqU0uU671LdIpUcSjuM4TsL4SCJF3JajHMloseXLcnzyUeW1dO6ak6oqryOQzO8nFdsU\n",
       "gJpnn82pQ6cktKx3xc1uy9FKSGNoGkhnqJyQFrVZL08a0zzJvBNS0pKKbQrA0qV5+/jNNLQ0AJ9u\n",
       "qid12YlI8uNIHcdpNXgnUX/qmp8b3iwqHMdxmgHvJNYCSadImha34faRdBrQS9KkGBxYyHeRpIHx\n",
       "epSkHpIOlfRMPMFu/4o9hOM4zmrwNYkGEiPCh5rZPpI2AP5sZodKOj5aemQxVh2BHAocaWZvNIde\n",
       "x3GchuCdRMMpZwtSilJR4JcD58do7MvN7JVVizmO41QW7yQazuvUbQtSYCHQPdp8bB/zzIuOsXsA\n",
       "PyYYEjqO4ySFr0k0DFuNLcibku6WtG0m/73AWcBdwALCaOIiSVMI52Pf0XzSHcdx1hwfSdQTM5sK\n",
       "TI3XtwC3FN0/tkSZNwmGglnOaRqFjuM4jYePJBzHcZyyuC1HgtS+OjMZWw513TSntu2SsBQgIdsH\n",
       "EtGSkv1EVf/Dc+rcLQktydimAHTomLP57yWhpWqrXm7L0SpYtiShEH5Lx2ohJduHVLSkZD9hibwT\n",
       "krJNAcir+2apaKk3Pt1URF22G47jOOsS3kmsSpPOv8VtsI7jOC2CVt1JxFHBg5LGSnpC0jHxtLgH\n",
       "4v3u0ULjcUnXFZXtGMt9VdLXJU2OdQwryreHpOmxnuGS+hZGIpKGSTox2nBMlnQXMEzSkLh19klJ\n",
       "+zXX+3Acx6kv68KaxFIzO0TSCGAXM9tX0p8k9QH+CQwysxpJoyVtFct0AkYD55jZ/0h6GBgKfAo8\n",
       "Kuk2M1sW8w4Gzo5bY5HUN9N2dlTSDSjYdUwC+hPe/4PAI43+1I7jOI1Aa+8kjNARALwNvJ+57gJ8\n",
       "CbheUidgc6A7IdDtcGCkmRUWm3oD4+J111junfjz9cB5kk4hBMYVW3AUfp5lZiZpQ8Ki58SY3m3t\n",
       "H9NxHKdpaO2dBJRfYxDwbeA+M7tV0hhWfKmPAjaTdLCZjQVeAI4ws0WS2pjZ8kw9C8zsTEndgZuA\n",
       "EcDG8d6OwKx4XRs/5wOzgf3MrDZj5+E4jpMc68IXlK3mehLwF0mHFN2rBU4D7pC0ALgQGBcXnT8E\n",
       "jsjkPV3SYcAXgauAfxB8mh4kdAgrdVKxY/gtMFGSAS8B31v7x3Qcx2l8WnUnUWShcWsm/eJMth1L\n",
       "FJ0aP4/MpA0s08Y1wDVFyQeUyHp8psxDwENlhTuO4yRCq97d5DiO46wdbsuRIPbRe8nYcth/Xsph\n",
       "tUlYCqhHPqf2HZLQQiK2HEnZT3TumpOq0tCSyO8nko6WXCe35WgNqG37ZEL4zWrzLFmUip5kbB9I\n",
       "REtq9hMk8E4irqWRaPXTTYUzpdcwbw9J/deirc/LS/qypF80tC7HcZwUaPWdRD3ZghUBb59TDyuN\n",
       "z8ub2XtmdkUjanMcx2l2KtJJNMQuo8j+4iRJW0l6Ov58TlH9W8S8YwlnUZukL0i6XdJESXdIaiPp\n",
       "UEnPxLb3B04Fjpf0WAkrjccz9U+On3tG/ZMlHVWi/OiY77io9QlJO8a06ZJGSnrBrTkcx0mVSq5J\n",
       "1Ncuo9j+YjhwQ3Zra4afAT8CniUEswk4BRhrZndIOoOwvXV/4CgzmxfrXAS8ZmbnS9qcaKURI6WH\n",
       "l2jnCuAgM/swjjbeKyqPpCrg+8AewKbAHwgWH12AXwBtY5pbcziOkxyVmm4qtsv4V+a6YJdxT/yL\n",
       "fS9CBPP1wFGx09iVcF70jpLGSBpcVP8WwAtmVkMIboOweHRWrPOE2MblBEuNURnfpiyzrGj7V9HU\n",
       "k8zsQwiHXpd51m7APDOriZ1Rp5j+gZnNN7O3gc5lyjqO41SUSo4k6mOXUcWq9heHmdlPJLUFngAe\n",
       "ztTxOrCTpOeAXjFtDjDBzO4FiHYYbczsVEl7AD8GxgDVmXpqM9eKbW2XfQZJG2RGEsuKygN8APSI\n",
       "7W0KfFTi+d0+3HGcJKnkwnVddhk/kXQfYY8xBPuLqQSjvVHAQZKmAU8BtxXV/Wvg98C9wLuxzpHA\n",
       "oXH9YSLwNeAiSVMIxnx3EEY3e0q6nVU7sVuAJ4GjMvdGEOw6JhGsOlYpb2a1wHXA41Hn+XW8C8dx\n",
       "nGTwYLoUWbRwRqUlFKidOyOZOAlts3Ne7TskoYV09r6nogNcSznS0ZLrtEt9i/gWWMdxHKcsPpJI\n",
       "kNpXZyZjy6ENuidjy0G7XC7uQEuBVKwWUtEBrqUc6WhxW45WwrIlaQxNAaS82vkUTwlS0ZKKDnAt\n",
       "5UhJS71pNdNNCmdJn5iiHYaka1dzb3KMpXAcx0mOVvfltDZ2GPWw36gXZvaDpqjXcRynqUmmk1gD\n",
       "qw5Juj7aajwgqbOktjH/Q8BBMV/WDuOQjHXHPpJ6S5oSLTFGxDzDJN0Z29lR0gXxr/uJKjIGlHSF\n",
       "glXIREkbS9os1v2EpJ/HPBtJeijWcXlMeyJ+jsi0v1NzvVvHcZyGkkwnEVlqZgcD44lWHcBb0apj\n",
       "CCFyeSDBxuIM4GBgupntTzgq9HPiqOAXQD8zG0CIU5hrZv3MbHdgkKT2MfuHZjaEEK/Q3cz6E44U\n",
       "HVGkbw8z29vMBprZO8DZwPlmthfQX9LGscxvYh3nxXKF3QG/N7N+wHHAT9f2ZTmO4zQ1KS1cF1t1\n",
       "vJ+57kKIdD46muG1IQTR9QRejPmeL6qvYIexBIJthqSekn5N2G2wDbBhbHdmLLMd0C9adxTazvJL\n",
       "SX8B/o/QAfTMlH2RYAeyddRWyqrjBEnHECK5a3Ecx0mc1EYSq7PqmAv8xcz6m9newLkE+43eMc/X\n",
       "isp8AGwmqR18brR3BnB1/Gv+VVbYYRS+sOcCj8Y2+gMnFtU5ycxOIHRgB8Y6CsEpfYD/xDq+Edss\n",
       "XuP4jpn1BU4jvXfvOI6zCimNJGA1Vh1mdr+ka6OlBsDvgL8Dd0t6GPgwU8biyOFKYKqkT4GLCdNY\n",
       "f5D0ErCkuC0zmyXp3TiSMOB24MZMvrGSvhDvHQlMB26Nnk73m9nbkq6KaecRbDzOy+h6VsFyfBpu\n",
       "xeE4TgvAg+kSpHbO08nYcmijnvmEjlNNab95KlpS0QGupRzpaHFbDsdxHKcx8U7CcRzHKUtqaxIO\n",
       "ULXZVystwamD2rkzYEnl7Xi0zc6ofb3teJqEmvtugI/m152xGag65HTUpVulZQBQM+NRWPRxpWUA\n",
       "UD345HqX8ZGE4ziOU5YW00nEiOxLK63DcRxnXaLFdBI0YMtoU3kxpdam4zhOU9EkaxKS+gE/J5z5\n",
       "3BX4IzAcWGxmQ+IX6R8JUc+fEWwqdlpdGULg226SHgTaAUeY2QJJFwD9CQFxw2O+UQSbjgejlh5A\n",
       "DbBvNgpa0mVAX0LMxOHA5oSjRquBP5jZbZJuiRp3AB4zs0skfT3qmwtsa2Y7S7oottNd0rHApUXP\n",
       "91XgtwRf+dEEm5DR8f6jZnbVWr10x3GcJqApRxJr6sN0HSES2uooAyGu4wDgT8BpknqxqteSESw5\n",
       "jiJ8CW8S/ZoGFnUQfYAtohfTvma2ELgEOAbYG/i+pDaxvodjlPcBsfh5wFDgFGCzmGbAHDPbjxBx\n",
       "nfWZ+g4wGDjbzAaY2ShgH+CG+LN3EI7jJElTdRLFPkz/ylxnfZgmE0z4usT7qytjwAsx7UVgK1b2\n",
       "WvojsH68P8sCywnRz6MlXVY0FfS5x1KGLmb2Riz3OsHbKavrs/jZ0czeNrNFwL8z5Qv+UfnM850L\n",
       "dAauB46KWnYF7iK4zo6RNLj4BTqO46RAU26BXRMfpt8CxL/Y96yjjFjh07QT8ArwMmGq5geZejYl\n",
       "ejFFv6bbzWy0pD8BuwLPxjrmEkYD18W8Aj6K9uBvE8z7CiaDxbo+jo6vCwmdVfEzzynxfG3M7ExJ\n",
       "3YGbgMPM7CfR0uMJ4OEyz+44jlMxmquTqMuH6ffAx6spU/h5WTw7oh1weFyTKPZaejRTpiPBb6ma\n",
       "8IX+j4yIWZLmxbMeFhPWJC4A/sqKNYnlRevQBU2XAuMIHdUbxffLPF9PSYcBXwSuAg6S9D2CI+1o\n",
       "HMdxEsS9mxqApGozq5HUAXgknifReCxamIx3Eyn5ziSkpXbujDxLFlVci7bZOa/2aZxBXnPfDXk+\n",
       "mp+ElqpDTs+rS7cktNTMeDTPoo+T0FI9+GT3bmom9pQ0heDm+ssKa3Ecx2ky3JajAZjZNKBfU9Vf\n",
       "+86r+aaqu76o66Y5tW2Xip4cYTRRceyTD3Ms/rTiWmzS33K071BxHQB06pRj/fXT0NK2bTL/76LW\n",
       "SQAAIABJREFUV0jo/21D8E4iRZYtSWJoGrBkpnhIaLoJyFNbU3ktNTV5PllQeR0AHTvladsuDS2p\n",
       "/V9JR0u98ekmx3EcpyzeSTiO4zhlafGdRDT+e1DSWElPSDpG0gRJD8T7knS9pImSHpDUOZZ5SNL9\n",
       "sUyHTH3rS7ozXj8h6RBJW0i6TlK1pNslTZX01/hzo7bvOI6TEi2+k4g0xAJkiZkdBDwIDCxUZGaf\n",
       "AOvHILf/I1hs7EGIzj4U+KeZ9SVEhB9O3XYi9WrfcRwnJVrDwnWxBcj7meusBch+hOctWHEUyrxF\n",
       "sM3I8jpwJOELfHdCJ/Er4FussAaZAewMvNcE7TuO4yRBaxlJrIkFSP9o0nduiTLF9t5PAT8FniQ4\n",
       "xG5nZv8BXiV0DBAsPl5povYdx3GSoDV2EqtYgACbxzWBicD+dZSB0ElsZmb/JIwYPozpfwe2lzQV\n",
       "2B64t4nadxzHSQK35UiQ2jlPJ2PLoY165tW2fSp7vJPZb56M1cLCj9KI14AQJ1HdJgktVTsPyqtD\n",
       "pyS0JPN/BbflcBzHcRoZH0kkiH303qeV1vA567XLSVpUaRmRHOFkv4pTO/e5nC36pPJa3pmXY9nS\n",
       "yusAWL9TjjZt0tDy309ytO+QhJaqnQfkaLNeElrUbbN6b7dvDbubWh0JTe9AQlM8JKVFeSUwtWIp\n",
       "vRMlpCUluxJVJTP11RDWmekmSb0lDS9K6yFpVIm8k+PnlHhwUVNpOqmp6nYcx2kM1plOwsxmmdnN\n",
       "Rcl1bT1t6rm44XVncRzHqRytZrpJUj/g58AyoCvhzOvhwGIzGxLvDzSz8yVdQrD6filT/jTgJODp\n",
       "EnV3Ixw5uj7wP2Z2ZtH9U4AT4o8/NLMXorXHlwlxFkcA6xG2zNYCs4EJQK84arnczCY0wmtwHMdp\n",
       "VFrbSGJ19hgGIGkjYFcz2weYGtOqCR3KnsBdRXUKOAe40swGAJ9I2v3zm9KXgKGxvkMIR6ACDDOz\n",
       "fsDfCJHaOwGTzWyAmf3QzMYBs2OQnXcQjuMkSasZSVC3PUdN/LkHK866ngl8E/gSwV+pVtLMEnXn\n",
       "gaskGdABeCZzryfQu7COAVhcx/i1pB0I52zfC9wC9JU0BnjYzMaszcM6juM0B62pk4DV22MUmAf0\n",
       "itd94ud8oEf8cu/DqswBxpjZTPh85FHgNeA5Mzsy3msT68iZWd84FbUJUG1mF8Y8LwBjVqPXcRwn\n",
       "CVrbdFNdVhdmZu8Cz0uaRpheMjOrAUaxwum1uJ4rgPOitcZjwKaZCucD46N9+CTC1NQcYCtJDwG7\n",
       "xTp2k/S4pOnAY7H4s5Luk7TX2j+64zhO4+PBdCmyaGEythyktA8/IS21c2fkWbKo4lrsf1/Ns2xp\n",
       "xXUASdlypGRXUtX/yLw6bpCEFnKd3JbDcRzHaTx8JJEiixYmY8tR+++ZOWpr07AU6JHPKRGrBaut\n",
       "ybF0ceW1tGmbIwV7EIAOHXMs/jQNLe1y6byX9bukY22T6+S2HK2ENIamALW1SUyrRJKZblJVdZ72\n",
       "HVLQkieVqQzIk479RFrvJZH/tw3Bp5vWAkmdJB26FuXdlsNxnKTxTmLt6AIcthbl3ZbDcZykWWen\n",
       "m9bAxmMYIbbhz5IuAibHvL8l2FWPAbYEBsWtr0fF7bDE86zPAb4IXGtmo2Ok9yigPcH643WCLcck\n",
       "4AfxFDzHcZykWGc7ichSMztE0giijYekP2VtPCKF68HA2WZWsPPoQTjm9PiieqeZ2SMxsG4KMBoY\n",
       "AfzGzCZIkpmZpBOi1YfjOE6SrMvTTcU2Hv/KXHdh5U6iELF9PXCUpNGSdl1N3bvEoLsJhEUrgK0J\n",
       "wXqYbylzHKeFsC53ErB6G4+FwMbx54KNx4LoAHs2cDFh+ql61eL8DDgZGBTrAZgLfANAUqHT8c7C\n",
       "cZyk8U6i/PVEYLCkcZn00yVNBcYR1hfeBTaQ9DdJXTL57gPuB24EFsS0q4CfRSPAS2Pam5LulrRt\n",
       "oz2R4zhOI+LBdCmSkC1HKvYTANpm57zSiE2AdPa+p6IDXEs50tHithyO4zhOY+IjiRRJyJYjGfsJ\n",
       "gHa5dOwNIEfYCl1pUtFBzcwJyVi4VOV3z6lDxyS01Ey5J0dtTRJaqoec6rYcrYQ0hqYkZT8BKQ3b\n",
       "09GSio5g4bLo4zS0YAm9l5o8nyxIQ0sD8OmmelIfKw5JF0ka2NSaHMdxmgrvJOpPfaw4fC7PcZwW\n",
       "zTrVSUjqJ+lBSWMlPSHpGEkTJD0Q7w+TdHK8vkhSX0l7SJouaZKk4cCpRCsOSV/K1L2fpMmSnpN0\n",
       "fFG72TpOimnXxtPsxknq2HxvwXEcZ81ZF9ckmtOKgzJ17MqKM7CPBc4AftnIz+k4jrPWrFMjCZrf\n",
       "iqNAcR09gZnx3vPAVg15GMdxnKZmXeskoHmtOAoU1/EqsHO8twvwSv0fw3Ecp+lZF6eb6rLi+Jmk\n",
       "rwNLY/rpkg4j2H5fRcaKAzjdzAq2GwUrjhdZYcVBqTrMbIakzyRNAz4Gjmm8x3Mcx2k81qlOIq4J\n",
       "TI3Xt2bSL85k26uo2FTgmqK0wSXqHkXwc8qmFeqdWFyHmX2vPtodx3Eqwbo43eQ4juOsIW7LkSIJ\n",
       "2XKQkO0DrqUUqejAampyLP5vElrIdUzGwmXh6SfmbMEHSWjp/MCTbsvRSkgphD8dewPXUopUdKDq\n",
       "6jwdOiWhhYTeC8tr8rUfLkxDSwPw6aY1oJwVRwy222It6j1p7ZQ5juM0Ld5JrBnlrDj6E2IeViJz\n",
       "8lxdDF8bUY7jOE1Nq59uktQP+DkhvqEr8EfCl/NiMxsiaRhQbWZ/lnQRMDnm/S1hrncMsCXRigM4\n",
       "yszmS2oLnAgcImkCMBs4AOgAnCvpp2Z2fGy/L3AtYZtsbcw7AegVT6q73MwmNPnLcBzHqSetvpOI\n",
       "NLoVh5ktlXQL8LiZTZJ0IvChmX1L0uYl6uwDTM5ut5U028z6N+6jOo7jNB7rwnRTU1pxZMvACquN\n",
       "bJ2FdzwNqJI0RtJx9dDvOI5TMdaVkURdVhwFC45ehOmmBWZ2pqTuwE3AKZS24ii26KiNnwuBjTJ1\n",
       "QpjSuhBA0guEaSzff+w4TtKsCyMJqNuKY7CkcZn00yVNBcYRoqg/t+KQ1CWTbwph/eH8lRoz+wh4\n",
       "I65VbB/b2U3S45KmA4/FrM9Kuk9ScZS34zhOErT6kUQTW3E8RViULtXuySWS9y7K89Oywh3HcRJg\n",
       "XRlJOI7jOA3AbTkSpPbVmcnYcqjrpjm1bZeEpQAJWVAA7YHFlRZBOjogrd9PMlpsyZJczTtvJaGl\n",
       "zVf7uC1Hq2DZkoRC+C0de4OUrBbS0ZKKDnAtJVG7dvk2m/dMQktD8Okmx3EcpyzeSZRB0sFFO5kc\n",
       "x3HWObyTKM8hwAZNUXE9vJ0cx3EqSqvuJCT1k/SQpPslPSGpgwLXS5oo6QFJnSWdGf/lJE2WtBlh\n",
       "y+ttkn6aqe9ISWfG650kXRuvi+vrLmlSjIu4LqPlfkljgaGSxse27qjAq3Ecx1kjWnUnEVlsZgcB\n",
       "DwIDgSHAPDMbCFwHnGFm1wEHAiOBX5rZG8DDwDFm9utMXeMIJn4A3wL+KmlocX3AB8AgM9sb6Chp\n",
       "q1hmPTM7mGAT8r6Z9Tezo5vu0R3HcdaO1t5JGCu8mt4COgPbAUdH99VfEPybAG4jmP89lCm/0rSQ\n",
       "mS0G3osjjd3MbDphF0VxfV2Be2LaXkD3qGVmrOc1YHb0cfpRIz+z4zhOo7EubIEtNvCbC/zFzH4L\n",
       "IKmNpA7AycCdkk4ws7+wqi9Tgb8CvwGeiT/PKa4P+AFwn5ndKmkMKzqb2pinLfA7MzNJj0gaY2Yf\n",
       "NOIzO47jNAqtfSQBRV5NZnY/sHlcQ5gI7A9cBlwJXAIcL2lD4BHgj5JOK6pvErAHcHussFR9k4Cf\n",
       "SLqPENRTrGVzYJqkpwjTTt5BOI6TJB5xXU8kVQMPm9mgpmqjds7TM5qq7vqijXrm1bZ9KoFAyQRI\n",
       "kY6WVHSAaylHOlpynXapb5F1YSTRaEjagODgemOltTiO4zQHPpJIEPvovWS8m1ivXU5SEr4zNTMn\n",
       "5KitTUJLVX73nDp0TEFLMh5FuJZypKMl18m9m1oDCU3vQEpD5draPIs+TkNLOp5WqegA11KOlLTU\n",
       "mxY33RQD0FqcbsdxnJbIOvNl61YYjuM49acinUQZu4xhkk6O9y+S1DdaaNwkaYqk8UV1dJM0Ntpf\n",
       "FKwvBseRxnOSjs/UNQp4WNKXMuUfjJ9jJJ0lqZ2ke2PaBbGeiZJ6xFiKCZKmSrpbUpWkzSU9GTU8\n",
       "LWnzWPbs+EwTJX0lps2WdJukFyX1lrRBfKZJkn7f5C/ccRyngVRyJFFsl1HqHOpDgHfNrJ+ZHZi5\n",
       "L+Ac4EozGwB8Iml3YKqZ9Qe+AZyeqWuOme1nZvMzdXwqKUd4BzsAuwDPS+oFdI/1fA8YYWbLgSFm\n",
       "1pcwtzgg1tEFOBT4IXC2pC8D/c1sL+ACYETM1w04CfgucCKwEzDZzAaY2VkNeHeO4zjNQqUWrkvZ\n",
       "ZRRHRgNsDTxdpo48cJUkAzoQIqDXk3QBsF68X2BmifLPEjqhecBGhAC5Jwm2Hf2ipQbA2zEi+0ZJ\n",
       "3YEvAy8D/wZmm1mtpFnAVoQguX/Ecs8DF8brV8xsqaS347NOA/rGaOyHzWxMmWd0HMepKJXc3VTc\n",
       "KXwE9Io/9wImEyw0dgfGS5KtvF93DjDGzGbC50Fu9xHsNd6JZQvUlmj/KeAPwHmEUcRR8edtgEfN\n",
       "7Aex3jbAQcBcMztG0mWsGIHtEBfRewOvAP+J18Q6XynzrNVmdmGs/wXAOwnHcZIklU7CgInAzyR9\n",
       "HVga0+4n2GpPBT4hOLgW8l8BjJTUidAJnELoJO4HXgQWlGmrwPPAtoTRwxLCdNJnwCxJ78aRhBHs\n",
       "Nx4EzpW0C7CQMJIAeB/4O2E66Rgzey+uZRTqPLGo/cLnbpKuIIx4HluTl+U4jlMJPJiugcSF6kvN\n",
       "7PhGr3zRwmRsOUhoj3fNjEeTiZOo2nlQXh06paAlmd8PrqUc6WhxW45mxSg9QnEcx2k1+EgiRRYt\n",
       "TMeWIyFLAaupybH4v2loeeuVHGYV16Ie+Zzad6i4jkgy/1dwLaVxW45WQxpD00AyQ2VVV+dJY4oH\n",
       "M8uzZFEKWpL5/eBaypGSlnrTqqebFM+gLnOvr6Qt4vV+kg4ol7ce7U2uO5fjOE7LIcmRRIntrg2t\n",
       "4werydIfeBx43cweWZu26tDg83mO47RYKtJJSOpHOA96OdAOOALoBIwC5gMPSvoA+FnUeAnhtLe/\n",
       "E+b33jOzoyXtCVxNOGr0euA94CeEBeXrJZ1rZntLuiW2tTUwhXAS3TDgEEkTgNlAGzP7cxx99AY+\n",
       "Bo4FNgBGx7o3Bw42s7cyz7IrcAMhJqJLTLsI2AzYRNKNQG8zO1/SMMLpeLdGq5BNgTeAN8zs4kZ4\n",
       "tY7jOI1KJaebzMwOAP4EnEb4Yu9GCGq7hfBl3z/++xnwFcJRn/3N7OhYxxXAQdFC4y5CoNp6Znaw\n",
       "mT2cbQuYGG01vhbbGQX82Mx+WsgU4yByMd8dwBmxbAczOwL4LXB40XOcDxwMDCd86Rfam2tm+wHZ\n",
       "o0kttrMbwZZkECsH/TmO4yRFpToJIwS8ARQsLQBmxemZboTFnomEs6Y3MrPXgNnRkO9HMb/M7EMI\n",
       "PU6st5QFB8AL8XM2sEWhfFGeLTPln8/oeil+FixEsnQ2s/81s09ZEWRXKF941gKF9rZghX3HiziO\n",
       "4yRKpToJscK+omBpASvsM+YTvswHxlHCTpLaAr8zs+OAwZI2BCweKZq1Ai9lwQHBVA+Cmd9/CFNU\n",
       "1UV5XgV2jtelbDXEqh3LQkmbRH+nrTPphTILgY3j9Y7x83VWWJD0xnEcJ1EqafC3TNJDhDWJw4GO\n",
       "MZ1omvdbYGI08HsJuAa4OXo0vWpm70saAYyTtISwLvBeiXYK9JX0XWCKmb0laQpwZbQBeSM0azMk\n",
       "fSZpGmFN4hjCOkPWVqN4IfpSghXIywSzwOK2/wF0j9bk82M7z0o6I66HvE3woXIcx0mOigTTSeoL\n",
       "7Gtm5zdTe6MIFhqvNUd7a4KkajOrkfRzYJ6Z3fn5TbflKEcyWmrnzkgiTkLb7JxX+w4V1xFJ5veD\n",
       "aylNA2w5UjH4aw5SO5nu5uj/9BHgBw85jpMkbsuRILWvzkzGlkNdN82pbbs0LAUSsjew2pocSxdX\n",
       "Xku7XE5S5XUEkvn94FpK47YcrYRlS9IYmgJg6QyVExq2q6o6TxrTPMm8E1xLOVLSUm9atS1HAUkn\n",
       "VVpDKeJ5130qrcNxHKccraqTyGyDLWZ4BdpcE/oQgvscx3GSpMVPN0WLjx+zwopjMCEmoopgq9EH\n",
       "6CVpEiFC+xPgKsKpcDeZ2S1Fda1kF2JmC+K52f0JMRjDCYvgWQuRBcDZwGeEc61nADcDGxIiro+L\n",
       "/4YC7QHM7EBCpPkGkvo1yeFFjuM4a0mL7yQi65nZ/gCSpprZZ5IGAqeb2XmSZpvZgHj/YcKX9afA\n",
       "o5JuM7NlmbrMzA6QdBRwWoxv6G5m/SXlgRHAlYSo8AGEDmM6sLeZLYkji+8BY83sDklnELypjODR\n",
       "9CNJIyXtSLAkqTazm5v8DTmO4zSA1tBJFFtxnC1pAGGk8FKJ/L2BcfG6K/Al4J1MXQWbjBeBQcB2\n",
       "QL+MDfjb8XOWmVmM/J5nZksg9DCxMzlW0umEEcnthOC8f8WyWXuP1LbmOo7jfE5r6CQgWnFI6gr0\n",
       "NbN9JA0iREzDyjEZLxCmkRZJamNmyzP3snYhOxFsOV4GHi3YjktqQzDyK9h/fABsJqldZiQxB5hg\n",
       "ZvdmyhzLqj5OywidiOM4TpK0lk6i8OX7IfBfSRMJdhiF9Gcl3Qf8hrBmMC5+mX9ImArK1rOSXUhc\n",
       "k3g3jiSMMCp49PMCwULkSmCqpE+Bi4CRwI3RBkSEKaqszsL1dOAWSdub2Q8b40U4juM0Jh5Ml6G5\n",
       "7ULKUTvn6WRsObRRz7zatk9lj3dK+81T0ZKKDnAt5UhHSwNsOVrVFthGwntNx3GciI8kEsQ+ei8Z\n",
       "Ww7Wa5eM7cMVex2QW7Z4SRJaTrnwtNzG22xZcS3qkc+pfYeK64ikYz/hWkrjthytg4SmdyChofKy\n",
       "xUvy7/zPy0losZqaJFxgSej3g2spR0pa6k2LnG6S1FfShUVpPaIl+NrWPUzSyWtbT5m6vyzpF01R\n",
       "t+M4TlPQUkcSpWILGiveoMnm38zsPULUt+M4TosgiZGEpD0kTZc0SdJJktpImiBpqqS7JVXFfDdL\n",
       "egw4OVP2kniS3DmZtN9LmiJpmqSvxLTpkm6Q9IKkb0u6R9KsGPlczP6SxksaH8teFCO4kTQqjloO\n",
       "lfSMpImS9i9+hpj3AkmTY54ekjaXNDqjZ2TUs18TvVrHcZy1IpWRxGDgbDObWkiQNMTMFku6FBgg\n",
       "6WNguZkNUji2tK2kjYBdY/Dct4FvxuIjstYcwHmEY0jPJzzz88DmhPOsTwaKYxTeLLLPKHVs6aHA\n",
       "kWb2RtR7SfYZYrlSdh4FuhB8otoCfwAeaciLcxzHaUpS6SSuB86TdApwLWGRZ6Sk7sCXgX8TLDRe\n",
       "iPmfB74B9CAEzUGw5ih0EqWsOT4wsw8AJL1mZkslvUP4si6m2D6jOFIa4HLg/BhNfXmJZ9ic0nYe\n",
       "BT4ws/lRT2ccx3ESJJVOYoGZnRk7hZviv7lmdoykywhfzK8TnFhhhb32PKBXvO4DIGkD6rbmKPWl\n",
       "z2ruLwS6xyjt7eP9eWZ2qqQ9CC60Py56hhGUtvNYUw2O4zgVJ5VO4nRJhwFfJNh4PwOcK2kXwhf0\n",
       "y2b2rKTvSJpA6Bzmmdm7kp6PaxKzCF+8CyhtzZGlXIdR7v69wH3AIbF+ARdJ2j1q/nHxM5jZrDJ2\n",
       "HnW15ziOkwweTJciixYmY8tBQnu8L95lYDJxEufddnW+e89NK65F2+ycVxrHqEJC/1dwLaVxWw7H\n",
       "cRynMfGRRIosWpiOLUdClgJLP1ucm//6vCS0bLTNljktr7xFSO1LT+eora24DoCq/O45deiYhBYS\n",
       "+n9LSlrclqPVkMbQNJDMULntF9rnu3912yS0AHnatKm8ltraPIs+rrwOACyZ/ysk9P+WtLTUm1Y5\n",
       "3SSpt6Th8fqkNSwzStKWjahhU0nPSbpW0tmSukddfRqrDcdxnKam1Y0kJFWZ2SzCbieA4cBaezo1\n",
       "gH2Am8zsTxlt3wSqWRHv4TiOkzQVHUmsiZVFTLtM0uPRqqNTtNwoWHVMjp+3SPp/wEMKBoCXSjoV\n",
       "6BXr30fSr2LeL0m6t4SkEdEK5OKYr5uksbH8dTHtIkm3SnpM0o2l8knqAFwA/EjSmZlRyqnAzySN\n",
       "Lnr24U34mh3HcRpMpaebCnYcA8xsVNbKAvge4Ut7J2ALM9vbzPYFPqZ8rMETZva5D5KZ3QjMjvVP\n",
       "IwbcAYcDfytRx0Qz6wt8LQbFnQNcaWYDgE9iXIQBM81sEOFs607F+QgBflcCvzSz6zL1j4xpxxc9\n",
       "+831fnOO4zjNQKWnm9bEymIb4KlCATMzSeWilZ+vo73HJe0FDAGOKnG/MA00G9gC2A64KrbXAXg2\n",
       "3v9nRl+n1eRbnVvtSs9uZs/Vod1xHKfZqXQnUWzHUcrKYntgKFCY7snaZCwGNsrUV1c0823A1cBH\n",
       "ZvZZibw7AXOAHWJ7c4ExZjYztl3NChuQAiqT77gS9S8D2pV59gNK5Hccx6kole4k6rSyMLMbJc2T\n",
       "9ASwmDBVNBIYRxhhvJ+pr5TdxpuS7gZ+YWYvS9oUuKyMnr6SvgtMMbO3JF1BMBrsBNQCp5RpZ03z\n",
       "TQdukbQD8GqRFYnjOE5yrHPBdJIeBoaY2fJKaymL23KUw7UUUTPj0WTiJKp2HpRXh05JaCGR308k\n",
       "HS1uy7F6JD0APJZ0B+E4jpMQ69xIoiVQ++rMZGw51HXTnNq2S8NSICV7g0S0WE1NjsX/rbgOAHId\n",
       "c5LS0JLI7yeSjha35WglLFuSxtAUcKuFsiShRdXVeXyKpxSupZFo0dNNDbHfaIQ2C8F7J0r6Wl35\n",
       "HcdxWjItdiRRafsNM7u1IeWi7trG1uM4jtMUNMtIIiX7jVj+j7Gd8yVdI2lGRtdWkh6JbZ8b03ZV\n",
       "OAHvTuKZ2NGeY6ACN8X84+O9c+LP02PEOPHnq4Fbo66V7D4cx3FSpLmmm1Ky3zDgETPbm3D+9c3A\n",
       "HsDJ8f7lwHAz6wdsL2kT4HzgYMJoZdNMPRCONH035h8S066JPx8H/DST/95oyTGCVe0+HMdxkqO5\n",
       "pptSs98o2Gq8C/zTzGoybW0LjAmB3XQCNgE6m9n/Akh6uaiurYGnC5pj2gmSjiEE1mWnlgq6i208\n",
       "nqnjeRzHcSpCc3USqdlvlIrMLjAHOMvM3o1TXQYsjCOKjwidQpa5wO7AeEmKHcV3zGwnSVsTosML\n",
       "1GbKFNt4OI7jJEdzdRKp2W+UolDPucDNktoRvJYOBy4F7gdeBuYVlbkfGCppKsEBdgjwrKTHgWmU\n",
       "7tBK2XjMK5HPcRynorTaYLoWYb9Rhto5Tydjy6GNeubVtn0qe7xT2m+eipZUdIBrKUc6WtyWI+D2\n",
       "G47jOI1Di42TWB1mNqTuXI7jOE5dtNrpppaMffReMt5NrNfO/XhKk4qWVHSAaylJzZR7ctTWJKGl\n",
       "esip7t3UGkhoDQBSmk91LaVIRQe4ltLU1uT5ZEEaWhpAq1yTcBzHcRoH7yQqQIwBcRzHSZ5W0UnU\n",
       "4Q01QVIPSSMkDY73hkr6maT2km6P/lF3SGojaZikeySNL3gxZdrZtZQvVLEPVaxngqSpku6WVCVp\n",
       "85jnLmCYpFujn9NE7zQcx0mVVtFJsHpvqO8TIrzvJgTGARwG3AWcCow1s4HAFOAIQvDbG2Z2IPBW\n",
       "rAsAM3uOIl+oUj5UcevtEDPrS5gXHRDLdCPYhIwGNjGzfmY20Hz3gOM4idJaFq7r9IYys39L6imp\n",
       "PbCpmf1HUh44VtLpQDvgdoKx4L9iubeAzkVtFftCDS1uS1IH4MZoQ/JlQqT2v4FZsUNYHkcSowmR\n",
       "1ud7R+E4Toq0lk5iTbyhIIwWLgUmxp/nABPM7N5MvmNZ2UqjeCpoJV8oSXNLtHUQMNfMjpF0GStG\n",
       "bLUxTxXBimS0pD8BuwLPNsJ7cBzHaVRaSydRpzcUcCNwD+GQonwsN5LwF/93CZ3BiJhe1gDQzF7J\n",
       "+kKVaetB4FxJuxBMCoudYzsCY6Ox30LgH2v9BhzHcZoAD6ZrAE3uC7VoYTLeTaS039y1lCIVHeBa\n",
       "SlIz6W/JxElUf/vn7t3U1LgvlOM46xI+kkiQZ/bsm4wtxw5//F2uw9ZbJmEpQEJWCySiZWT/obnl\n",
       "ixdXXAfAkbf8Mddt262T0EIivx8Aq1me49OPk9CijbZwW47WwKJ/v5LE0BQAq01m2E5CUwgkomX5\n",
       "4sX5D+b8u+I6AKzWkngnkWS0qLpNno4bJKGlIbTa6SZJZ8fdTqXuDZN0cql7TaVDUm9Jfeou4TiO\n",
       "kw6tdiRhZlev7nZzaIjHmV4dr78JVAMvNEfbjuM4jUHyI4kylhvXRsuLcZI6xrTLJD0e7TA6SbpF\n",
       "0pbxL/gpsY4Rq2nnilh+oqSNJHWTNDa2Wzh3eyNJD0V7jcujBcfoeK+fpAvj9ayY/nNJoyRtSYju\n",
       "/pmkMZKuk7R9zHtW3L7rOI6THC1hJFGw3JgKwT8JyJlZX0nHAmdIehTYwsz2LhSSVBgtzDWzfjFt\n",
       "kqTflWlnj6LyvwGuNLPpkq6StDtwNPAbM5sQ/ZZ6ZMpnRyebALvHYLtRMW0kUG1mN0vaI9Z1fny+\n",
       "g+r/WhzHcZqe5EcSBMuNoySNjh1ET2BmvDcD2ArYBniqTPmekh6UNAXYDtiwTL5fSvqLpN9JyhEW\n",
       "vq6KQXIDgO7ZdqKNRm2mfPZdzjWzz0q0UYjefhr4uqQewDtmtrSMJsdxnIrSEjqJBWZ2JnA2cDHw\n",
       "KrBzvLcr8AowF9i9UKDIVfUM4Oo4mniVVW02CkwysxOA9wm+THOAH5tZfzPbDRgb2/nmky2fAAAa\n",
       "MUlEQVRGpo2PgY1i+V6ZurKdR4FlhDWJQgfzLPArQoS24zhOkrSE6aZiy40Zkj6TNI3wJX2MmX0s\n",
       "aZ6kJ4DFrHB7BRgP/EHSS8CSTHrx4vVYSV+I6UcCk4CRkjoRvvRPAa4CbpV0HvCkmZ0n6Q1JEwgd\n",
       "0FtlnsGA6cAtkrY3sx8SPKCmEqadHMdxkiT5TsLMrgGuKUr7Xol85xUlnRQ/XwUeKbp3a4ny+5Vo\n",
       "vtSC8uCicqtspc2ubZjZSZlb+2Suq4A7zKzUqMNxHCcJWsJ0U6tD0t4Ew8FrK63FcRxndbgtR4J8\n",
       "8tCdydhyfHH3vjm1+0ISlgIkZLVAIlqWfbY4t+A/b1RcB8CXtt0qV1VVlYQWEvn9RNLRkuvkthyt\n",
       "gQ5bbJZOCH84mCkVPa6liPW+0D6/YX6biuuIJPFOIq6lkfDpJiAGxY2qO6fjOM66hXcSgXLbYh3H\n",
       "cdZpWlQnUWzREUcAT0b7jKclbR7znSJpWvzXJ6bNlnSbpBcl9Y5pl8SttOeUaGuYpLslPRD/nRat\n",
       "QG6M9zvF9KmSrsmUuUfSeEnjY9oXJN0e7T7ukNRG0n2SOsf7v5f0tWZ4fY7jOPWmRXUSrLDoGGBm\n",
       "owgjgC7AocAPgbMldQWGmtk+wCHABbFsN8K22O8CJ0raCNg15ptaoi0D3jSzIYT4h/Zm1hfYTFIX\n",
       "4DTCOdV9gZyk3WKZN8zsQOAtSTsS4ivGmtlAwhnbRwB3AYfHgLwdzWxmceOO4zgp0NI6iWKLDgNm\n",
       "x1iDWQSLjp5A72incQ/QKZZ9JdpfvA10JvguFc6WLvcl/a/4+XbRdRdK24Nky7wV29kOOCvqOYHQ\n",
       "Wf0dGArsDUyr5ztwHMdpNlra7qYFZnamwjkRNwHfAXaQVAX0Jlh0vA48Z2ZHAkgqPGN2r6+Aeayw\n",
       "0ih3zkO5/cEiBOntQti1sEvUs12JduYCE83s3oIeM1suaSFh9FPWmdZxHKfStLSRxOmSpgLjgMJu\n",
       "pPcJf5lfA/zSzOYD4+NawSSC51MxZmbvAs/HNYk9Kd0h2GqubwSOjuUXm9kzZfKNBA5VsDCfCBTW\n",
       "H+4gONe+vEZP7jiOUwFadDBdXKi+1MyOr7CUeiPpQGA7M/tN8b3aOU/PqICkkmijnnm1bZ/KHu+U\n",
       "9punoiUVHeBaypGOllynXepbpKVNNxXz/9u78yi5yjqN498nCSFTAcIWkEUDIcOZFlkUBEWWLDJh\n",
       "ZFFAUSRgQATGFQ4wIo6CwjDIMGwzDKssEhZRBMKwCQTCPuybniAGBJUtzLAHYpL+zR/vW3ZRqZuk\n",
       "k073213P55w+ffvWXX5Vyelf3+V9btBLT5nrSZL2AA7Bz5Ews8L16yOJgapzxr3FxHLoA6NrGjqs\n",
       "jEiBkuINyqmllDrAtVQppxbHcgwYZRyaJuUcKruWVkqpA1xLlZJq6bZ+ceE6D1zbrRf2c0q+U2pJ\n",
       "1x+eB/ddIekrHiRnZv1dfzmSWIX0bIerluVOIuLQpdzEpsAdEeHbWs1sQCiySUjaGjiZdB5vCrAB\n",
       "sEO+pXVP0kjqfUkXrQ8hjU8YERFnSdoYODiPpziT9Fzqd4FJwGakW2LnAqsCEyPinYb93k56nvW6\n",
       "wIXAUGBqRJwo6Rt5G7OBw0jjH84nPTN7Vn7tRGBdSfOAecBd+fuRjfskDfCbAiwHPJ4fz2pmVpxS\n",
       "Tzc1xm+cTxprcHNEjM+v12M3diPFblxLei41pEeX/kLSLsBzOQ7jDNKzrgOYExG7AtcDE5r2G6QB\n",
       "cN8FfhAR2wDjJK1FuhNpbERMiIhHaR238X3gZxHxg6btNu9zFrBDfoLdSpLGYGZWoFKbRHP8RmNK\n",
       "6wKxGxHxNjAn5zbVoy46SIPdbgOOIp2yAngyf6/HZrTSGLnxKLA+cDRwlqSzJa2Rt98ctwGtE2Wb\n",
       "97k6cGVedxtgrUV9IGZmfaHI000sGL9xADA4v1YVu3E16QjgdxHRKWkG6a/6kxuWax5ZXRURXo/c\n",
       "uJMU2XF6rmk/SXsBk4EZwC2NcRt5+60073Mv4KqIuEjSFMpt1mbW5kptEgdJ2h1YATgBeAlYVdIV\n",
       "wEHk2A1gPjANOI50yuks4LMAETFV0uk5CgPgVOBNqqM2GuedCFwkqX5N4kVJF0pan3SdYj/gD8C5\n",
       "kr5O+sX/vUVss3F6GvAzSZ+jnw4INLP24MF0DSRNz9HffcqxHJVKut+8lFpKqQNcS5VyalmCWA6f\n",
       "5sgkHU4p/5BmZoXwkUSB5t86pZhYjkGbbFfT8BFlRAqUFG9QTi2l1AGupUo5tTiWY4CYO6ekI5py\n",
       "DpVdSyul1AGupUpJtXRbW55uys/GHrcMt3+BpA0kTZT0mYUsd15+Dvfay6oWM7Ol0a5HEuuTRlbf\n",
       "tjQbkaRYyPm6iLhpEZvYMA8KNDMrUlseSQAHAvtIulnSkPzUuOmSfilpkKSPSroUQNIUSZs3rizp\n",
       "Pkn/BZwkaYykmyTdLun7TctNlvTVPP1DSbflfY2SdBywiaSpvfSezcy6rV2PJM4GZtbjMyTtHBHv\n",
       "SToWGB8Rt0h6RtI5wJ8i4qGm9VcDjouIFyT9HNg/Iv4s6VJJ6zQsF3n7GwNrR8Q4SR3A9yLiYEnb\n",
       "57gOM7MitWuT+CtJKwDn5OsCawL1Z06fDTwDfKjFaq9ExAt5ekNgiiRIwX3rtFj+74CxOYYD4IUW\n",
       "y5iZFaddTzfNpSvmYyLwVESMJWVB1T+TE4BvA8e2WL+zYfopYK+IGEeK8nigxfK/A34dEePycl9Z\n",
       "6ndgZtYL2rVJPAl8StJlwH3ArpKuBdYDkPRZ4NmIOBN4W9Knm9ZvvFj9feD8HP9xPeme6PctGxGP\n",
       "AS/laxLTSNlPZmbFa8vTTRHxJtAYv7F5i8Wuycse0mL97RqmZwLNt7nul7/PbFjueOD4pu1s263C\n",
       "zcx6WbseSZiZ2WJwLEeBYtbzxcRyUFupJqmISIH5t19Zo3N+EbWw8mpFxJVoVEdNw4b3eR1ZOfET\n",
       "rqU1x3IMDBo+oqQh/OVECnTO7+Ct18qoZaVVOpgzu4Rayvn3cS1VSqql2wbM6SZJm0raP0/vt6jl\n",
       "G9ZbolHXjdEektaUdNSSbMfMrGQDpklExGP5edgA+/fCLuvRHkTEy/nCtJnZgFJ8k2iKtjhG0vb5\n",
       "6wZJUyXdJWm4pLGSjpX0NWBjSdMkfUTSzjly425JE/N2DpR0r6STW+xvbIttr523d6ekM/KijdEe\n",
       "oyRdnNeflLd9l6RN8rz7JJ0j6ZEc+recpOvyLbGX98oHaWa2BIpvElQ/bnROjrS4HphQfy0izgWe\n",
       "iIjxwG+Bw4Bx+esISYNJRxqfAn5Rsc/3mrY9C9gh37K6kqQxpBHZF0fEDuRnZUsaBHwL2AbYG/iX\n",
       "vL1VgKOAnUiPX/0gadT2uIj40hJ9KmZmvaA/XLhubAxqmH4yf/8zsDLwRot1VyddNKo/53pk/nou\n",
       "IjolPVyxv980bXt14ExJI0gD7qqivevbng88l5cHmBURrwJIWjkinpH0hKQpwEMRcUrF9szM+lR/\n",
       "OJJ4A1grT2/cML+qeTS+9irwBDAhx2FslueNyn/1f7Rin83b3gu4Km/j7jyvMdqjblbe9hBJ6wGv\n",
       "t9qepKHAKRExCdhR0siKOszM+lR/aBK3kn6RXts0v9UAj/q8P0r6JfC3wMnArTkO49SImAdcANwD\n",
       "7LaI7dSnpwGHSbqKdM9z8P5oj/qprk7gDOBO4BLgBxXbHgXcIeke0mmnWQt5/2ZmfcaD6Uo0+40H\n",
       "+7qEBsXc4z1/2hXljJNYZ3SHhi7f57Vow807NGx4n9eRFfN/BdfSWm3EFt1dpT8cSZiZWR9xkzAz\n",
       "s0o+3VSi2W8Uk91UUl5S/M+dNTo7i6iFMRsO04orvdfXZbDGusO04ip9XwcQj99TY8jQMv593nq9\n",
       "xoorF1HLoHF71LTyyCJqcXbTwFHG+UsoKy+ps7OD994to5bo7GDuX0qopZQMKZg3r4O33yyjFujg\n",
       "9VfLqCUKuiaxBAb06aZlleckaYSk3RaxzGLvz8ysVAO6SSzDPKdVgN0XsUxv5EeZmS1T/fJ0k6TJ\n",
       "wOCI+KmkY4D6X/5Hkga5rUp6dvXHSbEaz5PznEjPrV4POIL0/n8cETdJOpD0RLl7W+xva9J4i9nA\n",
       "FGADYIe8vT1JYyPWBOYAnycNvqvcH2ncxdWkMRcvO5rDzErVL5sEC89z+lyO7Z5AjuqIiHMl7RsR\n",
       "4/NI6/8gZTkNAa6XdAvpL/+tga1YcCT2jsB3I2I6pJhw4EMRsU/+eXJEvJuDCL8YEedI2qdqf8DT\n",
       "pEF0PiVlZkUbCE2iN/KczgT+WdIBwOnAK3/deQoMPEnSR4CVgF8tan/ObjKz/qK/Nok36Mpx2piu\n",
       "003dyXOamJtC/TNYWJ7TaxHxDUlrA+cBB9CV27QZUIuI7XMTWWdR+2vIbgpJN0ma4mgOMytRf71w\n",
       "3dt5TgdJmg5cm5d7CVhV0hWko4oxkm4Atlyc/eHsJjPrJ/rlkUREvE16ZkOz6fn1i1rM27th3lPA\n",
       "DU3bPJv0jIhW+zsNOK1p9o4N09u2WGeh+2u1jplZafrrkYSZmfUCx3KUqKBYjpg/r8Y7b5YRKTBs\n",
       "eI3XXi2ils67r63x9mt9XsugnfevUVuhz+sAYMjQGm+9XkYtK4yo8fYbZdSy8mo1aVAZtTiWY8Ao\n",
       "Zgi/Bg/pYKVVS6mngzXXKaMW0cH8+X1fiwaVFRW+ykjXsiDHcgwUksZKOrYX9/cVSc13YZmZFcNN\n",
       "4v16+9zbZPxvYGYFa4vTTd2I8Whc5wBg3/zjd4DnSAPlOoHHSTEbLaM1JK1FenzpcsDjeYzFIOAc\n",
       "YAzwDnAMaYzFrZLOi4gpPfuuzcyWXls0CboZ4yFpNWCXiNhO0qrAT0nRGrdFxI/yMqOpjtZ4Fdgh\n",
       "IuZLuljSGNKgv5ci4oD6QpIeBSbkZ2ObmRWnXU51LG6MR91oYNMcGX4lMAK4AxgkaYqkSRHxDPBE\n",
       "/vnQpv2tDlyZ198GWJs0qG6B8EAzs5K1S5N4A1grT2/cML+qeTwLPBAR4yJiHPD3pNNVR0fEJOCw\n",
       "hmiNSaTR3yMb1t8LuCqve3fe9lPAJwAaLlbPpX2O5sysH2qXJtGtGI+IeBW4TtL0HKVxJLClpDsl\n",
       "3QfczMKjNaaRGslVpGsWAUwF1mqI9wC4Drha0qKeTWFm1ifa4q/YJYzxuBC4sGn55iiNltEaEfEo\n",
       "sEmLlw5oWq5V3IeZWTHa5UjCzMyWgGM5CtQ58+FiYjm02ro1DV2+jEiBdOquiFpi3twyIihKinwo\n",
       "6N8H19KaYzkGiLlzChrCHyVFChRTi4YsV0rsQzGfCa6lSkm1dFu/Pd2UIy0+1of7PyUPkGucd0F+\n",
       "tOnibmNTSa0ecmRmVoR+eyTRdLG5x0hSLMY5uIhoHhuxJD5KesLdIz2wLTOzHtcvmoSks0ljEmZI\n",
       "+hbpyXAfBu4i3W56LjnuIiJ2krQVcAIpFuO8fKdSfVtjgaOAecDywOdJg+UuII2Uvl7SLFLsxhDg\n",
       "x3kf74vgkHQ7MJ50K+xlwMukAXkh6W+A84E1gFnApPy1CzAMICJ2Ag4kPeFubETs07OfmpnZ0usX\n",
       "TQL4JemX+XHAP+TpD+fXPkdT3AXwI9Iv5HeAX0u6JCLmNrweEfEZSXuSflFfDowk/dKH1BTGkT6f\n",
       "64GnWTCCI0iD5I4ADgXuBx7L8w4AromIyyUdnOsN4PmIOFTSOZI2IT0Jb3BEnL90H4+Z2bLRX65J\n",
       "TAPG5VHNb0dE450CreIuNiUNWJsGrEmKyagL4NE8/RjpCATgsXyaaSTpQtOtwE3ABxYRwbE+8EhE\n",
       "zCcF/5HXPyTHcuybtwnwm/y9MQbEUeFmVqx+cSSRg/KeBf6JlMTaqB53cV3D9YRHgM9HxGxJQyJi\n",
       "XsPyIjUR8vff5+l6yN6rwBPAxIjolDSkIYIjJN0k6ZKG7T0LbCbpAboiP2YAt0TErwAkDQH2ZsEY\n",
       "kLmkU15mZkXqF00iuxL4OV0ZTNAVd7FLjrt4C9gZOBq4Nmck/R/pdE/jOnMl3UD6Bb0HsFKeT24M\n",
       "J5MivAP4LWlU9PmSBgMzI+KVHL8UwEnApaRrEi/leecA50r6OqkZfK9h34113AdcKGmjiPjOUn4+\n",
       "ZmY9ru0G00naHvh0RPygr2up0jnj3gf7uoY6fWB0h4YOK+Ue75LuNy+lllLqANdSpZxaaiO26O4q\n",
       "/eWaRE9rr85oZraE2u5Ioj+I118uJpYj/vDbGtFZRKSARnXUNGx4EbVQTtRCKXWAa6lSTi2O5RgY\n",
       "Cjq9Q0RnB3Nml1JPOYft5dRSSh3gWqqUVEu3tevppiUiqdWjSs3MBiw3iYVozmYC9u/ueg1PoVvY\n",
       "8h4rYWZFaosmIelESR+RtIOkR/K8iySNlHSkpNsl3Sdps/za7ZJ+AlzUsI1dgY0lTZP0aUlbSbpN\n",
       "0l2SJjevJ+loSRcAN0paXdJl+Ul3l0oaLGmspKmSrgEm9vZnYma2ONqiSQD3AFsDnwL+LGkFYI38\n",
       "yNHTImIsKVvp8Lx8AL9qzFOKiKnAExExPiJuoSv6Y1tgb0nLtVhvRkRMJEV8PBkR25NGXe+Rl10u\n",
       "Ij4bETcuyzdvZrak2uXC9d2kQW8Al5Dynl7OP+8r6cukEdedDes8tIht1qM/AFajK3qjcb369Gi6\n",
       "kl4fBDbP+3948d+CmVnva4sjiXzEsBYp+fUe0hHD3fnlf8x/4R/I+z+PThbUeL/wI8BOETEO+FhE\n",
       "vNBivfryM0mNAeDjLBgFYmZWpLZoEtkLwOMR8Rwp8O+ePP9+SXcCk1n0ILv7JV0laRu6oj+mkaLC\n",
       "W6lv72pgoxwdshFd+VMepGJmRWuX001ExOSG6XUbpg9ssey4im0c3jRrQtV6EfGjhul5wJea1p2e\n",
       "v8zMitVORxJmZtZNbXMk0c909HUBDWqUU08xtXQ+/XCNzs4+ryVHlfR5HVkx/z64lh7jJlGmkobw\n",
       "lxQpUE4tncXElZTzmbiWKiXV0m0+3WRmZpXcJMzMrFKxTWIRURqtIjGq4jVOl3SvpK/leZvm9e6V\n",
       "tHeed6GkMyXdKemHed7x+edbJa3VVNsTki6W9Jik3SX9t6QHJa2TX/953vdNklaUtGr+eZqkUyUt\n",
       "J+m6/B4u77UP1cysm4ptEiw8SuPHLBiJURWvcVnexuS83LHAl/O638rPnw7gxojYFvhMXnfriNg2\n",
       "IiZExItNtY0EvgocDBwVETsD/w7smV+fnGu5AvgisBlwW470OAT4IPBKRIyLiOZbY83MilFyk7ib\n",
       "9Mt9fbqiNF7Kr9UjMaYBa5J+ae+bB6udy/ufg/1IRHQCzwFrACtHxPN57MKzeR7Ak/n7u/n7iZJ+\n",
       "JukUSbWm2n4fEX8BXgRm5HkvAKvkBNiTci3fzLXcAQySNEXSpIh4Bngi/3zoEn9CZmbLWLFNoiJK\n",
       "oz5K+mEWjMSoitfYTNJgYBTwCvC6pFH5qGJ0ngcLjn6eFhH75td3bi6vxbTy12ZALddyRq5lcEQc\n",
       "HRGTgMMkDQVOyT/vKGkkZmYFKv0W2L9GaUhqjNKoR2II+F/gC3TFa9zB+3+JfwE4FTg/Iubmaw6X\n",
       "AoOB/4yIeU2Pc6ivO1XSsPzzF5rqatUkIn89BYyRdAPwR+BPwJaSjgeWA24mNazzc/OamRuimVlx\n",
       "BvQzriXdBkzIp5v6j9lvPNjXJdR1PvVgKeMB0Iabd2jY8CJqKeVzKekzoazxAK6lldqILbq7SrGn\n",
       "m3qQn/pmZraEBvSRRH/VOfPhd/q6hjqtunaN6Jzd13UAsHytJqmIWqJzfo2/vNf3tRT0mZDiJ1zL\n",
       "gsqppTZieHdXKf2aRHuaO6eMQ1MAqUPL+3RGMw0a3EEZp3mK+UxwLVVKqqXb2uF0k5mZLSE3iW5Q\n",
       "021QZmYDXds0CUlnSNooTx+S4zRGSromx2WckV/bMcdlPCBpnzzvGEkXADdK2iJHekyTdGTTPia2\n",
       "WHeDHBVytaRb8hiNETnKY7qk03r5ozAzW2xt0yRIo7brERg7AtcBRwL/GhHjgbckfQKYngfpfRI4\n",
       "KC8fwIyImAhsApyVIzZOaNrHHS3WPRz4NrA7XaO7DwQuywPuapK27OH3ambWI9qmSUTEPcBWkkYB\n",
       "L0bEHNIFpRPyeIrxpBHeW0i6GbiF9z8o5OH8/RfAJjlSY8em3bRadz3SgMBOuqI/Rjds70FgTA+9\n",
       "TTOzHtVudzfdD/wbcF7+eQYwJSIeBsgjoK8ihfe9SBo9XVcfkDc3IurRGncBNzYsc0SLdZ8lNZWH\n",
       "gI3yvJnAFqQ7HrYg5U2ZmRWn3ZrEJcB0uk47HQ+cI2kEqQkcQGoSU4FHgdca1q0PKNlV0jdJ9z5f\n",
       "3LT9VuuelPf7Sp73F1JTuDTHlz8WEff31Bs0M+tJ7dYkBgGX12M6IuJV0rWCRhfkr7+KiB81TF9B\n",
       "igBfQEQssC7wXER8Mh+l3AW8nPe/09K8ETOz3tA2TULStsBPgH17edejJf2UdORxXr/LkTKzttY2\n",
       "TSIi7iQ9xKi39/s0sF1v79fMrCc4u8nMzCq1zS2wZmbWfW4SZmZWyU3CzMwquUmYmVklNwkzM6vk\n",
       "JmFmZpXcJMzMrJKbhJmZVXKTMDOzSm4SZmZWyU3CzMwquUmYmVklNwkzM6vkJmFmZpXcJMzMrJKb\n",
       "hJmZVXKTMDOzSm4SZmZWyU3CzMwquUmYmVklNwkzM6vkJmFmZpXcJMzMrJKbhJmZVXKTMDOzSm4S\n",
       "ZmZWyU3CzMwquUmYmVklNwkzM6vkJmFmZpXcJMzMrJKbhJmZVXKTMDOzSm4SZmZWyU3CzMwquUmY\n",
       "mVklNwkzM6vkJmFmZpXcJMzMrJKbhJmZVXKTMDOzSm4SZmZWyU3CzMwquUmYmVklNwkzM6vkJmFm\n",
       "ZpXcJMzMrJKbhJmZVXKTMDOzSm4SZmZWyU3CzMwquUmYmVklNwkzM6vkJmFmZpXcJMzMrJKbhJmZ\n",
       "VXKTMDOzSm4SZmZWyU3CzMwquUmYmVklNwkzM6vkJmFmZpX+Hw9vwRDwmXeWAAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16b32668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "years = range(2001,2009)\n",
    "bushurls = ['http://www.let.rug.nl/usa/presidents/george-w-bush/state-of-the-union-' +str(year)+ '.php' for year in years]\n",
    "bushSOTU = mineSotu(bushurls, years, 'Speaker', 'HomeOutlinesDocumentsEssaysBiographiesPresidents')\n",
    "bushSOTU1 = bushSOTU.fillna(0)\n",
    "heatplot(bushSOTU1, 'Bush', 5, 12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Interestingly, George W. Bush seems to have adopted a strategy opposite Barack Obama. More bigrams were present in his early speeches indicating a broad legislative agenda that narrowed during the second term of his presidency. The two most frequent topics were Saddam Hussein in 2003 and Social Security in 2005. Three agendas appeared in three SOTU addresses throughout Bush's presidency, al qaeda, the middle east, and health care."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2001    17\n",
       "2002     9\n",
       "2003     8\n",
       "2004    14\n",
       "2005     8\n",
       "2006    10\n",
       "2007     7\n",
       "2008     9\n",
       "dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bushSOTU.count(axis=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inspection of the two heatmaps reveals George W. Bush was more likely to have bigrams related to national security or social programs in his SOTU addresses while Barack Obama was more likely to have bigrams referencing the economy and energy. Both presidents pay homage to taxes and healthcare. Remarkably, while both presidents seemed to have a single theme dominating their presidency neither president appears to have a single constant agenda, with the same or similar bigram appearing in every SOTU address, and lasting throughout the presidency. \n",
    "\n",
    "After drilling down into the differences between presidents the bigram frequencies might also reveal other trends. At a micro-level the style of the president's speech writers and their preference for specific word combinations might be reflected in the bigram distribution. At a macro-level the changing bigram frequencies over time could be interpreted as a compact history of our nation's changing priorities. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}