wetland_vs_lake_vs_land.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Vendor:  Continuum Analytics, Inc.\n",
      "Package: mkl\n",
      "Message: trial mode expires in 30 days\n"
     ]
    }
   ],
   "source": [
    "from pandas import read_csv, DataFrame,concat,notnull,isnull,Series,IndexSlice\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.formula.api as sm\n",
    "from statsmodels.stats.anova import anova_lm\n",
    "import numpy as np\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cba = read_csv(\"data_cba/cba_no_flood_million_rs_per_ha.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "cba[['min','max']]=cba[['min','max']]*2300*10**(-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>option</th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>wetland with no recreation</td>\n",
       "      <td>2.3</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>wetland with recreation</td>\n",
       "      <td>6.9</td>\n",
       "      <td>18.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>lake</td>\n",
       "      <td>6.9</td>\n",
       "      <td>11.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>land</td>\n",
       "      <td>34.5</td>\n",
       "      <td>43.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       option   min   max\n",
       "0  wetland with no recreation   2.3   6.9\n",
       "1     wetland with recreation   6.9  18.4\n",
       "2                        lake   6.9  11.5\n",
       "3                        land  34.5  43.7"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['wetland with no recreation', 'wetland with recreation', 'lake', 'land']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(cba.option)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  6.9,  18.4]])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cba.ix[cba.option==\"wetland with recreation\",['min','max']].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "losses = read_csv(\"all_economic_losses_2020.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    10800.000000\n",
       "mean        57.432188\n",
       "std         32.349582\n",
       "min         10.291773\n",
       "25%         31.912109\n",
       "50%         50.883733\n",
       "75%         75.719322\n",
       "max        227.737864\n",
       "Name: annuallosses, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "losses.annuallosses.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['GDPgr', 'Popgr', 'losses_share', 'urban_policy', 'scenario_number',\n",
       "       'wetland_loss', 'climate_change', 'runoff', 'bndconditions',\n",
       "       'annuallosses'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "losses.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "indx1 = ['GDPgr', 'Popgr', 'losses_share', 'urban_policy', \\\n",
    "                                'climate_change', 'runoff', 'bndconditions']\n",
    "indx2 = ['GDPgr', 'Popgr', 'losses_share', 'urban_policy', 'wetland_loss', \\\n",
    "                                'climate_change', 'runoff', 'bndconditions']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "c = (losses.drop(\"scenario_number\",axis=1).query('wetland_loss>0').set_index(indx1) - \\\n",
    " losses.drop(\"scenario_number\",axis=1).query('wetland_loss==0').set_index(indx1)).reset_index().set_index(indx2).rename(columns={\"annuallosses\":\"diffannuallosses\"})\n",
    "\n",
    "new_losses = concat([losses.set_index(indx2),c],axis=1).reset_index().fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    10800.000000\n",
       "mean         9.812619\n",
       "std         11.545064\n",
       "min          0.000000\n",
       "25%          0.607890\n",
       "50%          5.989731\n",
       "75%         15.106572\n",
       "max         75.450335\n",
       "Name: diffannuallosses, dtype: float64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_losses.diffannuallosses.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "endyear=2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "npv=DataFrame()\n",
    "bl_min = cba.ix[cba.option==\"land\",\"min\"].values\n",
    "bl_max = cba.ix[cba.option==\"land\",\"max\"].values\n",
    "for option in ['wetland with no recreation', 'wetland with recreation', 'lake']:\n",
    "    npv_temp = new_losses.copy()\n",
    "    cb_min = cba.ix[cba.option==option,\"min\"].values\n",
    "    cb_max = cba.ix[cba.option==option,\"max\"].values\n",
    "    for cb in [cb_min,(cb_min+cb_max)/2,cb_max]:\n",
    "        for bl in [bl_min,(bl_min+bl_max)/2,bl_max]:\n",
    "            npv_temp[\"cost\"] = npv_temp.diffannuallosses+1/100*npv_temp.wetland_loss*\\\n",
    "                               cb*((1+npv_temp.Popgr)**(endyear-2013)*(1+npv_temp.GDPgr)**(endyear-2013))\n",
    "            npv_temp[\"benef\"] = 1/100*(npv_temp.wetland_loss)*\\\n",
    "                               bl*((1+npv_temp.Popgr)**(endyear-2013)*(1+npv_temp.GDPgr)**(endyear-2013))\n",
    "            npv_temp[\"npv\"]   = npv_temp[\"benef\"]-npv_temp[\"cost\"]\n",
    "            npv_temp.ix[:,\"option\"] = option\n",
    "            npv_temp.ix[:,\"cb\"] = cb\n",
    "            npv_temp.ix[:,\"bl\"] = bl\n",
    "            npv = npv.append(npv_temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    291600.000000\n",
       "mean         15.843367\n",
       "std          16.406235\n",
       "min           0.000000\n",
       "25%           1.674008\n",
       "50%          12.305913\n",
       "75%          25.366937\n",
       "max         114.233628\n",
       "Name: cost, dtype: float64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "npv.cost.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "npv_res=DataFrame()\n",
    "bl_min = cba.ix[cba.option==\"land\",\"min\"].values\n",
    "bl_max = cba.ix[cba.option==\"land\",\"max\"].values\n",
    "for option in ['wetland with no recreation', 'wetland with recreation', 'lake']:\n",
    "    npv_temp = new_losses.copy()\n",
    "    cb_min = cba.ix[cba.option==option,\"min\"].values\n",
    "    cb_max = cba.ix[cba.option==option,\"max\"].values\n",
    "    for cb in [cb_min,(cb_min+cb_max)/2,cb_max]:\n",
    "        for bl in [bl_min,(bl_min+bl_max)/2,bl_max]:\n",
    "            for sh_soc in [0.5,1]:\n",
    "                npv_temp[\"cost\"] = npv_temp.diffannuallosses/0.65+1/100*npv_temp.wetland_loss*\\\n",
    "                                   cb*((1+npv_temp.Popgr)**(endyear-2013)*(1+npv_temp.GDPgr)**(endyear-2013))\n",
    "                npv_temp[\"benef\"] = sh_soc*1/100*(npv_temp.wetland_loss)*\\\n",
    "                                   bl*((1+npv_temp.Popgr)**(endyear-2013)*(1+npv_temp.GDPgr)**(endyear-2013))\n",
    "                npv_temp[\"npv\"]   = npv_temp[\"benef\"]-npv_temp[\"cost\"]\n",
    "                npv_temp.ix[:,\"option\"] = option\n",
    "                npv_temp.ix[:,\"cb\"] = cb\n",
    "                npv_temp.ix[:,\"bl\"] = bl\n",
    "                npv_temp.ix[:,\"sh_soc\"] = sh_soc\n",
    "                npv_res = npv_res.append(npv_temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "indx3 = ['GDPgr', 'Popgr', 'losses_share', 'urban_policy', 'wetland_loss', \\\n",
    "                                'climate_change', 'runoff', 'bndconditions','option','cb','bl','sh_soc']\n",
    "indx4 = ['GDPgr', 'Popgr', 'losses_share', 'urban_policy', \\\n",
    "                                'climate_change', 'runoff', 'bndconditions','option','cb','bl','sh_soc']\n",
    "set1 = ['GDPgr', 'Popgr', 'losses_share', 'urban_policy', 'wetland_loss',\\\n",
    "                                'climate_change', 'runoff', 'bndconditions','option','cb','bl','sh_soc','npv']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "jojo=npv_res.set_index(indx3).npv.unstack(\"wetland_loss\")\n",
    "zz = jojo.apply(lambda s:s-jojo.max(axis=1))\n",
    "regret = zz.stack().reset_index().rename(columns={0:\"regret\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x1ed06748>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAnoAAAH7CAYAAABbrjLsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmcHVWd//9XDEJAQhIlQFjrK6LRYX7D6KjoaAggDjAu\n",
       "X5RNoxgdJzriiPoVFwSJ27gr427c4hIRccBlVBAZQ4uIwLgiBgG5IHvQQIIsgaR/f5y6dHXl9r23\n",
       "b1f1qar7ej4e91G3lu68U1Xd/bmnTp0CSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSVKFHQ18D7gJ\n",
       "2ABcBhzbYbuTgD8BdwMXAH83XQElSZI0mIuArwJHAouBDwCbgVdntnkLocB7FXAQoTBcC+w8nUEl\n",
       "SZI0OQ/vsGwV8Mf0/SzgTuDkzPrtgNuAd5YbTZIkSUU7Ebg3fX8QoYXv0bltPk+4zCtJktQ4D4kd\n",
       "oERPAa5M3y8ENgFX5bZZk66TJElqnK1iByjJwcBzgZem8/OAu4DR3HbrCJdwtwIemLZ0kiRJ06CJ\n",
       "LXoJ8DXgW8CX40aRJEmKp2kteg8HfgBcCyzJLF8HbA/MYHyr3jzCnbidWvOuAB5bTkxJkqRC/RrY\n",
       "L3aIMm1HGGblKmDH3Lr2zRj75JZ/Hrh0gu+Xv8yr/i2PHaCH5bEDaKgtjx2gxpbHDqBSLY8doOY6\n",
       "1i1NuXS7FXAmsDdwKHB7bv1FwHrCwMpt2wHPJrQAqlhzYwfooer51Gyef4Nz3zWbx7cETbl0+0ng\n",
       "MOAEYH76avsFYZiV9wKnEC7jXgm8Pl3/semLKUmSpMm6ljB8yubcaxOwZ2a7yTwCzUu3g1scO0AP\n",
       "i2MH0FBbHDtAjS2OHUClWhw7QM1Zt0ySO0ySJNVFo/voqVqS2AF6SGIH0FBLYgeosSR2AJUqiR2g\n",
       "iSz0JEmSNHS8dCtJkurCS7eSJEnDxEJPZUhiB+ghiR1AQy2JHaDGktgBVKokdoAmstCTJEnS0LGP\n",
       "niRJqgv76EmSJA0TCz2VIYkdoIckdgANtSR2gBpLYgdQqZLYAZrIQk+SJElDxz56kiSpLuyjJ0mS\n",
       "NEws9FSGJHaAHpLYATTUktgBaiyJHUClSmIHaCILPUmSJA0d++hJkqS6sI+eJEnSMLHQUxmS2AF6\n",
       "SGIH0FBLYgeosSR2AJUqiR2giSz0JEmSNHTsoydJkurCPnqSJEnDxEJPZUhiB+ghiR1AQy2JHaDG\n",
       "ktgBVKokdoAmstCTJEnS0LGPniRJqgv76EmSJA0TCz2VIYkdoIckdgANtSR2gBpLYgdQqZLYAZrI\n",
       "Qk+SJElDxz56kiSpLuyjJ0mSNEws9FSGJHaAHpLYATTUktgBaiyJHUClSmIHaCILPUmSJA0d++hJ\n",
       "kqS6sI+eJEnSMLHQUxmS2AF6SGIH0FBLYgeosSR2AJUqiR2giSz0JEmSNHTsoydJkurCPnqSJEnD\n",
       "xEJPZUhiB+ghiR1AQy2JHaDGktgBVKokdoAmstCTJEnS0LGPniRJqgv76EmSJA0TCz2VIYkdoIck\n",
       "dgANtSR2gBpLYgdQqZLYAZrIQk+SJElDxz56kiSpLuyjJ0mSNEws9FSGJHaAHpLYATTUktgBaiyJ\n",
       "HUClSmIHaCILPUmSJA0d++hJkqS6sI+eJEnSMLHQUxmS2AF6SGIH0FBLYgeosSR2AJUqiR2giSz0\n",
       "JEmSNHTsoydJkurCPnrA44Dzgb8CNwJvZ/j2gSRJUuPMA24CfggcDLwCuAt45wTb26I3uCR2gB6S\n",
       "2AE01JLYAWosiR1ApUpiB6i5oa9b3gL8Gdg+s+xEQuve7A7bD/0Om4IkdoAektgBNNSS2AFqLIkd\n",
       "QKVKYgeouaGvW0aAr+WW7QlsBp7VYfuh32GSJKk2hr6P3mOANbll1wN3p+tUgGUjq0aXjayqbJFc\n",
       "9XxqNs+/wbnvms3jW55hKvTmAXd0WL4uXaeCbLh5bewIXVU9n5rN829w7rtm8/iWY0bsANNoI/AG\n",
       "4KO55X8CvgScnFs+ynDtnynJfhLbcPNaZi+Y/+C6FYuWRN+PVc+n5sq3UmTPP8+93vzZbTaPb6E6\n",
       "1i1bRQgSyzpgTofl89J1nZzGWCvgGuBioJXOJ+nUecY+ic1eMJ/ZC+aPmzef88M+P9H5l1GpvFWb\n",
       "z/+8uv+aNe/xHXg+ARYDc+liRreVDXMBYey8F2aW7QFcBzwb+F5ue1v0JqFb34oqfCqrej41l+fe\n",
       "1Lj/ms3jW6iOdcsw9dH7AfBPjB9e5RjCzRgXREnUUFXvZ1H1fGo2z7/Bue+azeNbjmEq9D4N3Aec\n",
       "RRgweRlwKvBhwsDJkiRJjTJMffTuIBR4Hwe+S+iX92FgecRMjZTtTFtFVc+nZvP8G5z7rtk8vuUY\n",
       "pkIP4PeEYk+SJKnxhunSraZJ1ftZVD2fms3zb3Duu2bz+JbDQk+SJKmhLPRUuKr3s6h6PjWb59/g\n",
       "3HfN5vEth4WeJElSQ1noqXBV72dR9XxqNs+/wbnvms3jWw4LPUmSpIay0FPhqt7Pour51Gyef4Nz\n",
       "3zWbx7ccFnqSJEkNZaGnwlW9n0XV86nZPP8G575rNo9vOSz0JEmSGspCT4Wrej+LqudTs3n+Dc59\n",
       "12we33JY6EmSJDWUhZ4KV/V+FlXPp2bz/Buc+67ZPL7lsNCTJElqKAs9Fa7q/Syqnk/N5vk3OPdd\n",
       "s3l8y2GhJ0mS1FAWeipc1ftZVD2fms3zb3Duu2bz+JbDQk+SJKmhLPRUuKr3s6h6PjWb59/g3HfN\n",
       "5vEth4WeJElSQ1noqXBV72dR9XxqNs+/wbnvms3jWw4LPUmSpIbaahLb7gw8Htgpnb8N+CVwS9Gh\n",
       "VG9V72dR9XxqNs+/wbnvms3jW45ehd4jgH8BlgILJ9hmDbAS+Dzw56KCSZIkaWq6Xbo9Ffgj8GLg\n",
       "DOAwYA9gO+Bh6fvDgG8AxwHXAm8rM6zqoer9LKqeT83m+Tc4912zeXzL0a1F7wnAM4BLJ1h/Y/o6\n",
       "F1gOPBF4a5HhJEmSNLhuhd5zJvm9LgX+7xSyqCGq3s+i6vnUbJ5/g3PfNZvHtxzedStJktRQ3Qq9\n",
       "vwGO7bD8cOAXwN2EPnyvKyGXaqzq/Syqnk/N5vk3OPdds3l8y9Gt0DsZeFlu2ROAbxHuxv0UcDnw\n",
       "IeDoUtJJkiRpYN366D0ZeG9u2QnAZmARcF267HPAawh330qV72dR9XxqNs+/wbnvms3jW45uLXq7\n",
       "AH/ILTscuICxIg/gLOAxBeeSJEnSFHUr9O4A5mXmHws8HBjJbfdXwth6ElD9fhZVz6dm8/wbnPuu\n",
       "2Ty+5ehW6F0CHA88NJ1/RTr9Tm67hYTx9CRJklQh3fronQxcDNwE3Ak8ktAP77e57V4IXFhKOtVS\n",
       "1ftZVD2fms3zb3Duu2bz+JajW6F3ObAf8FJgLvC/wJdy28wHfgN8tZR0kiRJGlivAZOvJjzW7Hjg\n",
       "C8Cm3Pq1wL8DPy8+muqq6v0sqp5Pzeb5Nzj3XbN5fMtRxJMxngZ8r4DvI0mSpAJ1u3QL8DDgMCAB\n",
       "1hFuxGiX3AcDpxIKvatKyqcaqno/i6rnU7N5/g3OfddsHt9ydCv0Hg38CNg9s+xDhMLv5YS+e78D\n",
       "lgBnlBVQkiRJg+l26fZ9wD3AUwgte48FLgV+ABwJHAf8LXA64WkZElD9fhZVz6dm8/wbnPuu2Ty+\n",
       "5ej1CLTXMXajxZXAKwmXaV+Bd9pKkiRVWq9HoF2bW9Z+9NmvyomjJqh6P4uq51Ozef4Nzn3XbB7f\n",
       "ckz2rtvRdJofZkWSJEkV06vQO5dwl237dUu6/Pzc8tvKCqj6qXo/i6rnU7N5/g3OfddsHt9ydOuj\n",
       "945JfJ/R3ptIkiRpOnUr9JZPVwg1S9X7WVQ9n5rN829w7rtm8/iWo4gnY0iSJKmCLPRUuKr3s6h6\n",
       "PjWb59/g3HfN5vEth4WeJElSQ1noqXBV72dR9XxqNs+/wbnvms3jW44mFHqzgXcCvwDuBG4GzgL2\n",
       "6bDtbsDZwHrCsDAfA7adnpiSJEnTqwmF3l7Ay4DvAs8jPJ5tAeHRbbtntnsoYVzAPYBjgBOAo4AV\n",
       "0xl2GFS9n0XV86nZPP8G575rNo9vOboNr5K1NaEweh6heJqVWz8K7FRgrsn4I/BI4L7Msp8A1xMK\n",
       "wPZ4gEcCC4G9GXuU2/3A14G3A1dPR1hJkqTp0m+h92FCS9l/Az8GNubWxxww+e4Oy9YRirkFmWWH\n",
       "AZcwVuQBfJvwfzkU+HhZAYdN1ftZVD2fms3zb3Duu2bz+Jaj30LvKOAtwAdLzFKk+cCjgM9nli0E\n",
       "Ls9ttxG4BnjMNOWSJEmaNv320ZsB/LrMIAX7ELABWJlZNhe4o8O264B505BpaFS9n0XV86nZPP8G\n",
       "575rNo9vOfpt0fsc8ALgvBKzZO0A7NrHdms6LPs3YAmhP+G6Pr7HjEnkkiRJqo1+C71bCMXTauCH\n",
       "dG4Z+2RBmQCOpvfdsKPAzNyy5wAfBd5I6H+XtQ6Y0+H7zAN+OcG/cRpj/9c1wMVAK51P0qnzjH0S\n",
       "m71gPrMXzB83bz7nh31+ovMvo1J5qzaf/3l1/zVr3uM78HwCLCZcsZzQjG4rMzb3sU3soVr+kdDi\n",
       "+DngNR3Wf4kwtt5TM8u2JhRyJwKfyG0/iq19fVs2smrCG3JWLFoSfT9WPZ+ay3Nvatx/zebxLVTH\n",
       "uqXf4uwhfbxi+hvCOHrfp3ORB/AD4InAnpllzwG2Ac4pNd2QqXo/i6rnU7N5/g3OfddsHt9y9Hvp\n",
       "tsp2IhRqGwhPutg/s+5O4Pfp+28CbyU8NeMUQlPnh4FVhDtvJUmSGmUyhd48wlh6TwMeDvwZuBD4\n",
       "DJ377E2XxxEebTZKGOMvazVwUPr+AcbGy/sGYYDl0wmXbVWgqo+FVPV8ajbPv8G575rN41uOfgu9\n",
       "vYELCOPT/ZTw1ImdCU+UeDWhM2CsVrHV9H/p+EbgiPKiSJIkVUe/BdJHCHetPpLQQnYscCChAFyX\n",
       "rpeA6vezqHo+NZvn3+Dcd83m8S1Hv4XeYuBUQotY1o2EVr0DC8wkSZKkAvRb6HUasy77PWI+61YV\n",
       "U/V+FlXPp2bz/Buc+67ZPL7l6LfQ+zHwDsYG6WtL0uXnFxdJkiRJRei30HsdYby5qwhPh/h2Or2K\n",
       "MOjw60tJp1qqej+LqudTs3n+Dc5912we33L0W+hdCzwW+HfgCkJx9zvg+HT5taWkkyRJ0sAmM47e\n",
       "fcCn05c0oar3s6h6PjWb59/g3HfN5vEtR+xHl0mSJKkk3Qq9tcDfZ97flk47vW4rMaNqpur9LKqe\n",
       "T83m+Tc4912zeXzL0e3S7ScYK+A+0eP7OLyKJElSxXQr9JZP8F7qqur9LKqeT83m+Tc4912zeXzL\n",
       "YR89SZKkhurWoncm/V2SnZFud3QhiVR7G25eW+lPZlXPp2bz/Buc+67ZPL7l6FbozScUcDO6bNNe\n",
       "bx89SZKkiulW6C2erhBqlqp/Iqt6PjWb59/g3HfN5vEtx2QGTJYkTd6mzPuZHZZJUmm6FXrHM7lL\n",
       "sp+cYhY1RNX7WVQ9nxpn3E1v6fnnjXAD8Ge32Ty+5ehW6H1skt/LQk+SttSpn3O3vs+SVJhuhZ6f\n",
       "ODWQqn8iq3o+NZvn3+Dcd83m8S2HffQkqVzZLjAzOiyTpNJ0K/QeB/wRuDd938sVhSRS7VW9n0XV\n",
       "86lxrs+83ys9/66fcGtNyJ/dZvP4lqNboXc5sD9wSfq+m1HG7iaTJI2Z2+cySSpct0LvIOD3mfdS\n",
       "X6r+iazq+dRsnn+Dc981m8e3HN0KvdUTvJck9W/7PpdJUuEme2ftQuBFwInpdGHhiVR7G25eGztC\n",
       "V1XPp8aZmXm1z78H59U/f3abzeNbjn7vut0B+BzwfMJdY3cRPpGOAmcB/wKsLyOgJNWcT8aQFE2/\n",
       "LXqfBA4BXkwo8HZIp8elyz9VSjrVUtX7WVQ9nxrnhsyrff49OK/++bPbbB7fcvTbovdc4PXA1zLL\n",
       "7gZWAdsBHyk4lyQ1wopFS5L2+2Ujq0bzyySpTP0Wen8Fbppg3U2ES7kSUP2xkKqeT82ybGTV8uz8\n",
       "hpvXPrhsxaIlyzt8iSbgz26zeXzL0W+h9wngDcCPCS15bQ8j3JjhpVtJ6mxpl2XLpy2FpKHUrdD7\n",
       "AGOP6ZkB7EMY4f084DZgZ0L/vHuAS0vMqJqp+ieyqudT4+ySeT+ann+7TLCtuvBnt9k8vuXoVugd\n",
       "xfjnMT5AuET7lHT5DGBDuu5IQsueJGm8ezPvt+6wTJJK063QS6YrhJql6v0sqp5PjXNa5v3J6fl3\n",
       "2oRba0L+7Dabx7cc/fbRkyQNIHvDxbKRVSfnl0lSmbqNo7eEcHm2XzMJT8vQkKv6J7Kq51Oj3TB7\n",
       "wXzHzxuQP7vN5vEtR7dC703AH4C3Ao/ust3fAKem29pPT5IkqSK6FXr7Ae8k3GixBrgd+AnwbeA7\n",
       "wEXAOuC3wLMJxd5+ZYZVPVT9eYVVz6dmu/OGW+wyMyB/dpvN41uObr9wNgNfTl9/BxxEKOTabatX\n",
       "AmcA5wOXl5hRkmpr2ciq1kTLfEKGpLL1+8ny1+lL6qnq/Syqnk/NNmf3XR6InaGu/NltNo9vObyE\n",
       "IEklyj3rtpVfJkll6tZHTxpI1ftZVD2fms0+eoPzZ7fZPL7l8BeOJE2flffesWFu7BCShocteipc\n",
       "1ftZVD2fmm3nffe5I3aGuvJnt9k8vuWw0JMkSWqofgu92cATgGekryeky6QtVL2fRdXzqdluvfwq\n",
       "L90OyJ/dZvP4lqNXH71DgLcBT2HLonAzYdDkdwA/Kj6aJNXfspFVyyda5jNvJZWtW4ve0cA5wHrg\n",
       "ZcCTCY9Ce3T6/qXpunPTbSWg+v0sqp5PzWYfvcH5s9tsHt9ydGvROxX4EPDGCdZfCnwFeD+wHPhG\n",
       "ockkqQGyrXa25Emabt1a9B4JfK+P7/H9dFsJqH4/i6rnU7PZR29w/uw2m8e3HN1a9K4GjgAu6PE9\n",
       "ngtcVVgiSWqotCUviRxD0hDpVuidDHwT2JdwWXYN0O5bMgd4LHAUsBg4sryIqpuq97Ooej41Xit2\n",
       "gLryZ7fZPL7l6Hbp9tvAgcAm4GPAauBX6euCdNkmQqH37TJDTtIJhDuCz+ywbjfgbMJNJGsJ/4dt\n",
       "py+aJEnS9Ok1vMqFwD8B2wB7A/PS5euAa4D7yos2kJ0IN4asBUZz6x5KuEP4XuAYwv/lw8Bc4MXT\n",
       "F7H5Nty8ttKfzKqeT42XYKveQPzZbTaPbzn6fdbtfcAVZQYpyHuA7wB7AjNy644EFhIK1uvSZfcD\n",
       "XwfeTuiTKEmS1Bj9PBljD8K4eTtOsH5H4LjCEg3uSYQ+g28mFHn5Fr3DgEsYK/IgXHLeCBw6HQGH\n",
       "RdU/kVU9nxqvFTtAXfmz22we33J0K/S2IdyMcR3wM+AW4AuEGzGyHgV8sZR0/ZtB6G/3PuDmCbZZ\n",
       "SLihJGsj4RL0Y8qLJkmSFEe3Qu9NhOfavoLQovd64FnA/xKejpGVv0w63V4KzAc+2GWbuYzdNZy1\n",
       "jrG+hypA1cdCqno+NV4SO0Bd+bPbbB7fcnTro/dC4BTgs+n8pYRhVr4B/JQwft5FJeXaAdi1j+3W\n",
       "EFoY/wN4NWM3h+Qv23YTu0iVJEkqRbdCb0/g17lltxBa+b4MnAe8CLiphFxHAyt6bDMKzAROAq5P\n",
       "87RHnH8osDWhCNxAGG5lHVtedobQmvfLCf6N0xhrBVwDXMxY/5oknTrP2Cex2QvmM3vB/HHz5nPe\n",
       "+XHzrYrlqfx8/ue1Q8tPpfI67/GdpvmEMMRd16ftzOiy7o/Au4HPT/B1pwHHE4q+pfR3Y0cZzia0\n",
       "Lk7kaYSWxy8B+wBPzazbmlDInQh8Ivd1o9ja17dlI6smbEVdsWhJ9P24bGRVdrBvgDvb61YsWuIj\n",
       "qaSKqvrvFk2Nx7dQHeuWbsXZT5h4fLlRwsDEpxCKvMlcKi3ayYSKtv06kNASeUE6f3m63Q+AJxJa\n",
       "KtueQ7jp5JzpCNpwm9JX+9PYpuyyCpiVvtr5ZmWXSdMoiR2gruzD1Wwe33J0u3T7ccIl1EcAf55g\n",
       "m/cQ7so9pOBck/G7DsvuBG4HRjLLvgm8FTiLUKDOJQyYvIpw562mZmaP+di26TEvSVLjdCv0Lk1f\n",
       "vXwtfVXJKFu2Mj5AGC/v44QbSu4DTidctlWBqj4WUtXzqfFasQPUlT+7zebxLUe/T8aYTRhSJfsI\n",
       "tD8QbnSoogMnWH4jcMR0BlFltC8hz8zNS5LUWL1uoDiE0FdvHaF174fp69J02QjhLlzpQVXvZ1H1\n",
       "fGq8JHaAuvJnt9k8vuXoVugdTbhJYT3wMsKgyY9OX08mDFK8Hjg33VaqspmM7zc4s8MySZIapdul\n",
       "21OBDwFvnGD9pcBXgPcDywn93qTK97Ooej41Xit2gLryZ7fZPL7l6Nai90jge318j++n20pVlr9B\n",
       "Z7TDMkmSGqVboXc1/d248FzgqmLiqMYeLJrSfhZVK6Q2pq92vo3ZZdI0SmIHqCv7cDWbx7cc3S7d\n",
       "nkwYe25fwmXZNYw9DmwO8FjgKMKgxEeWF1E1sTmdzszNV8XF6fSA3LwkSY3VrdD7NmGYklOAjxGe\n",
       "H5t1P/BjQqH30zLCqVYevKkh7WdRtZsc9mu/SfPtN/GmUqlasQPUlX24ms3jW45e4+hdCPwT4SkC\n",
       "ezN+HL1rCIMOS3WwQ495SZIap9c4em33AVcQWu5+mr63yFPWfemr3c/ivuyyCrCPnqoiiR2gruzD\n",
       "1Wwe33L082SMPYBdCS14t3dYvyNwOPDlAnOpfqr+LNlb0uleuXlJ1XZnOp2Tm5fUh24tetsQbsa4\n",
       "DvgZ4Q/jFxj7YWt7FPDFUtKpliraz2L39NXOt3t2mTSNWrED1FVFf7eoIB7fcnQr9N5EeLzZKwhP\n",
       "wng98CzgfwlPx8iaUUo6qTg+GUOqpzmMb2CY02GZpAl0K/ReSLjj9rOEp2B8FPj/gJsI/fSeWno6\n",
       "1VJF+1lcl77a+a7LLpOmURI7QF1V9HeLCuLxLUe3Pnp7Ar/OLbuF0Mr3ZeA84EWEwk9qD4w8Izdf\n",
       "FSvT6am5eUmSGqtboXcLsA8wklu+EXgBcBpwJt6EoWB9Op2T9rNY32XbGJa236T5lmbWLZ/eKBpy\n",
       "rdgB6so+XM3m8S1Ht0LvJ8CLgc93WDcKnEAoBt9N9VpvNP1m9ZiPrZVO98rNS5LUWN366H2c0Dfv\n",
       "EV22eQ/h8q2tetomfbX7WWyTXVYl9gNRZEnsAHXlz26zeXzL0a1F79L01cvX0peGW9X76D2tx7wk\n",
       "SY3Tz4DJUj/aT5jYJu1nUbUnTjyQTmem+R7osq1UplbsAHVlH65m8/iWw0JPRdm6x3xs702np+bm\n",
       "JVWbT8aQpqDfZ91KvcxIX+1+FjOyy6rEfiCKLIkdoGbuSF/tn907ssvUHP5uLocteirKpnQ6Mzdf\n",
       "FUvT6WhuHhxeRaqyvXrMS+rCQk9FuSGd7pX2s7ihy7YxbbQfiCJrxQ5QV/7sNpvHtxyTLfS2AXaj\n",
       "8xhpV0w9jmpsbo/52FrpdPfcvCRJjdVvobcbsAI4bIL1o/hweKU23Ly2ip/MVqfTp6X5VnfZVipT\n",
       "gh80BlLR3y0qiMe3HP0Wep8FHg+8Dvg91Rs6Q/G1O0bPyc1XjTcgSfVS9f6/UqX1W+j9I7AMOKPE\n",
       "LKq3Xdpv0k9ku0y8aRSL02m7j97iCbeUytWKHaBmHvxwlv7s+mGtoWzNK0e/hd5a4O4yg6j27k2n\n",
       "2+Tmq6aquSRJKly/n4zeBryJsctyUl5dxrqatf7m27aNHUJDLYkdoGbWp6/275b12WVqDsfRK0e/\n",
       "LXpHAHsSLjlcyvg/3jMIN2McXWgy1U3+Um3VLt2uTqf75+YlVdtp6fTU3LykPvRb6M0HriEUdVsD\n",
       "O6XLRxkr9DTcHnzkWdrPolKPQFuxaMlygGUjq167w4KdHpyXImjFDlBX9uFqNo9vOfot9BaXGUKN\n",
       "sDmdzszNV8KykVXLJ5q36JMqbWmX+eXTlkKqKe9eUlEuTF/tfhYXZpdVyK/WtW5cEzuEhloSO0DN\n",
       "7J6+2r9bds8uU3PYR68c3Vr0XgWcSbjj9nh6X579ZFGhJElK5RskbKCQJqFbofdx4DJCofexPr6X\n",
       "hd5wS9pv0n4WyUQbRpbMS3aLnUHDrRU7QM3MaL9Jf7fMmHhT1Zl99MrRrdB7yATvpU5WptNTc/OV\n",
       "kLkZY3F2XlLl+WQMaQos4FS4ivezSO684ZZHxQ6hoZbEDlAzD6Sv9u+WB7LL1BwV/9tRW/3edSv1\n",
       "8uYu88unMUdH3nUrSRpGFnoqXMX7WbTm7F61sZw1ZFqxA9TMLel0r/R3yy1dtlWNVfxvR21Z6Kko\n",
       "702np+bmJUlSJPbRU+Gq3s9iXevGWbEzaKglsQPUzMr01f7dsjK7TM1R9b8dddVPi962wG+AfwfO\n",
       "KTeOamxxj/moMnfdLt94191z7Zcn1UPmZ/dt2XlJ/emn0LsHmEvFHmmlyknS6aaKj6O3eOd994md\n",
       "QcOtFTtAnWRvnJq9YL43UjWYffTK0W8fvVXAS4EflphFkqS8xT3mJXXRb6F3HXA04UkZ3wduZctH\n",
       "ovlkjOG2Mp2evOHmtcxeMH9ll21jWn3r5VfNjR1CQy3BVr3JSNLpjPR3S9JlW9VYenxjx2icfgu9\n",
       "D6XTXYDHT7CNhZ4AHhhltHKPKHIcPam28h/M/KAmTUK/hZ5356qXxen03h0W7JSdr5p2H73VkXNo\n",
       "eLViB6iZO9LpnLS1544u26rGbM0rh+PoqSir02mSm6+EzJ17q7PzkiqvlU73ys1L6sNkC73dgccA\n",
       "23RY9/2px1EDzF1/020P2WHXnWLnmJDj6CmyBIuVyUjab+yj12z20StHv4XebOBM4JkTrB8FZhaS\n",
       "SCpBpk/e6o133T3XPnpS7WyKHUCqo34LvfcAewJPB34CHEHoJ7EEOAh4YSnpJmcvwmO3ngnMAq4C\n",
       "3gScm9lmN+DjwMHAfcDXgTcSxgrUFGQujb52h1132lzl4mnnffexj49iasUOUDOtdLp72trTmnBL\n",
       "1ZqteeXot9A7HDgF+Hk6fxNwKXAB8GHgROCowtP1bw/gZ8AvgaXAX4H9CAVf20MJRd+9wDHAPEL2\n",
       "ucCLpzGVuijBAAAgAElEQVRrI2VayO7IzVeixSz7ZIzsvKTKW51O98vNS+pDv4XezsD1wAOEIurh\n",
       "mXXfB/6r4FyT9QFCC94/Z5b9T26bI4GFwN6EcQEB7ie06r0duLrkjE23OJ22++gt7rJtVI6jp8gS\n",
       "bJXqW/ZqwfqbbnvI14993fK4iVQW++iVo99C70+EMfQgFETPZuyS6JMIrWSxzCFcSj6ux3aHAZcw\n",
       "VuQBfBvYCBxKuKSrwa1Op8no5s1bUdFP3ekfjSRyDEmT96tNG+/3Rippkvot9H5E6Nd2JuFy55cI\n",
       "AydvBBYxNqByDI8nXJYF+CnwRMKTOz5B6LPXthC4PPe1G4FrCHcSqyBzdt/lgdgZemjFDqCh1ood\n",
       "oE4y3UCSeclulesWouLYmleOfgu9NwLbpe+/AtxF6JM3Czge+Ezx0frWbmn8DOHpHCcRbhB5F3An\n",
       "8Kl0/Vw6D7S5jtBfT8VoxQ4gqZFasQNIddRvoXd3+mo7O32VZQdg1z62WwO0H7f1fUKRB+Emkd2B\n",
       "NzNW6E2kco/rqqNMP5rWnTfcstUZL/x/i+Mm6irBPxqKJ8HzbyDrWjfOmpfsFjuGSmIfvXJMdsDk\n",
       "w4F/IBRR7yLcoHEA4UaImwrMdTSwosc27bH71qXzP86t/zHwUuBhhBtI1hH68+XNI9yt28lpjLUC\n",
       "rgEuZuwXdJJOnc/Nb35g06wq5XHeeefrPX/r5VfN3fbhcx4/c+uHApzT4YaqSuV1fnLzG25eS1Z+\n",
       "Pna+Cs8nhBshu95gOKPbyoydge8S+sO1gEcSCr5fAF8k3Izxb31+r6IlwB+BVzK+OHwxoS/h9oTW\n",
       "yC8B+wBPzWyzNaGQO5HQpy9rFFv7+pbpN7M4na5ur7MfjaSpWjay6l6AFYuWeENGgywbWTU60boV\n",
       "i5b4N3hyOtYt/bbofYzQMraQUOhtzKz7EbB8atmmpAX8jnCzSLbQO5hwh3D7kvMPCAM770loiQR4\n",
       "DuFxbudMR1BJ0uS0n09NOrpDZp4Vi5Ysnv5EUr30W+gdShiI+OoOX3Mj4YkTMZ1CGMvv/cB5hFal\n",
       "FzF+IORvAm8Fzkq3n0u4g3gV4c5bTUGmj97qda0bZ5153BuXx03UVcJYE7g03RI8/wZS9edoa2rs\n",
       "o1eOyfTRu3+C5TsS/xFi3yKMo/dW4ATCWHmvAk7PbPMAY+PlfYPwCLTTCZdtNUXZIQ/y8166lTQF\n",
       "q9NppcfolKqq30LvJ8BrCJc/817Klk+hiGFV+urmRsLgyirRvGS3mANo96MVO4CGWit2gLqqwRid\n",
       "mgJb88rRb0fHfQmDEd9EaD17E/DpdPnfAvsDV5YRMCJvxhiAz5KVVIZlI6taACsWLUniJlGRvBmj\n",
       "UB3rlof0+cWXA08ALiP01dsEPI/waLQn0bwiT1NQg2fJJrEDaKglsQPU1MpbL7/qW7FDqDwdhlVR\n",
       "ASbTR+9qxt/cIHWyeOvtt3P4A0mF8jnV0mD6bdH7EPA3ZQZRY6yel+xW9eFqWrEDaKi1YgeosVbs\n",
       "ACqPffTK0W+hdwTwW+ASwsDInZ4wIUlSKZaNrFqev7tfUm/9XrrdmzA23UuBDxDGnzub8FSM80pJ\n",
       "plrJ/gK+9fKr5lZ8eJUEWwYUT4Ln30Bq0P9XU+A4euXot0VvlPDs2OOABcCrgT2Acwlj1r2D8Fg0\n",
       "afHW22+3f+wQkiRpasOHHEgo8P6RMBjxTOB7wL8Tir+6c3iVAbQfT+SjiSQVodvl2gpeLdAkObxK\n",
       "oaY0vErb/yE81/ZawiXbDcBRwA7AswmXJM6YQkhJkiQVpN9q+SWE8fMWEVrrvgisJIyjl3UA8CPg\n",
       "ocXEi8oWvUnI99Hbed997mjPV/BTd4J9pBRPguffpC0bWbX81suvmvvtVy1/bewsKk62RS/fR88W\n",
       "vUnrWLf0ezPGZ4CzgGcC53fZ7g/AuycdTZIkDaN2V6+9cvMqSL+F3q7AX/rY7mbCpV0NmXar3bKR\n",
       "Vct33nefOyrYipfVih1AQ60VO0BdZa8UqDHaBV67NW+viTfVIPot9Pop8iRJKkXFPzxKlTWZR6BJ\n",
       "PdXkMUUJtqoongTPv0EluO8ay3H0ymGhJ0mSYtmUTmfm5lUQCz2VoRU7QA+t2AE01FqxA9RYK3YA\n",
       "Fe7BYd7S1rzJDvumHvrZodsAbwX2KzmLJEkaLuvTV35+fefNNVn9FHr3EQq9OSVnUXMksQP0kMQO\n",
       "oKGWxA5QY0nsACrcrPTFhpvXZudnRczUKP02kV4CPL7MIJIkaehsk77y89t03lyT1W8fvROB0wnP\n",
       "tP0ecCthBOasuwvMpXprxQ7QQyt2AA21VuwANdaKHUDl8Y7bcvRb6P08nf5n+sobZeyOGUmSJFVA\n",
       "v4Xey0pNoaZJqPYn74Rq51OzJXj+DSrBfddYjqNXjn4LvZVlhpAkSVLxJjuO3uOAJwB7AF8AbgH2\n",
       "IfTZ81ZotbViB+ihFTuAhlordoAaa8UOoMLdl063SVvz7uuyrQbQb6G3PfBF4PnA/enXnUMo9N4N\n",
       "XA+8oYyAkiSpsfJ313q3bcH6HV7lw8BTgIOB2cCMzLrvA4cVnEv1lsQO0EMSO4CGWhI7QI0lsQOo\n",
       "POk4eipYvy16zwNeC/y4w9dcD+xVZChJkiRNXb8tetsCt0+wbjY+hFjjtWIH6KEVO4CGWit2gBpr\n",
       "xQ6g8njHbTn6bdG7DHgJoV9e3vOBiwpLJEmShsUF6fSA3LwK0m+hdzLwI+B84Mx02eHA64EjgUXF\n",
       "R1ONJVT7k3dCtfOp2RI8/waV4L5rmv3bb9Jx9PbvtrEmr99Ltz8BDgK2Bj6WLns78H8IN2hcUnw0\n",
       "SZLUcFsxvtFpqw7LNAWT2ZE/BZ4ObAfMA+4A/lpGKNVeK3aAHlqxA2iotWIHqLFW7AAq3F3pdE7a\n",
       "R++uLttqAINUzPcADwPuLjiLJEkaLrN6zGuK+r10C/DPwM8Io1bfmk4vAp5VQi7VWxI7QA9J7AAa\n",
       "aknsADWWxA6gwm2dvtrj6G2dXaap67fQewXwXWADcAJwVDq9C/gO8MpS0kmSpCbbmL7y8xs7b67J\n",
       "6vfS7UnAZ4B/yy3/FPDpdP2nC8ylemvFDtBDK3YADbVW7AA11oodQOVxHL1y9Nui9wjgrAnWnZWu\n",
       "lyRJmoxtGP982206LNMU9FvorWZsMMO8RTjAocZLYgfoIYkdQEMtiR2gxpLYAVQen3Vbjn4v3f4n\n",
       "8HlgR+Bs4DZgJ8IzcA8FXg48LrP9FQVmlCRJzTSaTmfk5lWQfgu9c9PpsvQ10XoIB2nmVEKp9lqx\n",
       "A/TQih1AQ60VO0CNtWIHUOFG0ukBaR+9kS7bagD9FnoHlZpCkiQNo/wjz3wEWsH6LfRWlxlCjZNQ\n",
       "7U/eCdXOp2ZL8PwbVIL7rmkevOkifdatN2EUbDIDJkuSJKlGfGiwytCKHaCHVuwAGmqt2AFqrBU7\n",
       "gAq3KZ3OTPvobeqyrQZgoSdJkmK5MJ0ekJtXQbx0qzIksQP0kMQOoKGWxA5QY0nsACqP4+iVo99C\n",
       "bxEwe4J126frJUmSVCGTuet2f+CSDusWAj/GsfM0phU7QA+t2AE01FqxA9RYK3YAFS5pv0n76CUT\n",
       "bajBFNFH72HAPQV8H0mSNFx26TGvKepW6B2QvtqPJXk54XFnWdsC/wz8tvhoqrGEan/yTqh2PjVb\n",
       "guffoBLcd03zYB2SjqPnTaIF67ZDnwy8hrHnzh0FPJDbZiOwBjix+GiSJKnh2nXFzNy8CtLtZoz3\n",
       "AzsC84HrgQPT99nXbsDBwC/KjdnTXOCjwLXAX4ErgBM6bLcbcDawHlgLfIzQKqlitWIH6KEVO4CG\n",
       "Wit2gBprxQ6gwt2bvtp99O7NLtPU9dtEmpQZogBfBp4CvAW4mvBs3g8TLjuflm7zUOBcwslzDDAv\n",
       "3WYu8OJpzitJksLIHd3mNUWTGUfv74BvAH8kXLJ9fLr8P4DDCs41GdsDhwPLgc8R7hB+G/At4NjM\n",
       "dkcS7hB+PvAD4GvAvwMvBB41bWmHQxI7QA9J7AAaaknsADWWxA6g8jiOXjn6LfQOAy4Ddga+xPiW\n",
       "wPsIBVMsM9LX+tzyO3PzhxGGh7kus+zbhKI1f5OJJEkq313pKz9/V+fNNVn9FnrvAVYS7sJ9d27d\n",
       "r4C/LzDTZG0AvgK8kdDqOBt4FuHmkU9ktltIuHEkayNwDfCY8mMOlVbsAD20YgfQUGvFDlBjrdgB\n",
       "VJ60j54K1m8fvYXAGyZYtx54eDFxBvavwJnAL9P5UeDNhAKwbS5wR4evXUforydJkqbXrB7zmqJ+\n",
       "C721wN7Ajzqsexzhrtwi7QDs2sd27Ra6lYQ+g0sJfQifDrwd+DPwhR7fY0aP9Zq8hGp/8k6odj41\n",
       "W4Ln36AS3HdN4zh6Jet3h54OvAP4HfCzzPLHAG+idzE1WUcDK3psM0oYd+cJwAuAQ4Dz03UXEi7h\n",
       "fjCTbR0wp8P3mcdYS2DeaYy1Aq4BLmbsl0ySTp133nnnnZ+eeXqsd75+8w/J3YSRn4+dr8rzCbCY\n",
       "cMVyQjO6rcyYBXyTcHfrLYRHlNyYTs8Fnkfo7xbD0cDXgZ2A2zssn09o2fsSsA/w1Mw2WxMKuRMZ\n",
       "358PQiHZ7/6RJEmTtGxkVbsxpd0Q8+CNlCsWLelawGgLhdQtBxNuzPgs8F5CK1psTwI2A8/MLX8f\n",
       "4+/EPRa4H9gzs+xIYBPhsnTeaIdlkiSpYMtGVo0uG1nl392p6bj/+qn8tgV+QxhC5ZwiExVkBnAR\n",
       "sAdh/LwW8DTgJMKl1zen221FuER7H3AKoanzw8B5wHEdvq8teoNLGGtirqKEaudTsyV4/g0qwX3X\n",
       "KMtGVq1O3x6Q9tG7oL1uxaIli6OEqq+OdUs/ffTuIRRFm4tOVJBR4DnAuwiF3nzCL4JTgQ9ltnuA\n",
       "MF7exwkDP99H6Hvoc3olSYprU+wATdXvzRirgJcCPywxy1SsBV7Rx3Y3AkeUnEXV/8Tdih1AQ60V\n",
       "O0CNtWIHUOFWp9MD0nH0Vk+4pQbSb6F3HeHmhsuA7wO3suW14E8WmEuSJDXf0i7zy6ctRYP1W+i1\n",
       "L4HuwtgzbvMs9NSWUO1P3gnVzqdmS/D8G1SC+65pdmm/Sfvo7dJtY01ev4Vev49KkyRJ6tct6XSv\n",
       "3LwK4gjUKkMrdoAeWrEDaKi1YgeosVbsACrcg2PlpX30HDuvYP0Weou6rNtMGK/uSsKdrJIkSf3Y\n",
       "vse8pqjfQm81vceVuwf4PPA6vE162CVU+5N3QrXzqdkSPP8GleC+a5q70umctI/eXV231qT1W+gd\n",
       "Qijivgd8lzCcyXzC+HWHA28AFhIGKb4rnUqSJCmifgu9VxOeFXtqbvk5wNsJt0M/K/1+S7HQG3at\n",
       "2AF6aMUOoKHWih2gxlqxA6hwv0qn7XH0ftVlWw2g37tpDwF+MsG6nwIHpu9/Auw61VCSJEmaun4L\n",
       "vXXAcydY92zgL+n77YA7pxpKtZfEDtBDEjuAhloSO0CNJbEDqDwbbl4bO0Ij9Xvp9n3ARwk/ZN9h\n",
       "rI/e/wUOA16TbncgcEmxESVJkjSIfgu9jxOeE3sS4QkYMwl31v4SeD5wdrrdfwAbC86o+mnFDtBD\n",
       "K3YADbVW7AA11oodQIXbv/0m7aO3/8SbahCTGTD57PS1FbAjcDvwQG6b2wvKJUmSmm/rHvOaosk+\n",
       "2mwGsAB4JDCr+DhqiCR2gB6S2AE01JLYAWosiR1AhVufvtp99NZnl2l6HQ/cTHgSxibg8enys4DX\n",
       "xgpVotHYAWosiR2ghyR2AA21JHaAGktiB1A5lo2sGn3BGaf5d3dqOu6/flv0TgQ+BKwADmL8EzJW\n",
       "A8dMJZkapxU7QA+t2AE01FqxA9RYK3YAlSfto6eCdXukWVYL+BTh7tutCDdc/APwC+BQ4GvAw0vI\n",
       "F1OvR75JkqQpWDayann69m3p9B3tdSsWLVme315ddaxb+m3R2wW4bIJ1m7G/nsZLYgfoIYkdQEMt\n",
       "iR2gxpLYAVS4pelr84ab127OzC+NFahp+r3r9hpgMXB+h3VPB64oKpAkSRoarXS6e25eBem30PsI\n",
       "Yfy8jcA302U7Ay8HXg8sKz6aaqwVO0APrdgBNNRasQPUWCt2AJVmpn30ytFvofc5YB5wKvD2dNn3\n",
       "gHuA5cCqwpNJkqSmS9LpaG5eBZnMgMkfAD4DPIUwYPJfgJ8Bd5SQS/WWUO1P3gnVzqdmS/D8G1SC\n",
       "+65pVqbTt224eS2zF8xf2WVbDWAyhR6EAQzPzS17GvAW4J8LSSRJkobF4h7zmqJehd7DgMMIn6LW\n",
       "Ad8B1qbrDiZcyn0acFVJ+VRPrdgBemjFDqCh1oodoMZasQOocPu136R99PabeFMNoluh92jgR4zd\n",
       "CQNh0OTDCDdhvBT4HbAEOKOsgJIkqbF+lU4PyM2rIN3G0Xsf4WaLpxBa9h4LXAr8ADgSOA74W+B0\n",
       "wlh6UlsSO0APSewAGmpJ7AA1lsQOoPKkz7pVwbq16D0ZeB3w83T+SuCVhMu0rwC+Wm40SZIkTUW3\n",
       "Fr1dgGtzy65LpzatqptW7AA9tGIH0FBrxQ5QY63YAVQex9Erx2Tvum2Pc7Op6CCSJGlojfbeRIPo\n",
       "9azbcwl32bZft6TLz88tv62sgKqlJHaAHpLYATTUktgBaiyJHUDlsY9eObq16L1jEt/HSlySJE1W\n",
       "kk43jjI6A4v5wnUr9JZPVwg1Tit2gB5asQNoqLViB6ixVuwAKtzKdLp0hwU7Zeel0tlKKUnSNFg2\n",
       "sqq1bGRVK3aOmutYt/TqoycNIokdoIckdgANtSR2gBpLYgdQaeauv+m2h8cO0UQWepIkSQ01I3aA\n",
       "ChvF/SNJUmmWjaxanr5dmk5XttetWLRkOZqMjnXLZMfRkyRJKtousQM0lYWeypBQ7bvjEqqdT82W\n",
       "4Pk3qAT3XdMsbr9Zf/NtM3ZYsNPiiTfVIOyjJ0mS1FAWeipDK3aAHlqxA2iotWIHqLFW7AAqzw4L\n",
       "dnJYsxJ46VaSJMVmPaJp5yeLwSWxA/SQxA6goZbEDlBjSewAKseykVUPvOCM0x6InaPmOtYtVtCS\n",
       "JCmKZSOrVk80v2LRksXTHKeRLPRUhlbsAD20YgfQUGvFDlBjrdgBVJq7Zi+YHztDI3kzhiRJUkNZ\n",
       "6KkMSewAPSSxA2ioJbED1FgSO4DKs/6m26xJNK28GWNwSewAPSSxA2ioJbED1FgSO4DKsWxk1R3H\n",
       "fv0j62PnqLmOdYvVs8rQih2gh1bsABpqrdgBaqwVO4DKs8OuO22OnaGJvBlDkiTFdkfsAE1li57K\n",
       "kMQO0EMSO4CGWhI7QI0lsQOoPHfecIuNTyVwp0qSpCgcR698VW/ROwY4C7gZ2Ay8ZILtdgPOBtYD\n",
       "a4GPAdt22O5fgauAe4DLgIMKzqugFTtAD63YATTUWrED1FgrdgAVLklfzNl9lwcy80mkPI1T9Ra9\n",
       "5wN7At8FXk7nO0oeCpwL3EsoDOcBHwbmAi/ObPcC4FPAqcCFwMuA/waeCPyunPiSJKmLlel0aW5e\n",
       "Q2JGOn0YoUXvuA7bvAB4ANgrs+woYBPwqMyyK4HP5b73b4CvTPBvO7zK4JLYAXpIYgfQUEtiB6ix\n",
       "JHYAlWPZyKrWMV/70A2xc9RcLYdXaYee0WWbw4BLgOsyy74NbAQOTecfCewDfCP3vc9Mv16SJMWz\n",
       "8t47NnwzdgjFsz0Tt+hdAnyhw/LLCX31AA5Pv37P3DZHpcsf0eHrbdGTJEl1UcsWvX7MpfP4O+sI\n",
       "/fXITPPbrcutlyRJ02zZyKrV+TtwVYzpvhljB2DXPrZbU8C/1e1yr8qVUO274xKqnU/NluD5N6gE\n",
       "911jrWvdOCt2hiaa7kLvaGBFj21GgZmT+J7rgDkdls8DfpnZhnS79bltsuvzTmOsFXANcDFjv2SS\n",
       "dOq888477/z0zNNjvfM1m182smr1utaNs9a1bgRCy1674DvzuDfuHztfxecTYDHhyuaEZnRbWSHb\n",
       "Ewq0pcCXc+u+RLjR4qmZZVsTCrQTgU8Qbsa4Gvgn4LzMdqcArwHmd/g3R6nP/pEkqXa6Xa51wORJ\n",
       "q3Xd0u1mjGOB+xl/o8WRhOFV9s4sWwN8NjP/EMLwKvnCsc2bMSRJmgb20StEx7ql6gMmPy59ta/b\n",
       "PxG4G7gNGEmXfRN4K+EJGqcQmjA/DKwCrsl8r+XAVwlNnxcRnrKxN6FQVLESxpqYqyih2vnUbAme\n",
       "f4NKcN81ln30htOphJa8zYQWuvb7/8lt134E2gbgdsKwKp1OmJcTHoF2L+ERaAd2+bdt0RtcEjtA\n",
       "D0nsABpqSewANZbEDqByLBtZtfqoL7//4tg5as66ZZLcYZIkTQMv3RaisePoSZIkqYPa3p0xDWp9\n",
       "90pkCdXuR5NQ7XxqtgTPv0EluO8aJduKt65146x5yW73tue963bSOtYttuhJkiRp6NhHT5KkaWAf\n",
       "vULYR0+SJGmYWOipDEnsAD0ksQNoqCWxA9RYEjuAyuM4eppuXrodXBI7QA9J7AAaaknsADWWxA6g\n",
       "UiWxA9ScdcskucMkSVJd2EdPkiRpmFjoqQxJ7AA9JLEDaKglsQPUWBI7gEqVxA7QRBZ6kiRJGjr2\n",
       "0ZMkSXVhHz1JkqRhYqGnMiSxA/SQxA6goZbEDlBjSewAKlUSO0ATWehJkqSolo2sWn3Ul9//9dg5\n",
       "mshCT2VoxQ7QQyt2AA21VuwANdaKHUDlmZfsdm/sDE1koSdJktRQM2IHqLBR3D+DSqj2J++EaudT\n",
       "syV4/g0qwX3XKMtGVq1uv1/XunFWtlVvxaIli2NkqrGOdYstepIkSRo6jqMnSdI0WDayanW2dU8D\n",
       "cRw9SZIkCWzRm4okdoAektgBNNSS2AFqLIkdQKVKYgeoOVv0JEmSJLBFT5Ik1YctepIkScPEQk9l\n",
       "SGIH6CGJHUBDLYkdoMaS2AFUqiR2gCay0JMkSdLQsY+eJEmqC/voSZIkDRMLPZUhiR2ghyR2AA21\n",
       "JHaAGktiB1CpktgBmshCT5IkSUPHPnqSJKku7KMnSZI0TCz0VIYkdoAektgBNNSS2AFqLIkdQKVK\n",
       "YgdoIgs9SZIkDR376EmSpLqwj54kSdIwsdBTGZLYAXpIYgfQUEtiB6ixJHYAlSqJHaCJLPQkSZI0\n",
       "dOyjJ0mS6sI+epIkScPEQk9lSGIH6CGJHUBDLYkdoMaS2AFUqiR2gCay0JMkSdLQsY+eJEmqC/vo\n",
       "SZIkDRMLPZUhiR2ghyR2AA21JHaAGktiB1CpktgBmshCT5IkSUPHPnqSJKku7KMnSZI0TCz0VIYk\n",
       "doAektgBNNSS2AFqLIkdQKVKYgdoIgs9SZIkRXEMcBZwM7AZeEmHbQ4BvglcD/wV+C1wPJ2L2H8F\n",
       "rgLuAS4DDuryb9tHT5Ik1UUt65ZvEAqyFYRC77gO25wBfAdYAiwC3grcC3wwt90LgAfS9QcAXwLu\n",
       "Bv5mgn+7ljtMkiQNpVrWLTPS6cOYuNB7RIdl7yYUcQ/NLLsS+Fzue/8G+MoE/3Ytd1hFJLED9JDE\n",
       "DqChlsQOUGNJ7AAqVRI7QM3V8q7bdugZXbb5c4dlvwJmAQ9P5x8J7ENoIcx+7zOBw6aYUVvaP3aA\n",
       "HqqeT83m+Tc4912zeXxLUPVCb1BPAdYBt6XzC9Ppmtx2awjFYKdWQQ1uYe9Noqp6PjWb59/g3HfN\n",
       "5vEtQRMLvccBrwT+k7EWwXnp9I7ctuty6yVJkhpjq2n+93YAdu1ju3zLW7/mAf8F/Br4jwG/h6Zu\n",
       "buwAPVQ9n5rN829w7rtm8/iWYLoLvaMJd9B2MwrMHOB7zwK+TbgB4zmEO2zb2i13c4D1meXzcuuz\n",
       "fo03ZEzFCbED9FD1fGo2z7/Bue+azeM7uF/HDjAV2zPxXbcQCsOzCH3y9umw/pHp1x+SW34KsLag\n",
       "jJIkSRpAr0LvM8BddL9jZw3w2cz8QwjDq3y5iICSJElVM92XbifrcelrVjr/RML4eLcBI+mykwhP\n",
       "vHhPOp8t9n4HbEjfLwe+CrSAiwhP2dgbOLaU5JIkSerqVEJL3mZgU+b9/2S2+XFuXXb7Rbnv93LC\n",
       "I9DuJTxx48ASszfR44DzCY+auxF4O1veuf0OQiF+DfCsDt/jfOC1BWR5FKEl9zeEY/3jCbY7CfgT\n",
       "4QPCBcDf5dYvBH5OuCP7dMLg3FmLgBuA7QrIrGZYypa/bzYDy3Lbee51tprO+28z8OTMdu6/6ivq\n",
       "9zBU6++LNJTmATcBPwQOBl5BuFz+zsw2hxJubDkSeDNwJ2ODVgMcAfyewW62yXsO4fnGZwBXML74\n",
       "b3sL4RfLqwjPNf4eoU/mzpltLiY8HeUQQkfWd2fWPQT4JfCiAvKqOZYSipIDgCdlXvMz23juTeyx\n",
       "jN9vTwbOBW5l7A+7+68eivo9XLW/L9JQegvhKSTbZ5adSPj01V72QeDjmfVXAIen77cBrqa4J5Fk\n",
       "n5byTbb8BTOL8Ivg5Myy7QifBtu/PNp9P3dM548GLsls/3LCHxMpaynhvJmopchzb3K2Bv4CfCKd\n",
       "d//VRxG/h6F6f18apYkDJqschxE+dd+VWXYGsC2hZQPC0Db3ZNZnnzf8OuAPwA8KytNr6JunArMZ\n",
       "/9i7u4HvMvbLYOvMcgjZ28t2IPwi8lZ/TWSiRzN67k3OoYTx005P591/9VHE72Go3t+XRrHQU78e\n",
       "w5YDWV9P+GFrP7bmMuB5hAdTPwPYl/Dc4V0In85eNx1BUwsJfUauyi1fw1jevwDXAq8hXAJYBlya\n",
       "rjsFOI/QB0jq5BrgfsI5le2f57k3OccS+m9dmM67/5qjn2MJ9fv7IjXSRsIv1bw/Ae9K329F+ETV\n",
       "vhnmLenyLwAfKTFbp0sGb6XzQNgvJ+Rr33F+KOHO7M2EXzS7EzoY/4X+nuKi4fNMQufyZwD/BKwk\n",
       "nD/tTuCee/3bjtCK84HMMvdfPU3l93CV/75IQ6OfH8S2PRnrJPsEQifrOYRfxOcS+mKcCywoKNtU\n",
       "fsFA6EfyKMYuxX2HsT4lxwPXpa9/KyivmufrhA7mM/Dcm4xjCPvk8Zll7r96KrvQa5vuvy/S0LiV\n",
       "cCZDXm8AAAlkSURBVEkk7y7g/3X5uguBV6bvzwZOI/xy/hhwZkHZOv2CeRXhslq+H9WJjO8HkncI\n",
       "YazFbYD9CL80Hk24tPAX4G+nHlcNdBThD1eC595knA1cmVvm/qunqfwervLfl9qzj576tYYwLELW\n",
       "HoRLL/m+FW3HEjrifiadP4DwrON7gU9T7jiGawi32T8qt3wh4Rb8TmYSLgGcCNxHyHs+oZPvlen7\n",
       "Ayb4Wg230czUc68/cwid8E/PLXf/NUe/x7Juf19qxUJP/foBoT9S9vb3YxgbADNvW+C9hA6y2Tuz\n",
       "2oOabs/Edy0W4SJgPWHYhbbtgGcz8Z1Z/0ZoBWh/Ehxl/CCs22/xFVJwJHA74TKh515/jiDcKZsv\n",
       "9Nx/zdHvsazb3xepkeYyfkDLZYSO0O+YYPtTgbNyy84GziFcYjmP0NQ/qG0Jf1yPBH4GXJ6Z3zbd\n",
       "5s2EcZhelWb+HmH8pvn5b0bo83Eb4ZJP236ET4cvBf4lfe/lH32TcDnpUMLo/F8hXLY9PrON515v\n",
       "5wC/mGCd+68eivo9XLW/L9LQeizhEsjdjD2iptOnpt0JfWIemVu+R/r164EfMbU74xLGP+5uU+b9\n",
       "npnt+nn0DsB/Ap/tsPw1hF9ANzL+D7mG17sJl5P+SjivLgWWdNjOc29iOxI64L+xyzbuv+pLKO73\n",
       "cJX+vkiSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmqmX8hDI6aH5j0feny/CDCh6TL9+/z\n",
       "+z+JMAJ+3nJgbd8pi3E7nbNMl5WEgZmr5NGEYzEnt3wp4ThvN815JHXgs24lDeqn6fQfc8ufShjd\n",
       "/qkdlt8L/G+f33+iQg/GP99yOoxG+Dc7ZaiSRwNvY8tC778Jxfw9055I0hYs9CQN6krCo4iyBd1D\n",
       "gScAX6Jzofe/wP0F/Nt1eGD5tr03mZSq/p/zuW4HLqF6hak0lCz0JA1qlPAg82xB9/fp9FPAvsDD\n",
       "0vmHAE9mrBUQ4OmE517+lVAcrAC2T9ctBT6avm8/S/N/JsixHfBxxp4/+8d0fnZuu82E55/+B+Gh\n",
       "6rem222d224R8GtCi9RlbFmwTmQz8DrgNMKl5d+ky2cB7yc86/Ne4FfAYR2+/l+B36b/7i3AmcAO\n",
       "E/xbuwBfAK4htJ5eCbyTUGi3JWmmY4AvEp4B+ifgRen6kwjPgr0NeC/jC7aFwNeB6wn79HLghMw2\n",
       "i4HvpO+vTf+dP6bzS9ny0u2OhOL/9vT7/ZjwgSCrBXyAsA9vIHyIOJ0tWwwlSdI0OQm4D9gmnT8B\n",
       "GEnf3w4cnL7/W8If/2en8/+Yft3pwKGE4uMGQnEDoTD4QPo1T0pfC9N1yxnfR29H4NPAUYTicQlw\n",
       "BXBOLutm4DpCgXQI8AZC6+KJmW12JRQi5wOHE4qvP6bL3tZjX2wmFE6nA89M/18QLmXeCrwCeAbw\n",
       "2fTfzT7Y/WTCg+A/mn7tEel2C9L1KxnfR29f4EPpdk8HXk7Yf5/ObJOkmVrAuwjH4mvAA8AngG+k\n",
       "/9ZJjBWEbQcRHir/bELhewJwB/DmdP1s4PXp1z2XcHza/5+lbFnoXZjum5cAzyIU+OuBvTPbXEs4\n",
       "Pt8h7Lt/BTakWSVJUgQHEP6oPy2dP4NwMwaEAueU9P0r0u0ekc7/hFBMZR2YbvO4dP7V6Xzecrrf\n",
       "jLEVoZDcDOyeWb4ZWJ3b9mxCq2Tb+9PvPSuz7IXp1/ZT6F2WW3Yw4/dP2wWEQgtgLqFV7oNdvvdK\n",
       "ut+MsVWa8570PYwVep/PbDcb2EhoAcy24P2c0ILXyYz0e55EaEFse1b6/ffMbb+U8YXeoen80zPb\n",
       "bEdoScwWpi3gKsZfafoIcPMEuST1wUu3kqbiUkILUfvy5lMZK5wuzi3/A/Bnwh/5/Qmtd1tlXj8l\n",
       "tHTlL+n148XALwktQBsJhSTAY3Lb/TA3/3vGF4NPAs4jXGJt+9Ykcnw/N/8MwmXYnzH+//o/wD+k\n",
       "2zyFUFh+cRL/DsBrCS2XdxP+z18lXIbOF17ZgnoDoZC9gPF96K4BdsvMzyK06F1N2BcbCa2CCZP/\n",
       "u/EkQovmTzLL7iZ8EMgWwKOES7rZ4v73wE7AzEn+m5JSFnqSpuJuQp+zfyQUTLsBF6XrLmZsKJWn\n",
       "MtY/bx7hD/cnCQVE+3UvoQjaY5IZjiD0//opcCShL+AR6bptctvekZvfyPjWu50JLU1ZdwN39Znl\n",
       "1tz8joT+dPcz/v96KmMFZruVczItV68jXNr+L+A5wBOB4wmtb7Ny23b6P/faD+8D/h+hxe0wQlH6\n",
       "rgm+fy8L6NwCexvw8D6yzmDL4yipT1v13kSSuvopoV/cUwiX39qF0iWES4WLCX2x3psuv4PQenMq\n",
       "W7aAQejLNRlHEYrKV2eWHTDJ79F2C6HYy9qOsZtEesnfafpn4EZCP7aJ/Dmd7kq4AaEfRxFaRE/J\n",
       "LNu3z6/t9/t/lPGXk589wba93ExolcvbmbH/u6SS2KInaaouIrRcvYSx1jwIne1/x9jNDu0Wvb8S\n",
       "CrOFwC86vG5Jt9uYTnu15szKbNuWH6y5X5cSbtTIDo1yxATb9uN8QoveX+n8f4VwWfcewv7rV5H/\n",
       "536+/0zgWMYXshsz23ZzMaHQy/fR+2fCTRqSSmSLnqSpahd3hxGGL8n6GbCM0FK1JrP8jYQiaDPh\n",
       "8uMGQt+yw4G3Ejrl/z7d9gRC3607Cf388s4j3Jl5EqEV8XDCXaODOI1wCfS/CTcC7Eq403TQwX/P\n",
       "A85Np+8j9KnbAdiPUMCeRGjhfCfwbkIfux+k6w4n9JPr1MJ5HmFf/5xwV/ASxt/B2k0/4/GdR9gP\n",
       "VwPr0vdb5772ynT6SsJNOHcThofJ+yHhHDmDsC//QrjjeRvC5efJ5JIkSRG0CMODPD63/CWEYu67\n",
       "Hb7mSYSi5k5CH7jfES4VZseOex/h0ucmxsbRW874fnQPIRQMt6bf68z0e28iFEttm4FX5TKcypZ9\n",
       "8g4gjKN3L/9/O3eIgzAQRAH0ezyac3AewgE4AZojYLAoJGfCgIYQEsS0KWwrcJj3kppmM2l2zWS3\n",
       "+2vXbZn6x+yXW7dt/aQapG2qeX2kjjLPGWfprVNzcO/GHDMcGR9STWxvloqJuXbPPrVD9spwa3mR\n",
       "8RwkFWOya9619edJTqn5vKSO3Vddvc/YlE1q7Z/5ztFrx/U5erdUQziVozf1XVO1AAAAAAAAAAAA\n",
       "AAAAAAAAAAAAAAAAAAAAAPi7N6jlSa2LUoDuAAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b0e2358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "font = {'family' : 'Bitstream Vera Sans',\n",
    "        'weight' : 'normal',\n",
    "        'size'   : 15}\n",
    "plt.rc('font', **font)\n",
    "plt.figure(figsize=(10,8))\n",
    "\n",
    "ax=plt.subplot(111)\n",
    "\n",
    "#select = (regret.GDPgr==0)&(regret.Popgr==0)&(regret.urban_policy==0)&(regret.climate_change==0)\n",
    "select = (regret.option==\"wetland with recreation\")\n",
    "select = (regret.urban_policy==0)&(regret.climate_change<2)\n",
    "grouped = regret.ix[select,:].groupby(\"wetland_loss\")\n",
    "\n",
    "for i, (name, group) in enumerate(grouped):\n",
    "    y1 = group.ix[group.option==\"wetland with recreation\",\"regret\"]\n",
    "    y2 = group.ix[group.option==\"lake\",\"regret\"]\n",
    "    plt.scatter([int(name)]*len(y1),y1,\\\n",
    "               marker='+',facecolors='none',edgecolors='#66c2a5',linewidth='2',s=50,alpha=0.5)\n",
    "    #plt.scatter([int(name)+2]*len(y2),y2,\\\n",
    "     #          marker='+',facecolors='none',edgecolors='red',linewidth='2',s=50,alpha=0.5)\n",
    "    \n",
    "plt.xticks([0,10,50,70,100])\n",
    "aa = [\"{}%\".format(i) for i in [0,10,50,70,100]]\n",
    "ax.set_xticklabels(aa)\n",
    "\n",
    "ax.grid(which='major', alpha=0.5)\n",
    "\n",
    "plt.ylabel('Regret per year in 2020 (billion RS)')\n",
    "plt.xlabel('Wetland reclamation')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x13142278>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAnEAAAH7CAYAAACjTskbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl8XFX9//FXSltKoZQWC7YsHlBEQUXUwQWNgMsXFEUU\n",
       "QY3LuAX3bQQUUXABAY3yVfQrUTT+vgYUVBQXcAWCX0CDCooCKjCAUCDSAoWWljb5/XHudG7u3Jk5\n",
       "ydx7z9y57+fjMY+Zu8z03WSSfObcs4CIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI\n",
       "V3OBjwD/BB4Gbge+EHPe8cGxtcBlwD5ZBRQRERGRRt8B7gDeDjwPGAA+Eznno9ji7V3AQcDPgAlg\n",
       "x+xiioiIiEjNwcAG4AktzlkA3A+cENq3ELgH+HR60URERESkmfOAi9qccxAwCTw+sv9s4Oo0QomI\n",
       "iIj4Nsd3gDb2w/aFOxPb2vYQ8ANgeeicJwCbgvPCbqB1C56IiIhIbnV7EbccKANPAY4C3gw8Hbgg\n",
       "dM4S4EFgKvLc1djLqnNTTykiIiKSsW4vcPqC+8OwRRnASuzo0wOAS7OPJCIiIuJftxdxq4CbqBdw\n",
       "AP+HHeywN7aIWw1sgy34wq1xS7AjVjdGXvPvwBPTiSsiIiKSqGuBp/oOMRuXAFdG9s0B1mOnE4H6\n",
       "wIY9IuedDYzHvGb0smuenOQ7gEgGTvIdoIBO8h1AcuMk3wEKqGnd0u194n4KPBnYPrSvH5gHXBNs\n",
       "XwE8ABwZOmch8DLaj2zNm+18BxDJgN7n2dPXXFzpvdJFur2IGwbuBX4CHAq8Dvhf4FfY4g3sKg6n\n",
       "YldseBfwAuD84NiXswwrIiIiInWPxa7A8CC2j9w3gcUx57kuu5Xny6kH+A4gkoEDfAcooAN8B5Dc\n",
       "OMB3gALKc92SOH0xREREJC9y2ydOpjO+A4hkwPgOUEDGdwDJDeM7gNSpiBMRERGRXNDlVBEREckL\n",
       "XU4VERER6SUq4vLF+A4gkgHjO0ABGd8BJDeM7wBSpyJORERERHJBfeJEREQkL9QnTkRERKSXqIjL\n",
       "F+M7gEgGjO8ABWR8B5DcML4DSJ2KOBERERHJBfWJExERkbxQnzgRERGRXqIiLl+M7wAiGTC+AxSQ\n",
       "8R1AcsP4DiB1KuJEREREJBfUJ05ERETyQn3iRERERHqJirh8Mb4DiGTA+A5QQMZ3AMkN4zuA1KmI\n",
       "ExEREcmhPodztgQOAw4CngbsEOy/G/gz8FvgR8CGNAKmYAq3/7eIiIiIb03rllbFzHbAscDRwFbA\n",
       "NcB1wKrgeUuBJwH7AA8DZwGnAvcnlTolKuJEREQkL2ZVt9wL/Ax4FbaIa2Yr4Ijg3P/MJl3G8jw6\n",
       "1fgOIJIB4ztAARnfASQ3jO8ABTSruuVpGT0nayriRLqb8R2ggIzvAJIbxneAAspz3ZI4fTFEREQk\n",
       "L5rWLXNn8WJ9wMuAPbGDGy4A1swul4iIiIgk7Tjg8si+ecG+ydDtNmBFttE6kueWOOM7gEgGjO8A\n",
       "BWR8B5DcML4DFNCsVmw4HLgisu99wP7Ap4FtgWcAm4ATOgwoIiIiIgmZAF4R2TcO3BzZNwj8M5NE\n",
       "ychzS5yIiIgUy6xa4hYC94W2FwH7Ar+OnHcjsNOso4mIiIjIjLUq4m4BnhnafmFwfrSIWww8kHAu\n",
       "iWd8BxDJgPEdoICM7wCSG8Z3AKlrNTr1m8AngY3YUagnYS+x/jxy3gHY1jgRERER6QLzsEtprceO\n",
       "Qr0VODByznbYZbiOyzZaR9QnTkRERPKio7plIbCsybG5wKOwBV9eqIgTERGRvEi9biml/Q8kKM9F\n",
       "nPEdQCQDxneAAjK+A0huGN8BCmhWo1NdHIQd6HBVh68jIiIiIgnpA94PXAc8BNwOfBZ7CXVv6is3\n",
       "/B14g6eMs5HnljgREREpllnVLe/DFmkXAacB52IHOYwC9wPXA0dgi708UREnIiIieTGruuU64POR\n",
       "fa/FFnYX0np6km6W5yLO+A4gkgHjO0ABGd8BJDeM7wAFNKu6ZS3w/Mi+Rdgi7qBOE3mkIk6kuxnf\n",
       "AQrI+A4guWF8ByigWdUtk8B+kX1zg/1P6zSRR3ku4kRERKRYmtYt7S6JHgE8I7S9RXB/JPCsyLlf\n",
       "nXkuEREREUna5AxveZHnljjjO4BIBozvAAVkfAeQ3DC+AxTQrFriOp1DTkREREQkMXluiRMREZFi\n",
       "SW3FBhERERHxQEVcvhjfAUQyYHwHKCDjO4DkhvEdQOpUxImIiIhILqhPnIiIiOSF+sSJiIiI9JKZ\n",
       "rH+6FfA8YGdgQcxxTfabPgNUPWcQSZtB7/OsGfQ1FzcGvVdy57nAPWiyX9+M7wAiGTC+AxSQ8R1A\n",
       "csP4DlBATeuWPscX+BOwHngHcD2wIYFQvkzh/v8WERERYHBsdAP2Ct6zh/sHft/knD8BTwUeGu4f\n",
       "WJRlvh7WtG5xvZy6J/Aq4NqkEomIiEg+DI6NvgWYF2xeSfM+9fsG99ukHkqcBzb8FdgxzSDixPgO\n",
       "IJIB4ztAARnfAaTrfQNgzcoJgL7BsdGvRU8YHBtdG9l+JJtoxeVaxL0D+BBwQHpRREREpNsErXDR\n",
       "y3mDMaduFdmeyeBJmQXXvmETwELsN2gDsCZyfArYIcFcaVKfOBEREUeDY6OT1P9uhv+GnjXcP/CO\n",
       "4Jy11Iu4SeqNRBuH+wdql2FldjruE/cVh39AREREekikFW4K+Azw8dph7JU6CLXCDfcPbDE4Nlqr\n",
       "C9Qal6IitkjluSXOoPl5pPcZ9D7PmkFfc4kRaYU7a7h/4NTBsdGbw/uAN1Iv4jYO9w/Mi7TMqTWu\n",
       "M03rlpkWM/OBJwNLgVXYAQ95m25ERZxIdzPofZ41g77mEhG0wp0d2jW1ZuUEi5Yvg/jLq7Xtms37\n",
       "h/sH8vp3txs0rVtmsuzWcdgJf8eBXwT3dwPHdppOnFV9BxDJQNV3gAKq+g4gXemsyHbfouXL+phe\n",
       "UESLi77QbbPBsdFfJB9PXIu4DwCnAKPAgcBewf05wGeB96eSTkRERHw5mvZ93jfRftWmqeH+gf9K\n",
       "JpLMxj+xRVyck4F/ZZilU3kehGF8BxDJgPEdoICM7wCSG8Z3gAJqWre4tsTtAvy2ybHLguMiIiIi\n",
       "0mX+CXyuybHTg+NZ2Al4ENt0uzBy7HjgdmAttrDcp8lr5LklTkRERIql47rlPdjC6WzgYOzaaP8V\n",
       "bG8KjmfhHGBl8G+Gi7iPYou3dwEHAT/DTlAct1SYijgRERHJi0TqlrcDd2CLudrt38DbknhxB/3A\n",
       "vUCF6S1xC4D7gRNC5y7EjqT9dMzr5LmIM74DiGTA+A5QQMZ3AMkN4ztAASVWt8wBdgWeGdzPZIqS\n",
       "TmwBXAu8DygzvYg7KNh+fOQ5ZwNXx7yWijiR7mZ8Bygg4zuA5IbxHaCA8ly3APBu4O/YYq7M9CLu\n",
       "XcAjNM5Vcwy2/1xU7r8YIiIiUhhN65ZWa5q9Czgf27fs3a1eJPDVmedysj3wKWAA2xcuagm2WIvm\n",
       "W40t9OYCG1PKJiIiUgiDY6MPAQuG+we2aHHOW4CvA9cO9w88LbNwBdWqiDsTezlyAviyw2ulVcSd\n",
       "DFwJXJzS6+eJQTOrS+8z6H2eNYO+5tLC4NhoH7BwzcoJBsdGN7Uo5L6BvTK2b3bpiqtVETenyeMs\n",
       "7Q28GTuoYbtgX+0y6nbY1rfVwDbYN024NW4JdsRqXCvcGcB9weMbgKuo/wIzwb22ta1tP9s7d1me\n",
       "ImzT5ri2tb1xzcoJHrznXhYtXzZncGz0mcP9A3eHz3/Nd7/4wJqVE33B2qq85ntfXP/doz64Z5fk\n",
       "z9O2AQ6gXvc01dfuBM9eAfywxfFvAOcCvwH2ZPp8dWcDTwFKkec0XUhWREREpgta4aJLa01GW+MG\n",
       "x0Ybul1p4ftENK1bWn1x95rhP/L3GZ7vYntsa1zYIcBxwf3NwG3A3djJiE8OzlmIrWy/Bnwi8nwV\n",
       "cSIiIo4Gx0Y3Ub8iF/4b+qzh/oHfB+fcD2wbc86G4f6BLbPK2qOa1i2tLqdeN8N/oGlHxw7cC4xF\n",
       "9u0e3F+OvVwKcCrwceyl1RuBDwX7Xfry5Ymh3uwq0qsMep9nzaCvucQIWuE2F3Crb/n35Ut227k/\n",
       "2L6C+t/+WgHHcP/AnFCr3PxskhZTqyLuoMxSzFy0yfZU7Jvso9jWu3HgRdhBGSIiIjI74X7l15z/\n",
       "puPeNDg2ejO2ZWjO4NjoM4Ffhs6pzSKxgaCAGxwbXa/WuHQU8bKiLqeKiIi0EdMXrva4j/rf0Umm\n",
       "D34Mn795v/rGdaRp3eJr1KmIiIh0tw2R7TnBrS+yL+6cafsHx0Z/kXg6aVnETWDXH51wuN2TbkwJ\n",
       "GN8BRDJgfAcoIOM7gHSlP0R3rFnZ0EtpkvaLAUwBByeUSUJa9Yn7ygxeR0tZiYiI9JDh/oH9Y3Yb\n",
       "NAhGPFLBKSIiInnRtG5RnzgRERGRHGp1OfV84CPATcHjZpVgX3DsyGSjSQyDmrGl9xn0Ps+aQV9z\n",
       "cWPQe6VrtCrilgHzQo/jhrjW9ukSpYiIiIikSgWniIiI5IX6xImIiIj0kpkUcU8BzsX2kVsL/As4\n",
       "B9gnhVwSz/gOIJIB4ztAARnfAaT7DY6N3vaa730xOgFw9Jy+wbHRRwbHRt+SVa4icy3iXgH8EXgq\n",
       "dpDDx4EfAE/DrlN6eCrpREREpFvs0kffvMGx0U0tztmE7W9/dkaZCs11LbMbgb8Cr2b6tdk5wHnA\n",
       "k4E9k42WGq2dKiIiMgNB4RZu+Jkz3D8wFTnnb8BeoV0PD/cPbJVFvh7X8dqpuwBfp7Fz3STwDWDX\n",
       "WUcTERGRbhetFzbGnPPEyPaClLJIwLWI+yOwd5NjewfHJX3GdwCRDBjfAQrI+A4g3St8+TS0duqc\n",
       "wbHRvtA5f6PeWjQV2r8ui4xF1WqeuIWhxx8EvgfMBy7ALni/A/BK4K3Aa9IKKCIiIl7VGnympiYn\n",
       "/4OdOxZsa9wWweNwK9wW2Ct1oNa4VLXqGzbZ4ljUFPVvZLdTnzgREREHkb5wDwz3DyweHBudpP53\n",
       "dA5wHfW+cJPD/QNbDI6NPkK9oUh94zrTtG5p1RKn4cEiIiLFFu52tfXg2OhGphcVG5leYEwF54Sp\n",
       "NS4lRWyRynNLnEFr1knvM+h9njWDvuYSEWlNA2yfuEXLlzV5RkvfH+4feHUiwYpnVqNTZ1Po5LU4\n",
       "EhERkenuczjHdSnLz3cSRGbuBuCNwJYO526Fvfx6Q6qJkqG1U0VERCQvmtYtrVrOXg2cDDwa+Clw\n",
       "JfB3YFXwvO2x04vsDxwC3AF8DPh+IpHTk+fLqSIiIlIss65b5gKHYacVWYUdsRq+/Qe7DNehzGwd\n",
       "Vp/y3BJnfAcQyYDxHaCAjO8AkhvGd4ACalq3tBqdCnbUyY+DWx/2m1fr0XgPcGurFxcRERERSYqK\n",
       "ThEREcmLWbfEiYhIjxocG/0X8FiCCVpbnFeb3LVh0XMR8Scv/djEMr4DiGTA+A5QILsDrFk5MWdw\n",
       "bPT+uBOCucLCE7tKsRnfAaRORZyISAENjo2uZPqIt0VNTg1fsZm26LmI+KUiLl+qvgOIZKDqO0BB\n",
       "7Fh7EMzA3xdtjQta4aLUGldsVd8BpE5FnIhIwURa4SZDh6KtceFWuFpfOLXGiXSJ2RRxTwHeFNye\n",
       "lGwcacP4DiCSAeM7QAHsGHo8d83KiU3B482tcZFWuHXA9aFttcYVl/EdQOpaFXHnEHR6DSwAfgRc\n",
       "A3wruP0FO9nvvLQCiohIcqKtcMP9A1PnHvWBx4VOqbXGbW6FG+4fWDjcP7A3ao0T6SqtfggngWcB\n",
       "fwi2h4B3Ah8CfoD9YT4C+AJwOnBSaimTpWW3RKSwQtOFtLKR9lNQtZyWREQS07Rumck8ca8FTgO+\n",
       "Ftr3NWAF8DryU8SJiBSZy4dYl+JMH4ZFPJtJn7gdgEti9o8Bj0kmjrRhfAcQyYDxHaDHPYS90jJV\n",
       "u61ZOTEV2p4EhqPnRG6TwM2ZJ5duYHwHkLp2LXH7A4/CfuJaBWwbc8422E6vIiLS5Yb7B7aJ2W1o\n",
       "nDriHamHEZHUTMbcvhRz3mnAeIa5OqUlY0RERCQvZrV26u4x+x6O2bcW+PxME4mIiF+DY6O3Abug\n",
       "tVNFcqlVn7hqzO2umPM+CXwv0VTSjPEdQCQDxneAAtkZtHaqzIjxHUDqtGKDiEgBDY6Nrmb6CNO4\n",
       "Ps+gtVNFulYSRdwhaJRSVqq+A4hkoOo7QEEsrj0I1k5Fa6eKg6rvAFKXRBG3NWpeFRHJjUgrXHjt\n",
       "1GhrnNZOFelirQY2nIjbSM69E8oi7Rn0KUh6n0Hv87QtDj2eu2blxCOLli/bAmxr3HD/wOKYtVNv\n",
       "APYNtjfiNiGw9B6Dfj67Rrsibi3t54Cbj6btEBHJhWgrXDDa9HGDY6O3BPtqrXHT1k4Nnrt5lOrg\n",
       "2GifRqqK+NWqSbwK/Ap4e5vXOAI4j/wMktDaqSJSWFo7VSR3mtYtrQqvK4FnpRJHRER80dqpIj2i\n",
       "VRH3TeAXtP9BHQfeklgiacX4DiCSAeM7QI9bQ2Q1njUrJ8Lbm4DPRM+JuV2TeXLpBsZ3ACm2PPfh\n",
       "ML4DiGTA+A5QQMZ3AMkN4ztAAeW5bkmcvhgiIiKSF7NaO7XmBdgJfZ8ALAlebDV2uPlFwG8TCCgi\n",
       "IhkbHBtdCTwamBruH2javSY0GOJZw/0Dv88qn4i01qpP3FJgDDtC9fBg3y3YUatzgFcCvwYuC86V\n",
       "9BnfAUQyYHwHKJAdAdasnOgbHBtdE3dCZO3UK7IKJl3L+A4gda2KuC9hf8CfCTwWOBR4fXB7abBv\n",
       "P+ynuC+lG1NERJIULLEVHri2TZNTo2unPjO9VCIyE62KuEOB47CjT5u5OjjnZUmGkqaqvgOIZKDq\n",
       "O0BBLNr8oL526rTWuCZrp6o1rtiqvgNIXasizmVCSIJzJtueJSIiXSHSCrcpdCjaGtds7VS1xol0\n",
       "gVZF3I+BzwPPbXHO/sE5FyQZSpoyvgOIZMD4DlAAm1vhhvsH5q5ZObG5kKu1xkVa4dZiJ4CvUWtc\n",
       "cRnfAaSuVRH3AeBf2MENd2JHof4wuP022Hc58E/gg+nGFBGRJMS1wp171AceFzql1hoXXjt16+H+\n",
       "gf1Ra5xIV3G5XPpspk8xArCK+hQjV6UTLTVaO1VECktrp4rkTtO6xWWeuCuZ3owuIpKKwbHRdcCf\n",
       "glafZuesBuYN9w80G00prWntVJEe0epyqnQf4zuASFoGx0Y3AgvWrJx4TotzfgFsB2w9ODb6UGbh\n",
       "essDtF879W3Rc2Ju+nBfTMZ3AKlr1xL3NOA9wHLgH8CZ2D5wYfsCPwB2TzydiBTJ5tafwbHRjcP9\n",
       "A3G/n14Uerww/Ui9Z7h/YHHMbkPj1BHfTD2MiHSkVUvcM7AjkA7Efuo6EvgL8L7IeVuiyjwrVd8B\n",
       "RNIQtMIBm+csa7icF7TC9UX2qTUuGVXfASQ3qr4DSF2rIu5k7LJaj8eu0GCAzwFfAL6M+kOISHLi\n",
       "iraNkV0vip6DWuNEpMBaFXFPx14+rc0VtB74BHAY8GbsVCMLUk1nW/9+hp3OZA12hYjXxJx3PHA7\n",
       "di6jy4B9Us7li/EdQCRpkWLtwTUrJ2qPw5dXw61wtX5btWNqjeuc8R1AcsP4DiB1rYq4Zsd+hr3E\n",
       "uj/wG2Bp0qFCPgCsxl7CfRlwCXAOtp9ezUeBE4DPYpcKexDbgrhjirlEJDmbi7Xh/oFFU1NTm5d+\n",
       "ChV44Va450T6y6k1TkQKqdUl0SuC24ebHH88UBspti1uQ9Jnail2TrqwUezcdbtjWwLvxl7m/Uxw\n",
       "fCH2mv1ZwMdjXlPzxIl0iaBIq/3u2ER9Cb95odN+Cbw4eDyFncMM7MCs2s/y2uH+ga1TjCoi4kvT\n",
       "uqVVS9yFwFuAuJFMYEerPge4tdmLJyBawAFcA6wIHj8Hu3zMeaHja4GfYCcoFpHutkXk8TymF3Aw\n",
       "vRWuL3RO+PfOVqmkExHpYq2KuNOBXbF90ZpZSb1VLCvPBm4MHj8B++k9Ou3JDcGxXmN8BxBJ2FR0\n",
       "R6hPXM2m6A6X15EZMb4DSG4Y3wGkrtU8cZPY/mXtrCO7IccvoD6wAuwyYA/S+At8Nfay6lzql15E\n",
       "pMsM9w9s/iAZWQ7q9uH+gV2j5w+OjW6g3lKnZZ9EpNDytGKDwQ5q+BHw//xG8abqO4BIGgbHRv9E\n",
       "UMAF88Tt3OTU8KXWOYNjo+rfmoyq7wCSG1XfAaTOZe3UbrAUuAi4BRgI7V8NbIP95R9ujVuC7RvX\n",
       "rBXuDOC+4PENwFXU35gmuNe2trWd3fZToX4pddHyZX2DY6O3DfcP9NfOHxwb3RA6TnD+RuCxXZBf\n",
       "29rWtraT2jbAAdiBoy31tTuhCyzEThmyDNsf7j+hYwcFx/Zker+4s4GnAKWY18vz6FRD/Zst0hOC\n",
       "Vrh9g83JNSsn5gRF2lTkcmv4g1r453jOcP+A+sR1xqDfLeLGoPdK1mY1OrUbzAXOx37SPpjpBRzY\n",
       "KVAewE4KXLMQO6fcRVkEFJGOPTX0eC71aUb6BsdGb4PNfeFq1gP3hrbV71VECqnbi7ivYqcK+Qy2\n",
       "Je5Zodt84GHgVOyKDe/CDnw4P3jul7MOm4Gq7wAiSQr3hcMOVJhatHxZuJtHrW/c5r5ww/0DC4b7\n",
       "B5ZR70KhvnGdq/oOILlR9R1A6mbyi68EvBLYienLbfVhf5keGfekDt2CneYkmnMK2A24Ldg+Hngn\n",
       "sD0wjl3h4domr5nny6kiPSUyIrWZR2icOy5KI1VFpFc1rVtcBza8E/gK9nLmP6mvp1p74bT6o+zm\n",
       "eN4pwa3XGfQpSHpLwy+mNSsnNg9cCLj8nur2qwrdzqDfLeLGoPdK13At4j4MfAs4GvU/EZHkrMd2\n",
       "jaipFXVToftrmd5vLnoOtJ6UXESkJ7leVlwDvAK74H3e6XKqSBeKjD7dONw/0HAJNXL5ddroVRGR\n",
       "HtXx6NSLgWcmFkdEJGRwbPSRyK6GqwSDY6OfYvovsr7BsdGGNbpERIrCtYg7EygDJ2EXnd8r5ibp\n",
       "M74DiKRkc9FWm9A3prA7IeZ526eYqUiM7wCSG8Z3AKlzLeIuAR4HfAL4HXBd5PbXVNKJSM+LFGsP\n",
       "hx7PDZ0TboWbYvpccmqNE5FCci3iDmpze0Eq6SSq6juASAo2F2vD/QNbLVq+bF1tO1TghVvhPsP0\n",
       "y61qjetc1XcAyY2q7wBSV8QO/hrYINIlgiKtVpBtAP4WPN43dNqngY8Hj6eAa4LH+1D/IPqfYAJg\n",
       "EZFek9tlt2Q64zuASMLCLWrzgX3XrJzYN3LOx0KP+7AF3r5M//2l1rjOGN8BJDeM7wBS12qeuAng\n",
       "xcCfg8etWrCmgB2SjSYiBeDSMq7F7UVEYrT65XkS8HXgjuBxK1PAJ5OJlDpdThUREZG8UN0Sok/1\n",
       "IiIikhdN6xb1icsX4zuASAaM7wAFZHwHkNwwvgNInYo4EREREckFXU4VERGRvNDlVBEREZFeoiIu\n",
       "X4zvACIZML4DFJDxHUByw/gOIHWt5olrZgtgy5j9azvMIiIiIiIJWwx8BVgJbMIuPh2+bfIXbcbU\n",
       "J05ERETyomnd4toS9zXgUOAbwPXYNQ5FREREpMutAt7uO0RC8twSZ3wHEMmA8R2ggIzvAJIbxneA\n",
       "Aup4dOpa4PZksoiIiIhIVj4IXEhvjGbNc0uciIiIFEvHfeJWAPsANwKXAPfFnHPszHOJiIiIyGz0\n",
       "OZ5XxVaCfTRWhLV9uyUXK1W1/0ceGez3QqSXGfQ+z5pBX3NxY9B7JWtN6xbXljiTWBQRERERkVlQ\n",
       "nzgRERHJi0TWTn0sdr6464A7gb8C/wPs3lE0EREREUnN04EHgHuAbwKnAt8Ktu8PjudFnlvijO8A\n",
       "IhkwvgMUkPEdQHLD+A5QQB3XLZcAlwELI/sXApcGx/NCRZxIdzO+AxSQ8R1AcsP4DlBAHdctD2GX\n",
       "3YpzKHYy4LzIcxEnIiIixdJxn7h1wPZNji0FHp5pIhERERFJ37exgxmeF9n/vGD/tzNPNHt5bokz\n",
       "vgOIZMD4DlBAxncAyQ3jO0ABdVy3PAr4HTAJrAT+AtwVbP8uOJ4XKuJEupvxHaCAjO8AkhvGd4AC\n",
       "alq3zHTlgoOB/YDl2GLuKuCXs8/lRZ5XbBAREZFiUd0SkueWOBERESmWWQ1sWEi98lvocJP0Gd8B\n",
       "RDJgfAcoIOM7gOSG8R1A6lqtnfog8CzgD8HjVqaALZIKJSIiIiKttSri3gLcHHos/lV9BxDJQNV3\n",
       "gAKq+g4guVH1HUCKTX3iREREJC86nuz3ZmCfJseeTL3FTtJlfAcQyYDxHaCAjO8AkhvGdwCpcy3i\n",
       "DLBlk2MLgV0SSSMiIiIiTlr1iVsc3GojVJcDu0bOWQAcBdyRfDSJUfUdQCQDVd8BCqjqO4DkRtV3\n",
       "AHFzEnZFBpfbh/xEnBX1iRMREZG8mNWKDY8PbgAXAh8G/hE5ZwNwI3BrJ+kylueZjw36FCS9z6D3\n",
       "edYM+pqLG4PeK1lrWre0upz6D+pF20HAH4E1yeYSERERkdmYTYvUHGxfuKi1HWbJSp5b4kRERKRY\n",
       "Oq5b+oCPADcBm6j3hdsUus8L9YkTERGRvOi4bnk/cB9wPLZo+xRwInA9trB7W6f/QIZyWcQNjo0+\n",
       "9Opvn3ZZm3NuGxwbvT+rTCIpMb4DFJDxHUByw/gOUEAdT/b7dmzRdnqw/SPgk8CTsAMbHtdJOmlt\n",
       "cGz0EWDh3AVb9rc453zsfH3bDo6NtlvrVkRERHLOtYjbDfgz9rLpI8B2wf5NwFeAcuLJJGwuwKLl\n",
       "yxgcG93Y5JxXhR5vnX4kkdRUfQcooKrvAJIbVd8BpM61iLsXO/HvFHA78LTQsSXAVgnnkkBM0bZF\n",
       "zDnnE+n0qNY4ERGR3uZaxF0BPCN4PIqdCPiU4P6LwG+SDiabbS7a1qycAGILu1fRSK1xklfGd4AC\n",
       "Mr4DSG4Y3wGkzrWIOwmodar/LHA29hLq+4DfAu9IOpjEFms1W4TOaWiFCx1Ta5yIiEiPci3ibsAW\n",
       "awAPY0errgCWYtdOvSf5aELk0umi5cs2Pw4VeHGtcDVqjZM8qvoOUEBV3wEkN6q+A0hdESe9zcVk\n",
       "v0GR1tBfZt8uAAAgAElEQVT/LeL7wBFtznlouH9gm2RSiYiISMZmtexWWB9wJHA4sBONKzZMAfvN\n",
       "Np3Eaijg1qycmNYaR+tWuJqFiSUSyYZBn/azZtDXXNwY9F7pGq5F3GeBY4Fx7OS+GyLHczmBbpdz\n",
       "aTHcRPvvob43IiIiPci1iHsLcAJ2RKpko6GAi7TCQfvLreDe71GkW1R9Byigqu8AkhtV3wGkzvUP\n",
       "/Ebg6jSDSAOXFjSXNWsnOw0iIiIi3ce1iDsTuz5q1w8I6CENX+vaPHEhLi1x+p5J3hjfAQrI+A4g\n",
       "uWF8B5A618upp2CX17oBO1/cfTHnHJtUKAHgAaDVqNIp7PflY21e56rEEomIiEjuvB57SXUDcAdw\n",
       "S+hWDe592wu7csRD2IyfJL6lUR39RUREJC86rltuB84BFnWeJRVLgDuBXwIvAI4GHgQ+HXOuijgR\n",
       "ERHJi47rlgewxVG3+ihwL9MvPx6DbZWLFp55LuKM7wAiGTC+AxSQ8R1AcsP4DlBATesW14ENPwAO\n",
       "TCZLKg4BfoFtfav5HrAV8HwviURERERS5Dqw4WLgNGA5tt9Z3MCGnycVahb2BH4d2XcbsDY49tPM\n",
       "E6WjGt4YGhk/BPt/azYCdQo4sVIufSblXCJJqvoOUEBV3wEkN6q+A0idaxF3bnD/5uAWNYXbdBdp\n",
       "WUJ8Ybk6ONarfkbrKUT6sP0CVcSJiIj0GNcibvdUU0iDoZHx9cD88L5VE3eydNmK8K489+8Tacag\n",
       "T/tZM+hrLm4Meq90DdcirppmiASsBhbH7F8SHMuj+e1PERERkaJyLeLC5+8KLIg59vfO48zaDcAT\n",
       "I/t2ARYGx6LOoH759QbshLjVYNsE9763Adv6BrB02QqWLlsxbTt6vMW26YL/j7a1PZNt2hzXtra1\n",
       "rZ/PXt02wAHAdrTR1+6EwDzgy8CbsC1E0ef57hP3EeyUIo+hPkL1w8BJwKOZPmp1ihwsRTU0Mu5y\n",
       "qdTp/1Ipl7r+/ysiIiKxmv6td51i5BPAocBbgxd6N3aAw6+xqzW8vPOMHfkasB74IXY+u0HgROAL\n",
       "TC/gcq3WyibS44zvAAVkfAeQ3DC+A0id6+XUI7GtWucB3wH+APwR+Dbw/4DDsCMlfbkPW7ydCfwE\n",
       "2w/uC9jMRXe/7wAinRoaGd+O5msJr6uUS/dmmUdEpBu4tsTtAtyIXT/1YaZP2zEKvCrhXLNxPbaQ\n",
       "WwjshG2J66nRm5GRqQCTDk97YQpRRNJUDW8MjYyfg/1gdnuT23+GRsb/nHHGXlP1HUByo+o7gNS5\n",
       "FnErgUcFj6tMXwVB04/4sxH4V4vjD1XKpauzCiOSEpcPInulnkJEpMu4FnGXAc8NHg9jBxKcA4xg\n",
       "L1v+OPFk0iCmT9xPgVKLpxyQWhiR9JjI9g8dnvO3FHIUifEdQHLD+A4gda5F3PHAt4LHZwDHYr+R\n",
       "TwG+BLw38WTiYk2lXLqP+NY4tcJJrzjQ4ZzHpp5CRKTLuA5suCu41XwxuEl6LgeeF94R0yfuHcF9\n",
       "icZJjQ9IJZVI+qqR7XkOz5npnJcyXdV3AMmNqu8AUufaEifZO6jN8T9UyqX1ADGtcWqFk17yGIdz\n",
       "tko9hYhIl2n16XUc94lxp4D9EkkkAFTKpY1DI+PTWuMia6f2R54Sbo07IPWAIukxTP+0/wiwpZck\n",
       "xWFQC4u4Mei90jVaFXEz6SjcU1N5dJGDsH/Aoja3wtVUyqX7hkbGdwEWVMqlViNWRfJGK46IiMQo\n",
       "4i/HXCy7VTM0Mj5GpG8ctlBbH3e+SJ4MjYy/HbtkXrOuHRPAzsGtlXWVcmlhktlERLpE07rFtTPw\n",
       "tsDW2PniolYAD9BDy1t1mWhrXEMrnEiOnUXrD1WPxa2lX33iRKRwXIu4s7FLW7095tiJwGLgNUmF\n",
       "krqgb9xlwPODPnHRvnAiedbwCTPS93MmryOzZwj1cxoaGV8IfIXpq/OErQWOrZRL/049mXQbg/rE\n",
       "dQ3XIu55wDubHPs5dgF6Sc+BwPkr77jpkpOPOUytcNJLNgLz25zj0gUiN10kcuKntJ+f75lofj4R\n",
       "r1yLuMXAQ02Oraf5pzVJQKVcmgKO8J1DJAUNc8DNohUO1BLXqWpk++fUi7hJYFPwuI/63w1NY1RM\n",
       "Vd8BpM51nrh/AYc2OXYIcFMycUSkYFyKr/sdztnQaRCZJtxtYw622J7H9A/+T8o0kYg0cG2J+xL2\n",
       "kukG7PJbK7EDGt4EvIfml1olWQZ9CpLe0vBBMqZP3HYOr6N55DpjmP67JTpNUa3YDl+2jhvoJr3P\n",
       "EPk7NDQy/jdgjxbP+Q+wU3BVSRLkWsR9HdgRu4bqh0L71wEfA4YTziUiIv6siWzH9Tm8L4sgkgt7\n",
       "tTm+HFgK3JtBlkKZyXqDnwHOBJ4NbI/9ZlyJfpCzVPUdQCRh64m0osX0icvV3I45VY1sDzo856Up\n",
       "5JDuV/UdQOpmumj0fcBFaQQRkUL6OHB6i+OTwM3A49q8ztrEEgm49VVUYS01G6nXE1PUP3iF3yOr\n",
       "sg5VBK4DGwD2Ac7D/kLdADwt2H8KdnCDpM/4DiCSsIYCbtXEneHNObhNY6HJfjtjItt3ODyn2YwF\n",
       "0ttMm+N92J/baJGvn9EUuBZxh2CHk+8IfJvpLXjrgfcmnEtEisGlxWdT+1MkYY92OEfLnEnNFg7n\n",
       "6Oc4Ba5F3GeBEeD5wMmRY9cA+yaYSZqr+g4gkrCGS3IxfeJc/kDo0l5nqpHtSYfnaKRhMVVj9l3S\n",
       "5jk3abnIdLgWcU8Avtfk2APYUSciImlwuWynT/nJik4xEkcjDaXmVW2OD2SSooBcBzZMYPul/Drm\n",
       "2F7AbYklklYMao2T3rKJSEtbzDxxDwHbtHkdlwmBBRgaGX8udrqozR/i77rj5q0evdPu64LNm2k/\n",
       "ZQTAshTiSfczNP4dalfQXzU0Mr6kUi5pNouEuRZx5wKfAv6GnVakZk/gOOCbCecSkWJwuVTaroAD\n",
       "TfY7E78k0sl8/vwF0XMeyCyN9AKXq3ouP+syQ66XUz8BjANjwO3Bvh8D1wF/wY5QlfRVfQcQSVtM\n",
       "n7iGCiOGOtm7+3fo8SPAI0uXrXiE6X3cXFpMdAm7mKqzfJ6mGEmBa0vcw9i1U18AvBB4FLb59DfA\n",
       "r9KJJiICuHWgfyT1FL1jp9DjeU3OaaikY2jKCJkJrdiQApcibitsa9t7gYuxhZv4YVBrnPS4mD5x\n",
       "j9D+d5Um+3V3H9NbLidXTdzZt3TZir7IOY9q8zoqnIvJ0Ph3aA2wqMVzNlbKJRVwKXC5nLoOuwC1\n",
       "y5BzEZGZcPm98geHc27pNEiBbIxsx03M+m/auyeZONIDWhVwAHOHRsb3yCRJwbj2iRsF3pxmEHFS\n",
       "9R1AJGENl0pj+sTt5/A6T0okTTHsEt0R8zV/gsPr7JBIGsmb6iyf5zJtjcyQa5+4W4Ejsas2/By4\n",
       "m8Zfvl9NMJeIFIPLiLVm/bbCZrKEYNE9SPuWkwdpP6BEV2dkJhbjNmBGZsC1iBsK7h9Nfc3UKBVx\n",
       "6TOoNU56XEyfuO8Cr2/ztI+kl6jnNLR+xnzNo5dc47icI73HMLu/Q/OTjSHgXsTpU66I+PIiYAPN\n",
       "/whMVsqlz2eYJ+9cWtBc5t1zaSGVHBsaGV8E/B3Ytrbv3nvu6Nt+h51qHwSmgO84vpympEmBirN8\n",
       "qfoOIJIwlz5x/0uby65DI+PRNZ2luYY59WK+5i5Lna1JJI10s/cCO2OLuG2BbbffYadFoe3FwKDj\n",
       "a7lM2i0zpCJORHxyWbj+g7Qu4uZgV44RN7c6nHOzwzkq4nqfy2AEl59hsP0sJWEq4vLF+A4gkrZV\n",
       "E3dGd7kUFJelEKVXvSy6I/I1vwW3P8zq49T7GuZ2i/n5dC3mtb5xClTEiUi3m6DNqg2VcukFGWXJ\n",
       "vUq5dCPwzxanHAbs4/BSj04mkXSxCYdz7sOtn6XWTk1BqyJuV/RJq9tUfQcQSVtM/6xtgfNaPOX6\n",
       "oZFx10s6hTc0Mn4ekVb90Nd8CrgCuMHhpbQWZu97ZnRHzM/nctwahFT0p6DVF74KPDV4fAlukz+K\n",
       "iCRtd+CoFsefCFyXUZZe8DKajyztw3ZAd/mDq6XOelylXPo67ZdXG3Z8OfWJS0GrIm4tsHXw+PmE\n",
       "hhiLN8Z3AJGENVyGielz83uH17k7kTTF0FDAzbKf04ZE0ki3GwpvRN4rGyvl0vsdX2dpYolks1bz\n",
       "xP0ZOAP4dbD9XmBli/OPTSqUiBSGy2XQNdg5plr1qTksmTiFcBPw+DbnNCzNFWP3BLJIFxsaGX8x\n",
       "rSfSnjs0Mn6748vdlUAkiWhVxA0Cn6P+y/EFwPqY8/qw/ShUxKWv6juASMIairiYPjfrgbOAdzV5\n",
       "jcsr5ZKmu3D3mOiOmK95u0tooJa4Itg6uiPmvbKd42vp/ZKCVpdTrwcOBR4XbB8O7BZzM8G9iMhM\n",
       "tRx1GrgZeA/1Gd83MP0D5UuTDtXjXFZjaLe2KmjgW8+rlEsX0H7i5xMdX06T/abAdYqR3bGXV8Uv\n",
       "4zuASNpi+mdtXSmXprCtcWCLh1ohola4mWtoEYn5mv/D4XX+k0ga6XaV8EbkvbKuUi59gfYL2z9S\n",
       "KZca5pyTzrkWcVXsJ+bXAGcCo8CXsSPGXNdfFRGJcpkA9CfBfbg1rkatcDPn0oK2g8M5cd1rpPdc\n",
       "SfPv9feHRsbnYmewaMXlQ4HMgmsRtwNwNXAO8BJsy9yhwLnB/mWppJOoqu8AIglruMQS0+dmX4BI\n",
       "axyoFW62GgrnmK+5S6tJwxqs0luGRsZfA1xL6BJ85L3yBux8gYe3eam9h0bG90g8oDgXcV/ADg9+\n",
       "FraAeza2H9wzge2BL6aSTkRkeh+u92D/aDyMWuFmy6W/W7vRq2B/90tva7jOHsN1wMK6ToJIPNdL\n",
       "oS/BTjHyh8j+cezw4zOTDCVNGdQaJ71lHZGiYtXEndFP+1fXHgStcSoeOtPw4T3ma76O9h3RNyYZ\n",
       "SrpSw/ywMe+VhhGsTaiIS4FrS9yWNJ/8cQ0apSQis+NySc5lHU9JlkuBpo7qve+1DucscHwt1Qkp\n",
       "cC3irgKOo/GT2TbB/quSDCVNVX0HEElYwwS+Mf2zXpxNlMJouPwV8zX/ncPruE7yKvn1psj2pqXL\n",
       "VtwS2ec6aEFr7abA9XJqBbgUuA34JXaJmx2B/wqOH5h4MhEpgknaf5g8N4sgBfIC4PIWxx8Blji8\n",
       "zo7JxJEu9pzI9hY0zgvrWkdsg0Y0J861Je4aYA/sQrc7AC/Cjkj9n2D/NamkkyjjO4BIwhpGSsbM\n",
       "WTaRTZTCuDC6I/I1nwc0NM3FcO0LJfnV8D6I+fl0LebVJy4FrkUc2F+kHwEOAvbCfpo7Hk34KCKz\n",
       "12wprZqHglnjJTkuyyQ1LM0VQwua97hKufRd7EjwVj4LXNHmnDsr5dLaZFJJ2EyKOPGv6juASJKC\n",
       "PxLTBk1F+md9INNAxeCyXq3LH1ythVkMPwxvRN4rG4FvAk9u8xrLhkbGXZZ7kxlSESci3gyNjC+n\n",
       "+Wzvj9C4QoN0btLhHJfWz9M7DSLdbWhk/G3A61qcMhfbuNBu7sF5wKMTiiUhKuLyxfgOIJKwfwIv\n",
       "D+8I9bmZB3xzaGT8fVmH6nEN00XF9HPqd3id9yaSRrpZKboj5r3iOnVIw0h06ZyKOBHxabXDOeOp\n",
       "pyiWxQ7naEJlAbjL4Zwpx9dyWSdZZkhFXL5UfQcQSdgRocfrYXOfm0eCfXdVyqUrsw5VNDF94m5w\n",
       "eNrPUogi3eWk6I6Y98p1uBVyKuJS4FrE7YVdL7VmIXZEyo8AXeoQkVmplEu/B+4INmuXWx7EXkoF\n",
       "OCrzUALwRIdzDks9hfh2nMM5TyBmsEwMlxZgmSHXIu6rwKGh7dOxxdtWwGnAsQnnknjGdwCRJA2N\n",
       "jP8KWB5szgWmVk3cGV4Z5pdDI+PtRr5Jh2L6OT3k8LQHU4gi3eXr0R0x75W/034akim0YkMqXIu4\n",
       "vakvrTUfeAPwQeyKDR8F3px8NBEpgP2Z/nso+ol+S+Cl2cUphPsczhlyOOe7nQaR7lYpl+4F/tjm\n",
       "tENoP7ihD7XEpcK1iNua+vXsZ2GXz/hBsP1n1EKUlarvACIJ+2Z0R9DnptbHZhO2tV+Ss210R0w/\n",
       "p087vM57EkkjXWtoZHwhdlWmzSLvlSlswe/SJ04ttylwLeKq1PvEvQJbuN0bbD+KmCHrIiLtVMql\n",
       "91CfC25j6FCtRe7blXLJdfSbuHHpv/Q3h3P+2mkQ6XoXEFP0h/QBr8Vt+hC1xKXAtYgbwn4yuxp4\n",
       "P/Cl0LHnA39JOJfEM74DiKTga8H9XGDDvRN31PrXbALe5idST2so4mL6Od1H+9aVpycVSLrWtdEd\n",
       "Me8V8ci1iDsbeCG2D8SLgf8XOrYa+GLCucDOAP1p4E/YS7krsct/7BFz7k7YTwwPYNd4/TJ20IWI\n",
       "dLlIa9x/+uhbEDxWK1w6XFZsuI/2LXbfSCCLdDeX0am/TT2FNOVaxPVjL6F+HvhN5NjnSOdy6mOA\n",
       "twA/AV4JHI0dxfZ7YOfQefOAXwC7YKcjeD/wamA4hUy+VX0HEElJrTVuRdDnRq1w6WkYSRjTJ24v\n",
       "h9d5XiJppGsFH6IuDO+Lea+8MLNA0sC1iLuU5vMGPYHmax924mZgd+BEbOF4IfASbNH2ltB5RwQZ\n",
       "XgVcBJyDXQ7mdcDjUsglIgmLtMaBWuHS5LIQucuatVrQvMcNjYzvT2RZvBgTuLXuaoqRFCSxYsPW\n",
       "wLoEXidqLcEM7iGrgVupzysFdnjzH4L9NT8GNgAHp5DLJ+M7gEiKvgywauJOtcKlq6ETekw/J5fJ\n",
       "fndNJI10sw9Fd8S8V7bHrZbQwIYUzG1x7PnBrdYv4m00FkVbYedwymqU0jJs69rZoX1PwC77EbYB\n",
       "uAnYM6NcItKhSrn0waGR8Rv+eOVF/7z4h19TK5xf1wHtJlnWgLbe9wZsd6ZW7setQHMZwSoz1KqI\n",
       "eyZ2VYbaL9NXM30KALDF0g3AMclHizWE7X83Etq3HfGTV64GlmSQKUtV3wFE0lQpl87ynaEAfoDt\n",
       "frJZTD+nfWh/ieypCWaS7vS/0R0x7xW1sHnUqog7PbiBLR5eAVzT4b+3LdDwDogRt/jyO4EB7KeC\n",
       "1Q6v4TIXkoiITLcR23XjTJpP6PsX9VkshNNp3xK3AdulqlUxtzFY/UES1qqICzMJ/XtH0n7U6BSN\n",
       "za4vx85Ndyy2v1vYauLfPEuwI2rjnEG99e4G7JJi1WDbBPfduF173C15tK3tNLZ3Bn7XRXl6anvV\n",
       "xJ0vr7WmhPs3LV22orY9d+myFWXg06sm7nxP7Vj4/KXLVtS61nj//2g7ve3TPvrq1W//0H9PLl22\n",
       "Yg7Y7/99q+5m9z33pba9bt2DF+606+PPBi4KvT82Hw+2T+yG/0+Otg1wAPZKY0t9LY69BPg/7PXu\n",
       "l7R7IeDnDufMxv7Ar7BzEr0v5vi3sXPHPSe0bz62SDsG+Erk/Cny20pn0CVV6X0Gvc9TMzQy3tCC\n",
       "tmrizuhlsutpP7jh6kq5VEoym3SXoZHxbwHl8L6Y9wrY1rhW66dOAYsr5ZJWd5qdpnVLq5a4n2LX\n",
       "Sf1D8LjdP5BGp8W9sfPE/Zz4Ag7stCKvw46Uui3Y93Ls8PeLU8jkU9V3AJEMVH0HKJqYP8qPdXja\n",
       "U1KIIt3l39EdMe+VKVoXcGALkHbnyCy0KuJ2w66SAHa+tqztgC3C1mCnHnhW6Nj92E+KAN8HPoZd\n",
       "zeHj2ObHLwCj2BGqIiJS5zKa8HPY36ut/CiZONLFrnY4Zz2woO1Z8GCHWSRGq7ldvkW9eOvHfgOq\n",
       "LW5J2wu7nNbO2MmErwjdwpdIN2KnPrkdOA9b8H0fGEwhk2/GdwCRDBjfAXrcvtEdkbm/HqyUSycw\n",
       "fcLfe7AfqMOXYl+TSjrpJrdEd8TMEzdB+6teN1XKpei8r5KAVkXc86hP0TFC9q1xl2LzbRHch28H\n",
       "Rc69Azgcu97qo7ArNjQsLSMiIm3/4G4zNDJ+MFAJ7bsfu3JOrV/OeRqdWghvdzhnF2wn/FZ2GxoZ\n",
       "X9R5HIlqdTn139i54WpNoLvTujn070mFkqaqvgOIZKDqO0CP2yW6I6af087YKxtD2A/SezB9GcNj\n",
       "0wonXcVEd8S8V6D95dQ5qE9cKlq1xJ2CHUxwbbB9DnYW77hbVis2iIhIZ7ZyOOcE4E6mD1gLj46r\n",
       "Do2M/1+iqaQbucw64doiqz5xKWjVEvd17MjQxwFjwLupDyYQPwxqpZDeZ9D7PE0N0xXETBvhMhWE\n",
       "6zyjkl8NHeBi3ivrgcuBF7V4nar6xKWj3Q/hXcHtU8CF2L5nIiKSXxuwUzC18jXsILE+bNeanYP9\n",
       "t1Ff+P4VqaSTbrLO4Zz1wMto3Q+9VYEnHWh1OTXsJGwBtwQ74OF1wNLg2FZoYdusVH0HEMlA1XeA\n",
       "Htfw4T2mn9MW2FH+YAu4PwM3Uy/mrq2USyujT5LeUimXfokd1LJZzHvl/UEr26+avEy1Ui79K4V4\n",
       "gnsRNxc7b9AdwGXYRXFNcOz7wInxTxMRkS7j8qH7jcBR1Ps79WEnfq/9zTgkhVzSnb7e4th64KdD\n",
       "I+MP07y1zQyNjG/S6NR0uBZxJwNvw/aL253p/Sl+DByacC6JZ3wHEMmA8R2gxzVc9oqZ++u9wRQi\n",
       "tda4p2KLOlArXGEMjYyfAnw4vC/yXtkSO09cu5Gnc7CX8SVhrkXcG4GPYicAji7DcTNuS7SIiIh/\n",
       "z2lzfEOlXLoyeBxtjQO1whXJ3g7n9AHNLpfW3jurNbAhHa5F3HY0/ybNR33islL1HUAkA1XfAXrc\n",
       "p6I7Iv2cJodGxvcEiLTGgVrhiubG6I4m88Tt0eT5tcJ/ydDI+PZJhZI61yLubzQfiXQw8Kdk4oiI\n",
       "SMpe2Ob4AuCI0PZR2Ethk6gVrmi+6HDOTTTOAbcqsr2pUi7dm0wkCXOd5+fTwA+wI1HPD/btC7wS\n",
       "OBo4LPloEsOgVgrpfQa9z9N0P5EZ9mPm/vpe7UHQGtduShLpQZVyaeXQyPh6Qt//mPfK97Etdt8M\n",
       "7Yu+X85KLWTBubbE/Rg7rcgLqc/g/HXgTcAbaL8Wn4iIdIcdHc7RH11haGT8AtoX8MdVyqVvMb01\n",
       "buvQ403Ae5LOJpZrEQd2HT0DPBE7V9zewGOC/ZKNqu8AIhmo+g7Q41ZHd8T0czo6myjS5YaiO2Le\n",
       "K48MjYyfSvNVPh4Avp1wLgnMpIgDO9LkRuD/sEtwTSaeSERE0rRvm+MPaHJWCTzf4ZwtgOOA5U2O\n",
       "LwHeoIEN6ZjJ2nc7YeeD24lIf4rAsYkkklYMaqWQ3mfQ+zw1lXLp1qGR8dXYP65AQz+np3sJJt1o\n",
       "6+iOmD5xM20MkgS5fvEPx84HdybwVuDVoduRwb2IiHS5oZHxPuAtTQ4/ROs1MKVAKuXS8Q6n/YTp\n",
       "75mpmHOmNDo1Ha5F3CnAL7AdYncCdgvdTHAv6av6DiCSgarvAD1uArggvCPUsrI1cPvQyPjrsw4l\n",
       "3WdoZLyh2I/pE3cw8PbQ9jrseyw8zchXEw8ngHsRtwvwJRrnfhERkXzZzuGcndufIgXwXIdz5lXK\n",
       "pe9Qb41biL1qtzTYnqyUSxqdmhLXIu5KYM80g4gT4zuASAaM7wA97pHojpi1UxtGsEoh3RzdEfNe\n",
       "qV0+DbfGfTL0+H8SziQhrkXcB7FDzsvACmylHb2JiEj3+3Nke4rGmQa+jwic6nDObwEirXE1aoVL\n",
       "mWsR9xfgSdgZmf+NndQvfGs2P4wkq+o7gEgGqr4D9LinRbb7li5bEf1b8KGswkhX2waYtnB9TJ+4\n",
       "20KP3x45pla4lLlOMdJsJJOIiOTLxUxfKnGK+kLlte1PZZpIutV7ab9iw5uGRsZfCSyOOfbuoZHx\n",
       "d2Mv4W9XKZfWJh2w6FyLuJE0Q4gzg1oppPcZ9D5P0xHYBe1rhVtfZO6vX1bKpfWxz5SiaViiLWae\n",
       "uD7iC7iwecB8QEVcwmY6Sd9e2LVSjwceHezbA9g2yVAiIpKOSrm0EbiwyeEpprfSSbFd43CO68pN\n",
       "mzoJIvFci7htgPOB64BvAJ/GDnAAOBn4RPLRJEbVdwCRDFR9ByiAIwhNyqpWOIlTKZe+QaRIi+kT\n",
       "9yXgj6Hta4BXAj8M7bunUi6p73wKXIu4LwDPBl4ALGJ6/4mfA4cknEtERFIwNDJ+OHAFcH/M4R2G\n",
       "RsYvDFZ1EAE72X8zU5Vy6UPAC0P79sHWBeEW3ZenEUzci7hXAh8BLqGx6fQ24DFJhpKmjO8AIhkw\n",
       "vgP0uHOAEqFJf0Nzf+0LvAw4MftY0o0q5dLHCf3dj8wTd0Zwzn3UW+P6sLNYbBFs31Mpl36fftJi\n",
       "ci3itgL+0+TYInStW0QkL24MPd4Qehz+Pf6tjLJIFxsaGd9yaGT8rzQfkHDU0Mh4rTtVuDXuUaHH\n",
       "aoVLkWsRdzXwpibHXoVtmpf0VX0HEMlA1XeAHhfu/vJD4Nyly1a8kno3mb9XyqVbs48lXehL2Dli\n",
       "t6ntiPSJWwGcBA2tcTVqhUuZ6xQjJwC/Bn6DHeAA8BLshJBHAP3JRxMRkaRVyqWVQyPj12L7Lh2J\n",
       "/TvwLeof6l/iK5t0nYcczukbGhl/M3AUcF/k2M1DI+MXA7+tlEunJ55OnFviLgcOws7z8uVg3yeB\n",
       "3bCDHf6QfDSJYXwHEMmA8R2glwWDFj4fbM4BxlZN3PmGYPs2YIGXYNKNto7uiFk7FexqTv+FrQfC\n",
       "nhXsP21oZHz7xNPJjOaJ+z/gedhJ/XbBzg23f7BfRETy4V7gf0Pbz6X+t2BX4IagZUUkunbqpimm\n",
       "olPQTADrQttrsWuohvvRTQKrko8nM53sF+w3awOaedmHqu8AIhmo+g7Q4zZGd8TM/XV3NlGky+0R\n",
       "2d5i+2U7RZfhmsIuAFBzeKVc2grYM7Tvu5VyaQpJ3EyKuJcCV2IXw707uL8CODSFXCIiko7wWtj/\n",
       "Dj2u9X+6v1Iu/TzDPNK9Gi6nxlhYKZfOoN4a953g/uLgfhJ4fdLBxHIt4o4GfgKsAd4PvDq4fxC7\n",
       "fKWwRzEAABylSURBVMs7UkknUcZ3AJEMGN8BelmlXPop9UtbS4Hb777zliup/8Ee9BJMuk6lXLqA\n",
       "yOCGmD5xHw/ua61xy4ZGxl8P7B1sqxUuRa5F3PHAWcCLgf8BfhDcvxgYZnpTqoiIdLfalFELgVPn\n",
       "zp3/5GD7/kq5dJ6nTNKdKi2OrQta4Yi0xtX6XKoVLmWuRdz2TF8HLeyHwXFJX9V3AJEMVH0H6HWR\n",
       "1rgvbb/DTrV5wNQKJ9NUyqWzCLXGRfpPRhtwottqhUuZaxF3KfD8Jsf6gcsSSSMiIlmptcbVlkdS\n",
       "K5w0GBoZH8BOMxa1EdhxaGR8eW1HpDVOrXAZaFXE7RW6/TfwRuBr2Dlf9g3uzwLeAHwx3ZgSML4D\n",
       "iGTA+A5QBOHWuKCfk1rhZJqhkfG3YQcqHFzbF+oTNxe7pvpNkae9Fttf/hi1wqWv1YoN18XsGyT+\n",
       "B/1i6p/mREQkHwaAn09Obvq3WuEkxi4O50ybHLpSLv0Yu6a6ZKBVEXdQZinEVdV3AJEMVH0HKIpK\n",
       "uXQxs5svVIrhR8AnwjuCPnFT1NfaXZ1xJgnpa39Kzwm/+URERKSJoZHxe4BlweangFOwl0trjUAH\n",
       "VsqlSz1EK5KmdYs+geWL8R1AJAPGd4ACMr4DSNf6fOjxCXfdcfOvqRdw64C/Zh9JalTEiYiISINg\n",
       "Dd3TQrvmzJ+/4Lmh7a2Ahtl/JTsq4vKl6juASAaqvgMUUNV3AOlKT4/uiFlnd342USSOijgRERGJ\n",
       "c4LDOf9IPYU0pSIuX4zvACIZML4DFJDxHUC6T6Vcug/4W3hfzNqpz8sskDRoNcVI/wxfa6yTICIi\n",
       "ItJ1nkt9GpEp7EoMtXlh/1Epl+7xkkqA1lNtTM7gdabIz2S/mmJERETE0dDI+HXA3jGHdlQRl4mm\n",
       "dUurlrinhB4vB74JXARcANwD7AC8Erv81lsTiSkiIiLdJtwaV6NWuC7g2iJ1IXYumI/FHDsZ2Ac4\n",
       "NKlQKctzS5xBo8ik9xn0Ps+aQV9ziRgaGd8OuB7YBlgIzFk1cWdthOpD2L+n51TKpaP9pSyEjif7\n",
       "PQi4tMmxy4ADZ55JREREuthpwKOxRVy0Xtg62B+3nrpkxLWIWw28osmxVwCrkokjbVR9BxDJQNV3\n",
       "gAKq+g4gXenS6I6YeeI2ZZJEYrkWcZ8F3gn8DFt1vyK4/znwDuDUVNKJiIiIF5Vy6VymF2lPxV56\n",
       "/1do34lZZpLpXIu4rwKHYxfB/Qrww+D+UdjBDV9JJZ1EGd8BRDJgfAcoIOM7gHStY0KPzz/7jA8t\n",
       "Bh4XbE9WyqWTPWSSwEwm+/0xsB92rbQVwf1+wI9SyCUiIiKeVcqlL1Jvjdvj5a/9QPhv/ic8RJKQ\n",
       "2azYsBG4K7iXbFV9BxDJQNV3gAKq+g4gXW1za9yyHXfdLXioVrguMJOpNkrYS6c7AQsirzEFHJlg\n",
       "rjTleYoRERGRzA2NjG9k+qT+J6iIy0zHU4y8E/g9dlLfx2In+t0B20eudpP0Gd8BRDJgfAcoIOM7\n",
       "gHS9Y2Dz2qlqhesSrkXch4FvYfvC7Q8cENwODN2LiIhIDwr6xj0YbB7T6lzJTqtlt8J2AM5B/eB8\n",
       "q/oOIJKBqu8ABVT1HUByYcnSZSuWarmt/DkfON5zhvcDk0GWqJ2wa7o+AEwAX8aOno0zlUo6ERER\n",
       "keR1XLc8H/gHcBLwHGCvmFuadsCuGnE3cF7k2DzgOuBq4BDgddjRs//b5LXyXMQZ3wFEMmB8Bygg\n",
       "4zuA5IbxHaCAOq5bJtvc0l5242zg28AlNLbEvRZ7mfcxoX2vDjI9jkYq4kS6m/EdoICM7wCSG8Z3\n",
       "gAJqWre49ok7KKEgs7EftijbEziXxv/MIcAfgFtD+34MbAAOBs7MIGNWqr4DiGSg6jtAAVV9B5Du\n",
       "NDQy/hgaG0QeG9xvAi6rlEt5bhzJNdci7tI0Q7TQh+3fdhqwssk5T8BeTg3bANyELfxERERkhoZG\n",
       "xo8gvh962P3AdhnEkRizWbFhDrAw5paGN2PnoPt8i3O2A+6L2b8aWJJGKI+M7wAiGTC+AxSQ8R1A\n",
       "utLq6I5gnriwyWyiSBzXIq4P+Ai2desR7FwxDwJrQvcutsW2nLW7ASwGTgGOBdYH+2bSZKtVGURE\n",
       "RGapUi79hnoh92ClXOo7+ZjDdgPeEDrtXdknkxrXy6nvwxZxpwOfCW6bgNcA84HPOr7OkcBwm3Om\n",
       "sEt7HA/cBvyKelPtvODfW4wtHCexb7DFMa+zBPhzk3/jDOqtdzcAV1HvE2KC+27crnZZHm1rO61t\n",
       "2hzXtra1ncH2dX+69CNPetoBZwHbHH3MVz5y1ufe/V3gKwD33nPHmlOOfcVV1HnP2yPbBruQQtvL\n",
       "1H3tTghcB3wd+43bADwD+BO22PoJ8BdskZekC4DDWhx/LnAFdtTqHtipT2rmY4u0Y4LMYVo7VURE\n",
       "xNHQyPgqbMPIg9hlOGtTeL22Ui5911uw4uh47dTdsK1am7CXU2vV4SZskVTuLF+sE6gv73UAdmmv\n",
       "a4HLgu3aYIaLgBKwa+i5Lwe2BC5OIZdPxncAkQwY3wEKyPgOIF3trcH9Nqsm7vxW8Ph+FXD+uRZx\n",
       "92IvWU4BtwNPCx1bQvPVETrxN2AsdLsMOwrmP8H2A8F538deEv0hdrqR12JHtI5i+/CJiIjILFXK\n",
       "pQuo942rdcN6h6c4EuJ6WfG7wI3AicAngQrwJeyl1XcDlwOvTCNgxCXYZbWOjOzfCTsf3AuxgyDO\n",
       "xV5KfTjmNXQ5VUREpI2hkfEtsd2llmCvbm0bHJrCNqgAfL1SLn3MQ7wiaVq3uA5sOAlYETz+LPZy\n",
       "ahlYgB148N6O4rk7sMn+O4DDM8ogIiJSBBXg8TH7+7DTf4FtMFER54nr5dQbgN8Gjx/GLka/AlgK\n",
       "HAXck3w0iWF8BxDJgPEdoICM7wDSlc4IPd4AXHvPXbdej+3uVHMV4s1sJvsVERGRHlcpl9YCvwk2\n",
       "5wPPOe0jR7yE6SsovTTzYLJZEfuGqU+ciIiIg6GR8YXAQ8HmGPBi6v3NL6+US/1eghVLx1OMiIiI\n",
       "SMFEWuP6mT51l1rhPFMRly/GdwCRDBjfAQrI+A4gXe3ltQerJu48IHh4eaVccl1yU1KiIk5ERESa\n",
       "irTG1agVrgu4FnE7ArtHnnc0duTKy2OfIWmo+g4gkoGq7wAFVPUdQLreywGWLlsB8Du1wnUH1yJu\n",
       "BPhAaPuT2OW2DsaucfrmZGOJiIhItwha496CHdzQbM5W6VJ3UZ9MdwvsqgnHBdufBK7xEWqWpnwH\n",
       "6IDxHUAkA8Z3gAIyvgNIbhjfAQqoad3i2hK3mPoSG08Htge+E2xfAuwx62giIiIiMmOuRdwdwN7B\n",
       "45dgV3C4I9heTPwapZK8qu8AIhmo+g5QQFXfASQ3qr4DyMx9FHgA+D6wlun9404Bfucj1Czl+XKq\n",
       "iIiIFEsidcsbgTOBtzJ95uCzgDcl8Q9kJM9FnPEdQCQDxneAAjK+A0huGN8BCqjjumVX7LppceYB\n",
       "j+n0H8iQijiR7mZ8Bygg4zuA5IbxHaCAOq5bJoH9mhx7BrCp038gQ3ku4kRERKRYOh6d2soCYEMC\n",
       "ryMiIiIijua2OLZPcKv1f3sp8ITIOQuAo4B/JB9NYhg0Mkh6n0Hv86wZ9DUXNwa9V3LhJOxl1Ha3\n",
       "m4AX+Yk4K3m+nGp8BxDJgPEdoICM7wCSG8Z3gAKaVd0yD9gmuE0CB4S2a7dmgx26WZ6LOBERESkW\n",
       "1S0h+mKIiIhIXnQ8sKEfOCy0/SjgXOBa4AvYVjtJn/EdQCQDxneAAjK+A0huGN8BpM61iDsdeFJo\n",
       "+7+Bg4CrsBP9firhXCIiIiKSgFXAIcHjrbFLb7022H4rdnBDXuhyqoiIiORFx5dT5wPrgsfPwV4+\n",
       "/Wmw/U9gxayjiYiIiMiMuRZxN1JviRsAruT/t3fvUXLW5QHHv4EASbhDBLn2rXAgePCUQhswFKMC\n",
       "EtJAGw2CoiUeuQkcES0eGkUoiIdrpagFaStQexoQhB5UECK3yv0iVyEg94sQJOGehIRs+sfzmzPv\n",
       "vjuzO7s7O+++me/nnD077/v+5p1n3n0n8+R3hbfT9mZETZ1GXlZ2AFIHZGUH0IWysgNQZWRlB6DB\n",
       "259YleE1YDkwPXfsIuq1clVQ5ebUrOwApA7Iyg6gC2VlB6DKyMoOoAu1JW/ZBpgFbF/YfwSwWzte\n",
       "oEOqnMRJkqTuYt6S48WQJElVMeyBDRA1cRcAjwB/BB4Gzgc+NKzQNBhZ2QFIHZCVHUAXysoOQJWR\n",
       "lR2A6sa2WG4X4CZgKdH/7VVgU+AzwOeJOePuG4kAJUmSNHQ3AbcAEwr7JwA3p+NVYXOqJEmqimHn\n",
       "Le8CM5ocm0FM/lsVJnGSJKkqht0nbgmwcZNjGxHNrBp5WdkBSB2QlR1AF8rKDkCVkZUdgAbvEmIw\n",
       "wx6F/Xuk/Zd0PKKhq3JNXFZ2AFIHZGUH0IWysgNQZWRlB9CFhp23TARuBXqAl4GHgFfS9q3peFVU\n",
       "OYmTJEndpWneMmaQJ5oGTCaW2noZuBO4fuhxlWIlg3/fkiRJZTBvyalyTVxWdgBSB2RlB9CFsrID\n",
       "UGVkZQfQhYY0sGEz4Epgn37K7AP8HNhkaHFJkiSp3c4BHqD/RG814H7gzI5E1B5VromTJEndZUh5\n",
       "y+PAkS2UOwKYP5QXKIlJnCRJqooh5S1L6TulSCNTgfeG8gIlqXISl5UdgNQBWdkBdKGs7ABUGVnZ\n",
       "AXShIfWJWwKs18LJ10llJUmSNArcCFzYQrkfp7JVUeWaOEmS1F2GlLd8BngfmN1PmX8AlgOfHsoL\n",
       "lMQkTpIkVcWQ85ZziFUZ7gFOBQ4DDgVOAe5Ox85uQ4CdVOUkLis7AKkDsrID6EJZ2QGoMrKyA+hC\n",
       "w8pb9iOaS5cQSVtPevwbYMawQ+s8kzhpdMvKDqALZWUHoMrIyg6gC7Vl2a01gI3T44VEM2oVuXyF\n",
       "JEmqCvOWnCrXxEmSpO4ypClGNPpkZQcgdUBWdgBdKCs7AFVGVnYAqjOJkyRJUiXYnCpJkqrC5lRJ\n",
       "kqRViUlctWRlByB1QFZ2AF0oKzsAVUZWdgCqM4mTJElSJdgnTpIkVYV94iRJklYlJnHVkpUdgNQB\n",
       "WdkBdKGs7ABUGVnZAajOJE6SJEmVYJ84SZJUFfaJkyRJWpWYxFVLVnYAUgdkZQfQhbKyA1BlZGUH\n",
       "oDqTOEmSJI2IPwPmAguBd4EHgH0KZbYArgLeAv4E/AAY3+R89omTJElV0TRvGdvJKIZgK+AO4H5g\n",
       "NpHE7QSMy5VZA7gOWAocCGwI/AuwAfDFDsYqSZKk5FLglgHKfA54n6ixqzkAWAFs26B8lWvisrID\n",
       "kDogKzuALpSVHYAqIys7gC5UybxlfeA9onatP/8F3F7YtyawBDimQflKXozkoLIDkDrA+7zzvOZq\n",
       "lfdK51VyipGdiaZSgNuAZcALwAmFcpOA+YV9y4CngO1HMsASTCo7AKkDvM87z2uuVnmvjCKjOYn7\n",
       "YPr9Y6JJdW/gJ8B3ga/kym0AvNHg+a8T/eMkSZJWOZ0e2LAesHkL5eYDY9Lja4A56fEtwJZEbdz5\n",
       "A5xjzADHq2iDsgOQOsD7vPO85mqV98oo0ukk7rPAhQOUWQmsTtSkAdxUOH4T8CVgbWK06utE/7mi\n",
       "DYlRrUUPUu1+cceWHYDUAd7nnec1V6u8VzrrwWYHOp3E/Uf6acVj6XexRq22XUvE5gM7FMqsCfw5\n",
       "ffvKQUxRIkmSpBH0MHBZYd/FwBO57YOA5cDWuX2ziClGthnJ4CRJktTY3xPJ2JnEwIbTiDnhPpcr\n",
       "M5ZI9u4F9k3HXiamHpEkSVJJDgYeJeaMewI4vEGZ2rJbbwOvEctujWtQrmzbEqNtHyKS02J/v5o5\n",
       "xHQqi4nBHH9ROD4JuIsYlTuX6B+Y9zHgRWBCW6KWBmc20NPgp/jZ9T5vn5tpfM17gF1z5bzm3add\n",
       "3zsAHwZuIPqjvwT8M31nuTgFeJWY5mtGg3PcAHxtUO9AGiX2B54nmogfBW5sUOafiA/RUcAngV8R\n",
       "68FumitzJ/BTonbyQaKGsmY1YkDHF9ocu9Sq2UTyMBWYnPv5QK6M93l77UDva70rsRzhAupfsl7z\n",
       "7tSu750NgT8C1wN7AkcA7wCn5spMIwYbziJmkXgT2Ch3fCbR3331Yb4nqRT5QRpX0PfDNI646b+d\n",
       "2zeB+F9N7YOyDvEFOTFtfxa4O1f+UOIfYqkss4l7tFltjff5yFsTWAT8KG17zbtXO753IBK9hcR9\n",
       "UnM8UStX23c28MPc8UeB6enxWsCTRLcntclonux3VTTQ1CZTgHWBn+X2LQZ+Qf3GXzO3H2J5sdq+\n",
       "9YgPncO/NRo0m6vR+3zkTSPm85qbtr3m3asd3zukx9cRtW81lwHjiVp3iFWWlhTOU1t56TiiS9S1\n",
       "g4hdAzCJG10mEX0W/lDYP5/6UieLgGeArxLV1IcD96RjJwLziD4tUtmeIkaOz6d3fzjv85F3ENG/\n",
       "6da07TVXM63cGxDLWBan7XqeSNRq5e4FPg1kwF7AjsADxApMxxOJnLRKaFSt/S3qkxznHUo0c9Tm\n",
       "9ZtGDOLoIT5UWxKdVxfR2ooY0kj6FNFJei9gH2JaoB7qnZm9z0fWBKK25KzcPq+5YHjfO8uIBL/o\n",
       "BWI5TFLZa9PzVhBNsBBLZn5/yFFLo9BwPkwQ/Ri2pd5kdTX1Pg1HA8+ln/w6s1JZLiU6So/B+3yk\n",
       "HUhcx51z+7zmgpFP4mq2pj6gYRdigM36xH8KriP61l0HbDa48KXRo9GH6Sii+anYl+h4evdDKNob\n",
       "eJboOLoT8QHZjqj+XgR8ZPjhSsNyAPGFkOF9PtKuAh4v7POaC4b3vbOAaFYvegf4Rj+veStwZHp8\n",
       "FXAu8R+FHwCXtxS1mrJP3Ogynxh6vW1h/yTqy5AVrU5UUx9PzKU3lZiH5wniH/IbqHc6lcqyMvfb\n",
       "+3zkrE90QJ9b2O81VzOt3huNlrjcimi+b7TEJUTfzHWJeeog7pcLgaXABcAnhhy1AJO40eZ24C1i\n",
       "aH/NBGA/mo/o+Qrxv+Pa/2hW0nuCznX6PEPqvFnERNzP4X0+kmYSI0qLSZzXXM20em9cS/Rxzf/d\n",
       "D6Q+OXDReOB0YjBDfoRs7R5ah+Yj2KVRaTzxZTYLuAN4JLc9PpU5gZh35yhiQsVfEfP1fKB4MqLP\n",
       "watEM0fNTsT/cr4EfDk9tslDnXQF0bwyjZix/adEU+rRuTLe5yPj18Dvmhzzmnendn3vbEDvyX4P\n",
       "JwbBnNLkdU8Crizsu4q4R/cmRjtfMfS3JXVeRn0pnBXpp/Z461y5VpY/AfhX4N8b7P8q8WF7id5f\n",
       "nFInnEY0r7xL3MP3EMvnFXmft9dEovP5N/sp4zXvPhnt+97ZgWhGX0x92a1GtWlbEn0mP1TYv1V6\n",
       "/lvAb3DEsyRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkrrAl4kJQYuTcZ6R9hcn79077d+t\n",
       "xfNPJmZ0LzoZ+FPLUbbHazSOpVMuJiZEHk22I/4W6xf2zyb+zhM6HI+kBlw7VVIjt6Xfuxf2TyFm\n",
       "a5/SYP9S4L4Wz98siYPe6yx2wsoSXrNRDKPJdsB36JvE/ZJI1Jd0PCJJfZjESWrkcWLZnHyytgaw\n",
       "C3AJjZO4+4DlbXjtKiyKPX7gIoMyWt9zMa7XgLsZfUmn1JVM4iQ1spJYLDufrP1l+n0+sCOwdtpe\n",
       "DdiVeu0dwB7E+ovvEl/8FwLrpGOzgfPS49qajjc2iWMC8EPqa7E+nbbXLZTrIdb1/B6xcPeCVG7N\n",
       "QrmPAQ8SNUn30jcZbaYHOA44l2jufSjtHwecSaw5uRR4ANi3wfMPAx5Or/sKcDmwXpPX+iDwE+Ap\n",
       "otbzceBUIomuyVJMBwIXEWtRvgB8IR2fQ6xx+ipwOr2TsUnApcDzxDV9BDg2V+bjwNXp8TPpdZ5O\n",
       "27Pp25w6kUjsX0vnu4lI9vOeBc4iruGLxH8Q5tK3pk+SJLXBHOA9YK20fSzwf+nxa8Ce6fFHiC/2\n",
       "/dL27ul5c4FpRGLxIpG4QHzpn5WeMzn9TErHTqZ3n7iJwAXAAURieDDwKPDrQqw9wHNE8rM38I9E\n",
       "reDxuTKbE0nGDcB0IrF6Ou37zgDXoodIiuYCn0rvC6J5cQFwBLAXsWj8cnovHv5tYrHx89JzZ6Zy\n",
       "m6XjF9O7T9yOwDmp3B7AocT1uyBXJksxPQt8l/hb/A/wPvAj4GfpteZQT/ZqPkksXL4fkdQeC7wB\n",
       "nJCOrwt8PT3v74i/T+39zKZvEndrujaHADOI5P0tYJtcmWeIv8/VxLU7DHg7xSpJktpsKvGF/Tdp\n",
       "+zJiYANE8nJienxEKrdx2v4tkSjlfSKV+XDaPiZtF51M/wMbxhJJYg+wZW5/D3BzoexVRG1izZnp\n",
       "3ONy+z6fnttKEndvYd+e9L4+NbcQSRTABkRt2tn9nPti+h/YMDbFuSQ9hnoS95+5cusCy4iau3zN\n",
       "211EzVsjY9I55xA1fzUz0vm3LpSfTe8kblra3iNXZgJRA5hPOp8F/kDv1p/vAy83iUtSC2xOldTM\n",
       "PUTNTq3JcQr1pOjOwv4ngIXEF/huRK3b2NzPbUQNVbGZrRVfBO4nam6WEUkiwPaFctcXth+jd6I3\n",
       "GZhHNHvW/O8g4rimsL0X0TR6B73f643AX6UyHyWSxosG8ToAXyNqHBcT7/m/iabhYlKVT5bfJpLU\n",
       "W+jdZ+0pYIvc9jiiJu5J4losI2rzMgb/nTCZqIn8bW7fYiLJzye3K4lm1nzi/hiwCbD6IF9TUmIS\n",
       "J6mZxUQfr92JZGgL4PZ07E7q04lMod4fbkPiS/nfiOSg9rOUSHC2GmQMM4n+VrcBs4i+dzPTsbUK\n",
       "Zd8obC+jd63bpkQNUd5i4J0WY1lQ2J5I9F9bTu/3ehL15LFWOzmYGqfjiObmnwP7A38NHE3Umo0r\n",
       "lG30nge6DmcA3yBqyvYlEs7vNjn/QDajcc3pq8BGLcQ6hr5/R0ktGjtwEUld7DaiH9pHiSaxWhJ0\n",
       "N9F893Gi79Ppaf8bRK3LSfStuYLoOzUYBxAJ4zG5fVMHeY6aV4hELm8C9QEXAymOyFwIvET0G2tm\n",
       "Yfq9OdGZvxUHEDWZJ+b27djic1s9/3n0buLdr0nZgbxM1KYVbUr9vUsaIdbESerP7USN0yHUa+Eg\n",
       "Oq7/nvrAgVpN3LtE0jUJ+F2Dn1dSuWXp90C1MONyZWuKEw236h5i0EN+epCZTcq24gaiJu5dGr9X\n",
       "iKbWJcT1a1U733Mr518dOIjeSeqyXNn+3EkkccU+cX9LDHiQNIKsiZPUn1riti8xhUfeHcDhRA3T\n",
       "/Nz+bxIJTg/RJPg20ZdrOvAtooP7Y6nssURfqTeJfnVF84gRjHOI2r/pxOjKoTiXaJb8JdGpfnNi\n",
       "ROZQJ66dB1yXfp9B9GFbD9iJSE7nEDWTpwKnEX3ark3HphP90hrVTM4jrvVdxOjZg+k90rM/rcw3\n",
       "N4+4Dk8Cr6fHaxae+3j6fSQxoGUxMUVK0fXEPXIZcS0XESOD1yKahAcTlyRJarNniSkydi7sP4RI\n",
       "1H7R4DmTiYTlTaLP2e+J5rv83GhnEM2RK6jPE3cyvfutrUYkAwvSuS5P515BJEI1PcBRhRhOom8f\n",
       "uKnEPHFLidqyKUSfrlZGpxbPD5H8nEwkpu8RzYvX0HeuuMOJa7A0lbmUejPuRUSCWrM2MVXKwvRz\n",
       "IVGztYL66N6MvtcAYiqPMwv7iuffBLiSuJ6vEE3hh6bz5acO+Trxt19O73niiuVq88QtIpK9RvPE\n",
       "NYqr0bkkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkqR//D6cDCIt3X8aGAAAA\n",
       "AElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b4a57b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "font = {'family' : 'Bitstream Vera Sans',\n",
    "        'weight' : 'normal',\n",
    "        'size'   : 15}\n",
    "plt.rc('font', **font)\n",
    "plt.figure(figsize=(10,8))\n",
    "\n",
    "ax=plt.subplot(111)\n",
    "\n",
    "select = (npv.GDPgr==0)&(npv.Popgr==0)&(npv.urban_policy==0)&(npv.climate_change==0)\n",
    "#grouped = losses.ix[select,:].groupby(\"wetland_loss\")\n",
    "grouped = npv.ix[select,:].groupby(\"wetland_loss\")\n",
    "\n",
    "for i, (name, group) in enumerate(grouped):\n",
    "    if i==0:\n",
    "        continue\n",
    "    yc1 = group.ix[group.option==\"wetland with recreation\",\"cost\"]\n",
    "    yb1 = group.ix[group.option==\"wetland with recreation\",\"benef\"]\n",
    "    yc2 = group.ix[group.option==\"wetland with no recreation\",\"cost\"]\n",
    "    yb2 = group.ix[group.option==\"wetland with no recreation\",\"benef\"]\n",
    "    plt.scatter([int(name)]*len(yc1),-yc1,\\\n",
    "               marker='v',facecolors='none',edgecolors='#8da0cb',linewidth='2',s=50,alpha=1,label=\"costs\")\n",
    "    plt.scatter([int(name)]*len(yb1),yb1,\\\n",
    "               marker='^',facecolors='none',edgecolors='#66c2a5',linewidth='2',s=50,alpha=1,label=\"benefits\")\n",
    "    plt.scatter([int(name)+2]*len(yc2),-yc2,\\\n",
    "               marker='v',facecolors='none',edgecolors='#8da0cb',linewidth='2',s=50,alpha=1,label=\"costs\")\n",
    "    plt.scatter([int(name)+2]*len(yb2),yb2,\\\n",
    "               marker='^',facecolors='none',edgecolors='#66c2a5',linewidth='2',s=50,alpha=1,label=\"benefits\")\n",
    "    #if i==1:\n",
    "        #ax.legend(bbox_to_anchor=[-0.2,0.5,0.5,0.5],frameon=False,scatterpoints=1)\n",
    "    \n",
    "plt.xticks([10,50,70,100])\n",
    "aa = [\"{}%\".format(i) for i in [10,50,70,100]]\n",
    "ax.set_xticklabels(aa)\n",
    "\n",
    "ax.grid(which='major', alpha=0.5)\n",
    "\n",
    "plt.ylabel('Costs and benefits of reclamation in 2015 (billion RS)')\n",
    "plt.xlabel('Wetland reclamation')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAABAIAAAIqCAYAAAC+D+jUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe4HUX5xz8pQBJqIPR2UKRJUzDSDaFJUYoKCohRqoBg\n",
       "g5+gwAUsCChdpQgXjPQWFaUFQug19A65EAgQSCCBFEJy8/vjO/ucOXv2nLPntnPL9/M857l3Z2dn\n",
       "352dmZ33nXdmwBhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhj\n",
       "jDHGGGOMMcYYY4wxxhhjjDHGGGOMMcZ0Y5qB1kYLYRrKEOBc4E1gHjCxseKYDqSZ/PW7EOKe1FnC\n",
       "ZNAC3N3Ga0cgeX/QUcJ0I0bQO56tFbis0UKYHkUTKjerNViO7kI/lCevA5/RmP5aE53zTtw+iCa6\n",
       "R5nvLnKYOunfaAFMmxkKzEYVb/8GybAg/Ezv4KfUrzz8H3AkcFW49uiOFqoCXwMuAJ4BpgNTgPuA\n",
       "71a5ZhfgAeATYCpwLVJguzLtnka99bsr24P2tj+NbL+agN07+R69oW3ujGfYGOX/6p2QdndlWaQ0\n",
       "PY3ap9nAa8A/gA0qXLMScAXwPjALeBT4dqdL2nU0of5T1u/nGfH7Az8DXkT59yZwJjKGp9kBmAB8\n",
       "DDwOjMyIMwB4Aji/Hc9Qi1HAicBY4Ec0pq/Y1nZ2SfSOvlYj7b7AHnStkd0Y0wM4En2wPgbuapAM\n",
       "A4GFG3Rv0/G0UH9ZegB4suNFqclDqCN2DnAQMmI8iOrERRnx9wrnHgcOA34FvAu8DazYhWn3JJqp\n",
       "3yPgxM4SJoMW2t729UNtV6OM4a3ApZ2U9oiQ/gGdlH5X0Vl5NCqkvU0npN1dWQsZM08HjkBK4WnI\n",
       "yDkH2CwVf2k0ijwDKWMHIe+bVpR/3ZUm8o9KJnGPAvZN/dbOiH9OiH89cCDwJ2AuUrL7RfFWR4aT\n",
       "W4FDgNuQgXjVVHrHoO/MYjlkbStXAtM6Mf08DKBt/cQC1b8pC4e0+wLNVP4WN9E9RuK7ixzG9Bkm\n",
       "AE8BpwLzgTUaK46pwOINum9bOhct1K9YvU7b3bOrUSvftqa080U4Hoc+Rl+MwhdCSvlESkdvNkLT\n",
       "GS7swrR7Es30XkNAo7EhoDadbQioNtLYV9gU5UVzKvz0EL5rFNYfeBj4AFi0K4RrA03UbwjIE/eL\n",
       "Ie51qfBkQOZ7UdihwExgUDgeHI4PiuJ8DhkHvpHj3u3hLvSN7okU6PrpZt2VZtTPz6KJ7qGAdxc5\n",
       "TJ14akDP5MtI0fh7+IEs/HkZQXEO6Y8puro9C3wzxNkQWbSnow//OcgDIKaZckUhCVsC+CvwXkj7\n",
       "PmB4HTKOQ8rVasANwIfhdzlSEgcAvw5xZqPR2C1SafQLccYD7wCfAm8Af0EjHjFJxyftOrdhSD9t\n",
       "9a8m8xpo1GAayr+EFVGevBlkeRspistmpLUhcDvqLHyA8nUY5fPiChQ/lvugfJgFnBfF2T6k9WF4\n",
       "lqdQZyUmacBHUOoiWalRHxXOF1CHOokff7T3AO4Pz/AxKgPfpJwWZEz4Eho9+SjIWI17KXcLXIDK\n",
       "CpQq619DeX8JypuEp9A724fSkYXOTDuLy9B7WSQK2xzl51RKy93OIfw7UdhANEXj+ZDOB8CNwPqp\n",
       "+4yg8tzxZvIr/Vuh9zoLeT6cR32Gp5XQaNqTqI7MBp4DjiX7m7QqmmoxPfz+BXw+FWcAMBmV/ywO\n",
       "Rc+XlL8RlOdFP+T98TQaCZ2O2sZLKG/7NgVuQm7Tc0K846n9rgsU83kUpXUt5iDkNjwL1YfbgC1r\n",
       "pF2LH6B5wtdSLGtLAn8EXkXPMQWNImYZlhdBz/gcemcfonexcSreCIp5+xPg5RD/JaQ41cv2yEtn\n",
       "JmrHzyZbEc3zLE0UjQvJCHdicFgt/N+USve2EP7TVPjDqM7F1NPG5837UeH+2wK/RC79c1B+ttfY\n",
       "82b4OzcVvm+Q65YorBXV9aXRVKha1FPPR1HfM/YHjqP4/X8myNwW+qH+SrqOxySK/tmp8ItRHY37\n",
       "DYOR7HPC8ezwf2wo/hvwX+DfbRO5ZvswAuXnCIptTt459Xn6C9cgQ3famLYT5YalJsr7EksDZ6H3\n",
       "nHyzHkPvPpE/MWCcFMkfr0GU9TxJ2ObAPRT7TxeT3WZ8DXn7zaLYtqxHPgNE0u8ZlQp/KYTvkQp/\n",
       "F73zmC+g6TlJ/3Qi6ovGZWUcqgP9KP1eVKv73aXurYra1jdCmu+hvkNPN1Ib03AuQBVwaDi+A33Q\n",
       "aymqCSNQxX8EeAU1DkejBuAzYG/UwT0bubbdEOL/OpVOM+VWyuYQ90FgDHA4GiX8KKSZV2G4G3WM\n",
       "XkPGjkNQhzxxzbsQzVn8aZB/ClKa4vQHoY/ZxWhuX5LGp6izv1AUd2CQeQawZggbArwQ0s7j4n13\n",
       "eMY3UYfuUOCEcG411Cl8D/g9ci08DSkbL6OOSMIXKCo9v0N5eEt43vQoWSGETQjPf2pIO1EUDwnn\n",
       "7wN+gVzXbwxhp0fp7Bee8zlKXSSz5j+COqtZ1yTK5+HhHs8hF8hjUae5FTg4ldZE9J6noQ5S4o7f\n",
       "Fv5I+WjfcSEsa57m78K5dRuY9v4ZafwGdbTmI8NfwhkhfFgUdk24/lbk9vtbVO4/plRJG0HlDkQz\n",
       "letyzFcpftBPRO3Gg6hTmtcj4Ouok3cmMkQeBfwvXP+3VNylUPn4DC1KeRhwNepYTKHUIyB5P+tl\n",
       "3PP+IHOiqI+gPC9OCGE3h/scDPwBGUjjerArakOeQQaYg1Hncx5SsqsxBNWbVtTBi+ta+jkeRPl7\n",
       "AjAJKWs710i/0rMdH8LOjcKWRPVzBuqUH4Te37sob+OO+0KofZuDpsccip79VaSgb5Jx/8eAt1BZ\n",
       "PhopznnLCCHuU6gc/wm9k2tD+J2Ufu/yPssGqIy1orYyyfuvhvOvIsNxwsLh+eYho0fCEqhMxgbX\n",
       "etr4evJ+FMXyMAF11o9C36ZWyg3g1RiI2o4VkefTWKQoxcbNFUO6V2Rc/4Vw7o857lVPPR9Ffc94\n",
       "dgi/GxmXTkVt3uPU7xEwPfz9DLUTX8+Ie1s4v1DGufvRO0sYHtI7NsiRfCO+Es4fEGRdPoeMWeRp\n",
       "H5ZD7czzQbZ0Oa9E3v7CEuibPQlYJoStgMr+i5S2l02Uv5OxQd5zUD05Eg3QJIaR5cKzJf29RP54\n",
       "ICHdF0rCJqAyfTpqm68M4WnvvK1QOz4Z5eFR4bmTflatdmoh1DbE9WQVimUpbmsTj5JfRGGboLI3\n",
       "MdzrQNSezEFlKjFMbY+MGq2Ufi8K4XwT5fnbHereQFQWZqDv6A9Rv+4ysqdYGmNykii3V0Vh+6AK\n",
       "mPUBy2JEiD+JUhfsDShaG9PWzMdQgxnTTGWPgPQCON8O4YfklHEc5Q0nFI0Sj1A6+vaNCukvQjk/\n",
       "onxUFdSwfoiedSFkgGil1D0yj8ynZJwbgzp5K6XCN0Efjdj6fC1SyjZPxb2ayoaATymf17gi+qiM\n",
       "zpDnbNS5jUefWqjf1TrrmqHIEv8ypYaZxVFHewbqCMdptFKfV0sWK6H39wqlZeO8kH7WvM/EYLF9\n",
       "A9NeOcT7bRR2F1JIpyNDSsLjlHpL7BCujdsDkEfJZ5QqNSOobgioVJdjHkBlas0obCHqU/IGVQi/\n",
       "ApXJFaKw35PtxXBWCI/LXjKSk1ZSPh/C49G8EZTnxRNI6a8l+7uorqdHVn5KuaGoElmdWFA5akXv\n",
       "LR6hXBGVv4kZ900zguKz9UeG41a0dkXMOagjm14sbjVU7uLRtp+FNHZIxV0cGWXi6UHJ/adT2t4l\n",
       "5WQuKvO1SL5FaS+ipCO6TxufZVS4fpuMe16M2tKkjG5DUSmeTjHvk+/NntG19bTxbZH3cUrLxEqo\n",
       "Ll6Z8RyV2I3SUcWXKfcc2iSc+0PG9UPCuaxvSpp66vko8j9jUkfuoNQY9KUQPp98hoCjkffG91G+\n",
       "/BIZruZT3t48g0Zts0iMU7Hcp6BnTJTCk0P4skhJjacJ1EO97cM48k8NqLe/MBzVlX+h93AHGqBK\n",
       "ewg1UaogLkl2HzFNgerflEqGgHkUjS4J/0HtTmygeAR5AhSisIHIGJD3W3Y76kcnHIDe9z+RoS/h\n",
       "JyHNL0VhTyFDTdpTYQ/Kv3nNlH+LE5ooNwR0h7q3YQj7JaZb46kBPY+9UEP69yjsJjQaXK8i1YxG\n",
       "WxKeCcdvISUk5n7UeFQaIU5zVuo46SiumY5YhXmUjriAGmmQVXN+Rng6/U/D3wFodHFYJEt6qkIL\n",
       "MiR8OcT5Ieqw3UJ+FiArbMySqKPxL/QxGhb93kCW9R0jOXdBH6kHU+n8qcp9b0GuXDHfRiNal6bu\n",
       "OQx9GPtTW0ltCztQ3Fbwkyj84xC2WMZ9p9K+rYCGoHowBH3Y5qfOQbEsxMxJxenqtEGjiC9T9AgY\n",
       "hBbvuhWNBGwXwpdCU4Ji5TdRRH6XSvNpNLqyFcURm/ayXJBrDDLoJHxGeX2vxpzo/4WRm+gw1Knq\n",
       "T+no8h5IuUqPTmaNSD6POjP7UdpJSZT9y2vI9REa0anmgr8DyofmSO7k978QZ8fMK/OR7CRwOmr/\n",
       "Et5B9WN1SjuT1RiMRtMORp3K06Jz/VA+jUcG3vg5ZiGFPX6O/dEI0ROpuIug0fmtKDe6/pNS43FS\n",
       "TgaSf270i5SOxBM9R1L2632WaoxFBoutw/FINMp5DjJ6JArGtqitT74l9bTxbZX3L5SWicmo3ajn\n",
       "m/oganu/gQxDg8MzxIpTR7RpcVyoXc8T8jxjUkf+TOkUrgkh7byekeeg0dJ/oO/hmUh5eQ+V01hB\n",
       "G0J2fkB2npyIFOvNkUKVGIHOQsbGS5DCdDNq/x8k3+KVHdk+pKm3v/AI8vbZDU2n2w6VqVqLB89G\n",
       "ebkZnbNzx4NoVD/mbtTuFMLx8mh61xjU70uYh8pFXu5GRs0vhOOR6Bt0A/IETLw+tkUejxPC8Qbh\n",
       "dxWqg3FeJ9Pu2vMd6Q51L5kWO5LsqVGmm1BtTpTpnhyILMpvUFpBbwe+hTr9U3OmlWUp/jCknRVO\n",
       "SH9WxvlaaScyxUrJCqk4cyld4fYdyucuJnKk96uP5YvZG3kVbEy5W99QyrkOjUDthwwjx2bEqcb7\n",
       "aMQ7Zm3UQB5E5ZGA18LfZVGHIq3UgxrlSmSdS1zS76xwzQKk1HQ0yajBcxnnnk/FSXiNtm8FNAh1\n",
       "qL6MFJ77U+eT8prlHTIoFacr0465G9XtxZCBahBS+Acj17uF0Ehrf0oNAWsgw8QLGWk+jxTpNcjf\n",
       "JlTjc+Hvixnnsu5fiYGow3gAGq1Pd9zjevk5pBily8a7lK6/kXA5MjZtT3HUYn/U+Z6QET/mePSu\n",
       "70WdoHHIwHY9UmKhWKeyRvOh/XUqb92ptBZCzOlIed0XeRPFLIs6hzuhNiuL2OC1LiqTleIuQB3N\n",
       "t6OwrDKRhOVd3DYrjeTdJ2nU+yzVSBT7kaj8jAxhT6BvzEhUHkciheejEL/eNr4t8mZ9r6dRvhp9\n",
       "NaZSbD9uQUrw00gx3SiEd1SbVk89T8jzjLXaofYoUMn0tCbkEn1HCJ9F6XSsmEGo/Kfz5H1K3+9O\n",
       "qI+2ETL434L6MbuhAZ5bUTmaRGU6sn1I05b+whnIqLQVmj6RR4mei7ynzkHP/zxFD7h6PRKzyCpD\n",
       "6f5nko/19rPSjEVG+JHIW3BbZAC9G+XXSDR172voe5KQ5PXJFL1F0rTnO9Id6t4bKG+OQ335J1F+\n",
       "XYe8bk03wYaAnsUaqKGB7AYM1OnNa9Gs1Dmq1mnKa22vpNTF16enGoyjdJ50NTkqnYvT3wt1gB9G\n",
       "c54mIUvpQPTRzfKIWYriaNDKyKL7VhU50mR1kBKZ/kHlUcnZddyj3vt+n8pujWmDSqPI07HMIlHU\n",
       "t0MeMVluskk5W5nyepO4KL9NOZ2ZdpqxaN71NqgDmngJDEaeIJuhujEfeQm0hWqGloE1znckf0Zz\n",
       "C69GRo4pSNHeBI30t8dT7SqUXwegTvxWqN3MY9B7CHWadkLt7LZIif5NSOdDinXql1Qe+Uq3a43i\n",
       "JjTKdywyFMdG1uQ57iDffO9+SGHM2l894YM2yNgR1Pss1XgPKSYjUd37KvJGWYDq3fZorvGGlHpo\n",
       "1dPGt1XePN+8enkHtT17I6+G6ZS2aWnqadPaUs874xnrJRkIiQcVJgPrIIPsZ6n4K6OyP4/KLIoM\n",
       "DL9F7foWaN747kgBm4AMzftR6rnTlbSlv7AGqgugUfHFKPUCrMSFaDR+V6QkfxuVlWso3YGhLXRE\n",
       "/zUvj6OBn5GoHq2KjBkfItf/7VG/YCilRo5EjjNRXzSLDyuE56G71L0TkNF8V9SvPghNdTyd8qlq\n",
       "pkHYENCz+GH4exDFkYiEfugj8yPqc21qJGn38PY0fFl8H3W+tqXUVWqdKtf8HbnyHYka6dGoka80\n",
       "PysPr6KO5CLUtni/j+aOZs05zwqrRmLZjkeBqtFRimAy8rU+5VsLJgu55Z23WI1EUd8euT9X6oA/\n",
       "Ev5uQXk+bEZxMa+uSjuLcSj/t0PupElaT6NO5naoHD9BqcfJ62h0aT3kwRKzXkgz6bwlimB6xwwo\n",
       "WvqrkaSTtfhh1gJ9lfg+UqrSKw2vlRH39RDen9I6uCKl60wkTEUrM++JOt8HoA5OnjnNoLp3Y/iB\n",
       "XIcvQN4aZ6JRH5DhqiNGr9LEdSfd6a637tyF3IX/g+rh9hRHKN9H35AlyfccL6MRqmSkKw9ZZaLe\n",
       "Z8gqa8m7T9Ko91lqyX8XWt/jm0jxGxvCx6IysEsUL6HeNr4eeTubwUj2pH69gxT99Bo1oDYN8o3o\n",
       "1VPP6yGpI+tSuY60h8TN+70o7BE0LeirFKchgr4TG1M62pvFKWhqXGL4WSX8jUf/34rCK9GR7UOa\n",
       "evsLA5HhtT+aA38uxTUX8vAuxZ2v+iMj2veQge0xOtcw3RL+ZvUF6+lnzUdTfEai9nUuxfIxFhk4\n",
       "Ek+NOE+TvE6vc1OJBdSXH92p7k1E60Gcj9rH25Bx+kwaZzw2pkfSH61GX23+1YmoYdm0RlojqLxo\n",
       "WAvZDVMT5QuSNJO90ngly2KlBbKyGEf2B20UlRd6Sqd/PerYx3P9+iGlIEuWwyhdJOZw8i8aU01m\n",
       "0HztuWSv2tuPUrfDZPGh9GqtyerwsdyFKjKujAwhD5O9eMySaP5YwjPU3rYvTQvl5WVJ1OnJWizw\n",
       "FaQcx4tUZqVRi0XQnOz51F54aSDq2LZQWhY2CtenV7DtzLSr8SQaPZhL6UJB1yBX0PmUL+C1PXr/\n",
       "aW+F9dEIVew9sFhIO73mxRYUF/qJac4IewDN7/xCFLYw6ijnrSvvU+7VsCjFbZfidilZLHBUKn6y\n",
       "YFxWuUkWWzoUKVzpLZsguw3Mcv3dLMRL1mAYgjqwLWS7Vw4m384oM9CIWJq1KHYusxYDe53aIzQj\n",
       "KH22LVGde5bSlcqThS6/VSGd2DX1F2Qv3poQp5vcfwalo8pJOalnscD5FOelJmQtFljPs3yL8oX+\n",
       "YpLy8xylnd11Q/izqA6kF/mqp42vR95RVP7mjSOf4lfJzXg9NIL7SCo82U53tyhsQIg3leyt2NLU\n",
       "U89Hkf8Z10bl4k5KRza/HMLzLBY4gGxD4qro+aZQOjVi/ZDu9an4ySJw1bYu3ASVl7hcbBWuS+Zq\n",
       "L4KUouNryF1v+zCO/IaBevsLp1H6Hk+n/L1Ced9xMNlrTPyK0gVJlwnHlQa2svpwlfqYoygvX4+g\n",
       "542nKS2Epv/V0+9LFol9jtKBj2Sr32fJ9hJ7Gn2fsqZJDaT0+5K0F1nfnCbK++bdoe4tQfYuG8mu\n",
       "LV/IOGcagD0Ceg47ImvxxVXi3IAahQPpujk4WZ3SjnK/am8616HpAXcha/NCqJM3OCPu+sid6h7k\n",
       "SgVaPGUH5N40lvL54VlUkvnHyFI8HrmaPoka0s+hkafLKe428BvknnwrsqK+jVyrkgVX8lqG3w73\n",
       "vQTN3/oHMiYtixaq2R11bpO9pB9EZecUNAesFS1+Va/b/nRk8b0AdSqaUb6MQs97KKWLVLaFf6I8\n",
       "uhN9zPdPnX+K4gj5PLRC9DVo/vcl6CP1MzTqk94vuDPTrsZdqFOxgFIF9y6KO1ykFd87keHou6iT\n",
       "cAtae+MI9N6OiuJ+gt7FQchwcA/6GI8Kz7QR5aTL889R5+B+9H6nh3sPID/XozJwNapXyyNvp6x1\n",
       "DE5HneyLUaf5eaRoboY6zln17ZaQVjJHvtYigQkvoDrwCOq4rYgWD/2U4hz7WagTdTPqVF2KRkmW\n",
       "QqNLe6I2Jt6tIYuHkBHnWDQquCDc42U07/bYkMa14RkOQZ3n71H/SNn96PtxK8XpV++g7WC3DPe4\n",
       "luKK/qujUe/HKHqhnYPawjMozpufgTp926F6kt5C8+WQ5t9Q2dsXGalPIZ9rOagTPRq9/1eRV8y3\n",
       "wnNcE8Wr51kSo9WvkXfMTNTZTZThcSiP16V0AdMXUJ1eD5WTmSlZ62nj65G3Fnm+k8ej8nYLcn3v\n",
       "h75530d5cUQq/mmozbkSfRcno7K3CWo/0s+eRT31vBbxM76E2p4jUXt4IzJ0HIHyPM9ieYsjI89N\n",
       "6Fv3IVJyDqJYz+LFAZ+N7nkDMhSviwwB46i8c8NA9E24EL3jhIeQUfyKkO7OyICYXssjTVvah7z9\n",
       "qHr6CzsEGf5JcSHX45Gb//nIYBwvKBuzNvr23IiU5w9DuoehenhviDc1pPFd1MZOQeXu33QMv0TT\n",
       "cx5Afb0ZaIpMYuzI284m3+R1KX1/45FivB7lu/qA6t5dyCBwKfq2DUFrf+2JDCNJ3j6IyvdfkGH7\n",
       "M1SGWirI1B3q3kg0EHI9KrefoPbjQIrl3xhTB9ehRuWLNeK9iFyAsxb6SRgR0sryCJhI9ijbSZRb\n",
       "2i+jfMQwKyyhHo+Au6nsETCffB4BoA/7c6ijOhl1Soem4g5GH/r3Kd/6aSj68E0kewQhj8wJyyDl\n",
       "5KUgTzKP7CzKXdQ2Qh+pmajx/geyHLdSuu1OgdrW6y1Qg/0e6ty8jT4OP6O0nCyLGu2p5B9ZqVRe\n",
       "QArR/egD8AnqJKe3AquVRrX7zqd0K6zkN5/s/NiVYgd+GupEZVnjOzPtaiRbe6U/kGuG8Dlkj9QM\n",
       "QJ2y50OcD9D7zmorFkVK1QdB1nuQUl1PXd4avdfZSKE8j+I+yXlGUQajetAS0ngpyJ9MwUm3S6ui\n",
       "9m96+I1BylW1cnNuSOtDstvCEZS3gf+H8uM9lI9vIGUzvR0W6Hn/gdx5P0VeAvchBS9r1CbNmshF\n",
       "MtnDPJ3PB6FpILNDnNuovptBzAiy2/dNUN1+ieKI/GBkeHwaGTlmoPbyQsq34BqAFJ9HKNbpl1A+\n",
       "xNO8RlB8jz9BncA5Ie5Pcj4DFNvokajjOAuVt3PIHpGu51kOCOc+Jfu78RjKw/1S4aND+KlkU08b\n",
       "n1feUVT+5tX65iRsh+rQRFTvZ6P38lcqt1MrIUXk/RD/Mcq33K1GPfV8FPU9Yz+keLagsvU0UoKz\n",
       "+ilZLIzawadRez0XfRevpbJHZX9kCH0x3HMScm+utoPCsagdySqva6Hv8Iwgxy4ZcSqRt33IWz5i\n",
       "avUXlqO4onz6uT4X5HmE4kBj+p0sjYxLE1D9mBXS+jOlnkWgenAfamtaU89Sr0dAVvnaFn23k2/Z\n",
       "uchzo5X6tr2bEtJPv4P7QviBFa5bDdXBiSivP0A7HvyOUq+pfsgANAkNPsTte1aZ7w51rxCe7XlU\n",
       "Jj5B7VsTpR6hxhhjcpLs71zvTgbGGNNVjKDy1DNjjOnOJFOH9m60IMZ0Be1ZndkY03mkpy/0o2gA\n",
       "uANjjDHGGNNW0h52CyGvj8+ovQCkMb0CrxFgTPck2XP1WeR+l+zVezW190M3xhhjjDHZDELTNkaj\n",
       "qQnLoAVIN0BrZExpnGjGGGP6On9Ec6s+RnO8nkPzsupZlM0YY7qaEVReg8YYY7oD/dHWha+idTNm\n",
       "oXUXDmukUMYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wx\n",
       "xhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYY\n",
       "Y4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOM\n",
       "McYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHG\n",
       "GGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhj\n",
       "jDHGGGOMMcYYY4wxDWNv4BZgMvAx8Bjw3Yx4xwOTgFnAPcBGGXHWA8YCM4G3gZOB/h0vsjHGGGOM\n",
       "McYYY9rKA8Bo4NvACOAMoBU4MopzHDIAHA6MRIaD94HlozhDkTHhdmA74FDgE+DUTpXeGGOMMcYY\n",
       "Y4wxdbF0Rtg/gdfD/4OA6cBvovNDgCmUKvnHAVOBxaKwY5B3wOIdJawxxhhjjDHGGGM6nmOAOeH/\n",
       "kchDYK1UnL+jaQQJ44ErU3FWC9fu1gkyGmOMMcYYY4wx3ZKeOEd+c+Cl8P86wHzglVScF8O5hLVD\n",
       "WMybaErB2p0gozHGGGOMMcYY0y0Z2GgB6mQ7YHfgh+F4KJrrvyAV70M0RWAgMC/E+ygjvQ/DOWOM\n",
       "McYYY4wxpk/QkzwCCsi9/2bgisaKYowxxhhjjDHG9Ex6ikfA0sD/gInAflH4h2gBwH6UegUMRW7/\n",
       "86J4S2akOzScy+J64C2KngQvAg8BLeG4EP729eMCMK4byeNjH/vYx+nj7+L228cde7wZcHU3ksfH\n",
       "Pu4rx27Pfdze480oTiFfCg0yj8N0S4agbQRfAYalziWLBX4hFf534NHo+B7KFwtcNVy7a4X7pqcb\n",
       "mGyaGi2AMcbUoKnRApheR1OjBTCmj9LUaAGM6S1096kBA4HrgM8DXwc+SJ1/AJgB7B2FDQG+gTwI\n",
       "Ev4H7ETp9oH7IK+BezpW5D7HUo0WwBhjauB2ynQ0LlPGNAbXPWM6iO4+NeAvwM7A0cCy4ZfwBNpG\n",
       "8DTgBOTNHg4DAAAgAElEQVTi/xLw83D+vCju34CjgBuBPyLDwknAn9Fig8YYY4wxxhhjjOkGTETb\n",
       "A7amfvOB1aJ4xwOTKI7wb5SR1rrA2BDnbeBktLZAJTw1IB8jGi2AMcbUYESjBTC9jhGNFsCYPsqI\n",
       "RgtgjOn92BBgjDHGGGOMMabX0d3XCDDdn0KjBTDGmBoUGi2A6XUUGi2AMX2UQqMFMKa3YEOAMcYY\n",
       "Y4wxxhhjDJ4aYIwxxhhjjDGmF2KPAGOMMcYYY4wxpg9hQ4BpL4VGC2CMMTUoNFoA0+soNFoAY/oo\n",
       "hUYLYExvwYYAY4wxxhhjjDHGGLxGgDHGGGOMMcaYXog9AowxxhhjjDHGmD6EDQGmHpqBR1Nhha4X\n",
       "o4xFgauBqUAr8AOgCXg/irNWCFuyg+65GPAusGUHpZeH9jxDAeXNLh0oTzVagSO66F55WRH4L/AR\n",
       "km+bCvFagDO6SCaA3ZA8q7UjjSZKy3t3YjH0fAd0cLotwOnR8d6o7qcZB9zSwffuSFqBw+u8Zkfg\n",
       "6Dbe71/ASW281hQpNFoAY/oohUYLYExvwYYAUy/dccrEj5EydRCwGer0X4w6ywlrASfScYaAnwPP\n",
       "A/d3UHp56Ohn6Gy6W1n5NbAh8F1UTiZUiLeA7id7HnqizO1hd+Dc6HhvYFRGvO7+PjcDrqvzmh2B\n",
       "n7bxfqei9muZNl5vjDHGmF7AwEYLYNrGMUeM+TWwD7DnGRfs/loDRWlp4L0T1gFeAm5Khb+dEbdf\n",
       "B9xvITTa/fMa8QYDszvgfmk64hn6IusADwO3NlqQTqKzysUAZDT+rJPSbytP5YzXD5jVmYK0k0e6\n",
       "+H6PAm8CB1LqUWHqo6XRAhjTR2lptADG9BbsEdADOeaIMQXgMGAY8Msuvn0/YA/gRaTk3gusm4rT\n",
       "H/gV8CowBynpabfgcWgUbN8Qbzpy2145FW8Q6qxOCmk9CewcnW8BfgR8CbnYzg/hTRRdpUcgd1iA\n",
       "iSHexHC8FHAJMhrMBt4ALqr08IFdgKHAzanwVuBnwNnh3k/nfIbkOc4I178FTAOuojj6n/UMr4fj\n",
       "FYFLgdeQwvMSGvVbqMZzpJlItmJwHXrPAEOA89H7nxlkOB9YvEbaLZS7249CzzEkClsa5f+76H3c\n",
       "DwzPIfsa6H1MB2agvPp8dL4VGAnsSen7z8PmIb3JwCfIk2DfCs+yPnBHiPdCuF+aJmBKkPNyYIkc\n",
       "MuQtpxsDD6F38wSwVer8AcB9aBrNNOAuYJNUnGakLO4BPBful7yD3YHHQtg7wB8pNyh/C3gZlcV7\n",
       "kAGmFvcAF0bHO6H8/FMq3U9RfYLSMtUM7AV8LVzXirxnEvpRu61JkyfPRyLj0mxUZi9AU5VilgnP\n",
       "NjnEe5FSt/6saTTV8rkJGSFXj571MtSmtFLuNrtGCP9GFHY92d4TxhhjjOkj2BDQMzkKjdIBfPOY\n",
       "I8as3YX3Xh11zk9GHethwG3AIlGc85Ab9t+Q0nwTUlR3jeIsAL6K5sb+DDgE+DLlHe3r0bzf3yL3\n",
       "/0eRUrZROL8H6tS/gFxsN0/dA+BxigaTPUO8PcLxn4EtkJvtjsDxqNNcjZHAM0jZSnMMsDywH/CT\n",
       "nM+QyLo3sC2a4vB/Ie7vqzxDomQuA3wYzu+ElKMfovdQD9cA30mFLYbe4VXheAhSSE4Avh7+jqS2\n",
       "a3Me9+xFgDtDer9E7+j9ELZ8jevGAmujvBuFlJ97kMEGVC4mIMU3fv95WB14IKS9G3ADUry+mxH3\n",
       "SmSQ2AN4Ba1dESucR6M8+xtSbGcj40utvMlTTocgw8JfKSrNNyLPlIQC8A/0nr+HjFP3ovxKWBDi\n",
       "/RH4HXrPLah83oAMDd9AbcAhwB+ia7+MytEEVD7/DVxb49kAxgNbR8fbIKNZOuzxEJ7ImeTbKcDd\n",
       "yPixWfhdEl27BbXbmjS18vyLyLtkCjJCnITaxOujOIOR0fObQcadUfu5Yupe8fuvlc8Xo3L2bvSs\n",
       "p6B2+G3K10kYFeLG6yQ8hAw01eqVqU6h0QIY00cpNFoAY0zvp1vOKT3miDGFY44YMyn8Lj/miDGT\n",
       "jzlizF+76PbNqCO8WRS2BXIZPjQcr4lG5fdPXXs5pS6w45DyGs93PzqknxgVtgvH6VHNeyhVLpop\n",
       "X8SwidLF0yotyPYM9S9qdw9SptK0olG8mLzP0IIUx9g4dxYaDUzIu6jcQKSQzKY4ilig9mKBG4c4\n",
       "X43Cvofe77JV7rVluG6VKDy9AFqWt8EoSj0CDkTKazySPwCN4lZzYT4syFiIwlYOaf0qChtHPqW0\n",
       "kmcEaGR5IBrhHRuFj0LPMioKW5rSujEAjQpfkErzdmq/11rltCmkMSIK2yiE7ZgRH1TWBiIj2glR\n",
       "eHO4bsMorB8aEf97Ko0fopH/xOByLfBsKk6iQFdbLDDxAEjmrY9HhqzPKJaPJ5BxIiH9nq5Hhp40\n",
       "45AXQLW2JotaeX418r6Jp2R8h9I28lDUHm5IZeK6kjefzyTbq+VUip5CSXotlJfnlcN9055JJj+F\n",
       "RgtgTB+l0GgBjOkt2COg55F4A1wHHAfMpWu9At5Do0kJD6BRusR1OFF8xyAlI/ndhRTNuNP8KOqg\n",
       "J7wQ/iYjqNujkawHM9LatEOeRm76x6IFB9fKec0w5FadxX9Tx3mfYQEa0YxHHF8AlqPo/VGNn6LF\n",
       "C2ehMjEaWJj6VqJ/Erl07xOF7YMUqdio8n004vtxuFcybaC9ZXB7VJZaKOZTP6QUVnvfw6PrEt5G\n",
       "0wrSBpi2MBQtSvcGet65wMHAFzLi3h79Pw2NFifleVVgBVQ3YtJrW2SRp5zORe8qIalPsYFm3XC/\n",
       "d4F54Zq1KX+WtyhObSHcc1XU7sTl+G7kqr9+iDec4hSWhDzP9wBSmLdCyvlX0Ij+VOTNsQRSpu+t\n",
       "lEANHqZ6W5NFrTwfjp4tNhrfiPI12U1kJDJgPE0+8uZzJS5FHiwjwvG2qA24LBVvavi7XE65TDkt\n",
       "jRbAmD5KS6MFMKa3YENADyKsDfAd1GE+94wLdp+MXET70fYVpOsla4uy95GCA1KSB6BO99zod1kI\n",
       "j11iP0qlMzf8TeYADwvpfpZK6yRKlZv2cCRy5T4Rzd1NK8KVqLQw23up43qeISs/+lF91BLk7nwG\n",
       "cif+JlKijgjXDqpyXRbx9IAl0Ejt1dH5PZF3x/3At5H3QDJFoZactRiGRlLTeTWK6u97RcrzHaSE\n",
       "L91OmUAj5Huj0egdkFHiUkpd7hOy3mHyDpI6MiVDzlrkKacfZ9yb6P6LI0PFyqjMbIXKylOUl5Os\n",
       "cgwydMXv5nWkCK8azi+f8Tx5nu9jpHhvgxTs2Uh5vjeEbYnK83050sqiVluTRa08X4HyfJqPlOyk\n",
       "3C1DqVdPLfLmcyUmImPQD8PxD5ER5IVUPC84aowxxvRxvGtAzyLxBrj6jAt2bwlh5yM38G8ec8SY\n",
       "s8+4YPeXOlmG9AhSIYQ9E46noRGxLciea1/PXufT0Mju7vWJWBfTkZvw0cAGaATwn0gJSXeeE6ZQ\n",
       "7LCnSU8pmUrnP8N30Ahi7N5da+SwEteEdLYCPoeMhTem7vUQUpISvpYj3TnIQyFmaOp4KppacVjG\n",
       "9Z9WSXsymq+dZnmKI59tZRBa2+JwSueU5/HSSPNu+JuuQ3lGZdtSTtNsjowA2yGlNmGpHNcmHjAH\n",
       "k73tYuKm/i7l887zjjrfi9YEmIoU/gUhbA+08OVzlCv0eRlSO0oZlfL8KWQYeIfyZx2AlP8kv6ZS\n",
       "OtWlFrXyuSVHGpegdQSOQ2sX/CwjTmKoyGOkMdkU8MikMY2ggOueMR2CPQJ6CGlvgCS8AV4By1G6\n",
       "IN9KaMX+ZP7/XagzvBRyiU3/ki3I8qzBcCcadUtWQE//Ymqll2cE8BnU2e9PdTf3CWQrnlmMJf8z\n",
       "1KLSMwyKziXsV2faCc+jOd77hN8daC2H9t7rLWC9VNiOlL63sWiNiUmU59NzVdJ+GK18X4jCVkbl\n",
       "NB5Bbsu6H4ug8hA/8+LI86Le9CYhRTm9UOFedaaTt5ymSTwY4mfZArmSp0k/20vIoLUG2eU4KSOP\n",
       "oryJyft841Fbskv4Pwn7KjJe1JoWMJdsL42OWO8lzvNkF4SHkTdM/B3dCxnYk3J3J3qmDXLep1Y+\n",
       "J4aC2NMkzY3h/DXh+OqMOImhMMvYYIwxxpg+gD0Ceg5Z3gAJXekV8AGaf/4bNMp7MnKPbQ7nX0Ir\n",
       "ol+NFqh6HHVYv4jmIR8c4vWjtnvqHWgl7DuQW/bzyF19Y6SgHR/FrZVWkieHoQ7yTKTw3oc6zs8h\n",
       "heFgtPVbtb29x6IdARan3B27rc+Qx1U3/QyzkIJyByofDyMX4v2obxQyzTXIqLQEWik/5g602N3x\n",
       "KI92QfOga3ETWvztODTq/y1kGIif+wr0bOMoLoa2DHIVfwdty5hFM9pl4X/IjbsVTb14n9It6fKU\n",
       "uSRewnSk3J6ItvtbgBYg/Ih82/7Fac1HdeJMVI/uQ/mQZ3u9tpTTNA+Gay5GU0lWQfn0NuX5kj5u\n",
       "BX6BFslcAq2WPxd5jeyOponMRmX8YbRo4KVI4fxRTvnuQ23cFmh7PJDHwzw0heGsGjK+gIwQu4dn\n",
       "ehuVm35Btnqplee/RYr0zajNWwU9/60oD0Bl+gg0JaMJeWKsgdrC4zLumTefX0DeCD8I8r2P1rAA\n",
       "ec/8M9z3SlRu02yOvBrezThn8tHSaAGM6aO0NFoAY3oLNgT0ACJvgFbg4mOOGJMe9foQzQ//HlLg\n",
       "ftxJoixADfDvUYd3daQkfZfSUcYjUIf3YLSt1QzUWf17Kq2skbp02F5I6fwpWvRqGup8n5e6Jn1d\n",
       "OuwNtCXdUUiJn4Q61w+gOegFpKg9gVbSnpwhW8JtSJHbC82Xr0XeZ8gizzOcglb1/22Id0OIk160\n",
       "Le/I6NVo9fE5SMmJuTDc82hk4LkdGaEerJHmRcg4cRQygFwe5P1bFOdTtLjZKcjAlMw3fzhDjpi5\n",
       "aKHBP6My1g8trrYnpa7kebYwTOLF7Iue+wr03s9He8WnV5TPU57PRm7Zh6HyMAaNNI+uIVOtcprn\n",
       "2aagduRMlJ8vo1Xt/y91baW0rkV1+Xik3M8HXgP+Q7H+P47agz8g48+jyLMkj8HiA6ScrhrSAbV5\n",
       "96O1KtLrA6Rl/Asafb8UTTtpQmUpb1uTplaePx+Of4/q3AykgB8bpfEpMpSdFmRZAhm4/lLlvnny\n",
       "+VpUV05Hdb+ZUoPLGFQ+L61wj29TNN4aY4wxpg/iBYMqs4Bukj/HHDHmt+QfVVsAfPWMC3Z/qxNF\n",
       "iinQN62zv0Gu7ds0WhBjTE0K9K126nSk7H8u49xXkFfTGrR/DY2+TIG+VaaM6S4UcN0zpkPwGgE9\n",
       "g0nIlX12jt+blM/hNh3PWci9tyO2pzPGmI5gbeQJcxjyXMni18grxEYAY4wxxpgMOmKBKWOMMaar\n",
       "uButHXIVnvpnjDHGGNMmbAgwxhhjjDHGGNPr8NQA014KjRbAGGNqUGi0AKbXUWi0AMb0UQqNFsCY\n",
       "3oINAcYYY4wxxhhjjDF4aoAxxhhjjDHGmF6IPQKMMcYYY4wxxpg+hA0Bpr0UGi2AMcbUoNBoAUyv\n",
       "o9BoAYzpoxQaLYAxvQUbAowxxhhjjDHGGGPwGgHGGGOMMcYYY3oh9ggw3Y21gCZgyQ5KbzHgXWDL\n",
       "KKwVOLyD0u8tfACcVCPOisB/gY9QHn4NaAYe7VTJSjky3LteFgvXHdCx4vR5HgMuqxGnBTij80Xp\n",
       "ME4E3gbmA5d24X0XQm3fRqnwAiq7u3ShLGcCE2vEaaZr635eFgWuBqaifPsBytf3ozht/c78HLir\n",
       "3RIaY4wx3YCBjRbA1OaQ8aPXBr5FPsPNFOCSi7bZvy3KUlsooI5+R7EW6ohfCkzvgPR+DjwP3B+F\n",
       "bUbtTm5fYwG1vWB+DWwIfBeYBrwA/DDHdab3kqfc5InT2RTI105tihTE44BxqD3tKhZBbd/rwFNd\n",
       "eN9K5HlnjX6vWfwY2A34PjLovI7ydkwUp63fmb8CvwJ2BF6mY799xph8FHDdM6ZDsCGgZ3A0sEcd\n",
       "8R8Anu0kWbqKfh2QxkLAEcgYEPNIB6Sdh8HA7C66V1ewDvAwcGsqvCPelTHdgXXC378AHzdIhu5S\n",
       "n7qLHPWyDvAScFMq/O2MuPU+42zgGuCn2KvMGGNMD8dTA3oG/wt/W5GL7W8zfveEOBOBFztRlm2A\n",
       "u1En+SPkFrxxdH5jYCwwE40ajwaWS6VxHPAq6lS9i55veWAE8K8QZyJ63mTkfingEtSZmw28AVxU\n",
       "Q9ZdgKHAzanwVmQgSBgHXAfsG+SajlzgV05dNxg4Pdx7Dhpp+n10vgW51J4AvEVxpKk/GkV6NVz3\n",
       "EuUu6rsCdwDvheseBHZIxVkFuDbEmRXSOyUVZ2tUFmYid/+LkFt8zDZoxHE2cu3egtq0AiOBPcP/\n",
       "r1eJm6cMDAMuDzLORGVqk1ScRYDzUTmbCvwZGXfy8C00YjcL5cc6GXEOAO4LaU9DLr9pGZqR+/Ou\n",
       "yLNkJnALKlfroLLzSYizQeraX4Twj1A5/xfw+Qw5TkUjz9OBvyOPi1ZgtSjOIFT2JqEy9CSwc4Vn\n",
       "jzkNeBrV10noXSyfitOC2pWfoXI7DbiKcrfp9ZFnzWyUF9/Mcf9K7A08g57lTdSGDYjO16rveepC\n",
       "TEtIvyncbw4yln4vitMMXBH+n47ewTYZaa0Rzm0ehV0VwuIy8G+U3wlLh2d4NzzT/cDw6PyM8Pey\n",
       "kFa6DMTUU3Z3QGXgE+BeYL1UvKWAK1EZmQwcX+GeWfRDRuoXwzPdC6ybipOn/RtHvja4Vj1oAX4E\n",
       "fAnl3/wQ3kRxasAI2veduR55BPQmI68xPYmWRgtgjOn9dBuXx0PGj+5/yPjRdx8yfvTkQ8aPLpvj\n",
       "fMj40QMPGT/6/nD+O50oygjgMzQivCfqDJ2MlCSAZZHScz9SEvZDHbanKCpwB6AO72FIad0TOBf4\n",
       "HLA4Gr1vBXZHneRkvuylSPn4TrhuP+BvNeQ9B3g8Izy9RsDdSDm4D/gGsA/qrN8SxekH3B5k/yWw\n",
       "LXI9vTCKMxF1pG9HrqmJF8cFqJP9S6RMnwbMo5hvIMPE0ShPtwP+FOLESvpdFPN2G+SWf1p0fkvg\n",
       "U6SUfB3YHyl210VxVkLK7FhkKDkYKfUzkatsJb6K8vJOSt9LM6XzhPOUAVBeT0bzd3dDyvoMShXl\n",
       "s1Bn+2fATsAN4XnmU50vo7y7Jlz3y/CM6TUCTgQORe9kJ2SYmIUUvYTLkLL5KHqf+yHF6yakhByM\n",
       "8noC8FxKjrOAUaje7IbK03vAElGcnwVZm4DtkeHjzfCMsRL4n3DtoSHexagupueTp7kMKVfbAHsh\n",
       "b6HnKB0JnYgUnn+FZzkYldcLojiDkXI0IeTDvsBrQaZa8+gnIuUtYUf0Li4L/x+DlLq/RnFq1fda\n",
       "dSGL3wFzkaK7A6q7rcjwAmqDTqG4/sVw1CZlMQk4Njp+C9WhpF3pj5T0Q8LxIsATSMndH5W3m1GZ\n",
       "TwwzI8K9Tw73Hg4sTPYaAfWU3QkoH7+BlPBnUs9yEyrTB6JyOi48XzVjH6juT0Hl4HuoLX8ald9F\n",
       "onh52r88bTDUrgcbhzjPUcxDUP1Kpnm09zszJNzzuxhjjDGmV9JtDAEAh4wf/Y2g6D96yPjRi6TO\n",
       "fSecu/+Q8aM7c7rHg5S71Rei/09DHcp4BHo4pZ3t89GISiV2I3sk7BlKR/HzcA/wj4zwtCFgHPAh\n",
       "pSOgR4d4SV7vFI53q3K/FqQsLRyFrYmUuv1TcS+n8hSF/mjazq1ohDjhY0o7z2nuRQp+zLZB7mQU\n",
       "8HQ0MjYoirNviFPNEADKp2tTYc2UGgLylIGvh+OtozhDUEc96XQvgxSbY6I4/dDIYy1DwLWUT405\n",
       "nuqLBSZ5/gLy6EhoRp3+WMH6Y0grfqc7h7C1q6Q/GCl+3w9hA4B3gPNScW+htA5sF463SsW7h/L3\n",
       "UY0BaIQ1nfctwCuUeoidFWRLOBwp0StFYVuEtOo1BDxEeTk9BimHSfq16nutupBmI6Son5AKv4VS\n",
       "D6pR6JmG1EjvSjTiDzIgzENt21UhbMOQTjI6fiAy0sWGrgHIMJDkTaUFLQtUXyywVtmN77l7SGut\n",
       "cPzFcBwbkBdFRow8hoBWtOZKwmrhnoeG47zt3zhqt8F560Ez5YsYNlG6WGB7vzMvU2q4MsZ0HYVG\n",
       "C2BMb8FTA3oOt6DRnJXRaAkgbwA0XxHg7Iu22X9eJ91/UaTQXV4lznA0Gv5JFPYIUjSSVfsnoA5t\n",
       "U4gfuwNX40k0Avdjip3YWgxDSmkeHqV00agXwt/ENXUk6hz/p0oaC5CCMzcKSzqvY1BnPfndhUav\n",
       "kpHZVVDevoU60nPRaOkXorSeRIr2DyjvwA5BHfLrUve5P6SXuA0PR1MQ5kTXpqdOtIc8ZWA4GtW7\n",
       "N4ozC+Vt0snfABkr4gW+FoTjWvN6h1N0/U1IzxcGKWk3oZHHeSjP16Y0z0GKbLy45Gvh710ZYbEr\n",
       "82Yorz8I6c9Eyl6S/qpoNDgt679Tx9sHGR+kvAxtmvFcMTsjL4CPUDmYFMLjZ1yARmTjBUZfQNM5\n",
       "kvo5HE0jmRzFeYD6F9MbgNy2r0uFX4u+R4m7fa36Xq0uZLE2MsRk3XctZHiqh3tRee6HPBKeRuU3\n",
       "MbBsQ3FBTdA7fBzVg+T99QPGU/sdZlFP2X0tOk7kWSX8/Ur4G9ezmajc5uE9ZNhJeBM9ZzISn7f9\n",
       "g9ptcHvqQV7yfmemou+LMcYY02OxIaCHEHYB+HM4/EnkFbAnGq2cSLay01EMRZ22d1LhLdH/K6CO\n",
       "YZr30PxY0Ojh8WiO8EOoY3cqtcvikUhhPRGN4L1MZBCpQt7FoD5KHSfKfDJyvgyStRbp5x+GlJ/p\n",
       "Ic3kd1kIXxE9+7+Q4ngCchH+Clo7IR653wcpY2ehfJ+ADBSg9zMALXIW32cO6iyvGuItT7nyNotS\n",
       "xb09VCoDUyiWgRUpHZ3LirNCFJaOU4usZ0wfL44MFisj9/ytUJ4/RWmeQ+Wy8VFGWHLtaiH9Bcg9\n",
       "fIuQ/pQoTvKM6bxIHw8LcRMDUfI7iaJCl8VXULl6E43IbkZx9DbPM/ajOBq7Atl5X68hYBiaIpIu\n",
       "I8lx8v5r1fdqdSGLpB2odd+83Ivmk6+PlP/xyDCyAmqPt6bU0DUM5X36HY6i+jvMoiPKblwGP6bU\n",
       "eAkqg3nazqx6/D7Fsp2n/csra1vrQT3k/c70p+PaTGNMfbQ0WgBjegveNaBnkXgFrA3sc8j40VfS\n",
       "Nd4AILfNVkpdg9O8Q/lCZKDO22Ph/wXA2eG3MlJQfodGwi/MuDZhOnIVPRqNFh8L/BONxL1Q4Zop\n",
       "dNyozVRKO62VSE8pmUZxrn/Wlo7vI/fZjZHL/O3RubR78mQ0Fxo0Z78JKXqrok70AtQp/m/GfZKR\n",
       "3Hcpf0dDKF9QsK1UKgPLU3TXfYfyxQOTOFPD/4nRZTlKFYSs69JkPWP6us1R+dsOdfYTlspIry2r\n",
       "p38djUDvTnFRsYGUKpzJMy6bujZ9PA1NOdm9Thn2RIpuPJd59TrTSHiH7AUXs951NT5Ailz6fSTp\n",
       "JB48tep7pbqwGtleQIkBcznUllW6b16eC9dsHX6/QtM+ng7HW6F1PhKmojbwsIy0Pq3z3h1Zdt9F\n",
       "hoWFKTUGLEe+6XFZ9XE5iusQ5Gn/8tLWelAPeb8zS9O1W0saY4wxHY49AnoQaa8ANFLRFd4AIHfR\n",
       "h8mev5rwMJpLHyuVX0HKx30Zab6N5lu/SnEubXoUKItnUAetP5XnZINGCb9Y5XxCng7vnajzV8+8\n",
       "ZJDb6gDUSX8i4/cZUhihtCO+OkVX+iweRgubDQlxZyIPi3Uq3CdROpNVxAdHae2Z81ny5FOeMvAQ\n",
       "UhbSawTsGsVJVpSPt83sj5SAWnI8SvmK9nuljrPyfAuyFeW2rBcymNJVy0FeMLHxdRJ6L+mtQdOy\n",
       "34mMaTPJfrfVZEgbB/fLIXsWj6LpJfHUhy0pN1rUYj5yHd87Fb43yq8HM66pVd/julBpmsB05PmS\n",
       "dd+XKBqg8rIAldV9kCFvfAgfj9YDWJFSj4CxId4kyt9fsshknrYPOrbsJsa5uAwuRvmOJZVYjtLd\n",
       "E1ZDUz+S+f952r88ckJ99aBWeu35zgxB3723cshsjOl4Co0WwJjegj0Ceh6xV0CydV1newMk/Ap1\n",
       "xv6HtlSaheYg3xHk+jOaW3kbUvAXp7h92Q0hjQtRp/th1DnfFs1rTVbgfin8PQyt+j4TLfx2H3Aj\n",
       "6jQvQCubf0LlBfdAne+fBDmq7Qnej9ojZ3eE57oSKR0TUGd/a4qjfFlpvIQWwLsaLQr2OOp8fhE9\n",
       "98HIBfUtNIJ4AlpVvimEJWkuGe5/OVrYbRG0Pd07FEeqjg3P3Iry+2PUMd8F+HW47my0GNZ/kFv1\n",
       "Sui95tkKK08+5SkDtyM36mvCvaehFcUXQdvYgcrIRWgF9XloJe+D0VoVtWT4Iypf16KpKOujLcVi\n",
       "HkTl5+Jwz1WQN8XbGem3xSNgLFKALgsyfBG9r4+i9OaHe5+BRkYfQEaA9VEZT0ZQk7J3R3i251EZ\n",
       "2RjlWaXt3m5HI5tnofe9BdmGgDzPdxnwG1TPm5AydAoa4a91ffr8Seh5LkVlYIOQ1kUUPVeq1fc8\n",
       "dSHNdFT2f4PK0+PIOLQzbV/9/V707l5E+ZCEHUVRWU24ArUT49AWoxPRdKPhQe6zkXI6ERkXnkeG\n",
       "sKcy7tuRZfc55EnxV1Sm3kULN87McS3ouUejfJ2D6ut7aME+yNf+JXLmbYPz1INaabXnOzM8pB+v\n",
       "jWCMMcaYXkS32jUgJtpBoCt2CkizDcV96j9ECs+G0fl4D/kPUScxHjX8AcX9r2eixZl+SCk/R3PA\n",
       "PqO4cvXpSJmcEd232og5yND1TrhnTNb2genV10cgRS3ec3sQ6ngne1i/jtY3SEivjh5zNOpozkEu\n",
       "pXdTupL2pkh5nUVxn+3LKHZAF0aK0oso395HHfi0x8NwZKiZjjqwzyHFI96y7mtIwZiDlJUtQnq1\n",
       "duv06kQAACAASURBVA3IyqdYxoRaZQA0ZeNyZASYFdJO74O+MNp67KMQ7xw0J7rWrgEA30ZK4myK\n",
       "C7KlV2TfCY36zULl8OsZz5j1fKOCDPHUjUIIi1d23x95u8xCSv5wssvIqahMzEC7XBwWZI3f2cJI\n",
       "AX8FuZK/g6aAxHuoZ3EMWiPgE2QYWJPy8p8lU9YzboAWn5yDFO5vohHlencNAI3EPx2e5U3K1wmp\n",
       "Vt/z1oU0/VEevhnu+yza9i5mFOXPXYlkN4x4e7nlQtidGfGXQAp/cv9JaAeVeER9B1Q3Z1PcQrJA\n",
       "edlqa9nNSmsptNvBJ6hc/Qa1c7V2DUjS3wO1WXOQIWS9jLi12r+8bXCeepD13CdR7srf1u/M+WRP\n",
       "vzLGGGNMB7MmGkV+GnUK7s6I04I6X/Fvcka89SgqKG+j0YtK0yO6syGg/yHjR98VDAHfqX1Fn+Y3\n",
       "FN12jekJXELpLgXGmO5Bss3pTo0WxBhjjGkvPWGNgPWQtf8FNOqQpaAvQAv6bBb90nsuD0WjNPPR\n",
       "SNYpyJ305E6RuhMJawX8AI0cXt9gcQoNvn8tzkIuqOm9p43pDnwRjYbvjJSLs9Go9HkNlKk3Umi0\n",
       "AKZXcCjybLgNlyljGkWh0QIYY7qOeK7f9ZTu3Z1QzSU74Tjkjh4vYpbMhVw8I3639QjoZhQaLYAx\n",
       "PZgCatOmIVfnl5DLsulYCo0WwPQ6Co0WwJg+SqHRAhhjGkM1Q8AZGeEx49FCbzGroWkEu2XEtyHA\n",
       "GGOMMcYYY0yvoydMDcjLgWhE7SPgOsq3kVobLS4V8yZabKnaFnTGGGOMMcYYY0yvobcYAsagLctG\n",
       "Inf/zdHqxfGq20ORkSDNh+GcaRuFRgtgjDE1KDRaANPrKDRaAGP6KIVGC2BMb6Ert53rTH4a/X8/\n",
       "2qrrSbTo1rmNEMgYY4wxxhhjjOmO9BZDQJrn0KJbX4rCPgSWzIg7NJzL4myKXgQvAg+hrQqhaJH0\n",
       "sY997GMfd+/jJKy7yOPj3nFMjfM+9rGP3Z77uPsdbwasE46XAm4GxmG6PZUWC8ziWeCy6PgeyhcL\n",
       "XBUtFrhrxvVeLNAYY4wxxhhjTK+jt6wRkGZ9tADg41HY/9A+3fH2gfugxQLv6TrReh2FRgtgjDE1\n",
       "KDRaANPrKDRaAGP6KIVGC2CM6ToGA98OvwfRSH9yPBiN5v8TKfUj0KKBbwOvUqr0LwVMBm4HtgMO\n",
       "AT4GTqlwX3sElNOEPChujcIK4e/1wN11prdcSHP1dspVD6PQMwzpwnvmYXfgBbTzxcQGydBC7W04\n",
       "u5odgaMzwpuBR7tWFNODKTRaANPrKDRaAGP6KIVGC2CM6ToKSHFrBeaHX/L/asAGwJ3AFGAu8A5w\n",
       "KbBCRlrrAmORF8DbwMlAvwr3tSGgnCaK72LT1Ll6pm0krB/S2qbdkuVnFN3PEDAAmI6mrmwBbNQg\n",
       "OSYCpzfo3pU4k2zDyOeA9bpYFmOMMcYYY3oFPWGxwBZqT2HYPmdaLyBvANN2piEjyq+BPTsozUrG\n",
       "mL7CisDiwFVox4t6GATM6XCJuj+vN1oAY4wxxhhjeiq9dY2AXs+8P/1o8rw//WhyA269APgd8E00\n",
       "ol+oEnc14GpgKjATTSlYK5wrAE+H/++m6GmQxYhwLj0CPBR5gfwoHG8O/AtNAfkEmADsW+N5KqU9\n",
       "DrguFbY1Wk9iJvABcBGl008qsTfwDFLY3wR+i7wAQB4Kb4b/xwRZTqwh647oOT8Gzg/nquV1wmA0\n",
       "4v9GkOV14PdV5M6Tn6OCTF9CeTYrxPsyMm5cjrwdXgO+m7p2V+AO4L0Q50Fgh+h8E/BzNHUkKR+X\n",
       "hnPNlE8N2Bh5/MxEBqvRaPpJQiGk8R3gQrQjyKRwn75ujOrtFBotgOl1FBotgDF9lEKjBTCmt2BD\n",
       "gKmXBUhBfgV5BVRiaeA+4AvAoUgZXhRN4xiElMv9QtzD0VYem1VI6x405WPvVPieQZ4bwvHqaET9\n",
       "IGC3EH4Z5QpoHhZQOj1kyyD7ZOBbwE+BXSjdmSKLHZGC/hgynpwH/JKiAv8fYK/w/y9QHvy9Rpp/\n",
       "R8r2N4BLqJ3XIEV3DHBYkGFn4CRgmSr3qSc/L0drdewV7nU98A9k5NgLeBi4Alg5uqYQnv/7Ic4D\n",
       "aFHPLcL5i9F0iXcplo9To+vj97MsMkQMAr4H/AT4GjI0LJSS9XRgBnqPo5Hh5dtV8sEYY4wxxhjT\n",
       "R+jWawQ0yCOgCXg//P8DYB5SPqF8jYBTQ9ylorCl0Cjs4eG4njUCzkZTO2JuQyPWWfRDU18uRKPE\n",
       "CaMoXSNgBJU9Aq6Nju9NpQOwbYVrYx7KuO4YlHeJUlwI6exSJZ1Y1j+lwvPk9U7h2t2qpF9tjYBa\n",
       "+fn9KGznEHZJFLYE8t44rEL6/UP6t1JqCKm0RkAzpR4BpyEvgNhDY3iQIzFcFMJxcyqtCWhahjHG\n",
       "GGOMMX0CewSYtvJPNNp7XBQWu1dvj0akP0YK3kDkXv4E5QsN5uEatCXkhuF4GFLEr4niDAXORa7v\n",
       "c8PvYIrGirYyBI1GX0fxWQYC9wOfUfl5BiCX+fQUg2tR3avkAVGLW1LHefJ6JJo28J867lNPfsbG\n",
       "gdfC39gwNAMZK1aKwlZBngRvoXycizwo2vK+hqMdQT6Jwh5Ba4xsmYp7e+r4hSCLMcYYY4wxfYKe\n",
       "sFigQR4AecIH/uLSlbLidQLz0OjxuchTIM0w4KtoW8c0d7bhfg8hw8M+aG2BbwUZbo7iNId7ngI8\n",
       "j5TPw9HWfO1hKFLq/xJ+MQuorEQOQ27p76XCk+Ol2yhPOr08eb0McrGvh2by5+dH0f9zM8KS8GSq\n",
       "Qn/kzbEocALa7nNWuNeydcoJ2iXkmYzwKZTnczW5TO+kgIxCxnQUBVymjGkEBVz3jOkQbAgw7eFS\n",
       "NM/8/yifSjEVeJbSOd0JH7fhXgvQSPreaG2CfYD/ooXhQIrcrkhRvSi6bgDVSVbcXzgVPhQpkSDF\n",
       "cQF61v9mpPFOhbQ/QCPdy6XClw9/p9WQrRJtyeupaHeCvLQ1P/OyJlrc7+uUjtC3dVvHdyjma8zy\n",
       "lC8qaIwxxhhjTJ/GhoAeQnqkP/EE6EIPgCzmAn8E/gA8jpTehLFIaX+eytvbJSPHeUdjr0YL7e2G\n",
       "1hWIF61bBI0yz43CFkcL9M2vkuZb4e96wJPh/1XRNISXwvFM5JGwDlrxPy/zUb7sjebWJ+yN5qo/\n",
       "WEda1ciT13eitQl2pXxqQRZtzc+8DA5/4/RXR278T0ZheUfrHwZ+jNYISKYHfCWkeV+O67v1miCm\n",
       "3bQ0WgDT62hptADG9FFaGi2AMb0FGwJMe7kQOB6t9D4uCv8zsD+aJ34eWm1/ebSS+71IqX8TmI0W\n",
       "nPsYGRIeq3KvJ5AL+UXIjTye7z4djfyeiFzYFwC/QqP5S1RJ861wz1NDmgPC80yjdM2DY5HC3YpW\n",
       "z/8Ybdm3C/JQeKVC+iehRQ0vResZbIDc3y9CedIR5MnrO4IcV4b7T0AeAltTXMAvft625mc14vRf\n",
       "RHn/JzQ1YAk0xeStVLwXwrP8AHgOrTPwRkbaf0aGgNuQcWpxtIDg0xR3lcgrmzHGGGOMMb0aLxZo\n",
       "6iG9pR5ISTsrI+5UtBjei+F8rKA9FeLMQYvPbYKMCA/nkOGacM9/Uz76vS/wOtqm7iy0SN8VGTKn\n",
       "j7+HjBKj0Yh/E/IGiOPdj7wQlg1p/guNsL9J+Zz9mDuQ58Km4Zqj0Er4R9aQqRJZ8fLkNWi7xYvQ\n",
       "1of/pbjbQKW025qfecI+RVsGzkM7TpwM/B5tFRnHuxatVXA6WvzvpCitON4HaPHIOWgHgPNDWjuE\n",
       "e9SSyx4BvZtCowUwvY5CowUwpo9SaLQAxpjeT7dWDBq0fWAWhUYLYIwxNSg0WgDT6yg0WgBj+iiF\n",
       "RgtgjOn9dGtDgDHGGGOMMcYY0xY8NcAYY4wxxhhjjOlD2BBg2kuh0QIYY0wNCo0WwPQ6Co0WwJg+\n",
       "SqHRAhjTW7AhwBhjjDHGGGOMMQavEWCMMcYYY4wxphdijwBjjDHGGGOMMaYPYUOAaS+FRgtgjDE1\n",
       "KDRaANPrKDRaAGP6KIVGC2BMb8GGAGOMMcYYY4wxxhi8RoAxxhhjjDHGmF5IWzwC+oWfMcYYY4wx\n",
       "xhhjeiErAscCtwJTgPnAPOC9EHZsiNPbsEdAPgqNFsAYY2pQaLQAptdRaLQAxvRRCo0WwJjeQjWP\n",
       "gM8DVwJvAj8GpgHnAEcAPwHOBT4EDg9xrgrXGGOMMcYYY4wxpgcyA7gA2CRH3E1D3BmdKlHXYo8A\n",
       "Y4wxxhhjjDF9ira4+/emKQI2BBhjjDHGGGOMMX0IGwLyUWi0AMYYU4NCowUwvY5CowUwpo9SaLQA\n",
       "poS1gCZgyQ5Mc3fgBeBTYGIHpms6gEWBo9BUgBOB1RsrTqdhQ0A+Co0WwBhjalBotACm11FotADG\n",
       "9FEKjRbAlLAb0Aqs1kHpDQCmo3XqtgA26qB0TZ38CXg5FbY48BJ64R8AnwEfIWtQb8OGAGOMMcYY\n",
       "Y0x3YnAX3GORnPESQ0BHDQyvEtL7RgelZ9rIE8BJqbCT0cv5UTheFngKGN2FcnUVNgQYY4wxxhjT\n",
       "N2gGHgV2BZ4HZgK3AEOBdYBxwCchzgapa38Rwj8C3gX+ReluamsAHyNdKmEh4PGQbr8KMhWQ7rUv\n",
       "cAXase2OcG5p4KJwv9nA/cDw1PVDgauD3G+jbd/PpNTlflS4x1eCLLOAX4dz64c8mBF+1wLLh3Mj\n",
       "wnXx7/UKz5GwN/AMMAftOvdb5AUQyxH/TqyRnukkpqGKEPMs8Fwq7Pv0zvkbNgTko9BoAYwxpgaF\n",
       "Rgtgeh2FRgtgTB+l0IlpXwa8hxT6PYD9kD50E/AkcDDwdWAC5frQWUiRHYFGyW8JaS0RxTkEmEtx\n",
       "R7aTkXJdqCJTASnEk4HzgO3CPRZBg7avAvsDOwE3h/SWj64fA7yPBnF3Be5ECnissI8K93gV+Bnw\n",
       "NeSSvyZy078DjdDvFZ77kXDd4sDPw7W7IyNENVf+HUPcy8L/xyCDwF/D+WEo31uDHMOBlaukZzqR\n",
       "GaiwJSwDzEeFMGYbZIXqbdgQkI9CowUwxpgaFBotgOl1FBotgDF9lEInpt2Mpj2vEYX9ESmm+0dh\n",
       "O4ewtSuk0x+5789AA6Yx/0MDq1sgo8ChNWQqhHvdkAo/EC2mF3sdDEDK/OnheP1w7beiOIOQYSDL\n",
       "EPCT1D3+gRbtGxiFrQnMA3YJx/WsEfAQMDYVdkxIL1H4CyG9XTCdTv8q514Bto2Od0VuK7el4i2H\n",
       "rGWmb9LSaAGMMaYGLY0WwPQ6WhotgDF9lJZOTn8ipZ7Or4W/d2WExaPVm6GR8w+QYjsTWAz4Qir9\n",
       "A4GVkEJ8F3BhTrluSR1vj6YVtCBFfSDS08YDm4Y4yd9/R9fNQV4BWVMRsu5xc/g/uUdL+G1KfQwA\n",
       "vgRclwq/Fumjm9WZnukABlY5dx5wMdoO4j1kJZoI3J6KtwOybBljjDHGGGNMT+Wj1PHcjPAkbFD4\n",
       "uxrSjx5C7v+TkWfBLVGchMnAfWgk/a/k573U8TCkPH+WEffV8HcFtC7B3NT5D+q4x/+FX5pVKkqa\n",
       "zTC0JkL6Hsnx0nWmZzqAaoaAZmBF4EhkDHgCOILSwrQcmstxcvpi02co4JERY0z3poDbKdOxFHCZ\n",
       "MqYRFOjculdp0b5qfB1NBdid4nTpgWQrt3siL+sngTOQASHPFOv0lOWpwGPAYRlxPw1/30Xz+Bem\n",
       "VH9bto573AhckhG3kjGhEsluc8ulwpP1DOxd3gCqGQIA/hB+lfh/9u48Pqrq/v/4KxD2RRBiERDG\n",
       "LQFRwQ1QK6BSxb0W3ItLFLG1LoXaihuo1X6pv2DVVsUFqbV1qyhqLVWp4AJaC2jdMNYaMICaCMgm\n",
       "hCTz++Nzx9zc3Jm5CTO5M5P308c8JvfMnZkPs8Sccz7nc76ifkEKERERERGRbNSUGmEdsHXtNa62\n",
       "02nYz+oJ3Av8AbgFK7w3Hbi8Cc85Hyu49zm25t/Pv53rU6hLye+AZXN/E/A59sUmg+PxZkfEU4Mt\n",
       "ZTid+sshTsdeu8UB4pEMlAecFnYQaaBigSIiIiIiLcNsbMcAt/OxjmpHV1uE+gXt9sXqAvwZK7R+\n",
       "ObACm+W+zXW/J4FSrDMOcAbWQR6VICbvc8W0wzrWHwAXOI8xFhtYuNJ13lxsNj62a8B8bNeA/7rO\n",
       "8fs3gtU3WIctcRjnPMc5WNX/kc45/Z37zgCG0XBbRbcfOOfOwnY5+AWWDXF3gH+vhKgnllbilo99\n",
       "qD6m/ghYrtBAgIiIiIhIy/AQdVvjxZyP9XO8AwE11O+s/hjrXG8BFmFb331GXQX/s7DU+MM8j/8E\n",
       "VsG/U5yY/J4rpivwO6xjvw3LDvgrcKjrnO7AY8AmYA1wHXAftgVion9jTBE2gPG182/7BKtt0Nt1\n",
       "ziRsucZ26u9G4Od04D9OvCuBm6lfvD5C/H+vNKN22J6YG7GRmSrgUWytyVFYxcxabBeBI0KKMZ00\n",
       "EBBMJOwARESSiIQdgOScSNgBiLRQkbADyHL5wHJs0ENauEQ1Aq4Bfoqlb/wHq4g5EXga6/i/BpxJ\n",
       "wxQaERERERERCddp2Oz9e1gGwQRgTyyDQSSu5Vj6iNsYLAvgweYPp9kpI0BERERERLLVcdgygI1Y\n",
       "av+bWH9OJKFtwPc9bR2xgYBcXArgpYEAERERERERyTmtEtzWhvp7TkLdvpSb0xOOZKFI2AGIiCQR\n",
       "CTsAyTmRsAMQaaEiYQcgkisSDQQAXIZVu4xdpjvtV3jaf+t7bxERERERkcw3m8yqfTYKy8Tepxmf\n",
       "8wxgDrbDQC1wXpzz+mB14zYAFcBd1G2L6DYB22ngW+DfWMF5t12Bl4BvgHnA9zy374XtWNCb8PyS\n",
       "uu0S3WqBS5sxjp85z9ksyrBtL7wXb3vsONdoaYCIiIiISMswm4bbB4apC7YNYftmfM4nsA77fVin\n",
       "81yfc9oA7zvnHQecDXwB/Mlz3llANXAt1pH+I1anYJDrnMewHehGAy8Df/Y8xlwa1qxrbpXADT7t\n",
       "tVhh/ebSrAMBmWIvYCa2c0EN8Eqc867B9s/cAiwEBvucsw8wH1vasAq4kfhZERoIEBERERFpGWaT\n",
       "WRkBYchzrjsRfyAg1sHv72o7Deun7eVq+xh4wPPY/6H+gEEFcLDz81DgK9dto7EJ53aN+QekQQUw\n",
       "1ac96wcCki0NyAT7YKNNH2EfKL8O+hRstOg3wInAJmxUyZ1e0t1pqwFOBm4CJmODAdJ0kbADEBFJ\n",
       "IhJ2AJJzImEHINJCRZrxudpiafIrgD2ctn7YLPbX2MTiPKDQc7/22LLpz4GtwDtYX8atDLgNuB6b\n",
       "Td8IPIJt8RczioZLA2qBy4FbsU7zl8DvnVjx3Pc/WEr+v7BOdiX+HVq3WD8rL8E5xzmPucLVNher\n",
       "LRfbkWAPYG8sw8D92E9S/7Vo68SIcx37d7QGbsfS8reRXHvnvLNcbb/BXq+TXG13Aa977pfovSoD\n",
       "emCvW61zGREnhhOwZQ5fYksdFgM/8JwzDRtYGILt4LAZWErDAv3tsPd1PfZZm4FlYri1Af4f9j5s\n",
       "xSa55/icl9XcH8S/Av/03N4ee7HdaSMdsS/Hza62KdgL2dnVdhX2BnTxeV5lBAQTCTsAEZEkImEH\n",
       "IDknEnYAIi1UJI2PPZu6jID2wN+w9e27OW07AyuBJcA4rOP3mtPmTt9/HusMTsRmte8HtlM/W/kz\n",
       "oBzLdD4BW0u/jvod51H4DwSsAGZhncxfOI99leucPliG9IvA8cCFQCk2UeqX4u6nM/EzAv7lPL/X\n",
       "+1hHG+d5a7GBE7fTnPYezvF8rMPbHbgX60iDrb1fGDDWmNeAu13Hb2Cvg7uW3bvYIEpMsvdqCPa+\n",
       "3IcNpgylri/pzQi4FKujdwxwNFCCZU4c5jpnGtb3fBervzAGGzD4ivo1Fm7HBkZ+DhwLPIV9Xmpc\n",
       "59wArAbGYwMJp2Hvi/uzWEvywZ+s4TcQcBT2j/SOxj2IrV2JeRX4i+ecfs59T/R5Lg0EiIiIiIi0\n",
       "DLOxTm4HLIv4Q6yYXczN2GxuN1dbN2zWNtYhPBrrW3hneBdSv5Nfhs3Qd3S1nY119AY4x6PwHwhY\n",
       "4Hnsp7HOZMxtWMfSnVIf64CnYiCgFJuh9noNy2oAOMe5f1fPOaOd9tgSggOxjIharFM7GBsU+BI4\n",
       "IGCsMbcC7zk/t8dmye+k7rXphnXMYzP+Qd+rChpfI6AVkI9ljDzoap/m3G+Uq22w03asc9wDG8Bw\n",
       "D+7kAcupPxDwHJYRkMh2EtRYyIalAckMwF6UTzzty6n7IgEUOW1uK7EXuiht0YmIiIiISDbojBWv\n",
       "64kVuFvjui1W0G4j1snLx2bZl1K3zn001rFd7DonH5vIPJj6XsL6ITHPYB0+73leL3qOPwL6uo4P\n",
       "cR7bnVL/XJLHTIVEywniWYplXBRhE7TvYsu2nwOWAT/C+nhrsGXdibyGDZp0A4Zj78292GBDe+o6\n",
       "/G841415r4LoixVELMc64FVYdsDenvOqqD+Y85Fz3ce53s+Jd67rnKhz7H6N3wHOxwYM9sf/9W8D\n",
       "/DpewPnxbsgi3bE32juDvw4bZcvHRn+6YyN2Xuuc26RpItiopohIpoqg31OSWhH0mRIJQ4T0fvd6\n",
       "Y7PVt2IzwW49gWHYFnteL7vO6YV1BL2qXT9HqV8YD2xQYBP1sxD8ePszVdRPB/8e1kl02+o8diqs\n",
       "A3byae+Odd5j5+Cct8Fzjvt2sNcqNqE7EMsmGIi9jg9h6fNlWAf+LWzJhp9F2Ot6BJbS/zqW1fEN\n",
       "cKjT/p4rnqDvVRCtgGexIovXA//F3s+bgALPuRs9x1XOdew97OVcez8f3uNfU5eVMB2rEXAblgUR\n",
       "SC4MBIiIiIiIiOyoT4A7sGUCX2AzyjFfY+vgb254t+86d2uxDtkpSZ4nj/pFzcEmMDtTPwuhKb4A\n",
       "dvG0tad+nbQdsRzrqLu1BXanLvs6dj0AK8SH6/hr5+LnduD/sE7vKdgyhFhq/1PAkcQfCPgGK5AY\n",
       "GwiY57S/7rQdgWUNxHxNsPcqiL2c5xxD/YyNjv6nJ/SFc70L9Qd9vO/pNmz9/1Tn+S8BfocV1/9H\n",
       "kCdqzEBAH2wtfR/897P8ZSMeK5XWYR/sPOpnBXTHRmKqXefFG71a59MO9mLG3oDlWHXHMuc44lzr\n",
       "WMc61rGOM/s41pYp8eg4N45JcruOdazj7Pt93gbrOP4MK2LXDkvJLsMK252NFXv7OM7938NmdGPn\n",
       "xHs+sGJ/A7GicGXAqVhfZg319cZmtmN2dv0coX7NgojzvGOx/lpsdnmoc92NYK9fpXPd0+f8f2Ov\n",
       "Qz/qlpkfjL1W7znn/A/rxBdjgytlzrlnY3Xb3PHGnv9EbInAz1y37+R6/s7YbgKJ4o9V/Y9gW8tH\n",
       "sMGbMcBBWA2DM7EBid7OZRD1tzT0qqJ+IT8/sdurXG39gcNpmJ2RzHtYBscPqSt02AobsIhXw+6/\n",
       "2BKBS7HPVKCBgKBOxUYdtmMjJ5+5LmXOdXNIVCzQu/7iQervBbqQhsUCd3Pue4LPc6lYoIiIiIhI\n",
       "yzCb+n2HX2Adu9iMcQ+sYv8ibJu6kcDpwB+wzmXM81gdskuxGexTsFlbd7X6Mmwt+QLqdg1Yj22v\n",
       "FzMK/2KB3gJ106i/jKE3NhDxkvPY7l0D4haOc+yD7YjwY+e57nKO3Vvm5WOd1X9jne6zsMGLhz2P\n",
       "dSY2IXst9jrMduLah4baYAMYJ7vaemGTur/Aih2uw7/Au9tYJ+5vqBukOMhpq6FuYCQmyHs1H8s0\n",
       "GIkNePjtGtCOuh0ljnf+7cuxARH3Z2oaDZeceB8LbDL6W2ASNojxFJZZUes652nstT0B6w/fjX1e\n",
       "D3SdU40tVdghH2HrHnZOdmKaxds+cD32QsTEtg90F5W4mobbB/4C+1L4pcpoICCYSNgBiIgkEQk7\n",
       "AMk5kbADEGmhIml87IewXQPcbsQ6ZEc7x7tiW7R9gc3afoZ1gN2p8m2xDt8n2ETqGuAF6u9P/xm2\n",
       "nnuq81ibgD9Tv8r+KKzzmmwgYCoN14+PwgrvbaVun/pvgcu9/2ifx6qlruMc+9nb/+qDdUQ3YtkD\n",
       "d+GfMX4R9jpsxQYOjozzvJOo2zrQ7TTstaoEbkkSO1j6fC11ywLAsgg2YLPmXkHeqwOx5QmbsNck\n",
       "NijifS8OxmoYbMEGNc6l4WfK773ye6y22ADTemy5yR3YVoLuXQN+gQ0yrHf+fYuBk3weN+hOEXFt\n",
       "wiorhqEDNhI1DvsHvu86jqVhXI2NMP0U+6L+DXuR3cUZumHbUrzonHMx9uGNV4FSAwHBRMIOQEQk\n",
       "iUjYAUjOiYQdgEhLU1paUfvPf/57W/Izs8Jn1N/fPt2+j3UKRzbjc0qOeAlLmQhDhPojUzWun/u5\n",
       "zrsGS5nYgi0DGOzzWAOx9I4t2BKHG4m/1YUGAkREREREQlZaWrGttLQiWlpakSt/n5eR3oGA6Vh6\n",
       "+ihgIrYMYVmiO4jEsy+2NuJ8bN1JR59LrsmVXzQiIiIiIlnLGQSoda6rkt8j46U7I+B2bM36Niyt\n",
       "/s803KVAWrh4s+FetUluj2LrL3JJlOCvT0sWoX4lVxGRTBNBv6cktSLoMyXSLEpLK7Zha6Yry8tX\n",
       "9ujbt19eYWGB/kYX2UFBtw8sTmsUIiIiIiIiDbUFooWFBQUvv/yvr4CC0tKKqsLCgrZhByYiuUlL\n",
       "A0REREREQuKqDVDhaqtNY62AfKwIeazS/efADNftvYESrHj5Jiz9fja2m0AyZdhOAYmMwn/LQHet\n",
       "tgXU32ZwGv5b0qXLNOrqt9VixdifBgp9zt0XeMY5Zwu2nd6jwKDmCFQSC5oRENMbOBTbRnAtVsV/\n",
       "daqDEhERERGRFu+7bABX25dArzRlBczGtribhu0D34/6WwMeiO11fz+2VVwv59xFWKd3c4LHjpJ8\n",
       "onEJMBzrMHvvG+9x7gfmJnncVPsGONb5eXdsF7aXsdcq9hrsBbzpXC4F1mGDBeOA/YAPmjFeRHzT\n",
       "RQAAIABJREFU2QGtgXuAauqPAFUDdwOtwgstbZQREEwk7ABERJKIhB2A5JxI2AGI5DpvNkBpaUX0\n",
       "n/9cUu38nI6sgDFAFTAgwTk70bDfszfWLzo3yeM3tUCgd4/5BcATTXicVJlGwwyEYVic41xttzjn\n",
       "tWmesALrkPyUULShmfvUQZ/sRuACYAo26tPRuZ7itN+YluhERERERKQl+i4boLS0otppa11aWpGH\n",
       "ZQWQ4h0EirFtxpcnOOcbGhZR/wRLew+yPCAPuB74AtgIPAJ0dd0+ioZLA5KZRsOO+e5YSv43wAbg\n",
       "WWBPzzm1wOXArcBX2Gv6e+x1b6z/ONcRV1s35/m3N+HxaoGfA3cAX2PZBHfScFChH/CYc85mYB71\n",
       "lyhEnMc6G3jYeZxn4zznv4CHfNpnA0tdxzsD92Hv4bfAG8BQz30mA28D653z/F7/BdgSj4uBT53H\n",
       "CvIZSpmgAwHnYh/a24AV2JqZFc7x9cB5aYlOskFZ2AGIiCRRFnYAknPKwg5AJJc5OwWAdfDAspOj\n",
       "ffv2A6guLCzYFcveTeVs81CsU/97rAO7GXiK5J2z/bFJ0tIk5+UBZwFHARcCk4ATgAeaHvJ33NkR\n",
       "7bABjSLgImz7992BhUB3z/0mY8sbzsH6dROBK5rw/P2c63WutiXAHsDvqL+8IqjJ2LL0s4FfYx3m\n",
       "W1y37wy8jmVkTAROBzphSxTaex7r/2Hv6TjPY7g94NzeydXWGRgLPOgct3Me/yjgF8APsUGYl6m/\n",
       "PWNf4A/O7Rdhn99F1B/0iQKHO7FfBZyIDdpknK3AMXFuOxbbozLXaGmAiIiIiEgzc5YEBL1sTdHT\n",
       "bsM6Yq9iywROxwb93kxwn1bAK1gWQbKt1MuASmzQIOZsoIa65Qij8C8WmGhpwDTqZwRcgs3CR1xt\n",
       "fbB/39Wex13gifFprAZcIrHna43Vm9sTeAmb/XbXcmiNzdbHlpRXYrPyByV5/FhsH3rarsEGZ7o5\n",
       "xzc7cXRzndPNiSP2ekWcx3oqwHN2xQpAnu9qK8b6wbEBlAux19E9u98a+C/xl320wpYjbADGu9oX\n",
       "OP+eAp/7NIugGQGfYCNYfs4APk5NOJKFImEHICKSRCTsACTnRMIOQCTHVVHXgSR2XV6+0n0cu3gL\n",
       "6zVVnnN9CpZi/gTWcRuKFRD08xtsffx4rEOfzEvYMoKYZ5znPbgJ8cYzFJuNL3O1rcJS2L/vOfdF\n",
       "z/FH2Gx2Mj2wwYYqrJ94CHAc9QckaoAzgcFYBvkSbHBlMXB8gOfwFkB8GutQ7+scj8Zm4jdiAxL5\n",
       "WEd+KQ1fz78FeL4NwF+pPxBwvhNHLNNhNHWvbew587DBI/dzDsfe60qspt5mLLtgb89zLqF5d3yo\n",
       "J+iuATdjIzr9sLUMXwK7YG/mkdibLCIiIiIiskMKCwvaAbhqA8QydVthnf9WQKvCwoJUZvCuxdZq\n",
       "u9Pb38A6u/tgM/9uP8XSw8/E1oMnE8XW4rttwTqvqVwbvitODQWPr6hL4Y9Z7zmuomFavZ9vgKOx\n",
       "2fAhWOr9RfhnE7znXG4B+mOd5l8DLyR5Du9rFTuOvVY9sUGYM3zu+7Ln2O/18PMgNlMfwf5t38cG\n",
       "OGJ6Yp18v7oH/3Wu+2EDLG9iyxlWO+f/jYavbdC40iLoQMAT2AflJqxoQxvsH7QEWxrwUlqik2xQ\n",
       "FnYAIiJJlIUdgOScsrADEGkhWmMd/9YATo2AWOe/muTp+I3xEf6d4DwaLhkeixWvuwqbJA0ij/rr\n",
       "yMGWCXQG1gQPM6nVwCCf9u9RV3NhR1VTV0DvbazQ3cPAX7D6BPGswGbdfxLgOXaJcxx7rb4G3scm\n",
       "rL02eo6DDhi9hmU4XIANNq2iftbE18C/seUXXrGl8mOwzIVTsNcFrM+9s899Ql2K3pgtCl7ERkA6\n",
       "YiMxHYHD0CCAiIiIiIikkE82QExscKCVs4NAqjyP7W/fw9U2ApsAfcfVNgqr9n8nMKORz/ED6hej\n",
       "OxX79/27EY+RrPP4FrYOP+Jq6wMcihXXS4dHgA+Aqa62eGvf98Yq6SfzQ+qWawD8CMugeN85no8t\n",
       "E/gQG5RwXz4JGriPWdiSgPHY4Ib79Z4P7AV87vOcHzjndMA+n+6lIqfTcAI+9Hp0TdmrsAZLYwiy\n",
       "DkZyXyTsAEREkoiEHYDknEjYAYi0APWyAQDKy1fGfnRnBaTKfdiM73NYBfezgT9hk56LnHMGYuv6\n",
       "l2MZ08Ndlz0CPMe3WIr4CcAErLL8HBJvWeiVR/0OstdsYCXwd+A0LHvh79ha9JmNeJ7GuhVLpY/V\n",
       "IbgB26lgIjASqwvwAPba3hXg8Tpj2RZjsB0ErgPuoW45wwxsq8N/YrXsRmId7j+wY8vW/4jtVrAb\n",
       "DbcTfBj4DFs+cAE2KDQWmA5c6ZwzH/vMPoQtn7gcqyWxnvrvW7L3Me0SLQ34LTbSVY5tJ5Fs1OKX\n",
       "qQpKRERERERapjjZAFuw2dY8PFkBKaoVsBHbFu5OrDZaFdbp/7nrnKFYdfn9qRsciJmNVZmPJwo8\n",
       "itUEeBDr6M6lYZp8sn9L1HOO97gKK2o3w3mePKy+wak0rAmQ7LEbc87j2I4CU7CBjkewQYDJWEbC\n",
       "FqzA/JnU3/UgnhKsOv9fnH/DA9jOATFfYwMwtwC3YzsGrMHS+9/1xNsYX2JZFbXUrfuP2YbVx7sJ\n",
       "uBFbbvGVc/4zzjnvYxkF07DX/B1sQOZxEr9vzS7RKEQZtrbhXefneIHG1s3snsrAMkCUkEdpRERE\n",
       "RERamtLSisZ0kKpixQUlZ9QCPwPuDuG5e2Cp/5fSMCMgpyTKCIjE+VlERERERCRdVmKzyLFlAdXU\n",
       "9Vvck3UbCwsLujZzbJKbOmNFFq/EthJ8NNxw0q8pNQJE3CJhByAikkQk7AAk50TCDkAklxUWFvSn\n",
       "/o4A+fBdjYBaV3vHZgxLctvB2PaHw4Bzga3hhpN+iTICjm/kYyXbC1JERERERCQhV40AqJ8NADZA\n",
       "EMsKaJ3CGgGSOcKYrF4Q0vOGJtEa+NoEt3lFSe0+nplANQJERERERJqZagSIpF+ijIAgW2CIiIiI\n",
       "iIikUi02O+vNBnCLTdq90lxBpUgbrIr8eGy7u43hhiMtVaKBgLLmCkKyWgR9VkQks0XQ7ylJrQj6\n",
       "TImkUyxFu15fpbx8JX379osdxjJ3j2yuoHZQd2ACcBm2LV0JGgSQECUaCGhs8Y0tOxKIiIiIiIgI\n",
       "lhGQR/JlulFgc/rD2SF7YJXofwz8DduefWmoEYmgGgGJqEaAiIiIiEgIAtYJqCksLEg0sRmWPOAw\n",
       "YBIwErgf+D2wKsygRNwSfXGKmy0KERERERERoLS0YnvAUzNtIjIfGIsNAPQAfgecB2wKMygRP5rx\n",
       "jk8ZAcFE0DpJEclsEfR7SlIrgj5TImkTLxvAUyMgJhN2DdgJuAi4HFgBzACeA2rCDEokkUxMpRER\n",
       "ERERkZYrtmtAEJ+mM5AkIljn/3xgHjAOeDvEeEQCSzQQ8DaWyvKh83OiGfIoMDS1oUmWKAs7ABGR\n",
       "JMrCDkByTlnYAYjkON8+h082AISz5flwLP3/aOBBYDDweQhxiDRZooGAD4Ctrp8TCVLMQ0RERERE\n",
       "JJmgS3SjwLY0xxKTD/wQGwDYFVv/fyHaAlCyVKKBgPPj/CziFkEzIyKS2SLo95SkQGlpxQqg3+ef\n",
       "r9hy9NEHdwo7HpGWxlUjIDZQkAc8muan7YJ1+K8AVgMlwDNo/b9kuaBrb9zygAJUSE9ERERalt0A\n",
       "8vLyOoQdiEiOS9ZHcfdDLtiB52kN3AH09rmtH3AbNpB8KHAWcDjwFBoEkBzQmIGAE4DFWPrNl871\n",
       "IuDENMQl2aMs7ABERJIoCzsAyX5ONkAeUNu3b7+80tIKbQcm0szi1AjYEb/G1vdXuNoOwbIMlmF9\n",
       "pYOAM4A3U/3kImEKOhAwEdsCYyOWFnOac70JeBa4JC3RiYiIiGSG3QAKCwti+5Z3DDEWEWmk6pLi\n",
       "yZ6mc7AO/jhsl4JTgdeAv2KF0vcAJqPBZMlRQQcCrgFmAscA92ApMfc4x/c5t0vLFAk7ABGRJCJh\n",
       "ByDZzZUNUF1aWrHk889XbAWUFSCSPr6p9+XlK71NUWBzwMd0DwQcghX7OxNL+S8FrgbuAvYEZgDf\n",
       "BA9XJPskKhbo1gOYE+e2OcD41IQjIiIiknF2c66rgAPz8vK2O8fKChBJjxps/b6b304CeYWFBTs3\n",
       "8rF7YxnNrwIvAAuxvsxitBOatCBBMwIWACPj3DYC+wJJy1QWdgAiIkmUhR2AZC93NgDQAaBv335t\n",
       "gG9RVoBIurT1acvzqxFQWlqx1edcP52w7/ISYBegD/AAMB/YC/gRthxApEVIlBGwj+vnO4AHgZ7A\n",
       "08BX2BfoR8AY4KJ0BSgiIiISInc2QEfnui11f0MpK0AkO3TBZvxnA1uw73AnYH/nuhOwM/C/kOIT\n",
       "aVaJtgCsbcTjRGmYvpPt/NKPpKEImm0TkcwWQb+npAmcbIB+WDZAa5y/C8rLV0b79u2Xh2UFdAA2\n",
       "FxYWdA4tUJEcU1pa4ZuiX16+0m/ngK2FhQX1tvR0CgN6iwPuCqzxtJXkT55VsiOximSrRBkBRzVb\n",
       "FCIiIiKZx5sNEBObKFBWgEh67NCEnNO5r9fBry4pjuZPntV7RwMTyRWJBgIWNFcQktXKwg5ARCSJ\n",
       "srADkKwV64jU6+i7ZiTbxM4rLa3IKywsUKExkdTwHQhwfffct6tWmUgTJBoI6Aw0tgBOU+4jIiIi\n",
       "kok2Y519d+EybwdlO1CtQQCRlEpW0Nz9HTzSe2OcpQFUlxSv9jRpaYC0WIm+ZGXADUDfAI/TH7gJ\n",
       "zbq0RJGwAxARSSISdgCSnZx1/208zXmuvcyjQJvCwgItDRBJrbg1Anz41TUbCXzPc8GnLd6uaCI5\n",
       "L1FGwPHA/wFTgbewvTU/BNZio3A9gH2Bw4CDgH8Cx6UzWBEREZHmUlpasZn6M4/ebIA857yqwsIC\n",
       "v+3ORKRpGlMfoMHEZv7kWSd725waAblW3FykyYJ8yQYD52PFAwdR92WrAd7D9t78I/B+GuILk3YN\n",
       "EBERacFKSytqSf63QBTIKyws0N8MIilSWlqxjfpLcuKJAssLCwvc255r1wCRABr7P618bH9NgK+x\n",
       "wYBMcD4wy6f9EuA+1/E1wE+wbIa3gcuBd+M8pgYCREREWrB4W5jF0Up1AkRSI+AgXMyGwsKCnZKd\n",
       "5GQE6G97EUeipQF+qoGv0hFIihyJ7ekb85nr5ynAdcAvgOXYKOHL2PKGL5srwBwUQbUhRCSzRdDv\n",
       "KWmaKnxmJX32Mq/RIIBISvl22H2+ewDtvQ3VJcXPAif4tHsnMf/mt4xApCVo7EBApnsb2OLT3h64\n",
       "GrgVuNtpexP7w/BnwPXNEZyIiIhkldggQLIswdbaPlAkpRqTmbvZp21P/Iuie9v2bExQIrkk2dYc\n",
       "2SbeL4zDgC7AE662LcBzqMDhjioLOwARkSTKwg5Asl69vy98ZiRFJLV8/6aP893r5NM2C6sH4L7g\n",
       "0+a3tFikRci1gYBPsf18lwMXu9oHYPUMPvGcv9y5TUREREREMkNjsmu+8GkrxooDui/4tBXvQIwi\n",
       "WS1XBgJWY+v/fwyciKX93wtc6dzeHdhEw18q64CO5N4SieYUCTsAEZF4Sksrts6bt/i9sOOQrOVb\n",
       "FNlnL/NaLQsQSam4NQJ89PJp6xHweYKeJ5JzcqUD/KJzifkHVhfgWuCOUCISEZFQlZZWlAPt2rZt\n",
       "OyjsWCRrBZ0wyZWJFZFMUUvw79VWn7Z/0bBYYCvncb3nibRIyQYC2mGz7MdhKfTdnfa1WFr934FH\n",
       "sKq6meYp4HSgPzbz3xkbXXSP2HfHagVUx3mM3wHrnZ+XU1dgEOpmwnWsYx3rWMeZedzbuc57+eW3\n",
       "vx49+pAeSc7XsY69x3mxGcjY2mTvjGTs2FUsMJPi17GOs/W4FdR9v9y1Adw7B9jtUfeuAbH7DwVa\n",
       "la3daI07d7EnWbuxlfv408oNhzr3Sfe/R8eZczycuqXh3YBngAW0QHkJbusPvORcv451hNc5t3XH\n",
       "XsDvYy/sMcCKtEXZNOOw4oC7YxVBXwaKqF8n4EFgf+AQn/s3plqpiIhkECcboA9WN6YNEC0sLNCs\n",
       "rTRKaWlFY9L9W2l5gEhqlJZW1BA8I+AfhYUFY9wN1SXFG7BC4clszJ88q2tj4xPJBYm+YH/AZv53\n",
       "B44GLsXW4V/n/Hy0c9s659xMMw6oxAYoFgEbsAyBmI7ASVhWgzRdJOwARER8xLIB2pSXr6wB8kpL\n",
       "KyrCDEiykm/H3medclSDACIp5dtHiVMj4EifNr+dBPwEPU8k5yQaCBgFTMMK8cWz2jlnVKoCaqK/\n",
       "ApOBMVixwD9hnf4bndu3Av8HXAP8FBvEeNK57a5mjVRERNLKyQbIo67QW2vnWkWhpLGCZgbmlZZW\n",
       "JD23uqR48g7GI9JSNGZgzW+J7+aA9w16nkjOSVQjYDPQM8Bj9MTW2YfpY2ACsBv2P+0PgPHAn13n\n",
       "/B828DEF+2PwbeAHgGaIdkxZ2AGIiHjEsgFaw3drS2uA1qWlFRWFhQUFYQUmuSHOXuZB3ACUpDAU\n",
       "kVzlO7AW57uXK8XPRZpVoi/OI1ixPIA5NOzsdwB+BNwOPJz60BrlWueSzK3ORUREcpAnG6C16yZl\n",
       "BUgm6Bx2ACJZojG1ujb4tAX9ruk7KS1WoqUB12CV9x8CvgH+BywFljk/bwBmO+dMSWuUkskiYQcg\n",
       "IuJSLxsA6q0pVa0AaaygNQIIWCNARYhFgvH9rsSpEeDXmd8U8HmCnieScxJlBGwDJgI3Y7sCuLcP\n",
       "XIftIvAiUJ7OAEVERIJIkA0Qo6wAaazAHXfX9oEpeTyRFq4xGQF+nXllBIgkEWRNTTkwK92BSNYq\n",
       "CzsAERFHg2wAaLCmNIqTFaBaAdJUQWoEOIUBGxQHrC4p9hZhLsmfPEt1A0QCiPPdC7JNoIh4aE9l\n",
       "ERFpSWIzTNoySkQkcyl7RiTNkmUEnAT8HJtl+RiYASz0nDMceAP/NEzJfRGUFSAiGaCwsKBVaWlF\n",
       "g9Ts8vKV3lmkmsLCgo7NF5nkGp/PVAPOLH+9mf7qkuJo/uRZvePcRUSSiPPd8xs0CLq0oDHbFIrk\n",
       "lEQDAT8AngHeBOYDhwKvYDsJTKb+F0ejdiIiEqrS0gq/vaT9tA64nlukyapLip8FTvBpr/E0/S1/\n",
       "8qyTmycqkZzk97s8aN9EfRhpsRINBEwF/gSc72orBu4C9gDOBLamLTLJFmVhByAi4vDNTIszc7sV\n",
       "aJfWaCRnBakRAOyJ/xJMb9ueOxyQSAsR57unzrxIEySqEbAvNhDgNgsYgS0HeAVVXhYRkczhnWlN\n",
       "pH2Qk5yCbyJN8SlQ67ng0/ZpKNGJ5A5ld4k0QaKBgCr8iyktAQ4DegKLgN3TEJdkj0jYAYiIOHwz\n",
       "AuLsOx00o+2GJkcjOSvOZ8prKPZ3lvuCT9vQNIQokpPifPeUESDSBIkGAt4Hjo9z2/+Aw4GNwGw0\n",
       "EiciIrlJ21JJUwUtSKnClSIi0uwSDQQ8ARwH7Bzn9q+AUdguAhqJa7nKwg5ARMThuzQgzprSoOnY\n",
       "+v+bNBCwRoCINJ3vJGOc754mJEWaINFAwL1Af2BtgnM2AcckeRwREZHm0JhtbFWgTdKtQ4rPE2lJ\n",
       "GjMIqwFbkSZItGuASBARlBUgIhksyJ7v8F1hwAbFAatLild7mkqcPeKlhQr4mQo6MNWYASyRFi3o\n",
       "73MRSS7ZQEA74MfYEoEBQHenfS2wHPg78AhWWFBERCRMUYLPDG1PZyAiIrJDGvP7XEsDRJog0UBA\n",
       "f+Al5/p1rBbAOue27tjAwD3Ar7DlASvSF6ZksLKwAxARcfj+0Rhn9qiNT9tI4Hs+7d62kYAyAlow\n",
       "zUiKpF1jfp9raYBIEyQaCPgDNvM/CvCmRcb0BuY4556Y0shEREQapzEzSLU+bbHt3ry8bdruTUQk\n",
       "vXb097mIJJGoyN8oYBrxBwFwbpvmnCstUyTsAEREHL5/NMbZd1pFbqXJ4nymRCR19PtcJM0SfXE2\n",
       "Az0DPEZPYEtqwhERERERERGRdEq0NOAR4HfOz3No2NnvAPwIuB14OPWhSZYoCzsAERGHbyppnDWl\n",
       "1T5tuwR8nqDnSY5SjQCRtNvR3+cikkSigYBrgM7AQ87lc2A99qXcCdjNOe9BYEoaYxQREQmiMQWj\n",
       "tH2uiEjm0u9zkTRLtDRgGzAR2N25/iuwBPi383PstkvQ9oEtWSTsAEREHL5bSMVZU1qT3lAkl6lG\n",
       "gEja6fe5SJoFGUErB2alOxAREZEd1JgZpNZpi0JERHaUfp+LpJmqbMqOKgs7ABGRRLSeW1JNnymR\n",
       "cOi7J5I6yQYCTgL+CSwH5gIjfc4ZjlJyRERERERERLJCooGAHwDPAO2A+VhxwFeAGTRM12lM+o7k\n",
       "lkjYAYiIJKL13JJq+kyJhEPfPZHUSVQjYCrwJ+B8V1sxcBewB3AmsDVtkYmIiIiIiIhIyiXKCNgX\n",
       "GwhwmwWMwJYDvAL0SFNckj3Kwg5ARCQRrSmVVNNnSiQc+u6JpE6igYAqoJNP+xLgMKAnsAjbQlBE\n",
       "REREREREskCigYD3gePj3PY/4HBgIzCbOHt9SosQCTsAEZFEtKZUUk2fKZFw6LsnkjqJBgKeAI4D\n",
       "do5z+1fAKGAhKhYoIiIiIiIikhUSDQTcC/QH1iY4ZxNwTJLHkdxWFnYAIiKJaE2ppJo+UyLhiPPd\n",
       "q23uOERygTrwIiIiIiKSSRqz7FhLlEWaQAMBsqMiYQcgIpKI1pRKqukzJZJ2vsuO43z3Wqc3FJHc\n",
       "pIEAabLS0orLXn757SVhxyEiIiIiOSXquo53ialu3tBEcoMGAmRH3NGvX2Tn0tIKFYsUkYyl9dyS\n",
       "avpMiYTD892LDQZsDSEUkayXH3YAkp1KSyvWUpe2VY3SskREREQktYJMNnVKexQiOUgDAdJU3cDW\n",
       "avXt269VaWlFXmFhgYq1iEjGcX5PeZv1+0qaLM5nSkRSpLCwIF7WcgTtWCWSEkEHAvKAccCPgL5A\n",
       "e6c96twWBYamPDrJSJ5sgJhGZwVUlxTX5E+epUwCEUmV2P+TgtCSJhEREWmxgg4ETAVuAN4FPgKq\n",
       "PLdrZqVl6Rb7wTUj0pSsANWoEJFU8u3ca+ZWUk2fKZHQlIUdgEiuCDoQcCEwHZiSxlgkC8TJBohR\n",
       "rQAREREREZEMF3RGtgvwcjoDkazRzX3g2c+1lXYQEJFMoz3fJdX0mRIJTSTsAERyRdCBgMeBMekM\n",
       "RDJfkmyAGO3lKiIiuSLwcjcVzBURkWwSdGnAy8BvgQLgRWC9zzkvpCooyVjdvA0+6yR9awVUlxTX\n",
       "4DPwVF1S7P3DqVYFBEUklbSeW5oqQeVyEQlHWdgBiOSKoAMBjzvX5zoXryjZsTZ8H+AuYDg2mPEA\n",
       "cCNQG2ZQ2WDZeyvWRqPRQGn/tbW1frUCVMlbREREREQkAwQd6d4jyWXPtESXWt2xzIYa4GTgJmAy\n",
       "NhAgSbRt1aazX7vfOsm8vLy8i199pEfagxIRqc83NTvOem4NAMuOiIQdgEgLFQk7AJFcETQjoCyd\n",
       "QTSTS4B2wI+ATcB8oCswDVv2sDG0yLLA63mft/L7E7syupqe0Rq/u6xLd0wiIh61BB/g/jadgYiI\n",
       "iIhkskQDAR2xP5Sizs/JbElJROlzHPAPbBAg5nFsW8SRwPNhBJXtevbt7dt+34gfa7ZNRJpVYWFB\n",
       "0MFtkR1VFnYAIi1UWdgBiOSKRDMnm4BDXD8numTDbHoRsNzTthIbwChq/nCyjMoliYiIiIiI5IRE\n",
       "syfFwP9cP2e77vjvdrDOuU2aoLJ8ddysABGRDBFBs0iSWhH0mRIJQwR990RSItFAwOw4P4uIiIiI\n",
       "iIhIlmpJW7V9CfweuNnTvgmYCpR42qPDhg2jffv2APTs2ZO+ffvSvbslD6xbZ7XwdKxjHetYxzrW\n",
       "sY51rGMd61jHmX9cXl5OZWUlAFu3buWtt946ElhAC9SSBgIWAquAs11tuwErgJOAv3nOj9KyXp+E\n",
       "Zi5/qxpoHfD06MQBw+pVFaguKa4l2OsZzZ88SxUJRKTRZi5/q4rgu+HcPnHAsMnuBv2eklTS50kk\n",
       "PPr+iSTXkj74fweOBTq72s7AigUuDCWibOK7O7fVCBARyRBtsD/86l0qy1c3aAN+FlaQkhMiYQcg\n",
       "0kJFwg5AJFe0pIGAe4FtwBzgaOBibEnADOpvKSh+aqptMMB7wadNGweKiIiIiIhkrJY0ELAeGwBo\n",
       "DTxH3SDA1DCDyhbVQNTnvx59dm3QVkstV106t2fYMYuIANrZRNKhLOwARFqosrADEMkVQddS7gPs\n",
       "BCx2jjsC1wMDgX8Cd6Y+tLT4CBsMkMaq5Wtas0sj7vF12mIRERERERGRJgs6EHA38AZ1AwG/BS4A\n",
       "XgemA+2dNslR+W3ze+GT9F9ZvrrBbFteXt5Dt/3hFG9Vga+A7wV4qq+aHKSIiA+/31MiQcxc/tb/\n",
       "Aw7xtq/59LN2u+65+zZX0ycTBwy7qPkiE2mxIigrQCQlgg4EDKJue722wHjg58B9wJXARDQQkNMm\n",
       "DhgWnbn8rXVA9wDnXuhty588q5e3rbqkOJo/eZZ2ZhARkUw12a+xTbt23qYRM5e/NWHigGFxSuuK\n",
       "iIhklqA1AjoB3zg/D8cq7z/lHC9DFTxbih7eBp9ZtlnNE4qISDDKBpBU02dKJDRlYQcgkiuCDgSU\n",
       "AYc6P/8Q6/zH1oD3BDamNizJRM5Mx7ok5zTIBhAREREREZHMEXQgoAS4Gfg3cAX1iwOOBP6T4rgk\n",
       "c9XLCqgsX+0+VDaAiGQcz+8pkR2mz5RIaCJhByCSK4LWCHgQ+AQYCvwKmO+6bR1we4rjkgyVqFZA\n",
       "E7IBvkxNVCIiIiKSK2Yuf+se4CRv+1cry1vv0q9vjaupGthd9TlEGi/oQMAIbDnAqz633QYcmLKI\n",
       "JBv0wNlBwLVOstHZAH4FBEVEUk3ruSXV9JkSSbtL/Bp36dfXr3kF0C+t0YjkoKBLAxabg8beAAAg\n",
       "AElEQVQAA+PcNgB4JSXRSFbwqxWg2gAiIiIiEoJOYQcgko2CDgQk0gn4NgWPI9mlB3y3TlK1AUQk\n",
       "Y2k9t6SaPlMi4Yjz3dNAgEgTJFoaMNK5xPZ5vwgY4zmnA3AC8F7qQ5NM5tQK+BjYS9kAIiIiIhKS\n",
       "vOSniIhXooGAYcDlQKz4xmlYQQ63KmA5cFXqQ5NMN3HAsAFhxyAikozWc0uq6TMlEg5990RSJ9FA\n",
       "wG+dC0AZ8EPgnXQHJCIiIiIiEpB2DBBpgqA1AiJoEED8RcIOQEQkEa3nllTTZ0okHHG+e1oaINIE\n",
       "iTICjgfeAL5xfk7mhZREJCIiIiIiIiJpk2gg4HlgOPAv5+dEokDrVAUlWaUs7ABERBLRmlJJNX2m\n",
       "RMKh755I6iQaCNgdWOP8vEczxCIiIiIiIiIiaZaoRsBD1A0AjAA2YbO/8S7SMkXCDkBEJBGt55ZU\n",
       "02dKJBz67omkTqKBgCOA7s7Ps1FWgIiIiIiIiEjWS7Q0oBw4DcsEABsI2BT/dD5MVVCSVcrCDkBE\n",
       "JBGtKZVU02dKJBz67omkTqKBgFuBe4ArneO/JDhXxQJFREREREREskCigYD7geeAvYBXgUuBj5oj\n",
       "KMkqEZQVICIZrLJ8tWaRJKX0mRIJh757IqmTaCAA4AvnchPwLLAq7RGJiIiIiIiISNokGwiImeZc\n",
       "dwf2BXYD5gFrgQ5AFVCT6uAkK5SFHYCISCKaPZJU02dKJBz67omkTqJdA9zygduwjICFwJ+o2zbu\n",
       "r8DUlEcmIiIiIiIiIikXdCDgFuAirE7AHkCe67a5wIkpjkuyRyTsAEREEtG+05Jq+kyJhEPfPZHU\n",
       "Cbo04FxgCvCQz33+B+yZyqBERERCEKX+QHei80RERESyVtCMgG7Af+Pc1hZtHdiSlYUdgIhIIlpT\n",
       "Kqmmz5RIOPTdE0mdoAMBHwA/jHPbGGBpasIREREJTW2KzxMRERHJSEEHAm4GLgEeBEY7bQcAvwYm\n",
       "AremPjTJEpGwAxARSaQRa0qvBtZ4Lvi0XZ3iECXLaJ2ySDj03RNJnaA1AuYCZ2M7B1zgtN2P7SIw\n",
       "HttKUEREJJvdArTzad/V57yS9IcjIiIikh5BBwIAngCeBAqBnsBa4GOUItnSlYUdgIhIIkHXlOZP\n",
       "ntXe21ZdUhzNnzwrSAFBaUG0TlkkHPruiaROYwYCwColf+xcREREckZ1SfEHwD4+7d5dAj7Mnzxr\n",
       "UPNEJSIiIpJ6jRkI6AOc6Fw3mDUBfpmSiCTbRFBWgIhksMry1YFmkfw698oIED9BP1Miklr67omk\n",
       "TtCBgFOBx7Digl8BVa7b8rBMAQ0EiIiIiIiIiGS4oAMBtwL/AM7HagOIxJSFHYCISCJxZo+86f5U\n",
       "lxRPBib7tHvLVJfkT56lYoEtmGYkRcKh755I6gQdCNgNuAwNAoiISG5okO7vdO7rdfCdpQH6y1NE\n",
       "RERySquA5y0GitIZiGStSNgBiIgksoP7TlenKg7JHdrLXCQc+u6JpE7QjICfA38BNgMvAut9ztmS\n",
       "qqBERETSbGvA8yrSGoWIiIhICIIOBPzHuZ4V5/Yo0HrHw5EsVBZ2ACIiicRZU6qdAKTJtE5ZJBz6\n",
       "7omkTtCBgOK0RiEiItK82gU8T0UBRUREJOcEHQiYnc4gJKtFUFaAiGSwOPtOfxjkvtodQPxoL3OR\n",
       "cOi7J5I6QQcCYvYBDsJ2EZgFfAHsDXwJbEhtaCIiImmjpQEiIiLSYgXdNaAz8CTwPvAAcDMQG467\n",
       "Bbgh9aE1ygKg1ufS1nNeH+BpbNCiArgL6NBsUeamsrADEBFxRP0a48weFaQ3FMllmpEUCYe+eyKp\n",
       "E3QgYAZwKHA00IX6MykvAMelOK7GigL/BIZ7LlWuc9oA/8CyGc4ArgBOA+5r1khFRCRdGjPLvzht\n",
       "UYiIiIhkuKBLA34EXAm84nOflUD/VAbVBHnAWuBfCc4ZBwwA9gRWOG3bgceAG4H/pjPAHBZBWQEi\n",
       "khk+xwZ764mzpvS0ZolIcpLWKYuEQ989kdQJmhHQAaiMc1sXoCY14eyQZDNBx2EDBStcbXOxrIEx\n",
       "6QpKRESaTZ9GnHtX2qIQERERyXBBBwL+DZwX57axwKLUhLNDjgE2O5d5wH6e2wcAyz1tVcCnQFHa\n",
       "o8tdZWEHICKSSJzZoyq/RpEgNCMpEg5990RSJ+jSgOuAl4H5WNFAgOOBSVjK/YjUh9YoC4CHsPT+\n",
       "CHAt8BowmLoMgG7Aep/7rgO6pz1CERFJt1X4LA2I45Z0BiKC1S8KUrfCt8iliIhIOgXNCHgNOAqr\n",
       "wh9Lp7wR2B0rIJhobX5TdMVm8JNdYqYBfwTeAP4MHIn9j/WKAM+lLaR2TCTsAEREHNf5NVaWr/Y2\n",
       "bcHqyog0ic9nyk/Qvy/0d4hIQAG/eyISQNCMALBO9hFAR2wGfT2Whp8Op5O8mn8UaB3nti+xeA90\n",
       "ta0DdvI5tzuwLM7j/I66LILlwJvUpcJHnOuWfkyS23WsYx3ruLmOH4K6PxRjKaTrvviq3nFl+eqO\n",
       "m7/ZMJu6JW+ZEr+OM/DY+3mqLF/Nui++qnfsvt11f3uQtRutcecuiY4jzfXv0bGOs+QYCPT7HI96\n",
       "99f3T8c+x8Opm1DuBjyDZZe3OHlNvE9PrHhgJqezPQ90wrIDwDIG9gYOc53TFuvoXwX8wXP/oCl9\n",
       "IiKSAWYuf+tv2LK1RGqBVhMHDNPvd0lq5vK3GvN3TquJA4Z9d351SXENwTIva/Mnz4o3sSHSIjXy\n",
       "u1c1ccCwdu6G6pLiWgIuzcmfPCtohrRITmnMB/8EbN/lbdiM+zasSOCJaYhrR/UCvg8scbX9HTgE\n",
       "6OdqOxlohxUXFBGRLDZxwLATnB8T7WTTCljYDOGI/BJY47ng0/bLUKITEZEWLehAwETgOWAjtu7+\n",
       "NOd6E/AscElaogtmfyy2H2Oz/+dh6R3VWGp/zF+x9P452FaCZ2H1Dv6M7RwgTRMJOwAREZcX8Cwb\n",
       "c6WO1gJMHDBsVPOGJLkm4Drl24BdPRd82m5LQ4giOUk1AkRSJ+hAwDXATGyLvnuAp5zrY7C1/Nek\n",
       "JbpgKrF/x2+xmf0S4D1sCUC567xqYAzwOfAENgjwV+Di5gxWRETSJ0lWgLIBpDkF3aJSW1mKiEiz\n",
       "C1ossAc2k+5nDjA+NeE0yWps2UIQq4BT0xhLS1QWdgAiIh4v4KoV4BSVitUGGBVSTJJDAu5l/iIN\n",
       "/z5phZOZ4jlPRAII+N0TkQCCZgQsAEbGuW0EmmEREZEMEScrQNkAIiIiIo5EAwH7uC53AOcC9wLH\n",
       "Agc41zOxbIDb0xumZLBI2AGIiPj4rlZAZfnqGlBtAEmdgOuUh2J/Z7kv+LQNTUOIIjlJNQJEUifR\n",
       "0oD3fdouxn9N/Tw8xZlERETCMnHAsBOc7ac2Al1QNoA0v9uAyZ62XanbPSCmpHnCERERqZNoIOCo\n",
       "ZotCsllZ2AGIiMTxAnB8z769lQ0gKRVwnXIxdTsFuHnbitFggEggqhEgkjqJBgIWNFcQIiIiqeZk\n",
       "BVQDfw87Fml58ifPGuRtqy4pjuZPnpUXRjwiIiJuQXcNEIkngrICRCRDTRwwLB/VMpEUqyxfnXRm\n",
       "srqkeDINlwZQXVLsXeRckj95ljICRAII8t0TkWA0ECAiIiKSeiOB7/m0e9tGoqUBIiLSzDQQIDuq\n",
       "LOwARESSKAs7AMktAWckFwIHe9p2Bb70OU9EAlA2gEjqaJ1afNGPP/74j2EHISIiIuFYEF1/XtBz\n",
       "O8Ifh+Z1S3jOHs9PP+9/J/5Kf1uIJNGY7x5QNSqv26Puht2fn35uXoB+ThSin534q4cbHaBkky+K\n",
       "ioquDjuITKSMgMTKwg4g0y1btqzbAQccsD7sOERE4tHvKUk1v3XK/YL/zRD0PBHxSFAjoGwHHnZH\n",
       "7iuZLxJ2AJkq0UDAiEY+1qs7EoiIiIhItloO9HIdF7zzwqGdv/j4MO95u8+7vV4BwU29ihZVDDl+\n",
       "cbrjExERcUvV9oFRoPWOhSKZbvHixT0ee+yx/a6++urFu+666zaAVM+yPf7445EbbrjhvPvvv//u\n",
       "ESNGVHz77betrr766hEnnXTSR6NHj/auq8xIn376aac777zzkOLi4mWDBw/+Jux4RFo6ZQNIqvnN\n",
       "SA7wHFcMOX5xBfU7+Hs8P33qZ2N+rsKAIk2kGgEiqdMqwW37uy7HAquAB4ATgEOc6weBcmBMesOU\n",
       "TPDBBx/0mDdv3siKior26XqOo446anVJSckDQ4YMWQewefPm/Hnz5o1ctmxZr2T3zRSff/55p3nz\n",
       "5o0sLS1NvFhURERalGir1tvCjkFERAQSDwS877pcBjwMXAz8HVjiXE8A/gRckd4ws9Pbb7/dPewY\n",
       "UqG2tpZNmzZ9l/ERjUa/u23ZsmUp7ewWFBRUnXjiiau6du1a7W53P2e2yMaYRXJRqn9PiVSWr27Q\n",
       "1jbIHVu13p7yYERaEL/vnog0TaKBALejiL9UYCFwZEqiyQEbNmzInzFjxn7HHnvseePHj78s2flL\n",
       "ly7tdsopp5y53377Xb3ffvtNOfnkk8/yDiAUFRVNvfbaa4dfeOGFYwYPHvzL/fff/1fFxcXHffvt\n",
       "t9+9f9OnTx9SVFQ09YUXXug9evToCwYNGnTt8OHDf3bvvfd6sxWZOnXq0GHDhl22zz77XDds2LDL\n",
       "rr322uHu26+44opRQ4YMuWrOnDm7jRo1asK+++573cyZMwfddtttZwGcfvrpVxYVFU0dOnToFe7z\n",
       "vc9TVFQ0ddq0aYfEjg855JArJ06c+INrr712+EEHHTRp//33/9W4cePGrlmzpl3snMcffzxSVFQ0\n",
       "9dVXXy0AOPzww6cAPPjggz8sKiqaOmDAgBvefffdnUaNGjXhrLPOOsX7nGedddYPR4wYMTHRaz5/\n",
       "/vzvnXTSSWftv//+v9p3332nHHnkkRc98sgjezTmPbn11lsPOOywwy4dNGjQtUOGDLnqmGOOOf/V\n",
       "V18tWLZsWbeJEyf+BOD6668/v6ioaGpRUdHURPGIiIiIiIg0p6C7BqwDfgi85HPbD4G1KYsoS734\n",
       "4ou9Hn300QOXLFmyX3V1dZuBAwcunzJlyp8T3WfTpk2tL7nkkvNat25dffHFFz/bunXr6J///OdR\n",
       "l1xyyQVz5869u2/fvltj586bN++w/v37fz5p0qSnli9fvsvcuXOPvvLKK6tnzpxZ7z2ZNm3auNGj\n",
       "R79dVFT06jPPPHPQHXfccdree+9939FHH/0lwC233HLgY489dtyoUaMWHXHEEZ8uWrRo96eeeuqY\n",
       "7du3t/7tb3/7Ruxxtm/f3mb69Omnnnzyya/vvffeX/fo0WPr2LFjX3zqqaeOmTRp0mN9+vTZ1L59\n",
       "++oDDjhg/ezZs4O+TNElS5YM6t2795eXXXbZs6tWrer66KOPHjtlypSjZ8+e/YLfHW666aY/3nDD\n",
       "Decde+yxC4855phPAPbee+9No0ePXvrYY48ds3bt2hd23nnn7QCVlZVt33vvvYHjxo17OV4Ab7zx\n",
       "Rs8rrriiuGfPnpUXXXTR8z169Njyzjvv9Fm1alXXoO/Jk08+2f9Pf/rTiSeddNI/DznkkPL169e3\n",
       "e+edd/quX7++3cEHH7z2Jz/5yVP33HPP2HPOOedvBx544JqgL46IpIdqBEiq+a1TXgvsnOR+m3oV\n",
       "LUpLQCIthGoEiKRO0IGA3wC/x7ZfmAt8BeyCDQKMwZYOtDhr1qxpN3PmzP1feeWVA7744otde/Xq\n",
       "tebUU099ZeLEif/p3bv31mT3nzFjxgEbN27s+pe//OWu2B+qo0aNKh83btwVd9xxx8G33Xbb67Fz\n",
       "27Vrt23OnDlPOoefVlVV5c+bN++I1atXv+Z+rpEjRy699dZbFwOMHz/+08MPP/zSe+655/tHH330\n",
       "U9XV1Xlz5swZdfDBBy+LDSD8+Mc//t/555/fbt68eUdMmzbtzY4dO9YAVFdXt7nooovmTZgwoTT2\n",
       "2J999tlOAIceeugX+++/f1OK4OW1bt26Zs6cOY/l5+dHnccsWLp06b6A70DA0UcfvfqGG25gt912\n",
       "W3fiiSeuirVPmDDh/ccee+zY+++/f9CvfvWrdwDuv//+QbW1ta0vuuii9+IFcPvtt49s37791uef\n",
       "f35W586dawDOOeecz2K3B3lPlixZ0meXXXb50j1wAnz3Og0ZMuQrgIEDB1a4YxYRkdwVZGmAdgcQ\n",
       "EZFMEXRpwN3AqUAB8AdgjnPdE/iR83OLMnv27L1Gjx79i6effvrIvfbaa+Xdd99978KFC++78cYb\n",
       "/xVkEABg+fLlfXr16rXGPVu1zz77bNxtt90+/+ijj/q5zx0yZMhy9/Gpp576UXV1dZvFixfv4m2P\n",
       "/dyqVSuGDBny8cqVK/sAfPjhh103bdrU5Qc/+MGH7vscf/zxH2zbtq3dwoULv3usvLy86Lnnnvvf\n",
       "ZP+GRq69je69995lsUEAgEgkUrlly5ZOVVVVeY14HL73ve9t22+//T6cP3/+kFjb/PnzhwwcOHC5\n",
       "O5PC69NPP939oIMOej82COAV5D3Zb7/91nz55Ze9JkyYcOyTTz7Zf8uWLdoxQySDqUaApJrfOuV+\n",
       "efqYiaSbagSIpE7QgQCwTIChQAegt3M9FHgmDXFlvA4dOlS3adOmqqampvWWLVvaf/311+1ra2sb\n",
       "9RjffPNN5y5dumzytnfp0mXzli1bOrjbunfvvtl93K9fv80Aq1ev7uzXHtOtW7fNmzdv7gKwYsWK\n",
       "zgC9e/eu95x9+vTZDFBZWfndc7Zr125ru3btGvcPCqBTp071Oult2rSpiUajeZs3bw6anfKdsWPH\n",
       "Ll25cmW/ZcuWdXv77be7f/755/1OPvnkZYnus3Xr1g49evRo8JrHBHlPzjnnnM8uvPDCuaWlpf2v\n",
       "v/7684YNG3bVBRdccPy6devaNPbfICIiueG/Ua1AERGR7NGYgYCYauAL57rFOuOMM8oWLVo0Y8KE\n",
       "Cc+uW7euyw033HDe8OHDL//5z38+4j//+c9OQR6jW7duGzdu3NjZ275hw4ZOnTp12uJuW7duXSf3\n",
       "8cqVKztBw059rN19v86dO28E6N+//yaANWvW1Dtn1apVnQB69uz5bawtLy8vUMn7Aw44YH3btm2r\n",
       "a2pq6s2Kl5eXp22LwZhx48at7N69+9qHHnpoyMMPPzykS5cuG8aPH/9povu0b9/+28rKyi7xbg/6\n",
       "nlx11VXvLly48L4XX3zxtjPOOOOlf/3rX0OuvfbaETv2LxKRdFCNAEk1v3XK/egYQiQiLYtqBIik\n",
       "TmMGAg7BagU8DDzhujzpXLc4HTt2rLniiis+mDdv3p8effTRO4cNG/bea6+9dtDpp59+xZgxY8bP\n",
       "mDFjv0T3Hzhw4KovvvhiV3fa6ocfftilvLx8t4EDB650n7ts2bIB7oyDp59+emCbNm22H3rooV+5\n",
       "z5szZ87A2M/V1dV577777oB+/fqtAthnn302dO7ceeOLL744yH2fF154YVC7du22jhw5st5jebVt\n",
       "27YGwDt736tXrw1VVVXtPvroo+862E899dSeiR4rqFjNgm3btvlmDIwYMWLZokWLhrz55puDhw0b\n",
       "9m6rVok/0nvttdf/li5dOsi9HaJbY94TgH79+n173XXXLenXr9/KVatWFQC0a9euBuDbb79tdJaD\n",
       "iIhkpyqqwg5BREQksKAdlZ9gdQAqgU+A2D64USDPuW7RDjjggPV33XXXK9XV1QsefvjhvZ599tkD\n",
       "H3jggVMmTZoUt3DdpEmT3nn22WcP/+lPf3rO2Wef/UqrVq2ijz766KiOHTtuvvLKK5e4z92+fXvb\n",
       "sWPHnn7KKacs/fjjjwv+/ve/jzjiiCMa1CN47bXXDpwyZUpNUVFRxdy5cw9cv35995tvvvlJgPz8\n",
       "/OjYsWMXPPzwwydOnDjx28MPP/x/b731Vv8333zz4FNOOWV+rNMdz+DBgysBZs2adXBlZeX7nTt3\n",
       "3t6tW7eq00477ZNZs2Ztnzx58ilnnnnm4hUrVnR76aWXDvZ5iEbVAQAbCNhpp53Wvfbaa4PmzJnz\n",
       "Vfv27WuOPPLILzp06FALMGHChHeeffbZo6LRaN555533TrLHmzRp0sKLL754wkknnXTBqaeeunjn\n",
       "nXf+9r333uvVvXv3LVdfffU7Qd6Tyy+/fNSmTZs6HHTQQWUFBQVb3n333V1XrFjRf+zYsS8DDBo0\n",
       "6Jv8/Pztzz333JCuXbtua9u2be3xxx+vRW0iIVm2bFk3ZQVIKlWWr24wM7mJahqkk4lISvl990Sk\n",
       "aYIOBPwCeAiYSAtfEpBMfn5+tLi4+JPi4uJPPvvss4R5gh07dqy59957H77xxhuPve+++06JRqPs\n",
       "scceZddff/08bwf/2GOPXbx69eruM2bMGAswbNiwpb/73e/mex9z6tSpfy0pKRkzd+7co7p27frN\n",
       "5Zdf/uTo0aO/jN1+zTXXLN22bVv+vHnzhr322mvDunTpsmHcuHH/+PWvf/1W7Jx4ywIGDx78zdix\n",
       "Y1986aWXhr3++utDu3TpsmHmzJl/7Nev37dXXXXVE/fff/8x06dPP6N3796rf/Ob3zxVXFx8qech\n",
       "fB/X+3ze48suu+z5mTNnHnPdddedW1tb2/qJJ564I7ZrwV577bW5d+/eq/Ly8qJDhw5Nuo3loYce\n",
       "+vWdd945q6SkZPT9999/MkBBQcFXF1988XwI9p4MHjx41ZNPPnno0qVL962qqmq70047rT/ppJMW\n",
       "3HzzzW8BdO3atfqiiy567vHHHx95zTXXnF9bW9vq+OOPvylZbCIikr121tIAERHJIkFnaDdiWwU2\n",
       "6HjmsOjHH398Y9hBABQVFU0966yzXpg2bdrb8c6ZPn36kFmzZp3y5ptv3tq9e/ft8c7LNStXruxw\n",
       "3HHHTRo/fvzfrr766qQZASIiIkEtiK6/nmDLKKOj8rppwFckRRZE109txOlVo/K6/cbdsPvz02/I\n",
       "C9DPiUL0sxN/pe9ubosUFRWdH3YQmShoRsA8YBgtayBAMlhlZWXbxYsXF/zxj38c3rZt220//elP\n",
       "3w87JhERyTlBaynlbYpuonOeFgeIiEh2CPo/uN8D5wPT4P+zd9/hUVT7H8ff6SFsSAIJSOg1FAXp\n",
       "goWAlIAIKiBNAQHRe7mKKIKg0sWfiKKi2AAFVAQRQWniVcJV6RJE6YbeCSSQHkL298fswrJswoZs\n",
       "koV8Xs+zT3bOnJ05G2aGzHfO+R5aAHUcvKSQOZvp35UKa37un3/+OXz48OGDDh8+XH7YsGHflShR\n",
       "QkNWRMShwrpOyS3BYe4cB3OZmxUEEMl/Ds49EblBzvYIWGP5OcbysmcGHGZhl7xzZojCyJEjt40c\n",
       "ObLIdI3v0aPHwR49erjF0A0REbllXQBCnKiXnt8NERERcSVnAwGt87UVctNSJm4RcXe6TkkeOAwC\n",
       "OMha7p9hzsDXwzf/WyRShGnGABHXcTYQEJ2fjRARERERERGRguFsjgD7zwQ4eEkRpLG3IuLudJ2S\n",
       "PEi2/MyyLbQZp2zNzXNJvQFE8p+zOQIuBobtxTg/bV/Yl1nqiRRJTmfDBV4CYoGLQJLllWjzU0RE\n",
       "RORWUtzyM7u/l6zTk3llmDMKoDki4sA1CaO90pNDMM5P2xf2ZZZ6IkWSs4GAZzECAbMwTpxJwHhg\n",
       "L3AAeCpfWiduT2NvRcTd6ToleWB7g3G5V4BlnPJVTxjVI0Ak/2WTI+Caoc6eGSlhzmzP2XoityJn\n",
       "AwFPAmOBKZblJRiBgNuBPUB11zdNREREpPBUwW++zaL1byZrAODyE8YQvH4vuFaJiIjknbOBgCpA\n",
       "DMZ8uhcB63jLS8AHQH+Xt0xuChp7KyLuTtcpuVEHSH/cQbGH/TjleC7do6EBIvlPOQJEXMfZQMBZ\n",
       "IAjjpDkCNLRZFwIUc3G7RERERAqb2YkyM6CpA0XciE/imZo4kSPAUk+kSHJ2+sB1QGPgB+BLYBxQ\n",
       "EsgAhgA/50fjxP1p7K2IuDtdp+RGheH93zNktsXoAellKc4KLR/uhc0QgWJ4xBZKA0WKmGxyBFwj\n",
       "qfwdP5lO7mlhW+aRmWEye/smXVXvtoh1LmyeyE3F2UDAOMB65r2OMTSgP+AP/AQ84+qGiYiIiBSm\n",
       "uh6mddHmhDZceZoIVwICHhjDJX2aeQR9UeCNExGrLPsC09G/2npcfd4CRjDAvt6ZOzuuz8/Gibgr\n",
       "Z4cG7AZ+sbxPA4ZiBAZKAj2A065vmtwMNPZWRNydrlOSF2F4/xfj76VL1rK4o8etY4x91BtApOBk\n",
       "kyPg2vsZD0/nknY4W0/kFuRsIEBERESkyKnrYVqHcdNv+3TRA8vUguoNIOJ+zJ5eF11ZT+RWpECA\n",
       "5InG3oqIu9N1SvLKvldAaPlw9QYQKQTO5gjIDAg+hhOzBljqiRRJCgSIiIiI5MBBrwD1BhBxY94p\n",
       "CeVwYtYASz2RIkmBAMkTjb0VEXen65S4grVXQGm8V8UdPa7eACKFIJscAddILltrndnbN8n2BWBf\n",
       "lly2lmYNkCLL2VkDRERERIos6wwCp8mMAvUGEHFnZ+7suP4MV88GUHXZG2MPRA17q7DaJOJunA0E\n",
       "lAGKA/sty57Ak0BtjNkEvnd90wBjRoIeQHNLG54A5jioVw54H7gfSAe+BkYAqXb1nrSUlwd2WN7/\n",
       "gtwwjb0VEXen65S4Shje/z1DZtsK5cupN4BIIXA2R0Cl1dP/5ZWRUtq+vOqyN8baLl/yDTh9qN0z\n",
       "H7qoeSI3FWeHBnwOPGezPB74AIgCvsO4Qc8PXYGKwA+WZbODOj7Aj0AFjKDBUKA78IldvV7Ahxjf\n",
       "JQojELAMqOvqRouIiMitp66HaV1V/OaoN4CIW7nm/uCSX/F4nEgWaKknUiQ5GwhoAKyxvPcCngZe\n",
       "BmoBkzBuvvNDD6AxMCyHOt0s7egKrAS+Ap4BegPVbeqNwwgCvAasBfoD/wAvubbJRYvG3oqIu9N1\n",
       "SlypokexgzqmRApHNjkCHD0oFJHrcDYQEATEWd43AkoB1mj4GqCGi9tlZT2xPXdjvtoAACAASURB\n",
       "VHKo0wHYBByyKVsKZGA8+QeoitHGhXbb/sbyeRERERERufnkdJ8gItlwNkfAMYwu9L8CHYHdljIw\n",
       "ggRprm+a02oBf9uVZQCxQIRNHTDabWs3UBIjsHE2vxp4K9PYWxFxd7pOiavpmBLJd7bTdV6WTY6A\n",
       "LPuCoy0HfG1fVnXZG2P3dxo5wSWtE7kFOBsImAVMAdpgBAJG26xrBuxycbtyIxhw9B9yPBBieW/9\n",
       "aV8v3ma9AgEiIiIiIoUvN0/5vewLlCxQ5PqcDQS8jtEDoCnG+PvZNutKAZ86uZ0SgDPpPu2f3N8I\n",
       "dRMqADExMcF6MiIi7kzXKXE1HVMi+c5hj4C4o8cd9Qo4YV/g6Obe0iNgvMtaKHKTczYQUBFjSr65\n",
       "Dtb9B+du7gEe5dps/vbMOIjs5SAeY3iCvRAgxqYOlnoX7OrYrr/KwIEDo0wmUxpAlSpV4lq2bHnU\n",
       "+h+/NVFQUV+2cpf2aFnLWtay/XJsbGwJd2qPlm/+5djY2BLu1B4ta/lWW+bOKh5wJTmg9eY//uTp\n",
       "q5Yt68tSwfiYu7Rfy+6z7O/vb+KKysBdXBk2HgwsAaIpgpx9ap6F8Uvb5GBdY2Ajubt5zy0Txg18\n",
       "f64NRszBSATYwqbMF2MYwIsY0xxWxZghoD3wk029V4FngTAH+zTv2bNHUUMRERERkQIUbU4Ye/1a\n",
       "hmLwZzOP4CW2ZeXXzu7pm3impl1VD+xmGMgIDNvrKJ+A3FIqR0RE9C/sRrgjZ3sE5MQfIzlfYVmJ\n",
       "MVVgReCwpawz4AessizvB/Zi9EiwBgI8ge6Wz4uIiIiIyE0m9crT3cuULFDk+nIKBNS3vKy9Bh7g\n",
       "2hPNH+iBcZOdH+pYXv6W5SZACnAa+J+lbBHwMrAY4wl/MPA28CXGzAFW4zCmPDwIrAP6AdWAnvnU\n",
       "9iIhJkbjJEXEvek6Ja6mY0qkcGSTI+Aa2fQIoOqyN8bYLqtHgBRlOQUCHgZsT5ZXs6l3AHjaZS26\n",
       "WnfA2jXIDAyxvKKB1pbyTCAKeB9YCKQD8zGGBdj6GmOIwUiM7/I30AnYmU9tFxERERGR3HOYLDAb\n",
       "qfYF6hEgcn05BQJeA6Za3l/AuPHeYlcng/wdFjDe8rqeYxiBi+uZaXmJi+iJiIi4O12nxNV0TInk\n",
       "O4dBgGx6AwTkb1NEbk05BQIuWl5gjKcXERERERERkZucszf49wFdbJZDMbrf/4kxHt/Hxe2Sm8Tl\n",
       "aV5ERNyUrlPiajqmRPKd2VGhdTpBO4cdFYpIzpydNWAK8AOw1LL8LsZQgSUYSffSgVEub52IiIiI\n",
       "iBQ1zuYHAChnX5BNskBz1WVvjDGbzZxJSuPAuUT+Pn/pxMoE350nT54MiYuLC65du/aht95669e8\n",
       "NV3k5uDsSXYO6IMx1V5x4AwwEKNXwEBgNEYG/luJec+ePc7kJxAREREREReJNieMwcn7lKp4f1LR\n",
       "w3TiuvWWvTFmf6eRE+rXrz8iPT3dv0SJEgnh4eEny5QpE1+2bNmEChUqJLRs2fJ49erVk/P8BcSd\n",
       "VI6IiOhf2I1wR84ODfDlSkbOFhhDAZZZlvcB15/HQ0RERERExIVOktkkN/Wff/75b729vS/6+/un\n",
       "7d+/v0piYmJA9erVzz7++OP/KAggRYmzgYA9QAfL+z7AeiDRslwWo8eAFEEaJyki7k7XKXE1HVMi\n",
       "hcNRjoAUB0MDctKvX7/YV155Zf6FCxeChgwZsqRKlSqnZs6cef9dd931/MCBA6OWLVtWLisry2Vt\n",
       "FnFXzgYCxgPDgDiMQMD/2ayLAmJc3C4RERERESmacpMjIDd1AejZs+fBYcOGLf7www87t2jR4nB0\n",
       "dPSnH3zwwecmkylt0qRJjzRv3vzZZ555ptXvv/8emttti9wsnE0W+D1QG2gA/IXRQ8BqA8bsAVIE\n",
       "aS5lEXF3uk6Jq+mYEsl3Zhzc4IeWdzga+aKjQnsZgWF7bZf79esXm5GRsfSVV17p7evr+0Xbtm1P\n",
       "Nm/ePDorKyt61apV4d99990dzzzzTD+TyZR09913b3/sscd21K1b98INfRsRN5TrCFoRomSBIiIi\n",
       "IiIFLNqcMDYX1dMjPYL/7/rVHPvggw9q7927t8y7774bbb8uIyPD49tvv628bNmyO/7666/a4eHh\n",
       "JxYsWPBVUFBQ5o3uTwqckgVmw9keAWDMCvAicA9QEjgL/Aa8Cex3fdPkZhATExOsJyMi4s50nRJX\n",
       "0zElUjjijh531CsgT0/phwwZsgvY5Widr6+vuVevXgd69ep1ICkpafnKlSvLBwYGKgggtwRnAwGN\n",
       "gDVAGsZsAaeBMkBXoDfQGvgjPxooIiIiIiJFisOhAdnwyc+GWJlMpkvdu3c/VBD7EikIzgYCpmIk\n",
       "BOwApNiUBwArLOtbubZpcjPQExERcXe6Tomr6ZgSKRzZ5Ag4WtDtELkVODtrQFOMIQApduUpGEGA\n",
       "Zq5slIiIiIiIFFlnnK3YGO9v87Mhkr3169eXGjp0aOSJEyf8XLXNjz/+OKJ58+ZD6tSp80qTJk2G\n",
       "umq7ci1nAwGpQKls1pXEGDIgRZDmUhYRd6frlLiajimRfFfaUWHc0ePXlP1B5jP53hpxaMeOHaVW\n",
       "rVrV8syZM/6u2F5GRobH+++//3D58uVPvvbaa3Nef/31r12xXXHM2aEBy4HXMZIC/mpTfi/wf8AP\n",
       "Lm6XiIiIiIgUTU7nCPCE5Hxui1s5f/68d37PWpCUlORlMpkuOVvfbDa7ZL/79u0LzMjI8GvXrt1f\n",
       "Dz/88BGXbFSy5WwSjlBgCdACOIXRXae05bUOeAiIy48GFiJNHygiIiIiUsCizQljcPI+xQe23O0R\n",
       "vDyv++zVq9dDJ06cCHv88cejZ82a1e78+fNBVapUOfjRRx8tPnTokGn8+PGdjh8/Hh4aGnpm7Nix\n",
       "S1u1anXa+tlRo0Y1X79+/e3nzp0r5eXllVmhQoVjr7766qomTZrEA2zdujW4b9++/2rduvX69957\n",
       "LxogNTXVMyoqapCfn1/GqlWrPvf0vLajdkxMTHDPnj2HPv3004s3bNhQfdeuXTXDw8OPr1q1at6R\n",
       "I0eKjRo1qs2OHTsi0tPT/cqWLXti2LBhP3bq1OmY9fNHjx71f+655zrt3r27pp+fX1qbNm02xsfH\n",
       "F4+Jiam9efPmdwHeeOONO2fPnt3l7bff/vTdd99td+zYsXJRUVH/e+utt36Njo4uPXXq1DaHDh2q\n",
       "BFCjRo1/pkyZsqJ69erJCxYsqDxmzJh+tu0NCgpK2LRp07vZ/Y7fe++9ugsWLLgvPj6+VEBAQPJd\n",
       "d93159tvv73G19fXbG2Hbf0OHTpEv/POO2tv5N/ThqYPzIazPQLiMKYNjMLIF1AWOAFsAFbnT9NE\n",
       "RERERKQIcvZhJRgPLF3BfP78+aB58+ZF9u3b9+eUlBSfzz//vOOQIUO6nDt3LiQqKmpTuXLlfps1\n",
       "a9b9L7/8crd169bNsH7wzJkzJTp06LC5cuXKCYmJib5LlixpPHjw4IGrVq2aXqZMmfSGDRsm9OzZ\n",
       "c/WXX37ZceXKlXs6dOhwYuTIkfedO3eu1Ny5cz90FASwNW/evHb169ffOXLkyIXe3t7mpKQkrz59\n",
       "+vRNT0/3e+yxx1aHhoYmL168uMmoUaP61qpV673q1asnA/z73/9+6PDhwxX69OmzsnTp0knffPNN\n",
       "87i4uFKenp5Z9vuYMGFCtzZt2mwaNGjQmpIlS6Zt2rSp5DPPPDOgXLlyx5599tlvL1686PXFF1+0\n",
       "GjRoUO/o6OhPW7duffzPP/9c/e2337Z7/vnnvy5XrlySv79/tj0V5s6dW+2DDz7o1rBhw21PPfXU\n",
       "6h07dpT54YcfWg8aNKjY3Llzl/fo0WNvUFDQgmnTpvXo1q3bj82bNz9StWrVPE0NKTlzNhBgtcry\n",
       "EgE0l7KIuD9dp8TVdEyJFI64o8evmTngYvZ5zHLLIy0trdisWbNmNmzYMAFg7969ZdasWXP34MGD\n",
       "v3vhhRe2g9EN/v/+7//6rFu3rlSLFi3OAsycOfNH60YyMzM9unfvvv+ee+55cd68eRHDhw/fDvDK\n",
       "K6/8sX79+lqTJk16OC0t7Yeffvrp3t69e69w5lpSsWLFI5999tlK6/LkyZMbxMXFhc2ZM+cDa6+D\n",
       "Xr167b/33nufefPNN1t8/PHHP0VHR5fes2dPxLPPPrtwyJAhuwC6d+9+4L777hvm6+ubYb+P9u3b\n",
       "b5gwYcIm63KPHj0eNplMiUuXLv3Sz88vC6Bx48an+vbt+5/Zs2fXGDBgwL6qVaueBWjevPnJevXq\n",
       "nc/pO3z22WetKleufGD+/PlLLUWxAEuXLm2zc+fO/9WpUyexWbNmJwGqVat21rZng+SPnMJPZYHF\n",
       "QPsc6rQHviWbhB4iIiIiIiL5KNVVGwoKCkqwBgEAypcvHw/QsWPHA9ayWrVqxQMcOnSohLXs+++/\n",
       "Lx8VFfV4/fr1R9StW3dM06ZNX87IyPA9dOjQVUGKqVOnfp+YmBj48ssv961SpcqBV1999Q9n2tWs\n",
       "WbN9tstbt26tetttt52oX79+Qnp6umd6erqn2Wz2qFat2qGDBw+GA2zcuDEc4Iknnthr/VyJEiUy\n",
       "q1evvt/RmP4uXbpctY99+/ZVbdCgwW4A6z7q16+fEBQUlLB9+3aH8zhmJyMjw+PUqVO33X333Ttt\n",
       "y3v37r3DbDZ7rFmzpnxutieukVOPgOFAVeCnHOr8hJEscDgwwoXtkpuEnoiIiLvTdUpcTceUSL7L\n",
       "AHztC+17AwA0xvtDV+3U39//qpnQfHx8LgHcdtttaTZ1LgGkpqZ6A2zfvj3o5Zdffrx8+fJHn3rq\n",
       "qR/Kly+f6OPjc2n06NF9MjIyrrrXql27dmLlypUP79mzp2aXLl02O9uu0qVLJ9kuJyUlBRw7dqz8\n",
       "HXfcMca+bkhIyDmAuLg4k6+vb3pAQMBVSf8CAwPtp4MHoEqVKlftIzU1NeDnn3++p169evfY142L\n",
       "iythX5aTw4cPB1y6dMkrLCzsqn1UqVIlGSAhIaFYbrYnrpFTIKATMA24ZgyJjSzgI2AYCgSIiIiI\n",
       "iEgeRXoEvx5tThjrRNUMk4cp39uTk++//756Zmam99dffz3fms0/PT3dMy0t7Zqb2w8//LDW3r17\n",
       "a5QpU+bkZ5991q5nz56xzswA4OFxdcoEk8mUWrZs2eOjRo1aZl/XOk4/NDQ0KSMjwy8lJcXLNhiQ\n",
       "mJhY3Jl9+Pv7p9arV29X7969t9rXLVu2rMNgQnYqVqyY4uXldSkuLu6qfR84cKA4QHBwsMt6dYjz\n",
       "choaUAnY4cQ2dgNVXNMcudloLmURcXe6Tomr6ZgSKRD249jNcUePX1XQGO/XC645jqWlpXl7eHiY\n",
       "fXx8Lve3nzFjRt2srKyr7rMOHjwY8Mknn3Rq0aLF5tmzZ3+RmppabNiwYW1vZJ8NGjTYf+7cuZI1\n",
       "a9Y83759+xO2r5YtW54BaNas2XGAWbNmRVg/d/78ee99+/ZVtb/pd6R69er7jx07Vtp+++3btz9h\n",
       "zQfg6+t7CSA5OTnHvHO+vr7m22677cRvv/1W17b8q6++quvh4WFu3br10Vz/EiTPcvpHSwWc6fZh\n",
       "woVjc0REREREpGhz0CvA/u610HsDALRp0+bAokWLPPv169floYceitm9e3fplStXNvfz87tqmMHz\n",
       "zz//gJ+fX/q0adN+CgoKyhwwYMDyDz/8sOuCBQt29ejR42Bu9jl06NA/V69e3bhPnz79O3fuvK5K\n",
       "lSoJcXFxxf76669ypUqVSnrttdc2REZGno6IiNgzc+bMTklJSX6lS5dOWrhwYXMfH5+LHh4e1yYJ\n",
       "sDN8+PDoJ5988slOnTr1joqK2hYWFpZy7NixwM2bN1d9+OGHtz366KOH6tevHwcwe/bsxnFxcX+b\n",
       "TKaLttMq2nriiSfWTJo06fHevXt3ad++/d+7du0q88MPP7Rq1qzZH7Vr107MzfcX18gpEBADdAGu\n",
       "Ny9nZ+CaLiNSNGicpIi4O12nxNV0TIkUmKtyBdjmCMiH3gAOb44d3TTblkVGRp5+8sknlyxcuDBy\n",
       "8uTJtcuUKXNy3Lhx34wfP76btc4777xz+65du2pNnjz5c+tQgKFDh+5Yu3ZtnbfeeqtL27ZtZ5Qs\n",
       "WfKis/s3mUyXFi5cOGf06NGtFi1a1ColJaV4QEBAcoUKFY5FRUXtttabMWPGkueee67Tl19+2cHX\n",
       "1zc9MjJy8+nTp+MPHToUfr19NGvW7NxHH300c+rUqa0//fTTTpmZmT4mk+lCRETE/jvuuOMcQP36\n",
       "9c937dp19U8//dTst99+axoYGHhh06ZN7zr6Ho8//vj++Pj4RQsXLrzvjTfeuCMgICD5/vvvXzdt\n",
       "2rTo67VF8kdO/UK6AguAQcDn2dTpC8wCemDMMHArMe/Zs2d8YTdCRERERKQocTI/AABecPxej+BP\n",
       "87M9t4r09HTPyMjIf1euXPmIzTR+t7rKERER/Qu7Ee4opx4B3wLvArOBIcAq4DBGtKwiEAU0Bt7m\n",
       "1gsCiJM0l7KIuDtdp8TVdEyJ5LtLgFconsvjyGoH+ADEHT1OaPlwisOSZHgQ8KqF9/xCbakbmz59\n",
       "ep1Tp04F1q1b9/T58+f9li1b1jAhISHk8ccf172b5BgIAHgBiMaYFWA44GcpTwd+xxgWcE22ShER\n",
       "ERERkRtRC17bDWPiyGpfDe/ZsWQOtlmdEQynk8ELyArzMCVlt52izmQyZSxcuPDOJUuWlDSbzZ6l\n",
       "S5c+NXLkyPkdO3Y8fv1Py63u+ikjr/ABSlnenwUcjmO5hWhogIiIiIhIAcvN0AAgKdIj+K18a4zc\n",
       "7DQ0IBs5TR9o7yJw0vK61YMAIiIiIiJSOLJs3mfWJeB9y/v0qvC+bZ3aML1AWyZyi8hNIEDkGppL\n",
       "WUTcna5T4mo6pkTyVz2YaHmbBXgXI+NspEfw+KBtBz7aD9ZhAp5AVhmP4AxX7LNXr14PRUZGPumK\n",
       "beVWRETE2HHjxjUpqP2tWLEivFevXg/ddddd/6lVq9aYXr16dXFULykpyevJJ59s16BBg+G33377\n",
       "6E6dOvX+888/g+zrLV68uEKrVq0G1alT5+WmTZsOHTNmTFPb9ampqZ59+/Z9oF69eiPvvvvuf/3w\n",
       "ww/l7Nc3b978Px999FEt137TXHkU6OegPBr4pgDbcTvGcX9ffu9IgQAREREREXEbJT2CwbgZ8gTY\n",
       "QubLAKmkgjGdoLU3wBuF00LXeuutt2b269dvR0Htb/369RX2799foVKlSseKFy+e5OHheLT4v/71\n",
       "rw6bNm2687HHHls9fPjwhcnJyQFPPfVU36SkJC9rnU2bNpUcM2bM46GhofFjx479MjIycss333zT\n",
       "fvLkyQ2sdd58882Gu3btqvHcc88trl279v4JEyZ0T09Pv3wfOmnSpKZBQUEXnn766d32bShAjwL9\n",
       "HZSbyWZqyZudAgGSJ8qaLCLuTtcpcTUdUyL5z75XQJI5iYw76/zLUubS3gCFrVOnTseqVKmSUlD7\n",
       "Gz9+/MaNGzdOX7BgwXeBgYGJjurs2LGjxJYtWxr07dt31QsvvLC9f//+/8yYMWPBhQsXgt577716\n",
       "1nrTp09vERgYeGH+/PmLe/TocXDKlCm/N2vW7I/FixdHWuvExMRUvf/++zcNGDBg34wZM1anpaUV\n",
       "27x5c0mAgwcPBixfvvzel156aVW+f/Ebk5ucejcVBQJERERERMStOOgV8AoF3Bvgp59+uq19+/Z9\n",
       "69atO7pevXojH3300UdiY2OL29Y5ePBgQM+ePR+qX7/+iLp1645u165dv5UrV5a1rfPJJ59EtGzZ\n",
       "cvDtt98+ul69eiNbtWo16JtvvqlkXW8/NKBdu3b9H3nkke7Tpk27o1mzZs/ecccdLz3wwAN9du7c\n",
       "GWi73e3btwc98MADferWrfty06ZNh06ZMqX+ww8//Gi7du0cdXG/zNPz+reA33//fTWAAQMG7LKW\n",
       "1a5dO7FChQqHN2/eXMNatmvXrhoNGjTY5e3tffmp+QMPPLAjMTGxxNq1a8MALl265Onv738RwNfX\n",
       "1+zp6XkpLS3NC2DMmDGt69evvzMyMvL0dRsFtG3btv/jjz/eybo8Z86cahEREWOffPLJdtayDz74\n",
       "oHadOnVeuXDhgu0MeYOAHUAacBB40Wbd58AjQEuM4ysLGJNNE2oBXwOHgWTgb2AoVwcMIi3baIkx\n",
       "rCARiAX+xbX+DRwBkoDvgbIO6gwEdgIpwBmM4Qp1smmf0xQIkDzROEkRcXe6Tomr6ZgSKRh2vQK8\n",
       "4o4ehwLqDXDgwIGAF154oX9mZqb30KFDv+3fv/+K/fv3V+rXr9/jqampl++hBg4c2HPv3r3V+vTp\n",
       "8+OwYcMWmc1mjxEjRvTfvHlzCMDmzZtDpk2b9mjt2rX3v/rqq18NGzbs24YNG+45e/ZssRx2bz58\n",
       "+HD5ZcuWNRk0aNCqQYMG/XD8+PGyI0aMeNBaISsriyFDhvQ6c+ZM6ODBg5cMGDDgx+XLlzc7cuRI\n",
       "uey6+ufGwYMHQwMDAy+EhIRclSS+bNmycadPnw4FOHfunE9iYmKJKlWqxNnWady48RmAv//+OxSg\n",
       "WrVqx9euXVs/Nja2+JQpU+qbzWaPJk2anP3555/LbN++vfakSZN+cbZdtWrVOhQbG3s5iLJp06ZK\n",
       "3t7emfv27btctnXr1kq33XbbiRIlSmRail4EZgCLgQeADzGOrSGW9ROANcBW4C7La2Y2TQgH9lg+\n",
       "2wH4FBgPjHRQ91MgBngI4+b9A8A2F0QXjOSX3wMPA38Bs+22cZ+lvXOAKGAA8Dtgm6sh2tL+XPG+\n",
       "fhUREREREZGCVdIjGMwJl3sFYOkhUBC9AaZMmdICMC9YsOCL0NDQDICaNWuee+GFFwZ9/PHHdZ57\n",
       "7rm/P//88+pHjx6t8Nprr33WrVu3wwBdu3Y90KpVq+emT59+99y5c5dt3LixrK+vb/pHH330X5vN\n",
       "/3Od3XtkZGT4fvHFF1+WLVs2HeDMmTOmb775JiopKcnLZDJd+uyzz2qcPn26zDvvvPNJhw4dTgC0\n",
       "bNny2COPPPJcqVKlzuX1+ycnJ/v7+/un2ZebTKa0tLQ0f4CTJ0/6AwQFBV1VLzw8PA3g/PnzxQBe\n",
       "fPHFTb17947o2LHjcC8vr0sDBgz4PigoKHPKlClRnTp1+l+FChVSnW1X48aND69evfq+w4cPF6tY\n",
       "sWLqnj17KjVt2nTrhg0bGsfHx/uEhIRc3LdvX6U6derEApw9e9YHGItx428NLP0MBACvYAQI9gPx\n",
       "GE/1N12nCb9YXljqrwOKA08C/2dX9ytgsuX9WuBBjJ4Hmy1lLwMruRKQ+AkIw+i9YNUU2M7Vx/wP\n",
       "dvvJ5AbyGKhHgOSJxkmKiLvTdUpcTceUSMGx7RUQWj68wHID7N+/v1zNmjVjrUEAMMbyBwUFJfz5\n",
       "558VALZt21auePHiSdYgAEBISMjFOnXq7I2Nja0I0LBhw1MZGRl+vXr1emjevHlVz5075+PM/suV\n",
       "K3fcGgQAqFmzZhzAnj17SgBs3769nMlkSrQGAcDoul+2bNnjef3uVmaza3LkhYeHp0VHR3/61Vdf\n",
       "vbd27dopw4cP3z5jxozaiYmJpjFjxmxau3ZtWOvWrQfWr19/RNeuXbudOXPGN7ttdezY8Yinp2fW\n",
       "ypUrKyYlJXkdP348vE+fPlv9/f1TV6xYUf7UqVN+p0+fLtO4cePDANHR0WEYN/2LMB6CW19rgDJA\n",
       "+Vx+HX+MHgD/YAwzyAAmAZW59t56tc37TGAfYJ0xwRtoACy1+8x3dssxlnpvY/QOcPS7aQO0zcV3\n",
       "AAeNFRERERERcQv2uQIKaqaAxMREU1BQUJJ9efHixZOTkpKKAZw7d84UEBBwTZK/oKCg5NTU1GIA\n",
       "LVq0OPviiy9+febMmZDJkyf3uffee0d07979kYMHDwbktP9ixYpd9ZTdz8/vEkBycrI3QHx8vKlY\n",
       "sWLX7Lt48eIuSTpYvHjxtPT0dH/78qSkJH9/f/9UgNtuuy0N4MKFC362dY4fP27tKXDVk/5GjRrF\n",
       "h4WFZSQlJXnNmTOn7eDBg3/09fU1v/LKK480a9ZsZ3R09LTMzEyvV155pWV27QoLC8soU6bMyS1b\n",
       "tlRatWpVOW9v78zWrVufqlKlyqGNGzdWWrFiRQWAjh07HgY4e/as9TvswLhpt75+wXiKXiGXv5o3\n",
       "gBeAjzCGBjTGCAR4YAQJbNkHjS/a1AkFvAD73Aj2yz8DT2AEAdZg5Ah4HyO4kScaGiB5EhMTE6wn\n",
       "IyLiznSdElfTMSWSv6LNCSMBP/vyuKPHzbvKh7+0y3zl9CuN57I6HiW2uroNgYGBiefPnzfZlycl\n",
       "JRWvXLnyMYCSJUsm/fXXX8Xt6yQkJBS3vUkfMGDAvgEDBuw7c+aM75dffllzzpw5UcOHD++waNGi\n",
       "b2+0fSEhIUkpKSnX7DspKam4r6/vRUefyY3KlSvH/e9//ytx/vx576CgIOtYe06cOBFapkyZOICS\n",
       "JUteDAwMPL9///4w28/+8ccfoQC33357HA6MHz++eVhYWFz//v3/OXHihN/p06dvGzFixOyQkJCL\n",
       "nTt33jp37txWObWtRo0ah/ft21epRIkSqZUrVz7s6elJ3bp1D2/atKlWZmamV2ho6Bnr8ISQkBBr\n",
       "r4oHgFMONrfX6V+KoTvwHjDVpuzBbOrmJA64BJS2K7dfBphreZUCugLTMBIQjrqB/V6mHgEiIiIi\n",
       "IuJO/DGesNq+cFDmcZ6sGg63kEfVqlU7tnfv3mpxcXGXu2IvX748/MKFC8F33nnnYYCGDRseTUlJ\n",
       "Kb5o0aKK1jrx8fE+u3btqlmtWrXD9tsMCwvLeO655/6+/fbbd588eTLMfr2N6/bJr1+//rHk5GTT\n",
       "8uXLw61lO3fuDDx58qSjrPO51rlz51iAWbNm1baW7dq1K/DIkSMVmzRpcjnHQZ06df6JiYmplZmZ\n",
       "eTlD4fLly28vUaLE+ZYtW56x3+7evXtNq1evbjF69OgfbcsTEhJ8AJKSzt5A8AAAIABJREFUkrId\n",
       "FmDVqFGjQ6dOnbpt27ZtNerUqXMI4L777jt09OjRcrt27apSvXr1Q9a6kZGRZ4BUjC75Wx28rL0+\n",
       "MgBHCRzt/y38LXWtvICeDuo5YlsnkyuJBG09ksPnzwKfAL8BtXOo5xT1CJA80RMREXF3uk6Jq+mY\n",
       "EslffrA3HWqaYFNjj+CVl1dUuDJhR7Q5YQzg0dwjeEF+tGHEiBHrf/vtt8Y9evR4rEePHr8nJSX5\n",
       "fvXVV21Kly596umnn94F0Ldv39g5c+YcmTx5cvcDBw78NyQkJHXhwoUtLl265DV06NB1ABMnTmy0\n",
       "c+fO8nfdddc/4eHhSfv27Su5ffv2Ok2bNv0zh91fN+3/gAED9n322Wcnx40b133fvn0/+/v7Z375\n",
       "5ZctixcvnuTh4ZHjTenBgwcDli1bVhkgJSWl2NmzZ4Pff//9OgD/+c9/dgLUrVv3QpMmTWLmzp0b\n",
       "ZTabPUqVKpUyZ86cyBIlSiQMHTp0u3VbzzzzzO9PPPHEHb169Xq4a9euW2NiYspt2LChUd++fZc5\n",
       "2vfYsWPvb9q06Z8tWrQ4C1C2bNn00qVLn3zppZfaP/DAA9sXLVp0b+3atffn1P6oqKjD06ZN8zx6\n",
       "9GiFYcOG/QjQqlWrU56enlnHjx8v16VLlw3WumFhYRnAOOBdoBLwK8bD8JoY0/xZb7x3AZ0xMvkf\n",
       "s7xOcHUgCoyEfkMwcgTEW9774sS/mYNtTcaYyWAGsARjusH2dp8ZD4RgJBuMw8gXcB9Xz1LwM0aQ\n",
       "oY0TbbhMPQJERERERMRtNPcIng+QdPVUa5fFmBPaAB4+xlzurnLVzXPlypVT3nrrrTne3t6Z7777\n",
       "btfPP/+8Y9WqVQ/NnTt3rp+fX5a13qxZs76uWbNm7Lx586KmTZvWHTBPmTJlTqNGjeIB6tevfyox\n",
       "MbH43Llz248dO/axJUuW3Hv33Xf/8d577/3kbFus7G/wP/jgg69Lly4d98knn3SZNWtW+w4dOmwO\n",
       "Cws74+/vn+7o81YbN24sPX369O7Tp0/vfuHCheBDhw5Vmj59evf333+/m229jz76aGWTJk3+nDdv\n",
       "XvupU6c+Wrx48ZSPP/54XkBAwCVrnSZNmsRPmDDhi7i4uJITJkzos2bNmsaPPvroj6NGjYqx3++K\n",
       "FSvCd+/eXWPChAnRtuUTJkz47tSpU6Fvvvnmo6GhoecmTpy4Nqf2V65cOaVUqVJxPj4+Ge3atTsO\n",
       "4O3tba5YseIRDw8Pc9u2be2PizeBwRhj+pdgZPPvBfzPps4MjOR+szFmDnjSUm7m6n+PZzCCCR8A\n",
       "szAy+r/Otf9mjv4N7be1xLK9BzGSBNYHBtrV2QTUwZhCcBXwFMYsCO/Z1PHkBu7r8z7J5K3LvGfP\n",
       "nvGF3Qh3p3GSIuLudJ0SV9MxJZL/1psTetn3CrCee9beAJEewfpb3caJEyf8oqKihrZq1WrjO++8\n",
       "k+PNdBFSOSIion9hN8IdaWiAiIiIiIi4leYewfOjzQljLb0CLg8PyKfeADelCRMmNPb09DRXr179\n",
       "7OnTp4t/9913zbOysrwGDhx4zdN4EXvuPjSgB8a4iRMY04b0c1An0rLO/jXZQd0nMeZvTAW2AK1d\n",
       "3uIiRk9ERMTd6TolrqZjSqRg+BkZ3T22mBM6gHHunYcWAHd7BH9WqI1zA/7+/hdXrFhx18SJE3t/\n",
       "8sknXXx9fTNef/31uXfccceFwm6buD937xHQFagI/AAMIudsjL0B28QSx+zW98IYWzEWI9PiAGAZ\n",
       "RpRxh4vaKyIiIiIiLmDfK0C9Aa42YsSIP0eMGJFT0kGRbN0MPQIaA8OcqLsdI5mC9WUfCBgHfA68\n",
       "hpF1sT9GtseXXNLSIiomJib4+rVERAqPrlPiajqmRAqOba+A2KPH1RtAxEXcPRBg7QHg7HQM2akK\n",
       "1AAW2m37G4zskSIiIiIi4mZsZhBoinoDiLiMuw8NyI1fgFLAEWAmxjQO1qk9all+7rb7zG6gpOVz\n",
       "ZwugjbccjZMUEXen65S4mo4pkYLlB3vToWZo+fB86w2wadOmktOnT29x4MCBCnFxcWEVK1Y8tHr1\n",
       "6jmO6r7wwgv3rl27tnFqampAeHj4sZEjR65s06bNKev6du3a9T906FAlR5+dOnXqzAcffNC+5zIA\n",
       "b7zxxp2zZ8/usmHDhskhISEXs2tru3bt+ptMpuTFixd/AzB06NDItWvXNtm2bdubAAsWLKg8ZsyY\n",
       "fp9++umM++677wxARETE2F69eq0YN27cZud/KzcuIiJirPW9t7d3ZnBwcHzr1q3/GD9+/EZPzyvP\n",
       "olNTUz0nTpzYbO3atQ0SEhKCfXx8LoaEhMQ3adJk15QpU34viLYWVbdCICAB46b/VyADYx7G8UAY\n",
       "8JylTohNXVvxNusVCBARERERcTOWXAGv+sPO/NrHtm3bwnbt2lWjUqVKR7Kysjw9PBx3Nh4+fPg9\n",
       "q1atuq979+6rIyIi4r788svmw4cP77to0aIZ1atXTwYYM2bMsoSEBD/rZ8xmMzNmzGh18uTJ2zp0\n",
       "6HA8r20dO3bsMl9f30u5+cxbb701s27duvHXr+k6kZGR6x588MGdKSkp3v/9738jFi5cGGU2m5k0\n",
       "adJGa53Bgwd3jImJuaNjx47/a9So0bH4+Hj/bdu2ld+6dWtNQIGAfFTQgYASQLgT9eyf3Odkm+Vl\n",
       "9QuQDjwPTADO5WJbkkuaS1lE3J2uU+JqOqZECl6kR/DEmJiYYBo0yJftDxo0aM/gwYP3ADz88MOP\n",
       "pqSkFLOvc+HCBe8ff/zxnvbt2/9qfbIeFRV1tFWrVs+9++67TadPn74G4J577omz/VxKSorXyy+/\n",
       "XK5hw4Z/eXt755T83Cl333133PVrXa1Tp04OeyHkp7JlyyZY9/voo48eeuCBB8LWrFnTCNgIEB8f\n",
       "7/PHH3/c2aVLl59ff/319TYfzc29YH7wwhhCn22vjELkD6S5YkMFHQh4FPjkOnXMGL/8vPgWGAHc\n",
       "gZEY0Br9CgJsp9Ow9hRwGB0bOHBglMlkSgOoUqVKXMuWLY9a/+O3Jgoq6stW7tIeLWtZy1q2X46N\n",
       "jS3hTu3R8s2/HBsbW8Kd2qNlLReV5fy8nnt6el5etrKvP3PmzFoZGRl+3bt332G7vm7dunu2b99e\n",
       "IyYmJsbR9jdv3lwmPT3dv1GjRgdjYq4EEu23Hx8fHwCwfv36sLfffrv98ePHw00mU+KAAQNWP/30\n",
       "07ut9UeOHPmQyWRKfvXVV39y1F6rQ4cOBcbExFxs0KBBQkRExNgOHTqs6dev33br/p577rmWv//+\n",
       "+53JycmBgYGB55s2bfr3gAEDYqzrBw4cGLVly5Z6U6dOnTt58uROp0+fLhMcHBz//PPPL+vatevh\n",
       "6/1+z58/X8z2+5YqVSrh4MGDla3t27BhQ+ilS5e8QkNDk3P77zV06NDI6OjopoMHD/5hwYIF98XF\n",
       "xYUGBwfH9+7de81//vOfXdb6/v7+JozZ54YB1THuBWOAdUAwsAQjiXxdjKTyr2HklmvFtT0SOmLM\n",
       "ZlcNOGhTXgWIBbpY1mN5/6pluwnAXOBlINOyvhZGMvsWGMPUDwCfAu9xJU9eJMZD7ijgP5Y2LbB8\n",
       "nzxzJgmfOzBh/KP1x/glXk9jjJkDWmEEAqpizBDQHrA9YV4FnsUYRmDPvGfPnvE33mQREREREbnZ\n",
       "WHsE/Pjjj1flCBg3blyTBQsWRO3YsWOi7Tj3kSNHtli+fHnk33//PdnR9rp37971wIEDFbZs2fJO\n",
       "Tvu15ggICgqKb9OmzeaIiIjTS5YsabR79+6I999//5P777//FEC7du36mUymlLzkCHjttdcazp07\n",
       "98HIyMh19957b+y6deuq/PLLL3d37tz5Z+vY/KFDh0b+97//bRESEnKuc+fO60uXLp08d+7clufO\n",
       "nSu5du3aaUFBQZmOv4njnATdunXrevDgwYpbtmyZZi1r3Ljxc15eXln9+/df3a1bt/1hYWEZOf2O\n",
       "rKxtK168ePJDDz30a+nSpZMWLlzY/MSJE+Hffffde9ZhGhMnTnzgiy++qA+8AURj3CeOB14APrBs\n",
       "7jOgE0ZP8vHASWAP185C5wkcwshHZ3ufOB54EiiPkaPuUeAr4COMQEN1jKHsM4EXLZ9pDbQEtgDn\n",
       "gQaW7fyf5QVXAgHHgNnAGozeABuc+R1dj7vPGnCjumF05dhuWd6PMfXIozZ1PIHuwMqCbZqIiIiI\n",
       "iNxsEhMT/X18fDJsgwAAQUFBaRcvXvRJT0+/5t4qPj7eZ9euXRGNGjXa4ex+WrZsuXXy5Mnr+/Xr\n",
       "F/vtt98uDA4OPvfhhx/eY1MlTw9zMzMzPRYvXhzZuHHjmI8//vinxx57bP+MGTN+vuuuu7asWrXq\n",
       "3pSUFC+buj7PPPPMqhEjRvzZv3//f0aPHr0sNTU1YOnSpQ6TIdrKysrySE9P9zxz5ozvO++8c/vO\n",
       "nTtrN23adLttneHDhy/JyMjwfeedd3rce++9L0VGRj45atSo5qmpqde9T83MzPTp3bv3z6NHj946\n",
       "aNCgvV9//fVXnp6el95+++27AE6dOuW3cOHCO4GJGA+Af8YICLwBvMKV36MHxlP57hg38Nab72u+\n",
       "EsZ09P1syjwsy19Y1nsAbwJzMJ7i/xcjIPA8MIQrPdJ/AcZi9CD4FSMoMQUjoGBvoaVuNC4KAoD7\n",
       "BwLqYNzUP2RZbmJZvs+mzocY/7CdMJ74vwsMx+hWYdvlfxzwBEaXjFYYUZVqXIm4yA2w74IkIuJu\n",
       "dJ0SV9MxJVI4bsZzb+7cuTUvXrzo88gjj/zt7GcefvjhXdb3np6e3HnnnXsOHz5czlVt2rlzZ4mk\n",
       "pKTAtm3bXpV8sWPHjjvS09P91q5dW9pa5uXldalHjx4HrcstWrSIAzh27FiJ6+1nwYIFHerVq/fq\n",
       "PffcM+rDDz/sWrdu3Z3Tpk1bY1unZ8+eB3/66af3hgwZsqhx48YxKSkpAYsXL2734IMP9svKyspu\n",
       "05cNGjTo8u+qZMmSF2vUqLE/Nja2HMCqVavKX7x40RtYhDEk3vpaA5TBeIJvdZQrD5FzMhuohPG0\n",
       "Hoz7yooYvQoAagIVMKapt9+nP8bQdSzvx2P0Wk/DSHo/CajMtffoy51oV665+6wB3TGiH2CMlRhi\n",
       "eUVjdKcAI3voIIxuFr7APoyIy3t22/oaY4jBSIzAwd8YwYN8yz4qIiIiIiK3hsDAwLSLFy/6ZmVl\n",
       "Ydsr4Pz58/4+Pj4X/fz8rrlz/eWXX24PCQk52759+xPO7qdixYrJtsvBwcHJycnJgXlqvI1Dhw6Z\n",
       "AMLDw5Nsy8uVK5cMEBcXdzlRoq+vb7ptnYCAgEsA6enp172PbN269e8PPfTQjnPnzvnPnz//rt27\n",
       "d9fcsGFDqZYtW56xrRcaGprx7LPP7gB2ADz77LORP/74Y8uZM2dGWBM4OuLr65thMpmumj0hMDAw\n",
       "+fjx42UAzp49G2ApdtQbw4xxw37EsnzKQR1HDmDciz5h83MjYA1IhFp+rshmn9bgwxvAQIyH1Vsx\n",
       "8gg8hNFTwR9Isfmcs23LFXfvETAeo42eXMne6MmVIADAdKA+xowE1iiLfRDAaiZG8gd/jPEha7Kp\n",
       "J06yJu8QEXFXuk6Jq+mYEikchX3uRURExGVlZXlu3ry5pG350aNHQ0NDQ8/Y1z9x4oTfvn37ajRr\n",
       "1szp3gAAhw8fLm67HB8fX9xkMiXeWKuvValSpSRL+67az7Fjx4oDhIaGprpiP2XKlDnfvn37E716\n",
       "9TrwzTffLDCZTIkTJ07sdL3PjRkzZh1AbGxsqZzqZWRk+CYlJV2VZP7ChQvFS5QokQgQEhJi/R4P\n",
       "YNz72b6a4FwPAEdmAl0xZsN7hCu9AeDKjHVPZrNP67D07hj3rFMxhglsBbKbEjLPM0044u6BABER\n",
       "ERERkUL3wAMPHPHz80tfuHBhXWtZfHy8z44dOyLuuOOOf+zrz507t/alS5e8evTo8Vdu9rN48eLa\n",
       "1veZmZkef/75Z62KFSvajlnP041hnTp1LphMpsTVq1fXtS1fsWJFXT8/v7SWLVuezsv2HfHz88vq\n",
       "06fPmiNHjlScP39+FYD09HTP48eP+9vX/eOPP0oBWGcTyMnMmTMv/67i4uJ89+3bV61q1arHANq3\n",
       "b3/U29s7EyiHcaNt/7LtEZGb3+lijK78CyzLX9ussyYZrJLNPq1D1/0t27DyAnrmsh154u5DA8TN\n",
       "2U4JIiLijnSdElfTMSVSOPLz3Dt//rz3vHnzalreB6anp/u9//77dQAef/zxvUFBQZklSpTIbN++\n",
       "/W8rVqy4LzAwMK1GjRpx8+fPbw7w/PPPb7Tf5tq1a28vU6bMyRYtWpzNTVt+/fXXhqNGjboUERFx\n",
       "ZunSpQ0TEhJCJk6c+I1NlTwlC/T29jZ37do1eu7cuZ2eeuqp1Lvvvnv/xo0bK23YsKFxly5dfrZ2\n",
       "/3e1f//73zu/+uqruDlz5tzbq1evAydOnPDv3LnzM82aNdvWpEmTg8HBwWl79+4NXbp06T2BgYEX\n",
       "+vfvvyun7Xl7e1/86quv7k9OTvYtU6ZM0sKFC1uYzWbP559/fgNAeHh4Wo8ePbZ98cUX72KM6/8V\n",
       "40F4TYwx/o/YbC43v9N04EuMIetfcfX09FkYMxLMw+ixvgrjhr8qxpSCXTFyAvxk+fw/GMGBIRjD\n",
       "3AtsVj8FAkREREREpEjbv3+/afr06d0BPDw8zADTp0/v7uHhYb7vvvverVev3nmAN99887esrCyP\n",
       "ZcuW3ZOamhoQHh5+bOrUqXOrVKliO6abgwcPBhw4cKBK586df8lNOzw8PMxjx45d9NZbb0UtXbq0\n",
       "dYkSJc4/++yz37Rp08Z2nLjZ/jOOtpPTfkaPHr01PT3de9WqVc1+/fXXZoGBgRe6dev246RJkzY6\n",
       "u43c8vT05JFHHvl15syZDy1fvjy8devWJ6Oion6LiYmpsWXLljsyMjL8TCbThTp16vzz0ksv/e96\n",
       "Uwn6+PhcfOmllxZPmzat49mzZ8NKlSp1Zty4cV9apw4EePXVV3d88cUX7wDDMG7Q0zCe2i+w2ZSZ\n",
       "3D+JX4px8z7bwbqFGMGB0cAAjC7/scAyjJntAJ7BmE3gAyAVYzaCxcDHdtvKtx4CBRZxuAmZ9+zZ\n",
       "M/761URERERERKSgDB06NHLt2rVNtm3b9uZ1qlaOiIjonw9NmIIxm13VfNh2gVCPABEREREREZHr\n",
       "i8CY4v5pjIz/Ny0lC5Q8uRnncxWRokXXKXE1HVMihUPnnli5ethCLnyEkR9gOdnPVHdTUI8AERER\n",
       "ERERuWm88847a4G1hbDrVoWwz3yhHAHZU44AERERERGRm1d+5Qi46WlogIiIiIiIiEgRokCA5InG\n",
       "aomIu9N1SlxNx5RI4dC5J+I6CgSIiIiIiIiIFCHKEZA95QgQERERERG5eSlHQDbUI0BERERERESk\n",
       "CFEgQPJEY7VExN3pOiWupmNKpHDo3BNxHQUCRERERERERIoQ5QjInnIEiIiIiIiI3LyUIyAb6hEg\n",
       "IiIiIiIiUoQoECB5orFaIuLudJ0SV9MxJVI4dO6JuI4CASIiIiIiIiJFiHIEZE85AkRERERERG5e\n",
       "yhGQDfUIEBERERERESlCFAiQPNFYLRFxd7pOiavpmBIpHDr3RFxHgQARERERERGRIkQ5ArKnHAEi\n",
       "IiIiIiI3L+UIyIZ6BIiIiIiIiIgUIQoESJ5orJaIuDtdp8TVdEyJFA6deyKuo0CAiIiIiIiISBGi\n",
       "HAHZU44AERERERGRm5dyBGRDPQJEREREREREihAFAiRPNFZLRNydrlPiajqmRAqHzj0R11EgQERE\n",
       "RERERKQIUY6A7ClHgIiIiIiIyM1LOQKyoR4BIiIiIiIiIkWIAgGSJxqrJSLuTtcpcTUdUyKFQ+ee\n",
       "iOsoECAiIiIiIiJShChHQPaUI0BEREREROTmpRwB2VCPABEREREREZEiRIEAyRON1RIRd6frlLia\n",
       "jimRwqFzT8R1FAgQERERERERKUKUIyB7yhEgIiIiIiJy81KOgGyoR4CIiIiIiIhIEaJAgOSJxmqJ\n",
       "iLvTdUpcTceUSOHQuSfiOgoEiIiIiIiIiBQh7hwICAQmAluB88AJYDFQw0HdcsB3wAXgDDAdKOag\n",
       "3pPAPiAV2AK0dnmri5gGDRokFHYbRERyouuUuJqOKZHCoXNPxHXcORBQCRgA/AA8AjwFlAU2AuVt\n",
       "6vkAPwIVgB7AUKA78Ind9noBHwKfA1HADmAZUDe/voCIiIiIiIiIu3HnQMB+oCowFvgZ+B7oiHHj\n",
       "P8CmXjegFtAVWAl8BTwD9Aaq29QbhxEEeA1YC/QH/gFeyrdvUARorJaIuDtdp8TVdEyJFA6deyKu\n",
       "486BgBQg3a4sHjiE0TPAqgOwyVJutRTIwHjyD0ZAoQaw0KaOGfjG8nm5QWvXri1//VoiIoVH1ylx\n",
       "NR1TIoVD556I67hzIMCRMIyn/HttymoBu+3qZQCxQIRNHRzU2w2UBEq5tplFx4EDB0ILuw0iIjnR\n",
       "dUpcTceUSOHQuSfiOjdbIOAtIBGji79VMOAocUg8EGJ5b/1pXy/ebr2IiIiIiIjILc27gPdXAgh3\n",
       "op79k3uAfwF9MBIHxjtYb88jF+2SG5SUlORf2G0QEcmJrlPiajqmRAqHzj0R1ynom+VBXJvN354Z\n",
       "8LIr6wx8i5HY7y27dRuBv4GBduU7gF8wEgd2xJghoBJwxKZOd2ABxpCDs3af3wbUv05bRURERERE\n",
       "5OY0ByOJvLihuzESB76Xzfo5wDq7Ml/LZ4ZYlqsCWUBbu3qvAmdc00wRERERERERyau6wDlgUQ51\n",
       "egIXgYo2Zd2AS0A1m7LdwKc2y57AdmCuS1oqIiIiIiIiInlSGqMb/yGgJXCXzau2TT1v4C9gC8ZU\n",
       "gL2AE1x7g98TyAReBlphJBxMBurk1xcQEREREREREedFYnTnv2T5afv6xa5uOeA7jBkF4oDpgKNk\n",
       "IoOAfUAaRuCgVT60+2ZUHfgYo4fEJWBNNvVGYwRnUoC1XJtDoRZGzoYEYD5Q3G79fcBRIMAlrRaR\n",
       "oqI/1/4/kAUMtquna5Q4KxrHx1QW0Mymno4pkbxx1d+YYDy8+xnjQd4xYDzXzoA2ATiNMY14Jwfb\n",
       "+Bl4LlffQETkFtYZOIyROHEn1wZaAEZhXJz/DbQGlmPkVyhjU2cDMA8jF8OfwGs26zyBGOAxF7dd\n",
       "RG59/TFu0FoCTW1eYTZ1dI2S3KjN1cdSM+BH4BRXbix0TInknav+xgwBjgOrgfuBp4AkYKJNnSiM\n",
       "mcW6YSQYPw+UtFn/MLCLa5OSi4gUWbazRyzi2ou0P8bF9BWbsgCMiKv1AmzC+EM91LL8KLDJpv4g\n",
       "jD+YRERyqz/G9SW7p6q6Rkle+WLkJPrAsqxjSsQ1XPE3JhjBgrMY553Vixi9A6xlU4H3bdbvxJg5\n",
       "DMAP+AdjGLGIcG13GimazNdZ3wIIBBbalKUAP3DlguprUw6QalNWAuNiPjTPLRWRoiy7KW91jZK8\n",
       "igKCMbr3g44pEVdxxd+YWN7/iNELwGoBUAyjtxiAD8Z5aLsdH8v7YcBeYGUu2i5yS1MgQJxRC2Nc\n",
       "1z678t2WdWA8STkAPIvRDWswsNmy7lXgJ4xxlCIiNyoWY5aY3VydH0DXKMmrnhjjk3+zLOuYEikY\n",
       "zpxrABGWMluHMW72rfW2AI8AlYE2wO3ANuA2jN4Dw1zYbhGRW46jblsvY4y5sjcIo1ukt2U5CiNh\n",
       "YxbGxbo8RpKYc0B4fjRWRIqEdhiJpNoA7TFmfcniSsInXaMkLwIwnjK+aVOmY0rE9fLyN2YGRtDN\n",
       "3hFgkuW9N8YTf2uy8VGW8tnAtBtutYhIEZGXizQYY72qc6UL7/dcGfc1BGM6yEPAv1zUXhEpmr7G\n",
       "SCblga5Rkjc9MI6ThjZlOqZEXC+/AwFWFbmSJLARRhLQIIxA3Y8YuQZ+BMrmrvkiIrc2Rxfpf2N0\n",
       "x7Ufn/siV4/VstcWOIiRoOVOjAtvTYzuXeeAO/LeXBEporpj/JFYGV2jJG++A/bYlemYEnG9vPyN\n",
       "eQpjyI29JOCFHPb5G/C05f13wDsYwbvpwDdOtVrkFqUcAeKM3RhTrVS3K6+FMQ2LI14Y3bBeBNIx\n",
       "Ern8jJGoZY/lfctsPisicj1mm5+6RsmNCsJIQjbfrlzHlEjBcPZc240x7aetChhDe+xzB1j1xEhE\n",
       "+LFluSXwCZAGfAS0uuFWi9wCFAgQZ6wDLmBMjWQVADxI9tlX/4XxJMQabTUDxW3Wm675hIiI87oB\n",
       "cRhdrnWNkhv1MEamf/tAgI4pkYLh7Lm2EiNHjO151AMjWeBaB9stBvwfRoJA25kLrOekiexnohER\n",
       "KTKKYfxR3Q1YD/xts1zMUucljLla/w3cDyzHmOM1zMH2SlrW3WlTdidGBPYJYKDlvbpIiogzFmF0\n",
       "/YwCOgHzMIYFDLGpo2uU3IhVwNZs1umYEsk7V/2NGQwcB1Zb6gzGSNQ5IZv9jgUW25V9h3HOt8WY\n",
       "1WPRjX8tEZFbQ2WMP6qtWVYv2byvaFNvNEZSFmv0tX4223sX+NRB+bMYF/FjXP0HvIhITl7D6PqZ\n",
       "jHH92Qz0cVBP1yjJjVCMBGQjcqijY0okbyrjur8xa2MMsUnBOKfG4/ipfnmMnBxV7corWD5/Afgv\n",
       "mtlDRERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERE\n",
       "RERERERERERERERERCRbA4EsINyu/A1LeR+78raW8ruc3H5TYKyD8nHAGadb6RpxOG5LQfkc2FyI\n",
       "+3ekJsa/RZBdeX+Mf+eAAm6PiIiIW/Es7AaIiIjkg98tP++2K28BpFh+2penAX84uf3sAgEAZie3\n",
       "4SrmQtinoza4k5rAGK4NBCzDCPakFniLRERE3IgCASIicivaA5zj6ht+H6ARMAfHgYA/gIsu2LeH\n",
       "C7aR34q5eHvu+p3t2xUHbML9AhciIiIFSoEAERG5FZmB9Vx9w99iSCVKAAAGz0lEQVTA8vND4Hag\n",
       "uGXZE2jGlV4EAPcCa4FkjJvHT/6/vbuNkauq4zj+rTR0U2ij0oAUNE18YWMwGAKNgFAUJLSCpokN\n",
       "xkLaFzxFiBVQY1awNSChRSMhaohGywtjQaISNChseBIK5SEIKhYUSgWUFikWKltY7MCL37mZO3dm\n",
       "d2eICWXz/SSTvQ/nnrn3TF/0/M//nAvsW86tAK4q263yuW2c+5gJfB94rNS1uezPapRrAV8CLgOe\n",
       "B7aVcns3yh0LPEJGtB+kO6AxnhZwPnAlmbrwp3J8CFgLPEMyIh4GFvW4/kzgz+V7twLXA7PH+a73\n",
       "AT8FniTZF48Dl5BATGVeuadTgXXAy+UeTivnh4F/kba4nM4O/XzgWuBp0qZ/AVbWyhwH3Fi2nyrf\n",
       "s7nsr6B7asAcEhx6odR3OwkY1W0BriBt+CwJMq2nO+NAkiRJkvQ2GgZeA2aU/ZXAH8r2C8DxZfsj\n",
       "pHN4Stk/uly3HjiJdE6fJZ1fSMfxinLNgvKZX86tpnONgDnA1cBSElxYBvwV+H3jXlvAP0gH+lPA\n",
       "V0h2wldrZeaSjuqtwGLSOd9cjn1zkrZokY71euDE8lyQVPltwNnACcCPy/ceWrv2ImA3CX6cCCwp\n",
       "5Q4s56+hc42AQ4DvlnLHAGeQ9ru6VmZeuactwKXkt/g58D/gB8AvyncN0w4YVD4JfIv8XseS33UH\n",
       "8PVyfhZwQbnus+T3qZ5nBd2BgLtL2ywHTiYBoJeBD9bKPEV+nxtJ250J7Cz3KkmSJEnaQywknb6P\n",
       "l/3ryGKBkA7wxWX77FJuv7J/F+ls132ilPlw2T+v7DetZuLFAqeTQEMLOLh2vAXc0Sj7a5LVUFlb\n",
       "6h6qHftCubafQMCDjWPH09k+lTtJRxzg3WRU/zsT1H0NEy8WOL3c566yDe1AwE9q5WYBYySDoJ4B\n",
       "cB/JAOhlWqlzmGQgVE4u9X+gUX4FnYGAk8r+MbUyM0kmQj1wsQX4O52ZlN8DnhvnviRJ2qM5NUCS\n",
       "NFU9QEaYq/T5o2h3rDc2jv8N2E46gR8jo//Ta58NZKS8mTLej9OBP5IR5DESaAD4UKPcLY39TXQG\n",
       "CxYAIySFv3LDAPdxU2P/BJLmfy+dz3obcHgpcyQJPKwb4HsAvkwyH0bJM/+MTHNodszrAZedJNBx\n",
       "J51z+J8EDqrtD5GMgCdIW4yRrIJ5DP7/mgUkI+Ku2rFREiiqB0jeIFMG6sGfTcD+wF4DfqckSW87\n",
       "AwGSpKlqlMx5P5p0qA8C7innNtJ+VeBRtNcHeA/p2P2QdDCrz6ukk/z+Ae9hCZl/vgH4HFmLYEk5\n",
       "N6NRdkdjf4zO0f8DyEh13Sjw3z7vZVtjfw6Zz/86nc+6inYAosqSGGTk+3wydeKXwGeAI4Bzyej9\n",
       "UKNsr2eerB3WABeSEftFJGhx6Tj1T+ZAemdwPA+8t497nUb37yhJ0h5v+uRFJEl6x9pA5uUfSdK7\n",
       "q470/SQV/TgyF/zycnwHGf1dRfcIOmQu+SCWkqDDebVjCweso7KVBAPqZtJexHAyzZXytwP/JPPo\n",
       "x7O9/J1LFsjrx1KSUXFx7dghfV7bb/1X0Tld4ZRxyk7mOTKq33QA7WeXJGnKMSNAkjSV3UNGvpfT\n",
       "zgaALAb3KO3F+KqMgFdIx30+8FCPz9ZSbqz8nWw0eKhWtrJsoCdoe4AsJFh/9d+Sccr241aSEfAK\n",
       "vZ8VMm1gF2m/fv0/n7mf+vcCPk9noGOsVnYiG0kgoLlGwKfJIoKSJE1JZgRIkqayqvO/iLyer+5e\n",
       "4Cwy0v1Y7fjXSCe5RdLbd5K57YuBb5BF4zaVsivJ3PGXyDoDTSNkZflhkoWwmKx6/1ZcSVLsf0sW\n",
       "qptLVsrf9RbrGwFuLn/XkDn9s4GPkgDHMMmQuAT4Npnj/7tybjGZp98rQ2KEtPV95K0Gy+hcgX8i\n",
       "0yYvwghphyeA/5TtvRvXPl7+nkMWiRwlrz9suoX8G7mOtOWL5I0NM8j0hkHuS5IkSZK0h9hCXn93\n",
       "WOP4ctLZ/02PaxaQTu9LZA7+oyQVfXatzBqSWr+bLLAHeWtAfR7/u0iHclup6/pS927Sma60gC82\n",
       "7mEV3WsCLAQeIWsWPETWN/g3/b01oFk/pAO9mgQ3XiOp8jeRwEndWaQNXi1lrqU9JWEdCXJU9iGv\n",
       "QdxePj8iI+y7ab91YR7dbQB5Td/axrFm/fsDvyLtuZVM6zij1Fd/LeAF5Ld/nQQkIG8NaJabQ9Zx\n",
       "eJEEDG6ne1HIXvfVqy5JkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJ\n",
       "kiRJkiRJkiRJkiRJkiRJkiRJ0jvem32HxDGkvZY5AAAAAElFTkSuQmCC\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2ee9dd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "font = {'family' : 'Bitstream Vera Sans',\n",
    "        'weight' : 'normal',\n",
    "        'size'   : 15}\n",
    "plt.rc('font', **font)\n",
    "plt.figure(figsize=(16,8))\n",
    "\n",
    "ax=plt.subplot(111)\n",
    "\n",
    "#select = (npv_res.GDPgr==0)&(npv_res.Popgr==0)&(npv_res.urban_policy==0)&(npv_res.climate_change==0)\n",
    "select = (npv_res.urban_policy<2)&(npv_res.climate_change==1)&(npv_res.option==\"wetland with recreation\")\n",
    "grouped = npv_res.ix[select,:].groupby(\"wetland_loss\")\n",
    "\n",
    "plt.scatter(10,npv_res.benef.min(),marker='^',facecolors='none',edgecolors='#756bb1',linewidth='2',s=100,alpha=0.9,\\\n",
    "                label=\"benefits (rental value of land shared with society)\")\n",
    "\n",
    "plt.scatter(10,npv_res.cost.min(),marker='v',facecolors='none',edgecolors='#66c2a4',linewidth='2',s=100,alpha=0.9,\\\n",
    "                label=\"costs (increased flood damage and loss of wetland benefits)\")\n",
    "\n",
    "plt.scatter(12,0,marker='+',facecolors='none',edgecolors='#fc8d62',linewidth='2',s=100,alpha=0.9,\\\n",
    "                label=\"Net value of reclamation\")\n",
    "\n",
    "ax.legend(bbox_to_anchor=[0.1,0.5,0.5,0.5],frameon=False,scatterpoints=1,fontsize=15)\n",
    "\n",
    "plt.plot([0,120],[0,0],color=\"grey\")\n",
    "ax.fill_between(np.arange(0,120,1), -62, -200, color='#d9d9d9', alpha=0.5)\n",
    "\n",
    "for i, (name, group) in enumerate(grouped):\n",
    "    if i==0:\n",
    "        continue\n",
    "    yc = group.cost\n",
    "    yb = group.benef\n",
    "    yn = group.npv\n",
    "    plt.scatter([int(name)]*len(yb),yb,\\\n",
    "               marker='^',facecolors='none',edgecolors='#dadaeb',linewidth='1',s=100,alpha=0.9)\n",
    "    plt.scatter([int(name)]*len(yc),-yc,\\\n",
    "               marker='v',facecolors='none',edgecolors='#99d8c9',linewidth='1',s=100,alpha=0.9)\n",
    "    plt.scatter([int(name)+2]*len(yb),yn,\\\n",
    "               marker='+',facecolors='none',edgecolors='#fc8d62',linewidth='1',s=100,alpha=0.9)\n",
    "    \n",
    "       \n",
    "    \n",
    "    if i==4:\n",
    "        ax.annotate(\"max regret of\\nloosing {}% wetlands:\\n{} billion RS per year\".format(int(name),-np.rint(min(yn))).replace(\".0\",\"\"),\\\n",
    "                    xy=(int(name)+2,min(yn)), xycoords='data',\n",
    "                        xytext=(int(name)+3,min(yn)-50), textcoords='data',\n",
    "                        arrowprops=dict(arrowstyle=\"->\",\n",
    "                                        connectionstyle=\"arc3\"))\n",
    "        \n",
    "        ax.annotate(\"max regret of\\nkeeping 100% wetlands:\\n{} billion RS per year\".format(np.rint(max(yn))).replace(\".0\",\"\"),\n",
    "                    xy=(int(name)+2, max(yn)), xycoords='data',\n",
    "                    xytext=(int(name)+3, max(yn)+20), textcoords='data',\n",
    "                    arrowprops=dict(arrowstyle=\"->\",\n",
    "                                    connectionstyle=\"arc3\")\n",
    "                    )\n",
    "        \n",
    "ax.annotate(\"< opportunity cost\",xy=(1, -75))\n",
    "    \n",
    "plt.xticks([10,50,70,100])\n",
    "aa = [\"{}%\".format(i) for i in [10,50,70,100]]\n",
    "ax.set_xticklabels(aa)\n",
    "\n",
    "ax.grid(which='major', alpha=0.5)\n",
    "ax.set_xlim([0,120])\n",
    "ax.set_ylim([-200,200])\n",
    "\n",
    "plt.ylabel('Costs and benefits in 2020 (billion RS)')\n",
    "plt.xlabel('Wetland reclamation')\n",
    "\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['top'].set_visible(False)\n",
    "\n",
    "plt.title(\"A min-max regret for 2020 would advise to keep between 30 and 50% of existing wetlands\",\\\n",
    "         y=1.08)\n",
    "\n",
    "plt.savefig(\"min_max_regret_wetlands.png\",bbox_inches=\"tight\",dpi=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.3.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}