notebooks/us-refugee-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis of U.S. Refugee Data\n",
    "\n",
    "The refugee data in this notebook comes from the [Department of State's Refugee Processing Center](https://www.wrapsnet.org/)'s [data portal](http://www.wrapsnet.org/Reports/InteractiveReporting/tabid/393/Default.aspx). It was retrieved on November 18, 2015."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import seaborn as sb\n",
    "import itertools\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "by_destination = pd.read_csv(\"../data/WRAPS-arrivals-by-destination-2005-2015-clean.csv\")\n",
    "by_religion = pd.read_csv(\"../data/WRAPS-arrivals-by-religion-2005-2015-clean.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "672518\n",
      "672522\n"
     ]
    }
   ],
   "source": [
    "# The totals for the two data-reports are off by just four arrivals.\n",
    "print(by_destination[\"arrivals\"].sum())\n",
    "print(by_religion[\"arrivals\"].sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "state_populations = pd.read_csv(\"../data/census-state-populations.csv\").set_index(\"state\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "colors = itertools.cycle([ \"#3498db\",\"#2ecc71\", \"#9b59b6\" ])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set up a few data-processing and chart-making functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def arrivals_by_year(origin=None, dest_state=None, dest_city=None):\n",
    "    return by_destination[\n",
    "        (by_destination[\"origin\"] == (origin if origin else by_destination[\"origin\"])) &\n",
    "        (by_destination[\"dest_state\"] == (dest_state if dest_state else by_destination[\"dest_state\"])) &\n",
    "        (by_destination[\"dest_city\"] == (dest_city if dest_city else by_destination[\"dest_city\"]))\n",
    "    ].groupby(\"year\")[\"arrivals\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def make_vbar(series, title):\n",
    "    ax = series.plot(kind=\"bar\", width=0.85,\n",
    "        figsize=(10, 6),\n",
    "        fontsize=14,\n",
    "        color=next(colors))\n",
    "    ax.figure.set_facecolor(\"white\")\n",
    "    ax.set_ylim(0, series.max() * 1.05)\n",
    "    ax.set_yticklabels([ \"{0:,.0f}\".format(y) for y in ax.get_yticks() ])\n",
    "    mpl.pyplot.setp(ax.get_children()[len(series) + 1], alpha=0.5)\n",
    "    mpl.pyplot.setp(ax.get_xticklabels(), rotation=0)\n",
    "    ax.set_xlabel(\"\")\n",
    "    ax.set_title(title, fontsize=16, fontweight=\"bold\", alpha=0.75)\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def make_hbar(series, title, width=9, height=20):\n",
    "    ax = series.plot(kind=\"barh\", width=0.75,\n",
    "        figsize=(width, height),\n",
    "        fontsize=14,\n",
    "        color=next(colors))\n",
    "    ax.figure.set_facecolor(\"white\")\n",
    "    ax.set_xlim(0, series.max() * 1.05)\n",
    "    ax.set_xticklabels([ \"{0:,.0f}\".format(x) for x in ax.get_xticks() ])\n",
    "    ax.invert_yaxis()\n",
    "    ax.set_ylabel(\"\")\n",
    "    ax.set_title(title, fontsize=16, fontweight=\"bold\", alpha=0.75)\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Refugee arrivals by year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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NREREJAgotImIiIgEAYU2ERERkSCg0CYiIiISBBTaRERERIKAQpuIiIhIEFBo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\nABtBHF6I9cliAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1097f80f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = make_vbar(arrivals_by_year(), \"Refugee Arrivals in U.S., 2005 – 2015\")\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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GIAMAALAYgQwAAMBiBDIAAACLEcgAAAAsRiADAACwGIEMAADAYgQyAAAAixHI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\nFvv/HWhVbbH3kZoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1039d9c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = make_vbar(arrivals_by_year(origin=\"Syria\"), \"Syrian Refugee Arrivals in U.S., 2005 – 2015\")\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Refugee arrivals by origin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Erm8k9sIXu4tLuSx3KnobJNHTQyuH78DeIustioQQQgiR96ITI+jr05GKFd/+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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x103a26320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "origin_counts = by_destination.groupby(\"origin\")[\"arrivals\"].sum()\n",
    "ax = make_hbar(origin_counts.sort_values(ascending=False).head(19),\n",
    "    \"Top Origins For U.S. Refugee Arrivals, 2005 – 2015\",\n",
    "    height=(20 * 19 / 51))\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Refugee arrivals by religion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "religion\n",
       "Christian                166421\n",
       "Moslem                   117270\n",
       "Moslem Suni               56752\n",
       "Hindu                     52266\n",
       "Catholic                  51353\n",
       "Buddhist                  44522\n",
       "Moslem Shiite             35131\n",
       "Pentecostalist            23412\n",
       "Baptist                   16606\n",
       "No Religion               15072\n",
       "Orthodox                  14486\n",
       "Protestant                12864\n",
       "Jehovah Witness           10009\n",
       "Bahai                      8569\n",
       "Kirat                      7413\n",
       "Seventh Day Adventist      6901\n",
       "Ancestral Worship          6773\n",
       "Sabeans-Mandean            5424\n",
       "Animist                    4910\n",
       "Jewish                     3854\n",
       "Methodist                  2821\n",
       "Zoroastrian                2275\n",
       "Evangelical Christian      2140\n",
       "Other Religion             1094\n",
       "Unknown                     913\n",
       "Yazidi                      726\n",
       "Lutheran                    543\n",
       "Ahmadiyya                   488\n",
       "Chaldean                    389\n",
       "Uniate                      330\n",
       "Atheist                     220\n",
       "Cao Dai                     211\n",
       "Moslem Ismaici               99\n",
       "Kaaka'i                      96\n",
       "Hoa Hao                      87\n",
       "Russian Orthodox             23\n",
       "Ukr Orthodox                 20\n",
       "Coptic                       18\n",
       "Greek Orthodox                8\n",
       "Old Believer                  5\n",
       "Mennonite                     5\n",
       "Hare Krishna                  3\n",
       "Name: arrivals, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "by_religion.groupby(\"religion\")[\"arrivals\"].sum().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: The code below groups four separate designations — \"Moslem,\" \"Moslem Suni,\" \"Moslem Shiite,\" and \"Moslem Ismaici\" (likely a typo for \"Moslem Ismaili\") — into a single \"Muslim\" grouping."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "muslim_arrivals = by_religion[\n",
    "    by_religion[\"religion\"].str.contains(\"Moslem\")\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year\n",
       "2005    19768\n",
       "2006    17928\n",
       "2007    11706\n",
       "2008    15421\n",
       "2009    17598\n",
       "2010    19331\n",
       "2011     8871\n",
       "2012    19271\n",
       "2013    25291\n",
       "2014    30113\n",
       "2015    23954\n",
       "Name: arrivals, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "muslim_arrivals_by_year = muslim_arrivals.groupby(\"year\")[\"arrivals\"].sum()\n",
    "muslim_arrivals_by_year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Since 2005, about 31% of arriving refugees have been Muslim.\n"
     ]
    }
   ],
   "source": [
    "print(\"Since 2005, about {0:.0f}% of arriving refugees have been Muslim.\".format(\n",
    "    muslim_arrivals[\"arrivals\"].sum() * 100.0 / by_religion[\"arrivals\"].sum())\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ef/55BQcH68knn9Ts2bN1/PhxPf/88+bp2//4xz9qpiqgFli0aJGcTqeaNGli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\n/gFe+sj0FNC2FAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x109d374a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "muslim_ratio = muslim_arrivals_by_year / by_religion.groupby(\"year\")[\"arrivals\"].sum()\n",
    "ax = make_vbar(muslim_ratio, \"Muslim Refugees, as Pct. of All U.S. Refugee Arrivals\")\n",
    "ax.set_yticklabels([ \"{0:.0f}%\".format(y * 100) for y in ax.get_yticks() ])\n",
    "ax.set_ylim(0, 0.5)\n",
    "pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "muslim_origins = muslim_arrivals.groupby(\"origin\")[\"arrivals\"].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8GbVazdSpU2nTpg2NGjWiW7duREZGKvslJSUxYsQI/Pz86Nu3L2vXrqVDhw7l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\nYowxxhjTES60GGOMMcZ05H998royFxjSLwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x103a5af98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = make_hbar(muslim_origins.sort_values(ascending=False).head(10),\n",
    "    \"Muslim Refugees Arrivals By Origin, 2005 – 2015\", height=10*20/51)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Refugees by U.S. destination"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "large_single_populations = by_destination.groupby([ \"origin\", \"dest_state\", \"dest_city\" ])[\"arrivals\"].sum()\\\n",
    "    .sort_values(ascending=False).head(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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yCi0nISGBadOm8cYbb+Dk5ETPnj35/vvvi12P7du30759+/+8P8WVkZHBihUr\n6Nq1K05OTri5ubFo0SLS0tKKtf61a9ews7MjPj4eADs7O44dOwZAUlISHh4eODo6snTp0jKvu5eX\nV7mUK4QQQojnywvdU65SqSq6CqVy+PBhKlXSHnKouPty9epVPD09cXZ2ZsmSJVhaWvLHH3/g7+/P\njRs3+Pjjj4sso1u3bnTo0KFUdS+pjIwMvL29efjwIZ9++imNGzcmLi6OefPm8ffff7N+/fp8bVGU\no0ePUq1aNQB27drFtWvX2LlzJ+bm5mVe/+XLl6Onp1fm5QohhBDi+fJCB+XPqurVq6OjU7qbHNOn\nT8fOzo7AwEBlWu3atVGpVEyZMgVPT09q1nxyDrOBgQEGBgal2n5JrVmzhvj4ePbu3YuJiQkA1tbW\nrFq1ii5duhAWFsbbb79dojItLCyUn1NTU7GxsaF+/fplWm8NTfAvhBBCCPEkL2z6Sl7bt2+nX79+\n+Pr64uLiwtatW0lNTWXy5Mm89tpr2NvbKwGgRkJCAh9++CHOzs64u7uzZcsWOnbsWIF7UbRbt27x\n22+/4ePjk29et27dWL9+vdJbfOLECQYMGICTkxPOzs4MGTKEhIQEIH/6SkxMDIMHD6ZVq1a8/vrr\nBAYGolarAVi2bBljx45l1qxZuLi40KZNG1avXl3sOoeGhtKnTx8lINewsbFh06ZNvP766wAkJibi\n6+tL69atcXBwwN3dncjIyALL1KSvTJo0icDAQE6cOIGdnR03btwgPT2dhQsX8sYbb+Ds7Mzw4cO5\nceMG8G8azIoVK2jdujV+fn4EBgY+cf/ypkllZmYyf/582rdvj729PR07diQoKKjYbSGEEEKI55cE\n5f/v1KlT1K9fn61bt9KhQwfmzZtHXFwca9euZe/evbz88stMnTqVzMxMAEaNGkVWVhYhISEMHjyY\npUuX/ud0mCflgeelCXhL6vz586jVahwcHPLN09PTw8XFBT09PVJTUxk2bBht27Zlz549Sm/1qlWr\n8q2XlJTEgAEDqFWrFiEhIcyYMYMtW7awdu1aZZnw8HD09PQIDQ1lyJAhLF68mJiYmCLr++jRI65e\nvVpgfQFatmyJsbExABMmTCAnJ4fg4GB27NhBrVq1mD59+hPLnzJlCj4+Pjg6OnL06FFlnfDwcD7/\n/HO+++47srOzGTFihNax+fPPP9m2bRtDhw5FrVYXuX+a8+Lrr7/m4MGDLFu2jH379uHu7s6cOXO4\nfft2kW2oZFNmAAAgAElEQVQhhBBCiOebBOV5DB8+nHr16mFhYYGLiwszZ87Ezs6OOnXq4OPjQ0pK\nComJiURHR3P69Glmz55Nw4YN6d69O3369Cl1sAy5vahjx44lNbXosT1dXFxwdnbW+rdo0aIi17t/\n/z4AVatWfeJy//zzDyNGjOCjjz7C2tqali1b0rlzZy5dupRv2d27d1OlShVmzZpFgwYN6NSpE2PG\njOGbb75RljExMWHSpEnY2NgwePBgTExMOHPmTLHrqwm8n6RTp05MnTqVBg0aYGtry4ABA4oM/I2N\njalSpQq6urpYWFjw4MEDdu3axZQpU2jdujWNGzdm4cKFXL16lV9++UVZz9vbGxsbG+rVq1ei/Wvc\nuDFz5szB0dGR2rVrM2zYMLKysoiLiyty/4QQQgjxfJOc8v9namqKoaGh8rl3796Eh4fz3XffERcX\nx5kzZ1CpVOTk5BAbG4uxsTG1a/87VJ2zszM//fRTqbevp6dHnz598Pb2ZunSpdjY2BS6bGhoaL6H\nG4sKtAHMzMwASElJUX4uSPXq1enVqxfr1q0jOjqaS5cucf78eVq0aJFv2ZiYGJo2bapVHycnJ5KT\nk0lOTgbAyspK6y6CkZERWVlZxa6vJjh/Eg8PD/bs2cNff/1FXFwcZ8+eVY5XcV2+fJmcnByt/TQx\nMaF+/frExsZia2sL5Oa051Xc/XNzc+Po0aMEBAQodQTIzs4udh2FEEIIUb7MzY2xtCw6riprEpT/\nv8cfXPz00085ceIEvXv3xtPTE0tLS/r37w+AoaFhvl7xJ735yd/fn3PnzhWrHhcvXsTLy4vdu3cX\n2kNcp06dUj3o2bx5c3R0dDh16lS+IQ0zMzMZOnQoo0ePxtramj59+tC8eXPatWtHv379+Pnnn/nz\nzz/zlVm5cuV8baEJhDXTCxp9pDh3FfT19WnSpAknT57krbfeyjd/xowZNG3alH79+uHj48P9+/fp\n1q0bnTp1IjMzk1GjRhW5jbwKe3g1OztbK3B+fLni7t+SJUv4/vvveffdd+nVqxfTp09/6p9DEEII\nIV40SUmp3L79oNzKLyzgl6C8AKmpqezZs4fg4GCl1/TQoUNAbrBla2tLWloacXFxyqgdTwq6p0yZ\nUqzt7t27l23btrFgwYJipWyUlJmZGa6urqxfvz5fUL5z506OHz9OQEAA4eHhGBsb89VXXynzN27c\nWGCZDRo0YN++fWRlZaGrm3s6nThxAlNT0yf2xhdXr169WL16NcOGDdN62DMmJoZt27Yxb948Ll68\nSGRkJEeOHKF69eoAbNmyBShZ/n2dOnXQ1dXl77//xtXVFYDk5GSuXLlSJqOzBAcHM336dLp27QpQ\nYDqQEEIIIV5MklNeAH19fQwNDfnpp5+4du0aR44cYd68eUDuuNl16tShc+fO+Pn5ER0dTUREBOvX\nr/9PD3qmp6dz9OhRvvrqqyLHy759+3aB/4qTBjFx4kTOnTvHqFGjOHnyJJcvX2bjxo3MmTOHUaNG\nUbNmTczMzEhISODXX38lPj6e1atX8/PPP5Oenp6vvB49epCdnc20adOIiYnhwIEDBAYG4unpWaz2\n+Oeff574oOPAgQOxtrbGy8uLQ4cOER8fT1hYGB9++CGtW7ema9euVKtWDR0dHfbs2cP169fZt2+f\nckGRkZFRZB00qlSpgoeHB3PmzOH48eOcP3+eCRMmULNmTWWUl//CzMyMiIgI4uPjiYyMZOLEiejq\n6hbYrkIIIYR4sUhQ/v/yBpD6+vosWLCA/fv307VrV5YvX868efOwtrZWesT9/f2pWbMmHh4eLFmy\nhHffffc/PehpYGDAnDlzlN7mJ9Wxffv2vP7661r/XF1dlQcGnxQM169fn+DgYAwMDBg1ahS9e/cm\nNDSUadOmMXLkSADefvttevXqxccff0yfPn24du0aS5YsIS4uLl+QW6VKFb755hvi4+Nxd3fH39+f\nQYMGMWbMGKUuT6pPcHDwEwNefX19NmzYQNu2bZk9ezbdu3dn4cKF9OrVi+XLl6Ojo0OtWrWYMWMG\na9eupWvXrmzdupXVq1djYGCgHK/C6vB4/T799FPatWuHr68vnp6eVK5cmY0bNyrpSY+XU9T+5TV3\n7lwuXLhAt27d8Pf3x9fXl5YtWxIVFVWs9YUQQgjx/FKp/0skKRTbt28nMDCQiIiIiq5KuQsJCeGr\nr75i//79ZVKeh4cHwcHBZVLW88a/+9fUqla76AWFEEII8Z/dun8NtymtsLVtVG7bKCynXHrKRYnE\nxcURGRlZ5Fs/i+vQoUM0adKkTMoSQgghhHhWyYOeZaQkaQzPsvHjx5OYmIi/v3+ZlNe2bdt8D52K\nf91JS6joKgghhBAvjIr83pX0FSGeYhcuXCApqegXSomSMTc3lnYtB9Ku5UPatXxIu5aP56FdbWzq\nPnGo6/+qsPQVCcqFeMqV51ipLypLy6rSruVA2rV8SLuWD2nX8iHtWjTJKRdCCCGEEOIpJUG5EEII\nIYQQFUwe9BTiKSY55eUjOfnZz3l8Gkm7lg9p1/Ih7Vo65Z1v/SKToFyIp9iKYd9T3ahshp8UQggh\n/os7aQl4zOtarmN4v8gkKBfiKVbdqKa8PEgIIYR4AUhOuRBCCCGEEBXshQrKvby8+OKLLyq6GqVy\n/vx5xo0bh6urKw4ODnTq1ImAgAAePPh32KFJkybx6aeflsv2d+7cSceOHYu17LJlyxgwYECZbTsn\nJ4fNmzfTq1cvnJ2deeONN5g2bRp3794tdhl2dnYcO3YMgI4dO7J161YA0tPTGTZsGI6OjkycOLHM\n6qxRnsdECCGEEM+PFy595Vl86+Zvv/3G8OHD6dGjB8uXL8fS0pKYmBi++OILfHx8+O6776hUqdJz\n+1bRjz/+mDNnzjB+/HgcHBxITExk4cKFDBo0iODgYIyNjUtU3rZt26hSpQoAv/zyC0ePHmXr1q3U\nrFn2udtTpkwp8zKFEEII8fx54YLyZ01GRgZ+fn707NmTWbNmKdNr1aql9JgfPHgQNzc31Go1z9u7\noHbt2sXBgwfZu3cvNjY2ANjY2LB69Wo6depEcHAwQ4YMKVGZZmZmys8PHjzA3NwcOzu7Mq23Rkkv\nGIQQQgjxYnqh0lfy2r59O/369cPX1xcXFxe2bt1KamoqkydP5rXXXsPe3p4uXboQFhamrGNnZ8eO\nHTvo0aMHjo6OeHp6Eh8fX671/PXXX7l58ya+vr755lWrVo0dO3bg5uZW4Lr79++nW7duODk58c47\n7/DLL78o87y8vFixYgWDBw+mRYsWdO7cmUOHDinzExMTGTp0KM7Ozri7u3PlyhWtsg8ePIi7uzuO\njo64uLgwduxYUlMLHloqMjKSd999lxYtWtC9e3d27txZ7P0PDQ2lc+fOSkCuUbVqVdauXcs777wD\nUOSxy6tjx46EhIQQGBjIZ599RmJiInZ2dvzxxx+o1Wq++eYb3nzzTVq0aIGXlxfR0dHKunZ2dixd\nupQ2bdrg4+NDaGgonp6eBAYG0qZNG1xcXJgzZ45ycfR4+srq1atxc3PD3t6edu3a8eWXXxa7LYQQ\nQgjx/Hphg3KAU6dOUb9+fbZu3UqHDh2YN28ecXFxrF27lr179/Lyyy8zdepUMjMzlXVWrFjB5MmT\n2bZtGykpKSxevPg/1SEnJ+eJ80+cOEH9+vWpXr16gfOtra0LnB4dHc2ECRMYNmwYP/zwA/369WPU\nqFFaAebq1avp0aMHu3fvplmzZkydOlUJJn19fcnMzCQkJIThw4ezceNGJTUmPj4eX19fBgwYwL59\n+1i6dCm//fYbwcHB+epx+/Zthg0bRq9evdi9ezcjR47E39+fgwcPFqt9zp8/j4ODQ4Hz7O3tMTc3\nByjWsctLpVLxwQcf4Ofnh6WlJUePHsXJyYnAwEDWrVuHn58foaGh1K5dmyFDhvDw4UNl3YiICIKC\ngpg8eTJqtZrTp08TFxdHUFAQ06ZNY8uWLcoFUN6Uop07d7Ju3Tr8/f0JCwtj1KhRrFixglOnThWr\nLYQQQgjx/Hqhg3KA4cOHU69ePSwsLHBxcWHmzJnY2dlRp04dfHx8SElJITExUVl+0KBBvPrqqzRq\n1AhPT09Onz5d6m1nZmY+sYcZIDk5GRMTE61pc+bMwdnZWfk3ffp0ZZ4mAFyzZg19+vShZ8+e2NjY\n4OHhQdeuXdm0aZOyrKurK71798bGxoYRI0aQmJhIQkICFy9e5O+//2b27Nk0bNiQt956i4EDByoB\ne05ODlOmTKFv375YWVnRtm1b2rRpQ0xMTL76b9myhVdeeQUvLy9sbGzo2rUrgwYNYsOGDcVqo/v3\n7xcrBaQ4x+5xVapUwdjYGB0dHSwsLNDV1WXz5s2MHj2aDh060KBBA2bPno2enh47duxQ1uvXrx/1\n6tWjYcOGAGRnZzNz5kzq1atHz549sbOz48yZMwBa6US1atUiICCAV199FSsrKzw8PKhevXqB7SaE\nEEKIF8sLnVNuamqKoaGh8rl3796Eh4fz3XffERcXpwRWeXuz86ZRGBkZkZWVVert6+np0adPH7y9\nvVm6dGm+FA3ITVHJO8IKwIgRI/D29katVjN//nwyMjLyrRcTE8PFixeVUUYAsrKyaNGihfK5Tp06\nWvsCuRcKly5dwtjYmNq1/x0f297enl27dgFQt25d9PT0WLlyJZcuXeLixYtcunSJ7t2756tHbGws\nhw8fxtnZWZmWnZ2NhYVFke0Dufnf9+/fL3K54hy7oty9e5eUlBStNtLV1cXe3p7Y2FhlWt520dQx\n74XD4+eFJjB/5ZVXOHnyJIsWLSI2NpaoqCju3LlDdnZ2sesohBBCVCRzc2MsLas+cZmi5ouCvdBB\nuYGBgdbnTz/9lBMnTtC7d288PT2xtLSkf//+Wsvo6elpfS7swUp/f3/OnTtXrHpcvHgRLy8vdu/e\nna9X2MnJiXXr1pGSkqL0mJubmytpG3kvKvLKyclh8ODB9OnTR6uueV+N+/i+PGm/dHX/PVWio6Px\n9PSkY8eOuLi44OPjw/r167WW1/TYZ2Vl0aNHD0aOHKlVto5O8W7SODg4cPLkyQLnBQYGolKp+Oij\nj4p17IpSuXLlAqdnZWVpBc6Pv164oHbM236atggJCWHu3Ln069ePzp07M3HiRLy9vUtURyGEEKIi\nJSWlcvv2g0LnW1pWfeJ8UfhFywsdlOeVmprKnj17CA4OVnpKNQ8+lmZEk+IOhbd37162bdvGggUL\nCkzTcHV1pWbNmixfvhw/Pz+teWq1mtu3b2NlZZVvvfr16xMfH6/V+x4YGIiJiQleXl5PrFPjxo1J\nS0sjLi6O+vXrA2hdYOzcuZNWrVqxaNEiZdrly5eVZTV1A2jQoAGRkZFa9QgKCuLWrVuMHTv2ifUA\n6NWrF+PHj+fKlSvUrVtXmX737l02bdrEBx98UGbHztjYGEtLS/7++2+aNm0K5N45OHv2LG3atCl2\nOYUJCgpixIgRDB06FMhNzblz585zN2KOEEIIIUruhc8p19DX18fQ0JCffvqJa9euceTIEebNmwdQ\nYHpIWUhPT+fo0aN89dVXSs93QfVasGAB27dvZ8KECfz1119cv36dQ4cO4eXlxZ9//knLli2V5TUB\n3vvvv8++fftYv349V65cITg4mFWrVmkFtoUFg7a2trz22mv4+fkRHR1NRESE1oOeZmZmXLhwgVOn\nTnH58mUCAgI4f/486enp+coaMGAAUVFRLF68mMuXL7Nv3z4+//xzXnrpJSC3bW/fvl1omslbb71F\n27Zt8fHx4ccffyQ+Pp4jR47wwQcf8NJLL+Ht7V2mx+6DDz4gMDCQiIgIYmJimDZtGhkZGQWm5hSX\npp3NzMw4duyYkl4zduxYVCpVuZ1fQgghhHh2vNBBed4X7WiC3/3799O1a1eWL1/OvHnzsLa2LjQN\n5b++rMfAwIA5c+ZopYYUpFWrVoSGhlK5cmXGjx9Ply5dmDZtGjY2Nmzfvp2+ffvmq0+LFi1YsGAB\nISEhdO/enQ0bNjB37lxcXV0L3P/HPy9ZsgRLS0s8PT1ZuHAhPj4+yjwvLy9atmyJj48P7733Hrq6\nukydOlUZ2SVvPaysrFi1ahW//vorPXr04PPPP8fX1xcPDw8ADh8+zOuvv86tW7cK3f9ly5bRt29f\nvvzyS3r06MG0adNwcXFh/fr1GBoalurYFbbf77//Ph4eHkybNo0+ffpw69YtNm3aVOhFU1HnQN75\nkydP5tGjR/Tu3Ztx48bRvXt3unfvTlRUVJF1FEIIIcTzTaWWe+eigo0aNYqZM2cW++HPF4l/96+p\nVa120QsKIYQQ5ezW/Wu4TWmFrW2jQpeRnPKiFZZT/kL3lIuKFx0dTVZWlgTkQgghhHihyYOeokI1\nbtyYlStXVnQ1nlp30hIqugpCCCEEIN9J5U3SV4R4il24cIGkpMJfLiVKx9zcWNq1HEi7lg9p1/Ih\n7Vo6NjZ18w0NnJekrxRNhkQU4hnUuHFj+eNWDuRLo3xIu5YPadfyIe0qnjaSUy6EEEIIIUQFk6Bc\nCCGEEEKICibpK0I8xSSnvHwkJ0suaXmQdi0f0q7lo6LataicbPHikqBciKfYimHfU92oZkVXQwgh\nRBm4k5aAx7yuTxznW7y4JCgX4ilW3aimvDxICCGEeAFITrkQQgghhBAVTILycnD//n3mz5+Pm5sb\nTk5OdOnShdWrV5OVlVWs9Y8fP07z5s3LuZYl17FjR+zs7Pjtt9/yzTt8+DB2dnZ8+umnAGzfvp32\n7duXSz3s7Ow4duxYsZbV1Pnxfz169ABg0qRJSp1L6tq1a9jZ2REfH1/g/J07d9KxY8dSlS2EEEKI\nF4ukr5Sxe/fu0b9/fywtLfH398fGxoazZ8/i7+/PxYsXWbBgQUVX8T/R1dXl4MGDvPrqq1rT9+/f\nj0qlQqVSAdCtWzc6dOhQLnU4evQo1apVK/bykyZNUoJwDV3d3FM/b51LysrKiqNHj2JmZlaq9YUQ\nQgghNCQoL2MLFy5EX1+ftWvXKk9XW1tbY2ZmhpeXF15eXjg6OlZwLUvv5Zdf5uDBg3z22WfKNLVa\nTUREBC1atEDzglgDAwMMDAzKpQ4WFhYlWt7Y2LjQddRqNaV9qa2Ojk6J6yKEEEIIURBJXylDGRkZ\n7N27l4EDB+Yb7ujll19m48aNNGnSBMifglFQusf69et55ZVXaNOmDV988YXWvNWrV+Pm5oa9vT3t\n2rXjyy+/LKe90ubq6sqNGzeIiYlRpp08eRJTU1Pq16+vTHt8fw4ePIi7uzuOjo64uLgwduxYUlNz\nh6JatmwZ48aNw9/fH2dnZzp16sSxY8fYtGkTbdu25bXXXmPLli1KWSVJXykpTT1btGhB165d2bdv\nnzLPy8uLWbNm8eabb+Lq6sqZM2e00lcSExMZOnQozs7OuLu7c+XKlQLLLqgNhBBCCPFik6C8DF29\nepWHDx/i4OBQ4PzWrVsXu/c4OzubsLAwNm7ciL+/P99++y3btm0DcnOV161bh7+/P2FhYYwaNYoV\nK1Zw6tSpUtc9Ozu7WMsZGxvzyiuvcODAAWXagQMH6NSpU6HrxMfH4+vry4ABA9i3bx9Lly7lt99+\nIzg4WFkmLCwMIyMjdu3aRfPmzRkzZgy//fYbmzZton///sybN4/79++Xat+K6gnXpK8cO3aM0aNH\n4+7uzq5du+jXrx/jx4/XatfQ0FDmz5/PypUrMTU11SrH19eXzMxMQkJCGD58OBs3blTKLk4bCCGE\nEOLFJekrZUgTNFatWrVMyps/fz42NjY0adIEb29vvv32W/r06UOtWrUICAhQ8ro9PDwIDAwkJiam\n1Kkx27dvx8DAgJ49exa5bMeOHdm9ezdDhw4FcoPyBQsWsHnz5gLzs3NycpgyZQp9+/YFcnOx27Rp\no9XbbmJiwtixYwHo3bs3YWFh+Pn5YW1tzfvvv8/KlSu5evUq9vb2Jd632bNnM3fuXK1pBw4cwNzc\nXGvali1b6Ny5M97e3gC8//77nDp1ijVr1rB06VIg905By5YtgdwHPTUuXrzI33//zf79+6lduzYN\nGzYkKiqKXbt2PbENLl26VOL9EUII8ewyNzfG0rJs4oSn1fO+f+VFgvIypHngLyUlBRsbm/9UlomJ\niVYZzZo1Y82aNQC88sornDx5kkWLFhEbG0tUVBR37twpdm93Qd555x0GDRrE3bt38fHxKXQ5lUpF\np06dmDt3LsnJydy7d49Hjx7RvHnzQnuk69ati56eHitXruTSpUtcvHiRS5cu0b17d2UZa2tr5efK\nlStrTdN8zsjIKNW+jRo1irfffltr2uO93ACxsbH069dPa5qTkxMhISEF1jOvS5cuYWxsTO3a/44p\nbm9vrwTlxWkDIYQQz7+kpFRu335Q0dUoN5aWVZ/r/SsLhV20SFBehurUqYOJiQknT54ssEfX19eX\nnj174ubmlm/e4wF1pUqVtD7n5OSgp6cHQEhICHPnzqVfv3507tyZiRMnKr27j4uKimL27NnFqv/d\nu3eZP38+arWaDz74oNDlatWqRZMmTfj555+5c+dOgfuTV3R0NJ6ennTs2BEXFxd8fHxYv3691jKP\n729ZMjc3L9ZFkib4zysnJ4ecnBzl85PSjx6/KNGM8AKFt0FpHzIVQgghxPNFgvIyVKlSJbp3786W\nLVvo27ev1sOex44dIywsTOmF1tPTIy0tTZn/+FjXycnJJCQkULNm7ivWT548ia2tLQBBQUGMGDFC\nSR+5f/8+d+7cKTDAa9q0Kd9++22Rdc/IyMDb2xtfX1+6detW5PKdOnUiIiKCO3fuKGknhdm5cyet\nWrVi0aJFyrTLly9rPRj6NKhfvz4nT57UmnbixIli1bNx48akpaURFxenLH/u3Dll/rPSBkIIIYSo\nGPKgZxn76KOPSE9P54MPPuD48eNcvXqV0NBQPvnkE/r06YOzszMADg4ObNmyhStXrnDw4EFCQ0O1\n8rFVKhUTJ04kOjqavXv3snnzZqX32szMjGPHjhEXF8eZM2cYO3YsKpWq1OkdkBs0jh49ulgBOeQG\n5UeOHOHq1au8/PLLyvSCLgzMzMy4cOECp06d4vLlywQEBHD+/HnS09NLXV+N1NRUkpKS/lMZmjr7\n+PgQHh7Ohg0buHz5MuvXr2f//v289957+ZZ9nK2tLa+99hp+fn5ER0cTERGh9aBnebaBEEIIIZ59\nEpSXMXNzc4KCgmjQoAETJ06kR48erFmzhmHDhjFr1ixlualTp5KSkkL37t1ZvXo1Y8aM0SqnRo0a\nvPrqqwwcOJC5c+cyZswY3nzzTQAmT57Mo0eP6N27N+PGjaN79+50796dqKioUte7b9++tG3bttjL\n29nZYW5ujqurqxJ4Pv4iHs3PXl5etGzZEh8fH9577z10dXWZOnUq0dHRBa6Xd92iLF26lHfffbfY\n9X5c3m3b29uzcOFCvvvuO3r06EFoaChLly6lTZs2hdYr7+clS5ZgaWmJp6cnCxcu1MrNL6oNhBBC\nCPFiU6klqVU8w9RqNZ6ens/t0IL+3b+mVrXaRS8ohBDiqXfr/jXcprTC1rZRRVel3MiDnkWTBz3F\ncyk4OJiOHTtWdDXKzZ20hIqughBCiDIif9PFk0hPuXimZWVlaY1y8ry5cOECSUny1s+yZm5uLO1a\nDqRdy4e0a/moqHa1samb763fzxPpKS+a9JSL59LzHJBD7qgu8set7MmXRvmQdi0f0q7lQ9pVPG3k\nQU8hhBBCCCEqmATlQgghhBBCVDAJyoUQQgghhKhgz3dCrhDPOHnQs3wkJ8uDc+VB2rV8SLuWj7Jq\n1+f9wU3xvyNBuRBPsRXDvqe6Uc2KroYQQogC3ElLwGNe1+d63HHxv/PUBeV2dnZan01NTenUqRN+\nfn4YGRlVUK3+N+zs7Fi3bp3WGySLKzIykoEDBxIdHc21a9dwc3MjPDwcGxubcqhp2Th+/DiDBg3i\n3Llz3Lhxo8zq3LFjR0aMGEHfvn1LvO6tW7d44403iIiIwMrK6j8dk7JQ3aimvDxICCGEeAE8lTnl\nS5cu5ejRoxw+fJivvvqKM2fOEBAQUNHVemZYWVlx9OhRrK2tK7oqxVbWdVapVGVSztGjR3FxcSmT\nsoQQQgghCvNUBuXVqlXDwsKCGjVq0KJFC4YNG8bevXsrulrPDB0dHSwsLNDReSoPb4Ge1jpbWFig\np6dX0dUQQgghxHPu6YqAClG5cmWtz15eXnzxxRfK52vXrmFnZ0d8fDyQmwaydOlS2rRpg4+PD6Gh\noXh6erJq1Spat25Nu3bt2L17N3v37uWNN96gdevWLFmyRCkvMTERX19fWrdujYODA+7u7kRGRv5v\ndvb/TZo0CX9/fz755BOcnZ1p3749oaGhyvzU1FTGjRtHq1at6Ny5M6dOnVLmPd4eMTExDBkyhJYt\nW+Lo6MiAAQO4dOkSkJtC4urqyvfff4+rqyvOzs6MHz+e9PR0pbzVq1fj5uaGvb097dq148svv1Tm\neXl5ERgYiKenJ05OTgwYMICYmBhlfkpKClOnTqVt27a0atWK8ePHk5KSkm9/H6/zvn376Nq1K46O\njrz11lts3769VO24bNkyxo4dy6xZs3BxcaFNmzasXr1amZ+ZmYm/vz+tW7fG1dWVAwcOaK1vZ2fH\nsWPHgCefF5r6h4WF8eabb+Lo6MjQoUNJTk5Wytq2bRtvv/029vb2vPrqq8yYMYPs7OxS7ZcQQggh\nni9PfVCelJTEpk2b6NWrl9b0otITIiIiCAoKYvLkyajVas6cOcOVK1fYtm0bXbp0YerUqQQFBfH1\n11/zySef8NVXX3Hx4kUAJkyYQE5ODsHBwezYsYNatWoxffr0/7QfpQm+goODad68OT/88ANvvfUW\nM2bM4P79+wBMnz6dmJgYNm3axMyZM1m/fn2BbaJWqxk5ciS1a9dm586dBAcHk5OTw+eff64sk5SU\nxFQhI6wAACAASURBVI8//siaNWtYtmwZ+/fvV4LgnTt3sm7dOvz9/QkLC2PUqFGsWLGC06dPK+t/\n/fXXdOvWje3bt1OrVi0+/PBDMjIyABg1ahTnz59n1apVrF+/nri4OCZMmPDE/b579y7jx4/Hx8eH\nn376iWHDhjFlyhTi4uJK3IYA4eHh6OnpERoaypAhQ1i8eLFy4bBs2TIOHDjAihUrCAwM5Ntvvy20\nnOKcF6tXr2bRokVs3ryZs2fPsmbNGiA353/WrFmMGzeO8PBwZs6cyfbt2wkLCyvVPgkhhBDi+fJU\nBuXDhw/H2dkZZ2dnXnvtNaKionjvvfdKVEa/fv2oV68eDRs2BCAnJ4epU6diY2ND3759efToEaNH\nj6ZRo0Z4eHhgbGxMbGwsAJ06dWLq1Kk0aNAAW1vbfL2/pTFp0iQSEhJKtE6TJk0YPHgwtWvXxtfX\nl/T0dC5cuMCDBw/Yt28ffn5+NGvWjDZt2jB69GjUanW+Mv755x/69+/PhAkTsLGxoVmzZvTu3Vvp\nKQfIysrCz8+PRo0a0a5dO15//XUl6K5VqxYBAQG8+uqrWFlZ4eHhQfXq1bXW79ChAwMHDqRBgwbM\nnj2be/fucfjwYaKjo/njjz8ICAjAwcEBBwcHFixYwKFDh57YngkJCWRlZVGjRg1eeukl3nnnHdat\nW4eFhUWJ2k/DxMSESZMmYWNjw+DBgzExMeHMmTOo1WpCQkLw9fXFxcUFR0dHpkyZUmg5xTkvRo0a\nhaOjI46OjvTo0UNpR0NDQ+bOnYubmxsvvfQSb731Fs2aNfvP55UQQgghng9P3egrALNmzaJly5ZA\nbvrDrl278PDwICQkhHr16hWrjNq1tUesMDMzo0qVKsC/6TBWVlbK/MqVKyu9ux4eHuzZs4e//vqL\nuLg4zp49i0qlIicnp9Q5z4MHD2bQoEEsXryYZs2aFWudOnXqKD8bGxsDuQF0XFwc2dnZNG3aVJlv\nb29fYBmGhob079+fHTt2cObMGeLi4jh37hxmZmZP3FZWVhYAr7zyCidPnmTRokXExsYSFRXFnTt3\ntHr+NccKwMjIiHr16hEbG0tGRgZGRkY0aNBAmd+gQQNMTEyIiYnBxMSkwDo3a9aMjh07MmzYMOrU\nqUOHDh1wd3enWrVqRbZZQaysrLTuIhgZGZGVlUVycjLJycla7di8efNCy3nSeaGRd+QYzXY05f4f\ne3cellP+PnD8nUqWaFGYaGzDRGkh0chWaUhZxpYoGo0wNHZmZDf2LbLU2AYJEdnGvo5thu/YRkJI\nGCmZqEHr7w9Xz8+j7Qkp3K/rmutbZ/mc+9zPM/O9z+k+n6OlpcXChQu5ceMG165dIzo6ushmdRFC\nCCFE8VIsi/KKFSsqihtjY2PMzMw4duwYmzZtYtSoUdnaNHJqDXl9In91dfVs2+RUYGdmZuLl5cWT\nJ09o164dDg4OpKamMmjQoBxjDQwM5OjRoyqdV1xcHJ6enmzdulWlaf80NLJ/PK/eDX/155y2BUhO\nTqZLly7o6enh6OiIq6srN2/eVOqrBpQeZnx13NDQUKZNm0a3bt1wcnJi9OjReHp6Ku37em4zMjJQ\nV1fP9ixAlvT09HzbeZYsWUJERAQHDx7k0KFDrF+/nmXLltG0adM898tJTg9qFjSPGRkZKn0vXv/e\nZY19/Phxvv/+ezp27Ejz5s0ZNGgQkyZNKvC5CCGEKF709bUxNCxX1GEUK5KPN1Msi/KcZGZmKu5I\nampqkpT0/2/hyno48F24fv06Z8+e5ffff8fAwACA4OBgRQyv8/HxwcfHJ99xz507x8yZM5k3b162\nu/gFVbNmTTQ0NLh48SJ2dnYAXLlyJcdt//jjDx48eMDOnTsVxfPx48dzPJechISEMGDAAPr16wfA\nkydPiI+PV9r/1WM/ffqU6OhoTExM+Oyzz0hOTiYqKopatWoBcOPGDZKSkqhRo0aOD3xmjbd161bG\njh1L3bp1GTRoEF5eXuzfv/+NivLc6OvrY2BgwMWLFxV3y3PL440bNwr0vciSdQEZGhpKp06dFIV4\nWloa0dHRNGrU6J2djxBCiPcvISGJuLinRR1GsWFoWE7ykY/cLlqKZVGemJhIXFwc8LInesuWLdy5\nc4c2bdoAUL9+fbZu3Ur79u2Blw/rvat5qXV0dChRogS7du3C0dGRS5cuERgYCMCLFy8ULTAFFR4e\nzsqVKxVtKG9DW1ubTp068fPPPzN9+nRSU1OVZkR5la6uLs+fP2fv3r2Ym5tz6tQpQkNDc/zLwauy\nCk09PT1OnTpF69atSU5OZv78+aipqSlafQC2b99Oo0aNqF+/Pv7+/lStWhVbW1tKlChBy5YtGTNm\nDOPHjyczM5NJkyZhbW2NiYkJZ86cyfHY5cqVY8OGDejo6NChQwfu3btHZGQk7dq1A15eGGRmZuba\n/lIQvXr1YtGiRVStWhUdHR2mTZuW43bly5fP9Xvxai5el5VHXV1d/vrrLyIjIylRogSBgYEkJiYq\nzXIjhBBCiE9XsXzQc8iQITRr1oxmzZrh4uLC6dOnWbRoEZaWlgB4eXlhampKr169GDFiBP3798+z\nyFRTU8tWtOdWxFeqVImJEyeycuVKnJ2d2bx5M0FBQWhpaREREfHG5zR58uQCFeQ5xfyqcePG0ahR\nI7y9vRk9ejS9e/dW2j7rZysrK77//numTp2Kq6srJ06cICgoiMTERB48eKC0bU7HHjt2LM+ePaNj\nx44MHz4cFxcXXFxclHLh4uJCSEgInTt35tmzZ/zyyy+K1qCZM2dSrVo1+vTpg7e3N3Xq1GHp0qXZ\n4nz1Z2NjY/z9/dm3bx8uLi6MHj2anj170qVLFwB+/PHHXNuJCppHHx8fOnfuzPDhw/Hx8aF79+45\nbl+5cuVcvxdZd9fzyuPgwYMxNDTEzc2Nfv36UbduXXx8fLh69apK5yGEEEKIj5tapqp9DELkwMPD\ng8aNG6tcJL8LT58+ZejQoSxfvvy9HbOoTHX5hcrl367dSQghROF48OQujn4NqVWrdlGHUmxI+0r+\ncmtfKZZ3yoXIyy+//JJt3nohhBBCiA9ZsewpFyIvvr6+uc6SIoQQQgjxIZLKRryVtWvXvvdjfkoF\neXxywV44JYQQ4v2R/0aLd+nTqW6E+AANDOxGQkJS/huKAtHX15a8FgLJa+GQvBaOd5VXY+Nq7yAa\nIaQoF6JYq1OnjjwwUwjkQaTCIXktHJLXwiF5FcWNPOgphBBCCCFEEZOiXAghhBBCiCIm7StCFGPX\nrl2TXtJC8Pix9OgWho89r8bG1ShZsmRRhyGE+EhJUS5EMbbEZxMGZSsVdRhCfPLik2Nxm+4sL4kR\nQhQaKcqFKMYMylaSN3oKIYQQn4B8e8rT0tJYsmQJTk5O1K9fn+bNmzN+/HgSEhLeR3zZeHh4sGDB\nAgDGjBnDyJEjiySOLPb29piYmHD69Ols644dO4aJiYkixrCwMFq0aPG+Q3znCuMzGDNmDCYmJixc\nuDDbuqSkJMzMzBS5u3v3LiYmJsTExLz1cQtTTEwMR48eLeowhBBCCPEByPdO+dy5czl+/DiTJk2i\nevXq3Lt3jzlz5uDt7U1YWNj7iDEbNTU1APz8/Irk+K/T0NDg8OHDNGnSRGn5gQMHUFNTU8Tbrl07\nWrVqVRQhvnOF8Rlk5dHX11dp+dGjR0lPT1cc08jIiBMnTqCnp/fOjl0YfvrpJ6ytrT+KCzEhhBBC\nFK5875SHhYXh6+uLra0tn332GdbW1syZM4crV65w8eLF9xFjrrS1tdHW1i7SGAAaNWrE4cOHlZZl\nZmZy6NAhLCwsyMzMBEBLS6vYF5IF9a4+AzU1NRo2bEhkZCQPHjxQWnfgwAEsLCwUv5coUYIKFSpQ\nokTxnzwo67MXQgghhMhLvlWNmpoap06dIiMjQ7GsatWq7N69my+//BJ4WXgsX76c1q1bY2FhgYeH\nB1evXlVsb2Jiwu7du2nbti2WlpaMGDGCmJgYPDw8sLS0xMPDg7i4OMX2QUFBODo6YmZmhp2dXY4t\nDZC9dULV/d615s2bc//+faKiohTLLly4gK6uLjVq1FAse7V95cyZMzRv3pxNmzbRvHlzrKysGDFi\nBC9evABg0aJFDB06lMmTJ2NtbY2trS1BQUFKx12yZAnNmzfH2toab29voqOjFeuioqLw9vamQYMG\nmJub4+7uzo0bN5SOvWbNGho3bsxXX33FkiVLlMY+fPgwnTp1wsLCAmdnZ/bs2ZPjub/6GTx9+pQh\nQ4bQuHFjGjZsyODBg4mPj1c5jxUrVsTMzIxDhw4plqWkpHDixAkcHBwUBe7r7SsmJiZs27YNV1dX\nzM3N6dGjh2JdfnmGl0V/u3btsLS05JtvvuH48eOKdZGRkfTs2RMrKyvs7OyYOXMm6enpQN7f+zFj\nxvDnn3+ybNkyPD09Afjrr79wd3fH0tISKysrvL29iY2VVzQLIYQQQoWi3NPTk5CQEFq1asW4cePY\nvXs3T58+pWbNmmhpaQEQEBDAqlWr+Omnn9i6dStVq1bF29ub//77TzHOokWLmDlzJkuXLmXPnj24\nu7vj6enJ+vXruXfvHitXrgQgPDycVatWMXXqVPbt28egQYNYsmQJly5dyhbbq60hue33Nnfzs4qv\n/Ghra9O4cWMOHjyoWHbw4EEcHBzy3C8hIYHffvuNFStWsGjRIg4cOKDUErR//340NTXZunUr3t7e\nzJs3T1H4r127lvDwcGbPnk1oaCjVqlWjd+/evHjxgszMTAYOHEjVqlUJDw9nw4YNZGRkMGvWLKVj\n79y5k19//ZXJkyezcuVKQkJCADh16hSDBw+mU6dObN++nW7dujFixIhcc5n1Gfj7+3P//n3WrVvH\npk2bePToEdOnT1cph1kcHByUivIzZ85Qq1YtDAwM8txvyZIljB07li1btpCYmMi8efNUyvPVq1cZ\nNWoUPj4+7Nixg27dujFo0CBFcT1y5Ehq1arFjh07WLBgAeHh4WzZsgXI/XufnJyMn58flpaW9OnT\nh4CAAJKSkvDx8aFp06bs2rWLFStWEBMTw7JlywqUHyGEEEJ8nPItygcOHMi8efP4/PPPCQsLY9iw\nYdjZ2bFixQrg5d3CdevWMXjwYFq1akXNmjWZMmUKmpqabNu2TTGOp6cn5ubm2NraUqdOHezs7Gjd\nujX16tXDwcGBmzdvAlC5cmVmzJhBkyZNMDIyws3NDQMDA8Vd3le92hqQ236v3r0uqLCwMLZv367S\ntvb29kotLAcPHsTJyQn4/6L1dWlpafz000/Url0bOzs7mjVrxuXLlxXrdXR0GDNmDMbGxvTt2xcd\nHR3F+uXLlzNy5EgaN25MjRo18PPzQ0NDgz179vD8+XO6d+/OqFGjMDY2pl69enTs2FEph2lpaUyf\nPh0TExMcHR3p3bs3GzduBCA4OBgnJyc8PT2pVq0affr0wcnJSfGZ5+b+/fuUKVOGKlWqUKtWLWbN\nmoW3t7dK+cvKk4ODA3/88QfPnj0DXt7FzspjXnr37k2TJk2oXbs2PXr0ULqIyyvPK1asoHPnzrRv\n3x5jY2Pc3NxwdnZm7dq1inPS09PDyMgIa2trfvnlF+zs7PL93mtra6OpqUnp0qUpX748z58/Z8CA\nAXz//fdUqVKFBg0a4OTklOP3WgghhBCfHpWmRHR2dsbZ2ZmnT59y8uRJNm7cyOzZs6lRowbm5uYk\nJiYq9fxqaGhgZmamKLQBjI2NFT+XKlUKIyMjxe9aWlqkpKQA0LhxYy5cuMDcuXO5efMmERERxMfH\n53rXOqswL+h+qvjmm2/o3bs3jx49wsvLK9ftsorJadOm8fjxY/7991+ePXuGqalpvj3Fn3/+ueLn\nsmXLkpaWpvjdyMhIqaDPWp+cnExsbCwjRoxQWp+amkp0dDSlS5eme/fubNu2jcuXL3Pr1i2uXLmi\n1M9erlw5atWqpfjd1NRU0R5z8+ZNunXrphSnpaUloaGheZ5Lnz59GDBgALa2tjRu3JjWrVvToUOH\nPPfJkpWnL774gsqVK/P777/j6OjI4cOHCQ4O5s8//8xz/1e/X6/nEXLPc1RUFNevX2fz5s2K9Wlp\naYrv84ABA5g7dy4bN26kefPmtGvXDlNTU+Lj43P93t+6dStbfAYGBnTo0IFVq1Zx9epVbty4QWRk\npNL+QojiTV9fG0PDckVy7KI67sdO8lo4JK9vJs+i/OrVq2zbto0xY8YALwu5r7/+mq+//pouXbpw\n8uRJbGxsctw3LS1NqSBWV1dXWp/b3ePQ0FCmTZtGt27dcHJyYvTo0Yqe3JxkjVOQ/SIiIpgyZUru\nJ/6KR48eMXPmTDIzM/n2229z3a5y5cp8+eWXHDlyhPj4eBwdHVUaX1NTU+n3V4v419dlrc/K6/z5\n8/niiy+U1pUrV47k5GS6dOmCnp4ejo6OuLq6cvPmTaWe9Nc/j4yMDMWyUqVKZTtuRkaG0nMFOcVs\nY2PD0aNHOXz4MEePHmXGjBns2LGDNWvW5JmD12W1sFSqVAldXV2MjY3zLcrzymNe6zMyMujbty+d\nO3dWWpf11r6+ffvi7OzMwYMHOXLkCAMHDmTAgAH06dMnxzhe/95niY2NpXPnzpiammJnZ0e3bt04\ncuQI586dy/O8hBDFR0JCEnFxT9/7cQ0NyxXJcT92ktfCIXnNX24XLXkW5enp6axevRpXV1dMTU2V\n1pUpUwY9PT20tbUxNDTk/Pnz1K1bF3h5x/bvv//G1tZW5QCziuuQkBAGDBhAv379AHjy5Anx8fH5\n3nEuyH5169Zl/fr1+caUkpKCp6cnvr6+tGvXLt/ts4rJ+Ph4hg4dmu/2r8vtQuV15cuXp0KFCjx8\n+FAxxWJGRgbDhw+nW7duPH/+nAcPHrBz505FoX38+HGlXPz777/8888/fPbZZwBcunQJExMTAGrU\nqMGFCxeUjvnXX38pPbSaU9xLly7FwsICV1dXXF1dOXfuHD179iQhIQF9fX2Vz93BwQFfX18MDQ1V\nal15GzVq1CAmJkbpTntAQAA6Ojp07NiR+fPn069fP3r16kWvXr1YunQpO3bsYNCgQfl+7189p/37\n96OtrU1gYKBiWUEvVoQQQgjx8cqzp9zU1JSWLVsycOBAwsPDiYmJ4dKlS8yZM4dr167RpUsXAL79\n9lsCAgI4dOgQUVFRjB8/npSUFFxcXHIcN6dCOWuZnp4ep06d4tatW1y+fJmhQ4eipqamaG95V/up\nIjw8nMGDB6tUkMPLYvL333/nzp07NGrUKFuM+cnMzFR52z59+uDv78+BAweIjo5m4sSJnDx5ki++\n+AJdXV2eP3/O3r17uXv3LqGhoYSGhmbLxdixY7l+/Tp79+5l3bp1eHh4AODl5cX+/fv59ddfuX37\nNqtXr+bAgQP07Nkz17jhZf/1lClT+Ouvv4iJiWH79u0YGRmhp6dHeno6cXFxpKam5nvuVlZWpKen\nExwcrPJfHAoq61h9+vRhz549rF69mujoaDZs2MCyZcuoVq0a5cqV48SJE0yZMoWoqCgiIyM5evQo\nZmZmQP7f+zJlyhAdHU1CQgJ6enrExsZy8uRJYmJiCAoK4siRI0qzwAghhBDi05VvT7m/vz9BQUEs\nW7aM+/fvU7JkSWxsbAgODqZSpUrAy8ImKSmJ8ePHk5SUhJWVFWvXrs317ujrd4RfnUVl7Nix/PTT\nT3Ts2JHKlSvTv39/KlasSERERI7jvMl+quratWuBtjcxMUFfXx8bGxtFXK/GmPV7Tj+/vu3r+72u\nb9++PHv2jMmTJ/PkyRPq1avH8uXLMTQ0xNDQkO+//56pU6fy7NkzWrRoQVBQEO7u7kpzgDdr1gx3\nd3fKli3LsGHDFBcfZmZmzJkzh4ULFzJnzhxq1qyJv79/jn/5eDXO0aNHM3XqVAYOHMh///2HpaUl\ngYGBqKmpce3aNTp16sTatWuVLlhyGkddXR17e3v+/PNPxd37vPKY11j55dnCwoLZs2ezePFi5s6d\nS9WqVZk2bRrNmzcHXs7qMnXqVLp160aJEiVwcHBg7NixQP7fezc3N0aPHo23tzebN2/mzz//ZMiQ\nIQC0adOG+fPnM2LECFJSUhTtMkIIIYT4NKllyttNPjlnzpyhd+/eSnPJvw/Tp0+nXbt2mJubv9fj\nfsimuvxC5fJVizoMIT55D57cxdGvIbVq1X7vx5Ye3cIheS0cktf85dZTXvxfiSg+CvHx8Vy8eJF6\n9eoVdShCCCGEEMWOSlMiio+Pqg+VvisGBgasXbsWDQ35yhVEfLK88VOI4kD+XRRCFDZpXxGiGLt2\n7RoJCUlFHcZHR19fW/JaCD72vBobVyuS5z+kHaBwSF4Lh+Q1f280JaIQomjVqVNH/uNWCOT/NAqH\n5FUIId6c9JQLIYQQQghRxKQoF0IIIYQQoohJUS6EEEIIIUQRk55yIYoxedCzcDx+/HE/kFhUPvS8\nFtWDnEIIAVKUC1GsLfHZhEHZSkUdhhAfvfjkWNymOxfJy4GEEAKkKBeiWDMoW0ne6CmEEEJ8At57\nT7mJiYnSP02aNGHs2LEkJye/71Deu4SEBPz8/LCzs6N+/fq0bduWZcuWkZaWptL+Z86cwcTEhIyM\nDJW237NnD/Hx8TmuCwsLU/oc6tatS8OGDfH29ubmzZsqn1NePDw8WLBggcrbmpiYsGXLlmzroqKi\nMDExwd3dHSh4HopKREQEZ8+eLeowhBBCCPEBKJIHPf39/Tlx4gTHjh0jMDCQy5cvM2PGjKII5b3q\n168fiYmJBAYGsnfvXoYOHcq6deuYPXu2Svs3aNCAEydOUKJE/h/bvXv3GDJkCM+ePct1G0NDQ06c\nOMGJEyc4fvw4GzZsICUlhQEDBvCu3ilVkDeHamhocPjw4WzLDx48iJqammKsguShKH3//ffcvn27\nqMMQQgghxAegSKqa8uXLU6FCBSpWrIiFhQU+Pj7s3r27KEJ5byIjI7l8+TJTpkzB1NQUIyMjnJyc\nGDZsGJs2bVJpDE1NTSpUqKDStllFdV7FdYkSJahQoQIVKlTAwMCA2rVrM3z4cKKjo4mMjFTpOO9S\no0aNOHHiBCkpKUrLDxw4gIWFheJcCpKHoiYvzBVCCCGEKorFrcZSpUop/f5628Pdu3cxMTEhJiYG\neNkC4+/vj62tLV5eXmzdupUePXqwbNkybGxssLOzY+fOnezevZuWLVtiY2PD/PnzFeM9fPgQX19f\nbGxsqF+/Pp06dSr0NoOsu7wnTpxQWu7s7MzWrVsVv0dFReHt7U2DBg0wNzfH3d2dGzduAMptG1k5\n2bdvH61bt8bc3Jx+/frx+PFjABwdHQFwcnJi27ZtKseZdfdZU1MTgMOHD9OpUyfMzc2xtrZm6NCh\nJCW9nF1h0aJFipaSLPb29mzevFnl473K3NycsmXLcurUKcWyhw8fEh0dTePGjRXLCpKHsLAwevTo\nQUBAALa2tlhbW/Pzzz8rFcsbN27EwcEBKysr3N3duXTpktKxvvnmGywsLGjVqhVBQUGKdS9evGDO\nnDm0bNkSKysr+vfvz/3794GX3+H79+8zbtw4fvzxx3xzKYQQQohPW5EX5QkJCaxdu5YOHTooLc+v\n7eHQoUOEhIQwduxYMjMzuXz5MtHR0WzZsoU2bdowbtw4QkJC+OWXXxg2bBiBgYFcv34dgFGjRpGR\nkcGGDRvYtm0blStXZsKECW91Hunp6Xmur1OnDra2tgwfPpwOHTowe/ZsTpw4gYaGBtWrVwde3lUd\nOHAgVatWJTw8nA0bNpCRkcGsWbNyHTcoKIi5c+eybt06/v77b1asWAFAaGgoAJs2baJt27YqnUNs\nbCz+/v7UqlWLmjVrEhMTg6+vL+7u7uzZswd/f39Onz7Nhg0bVBqvoNTU1LC3t+fQoUOKZYcOHaJZ\ns2aKi4Tc5JYHgEuXLnHr1i1CQkIYP348wcHBHD9+XDH+woULGTt2LOHh4TRv3pzevXsTHx9Peno6\nvr6+2Nvb89tvvzF+/HgWL16suLCaMGEC+/fvZ9asWWzcuJH09HQGDBhARkYGAQEBVK5cmTFjxjB2\n7Nj3nkshhBBCfFiKpCjv378/VlZWWFlZ8dVXXxEREUHPnj0LNEa3bt2oXr06X3zxBQAZGRmMGzcO\nY2NjunbtyrNnzxg8eDC1a9fGzc0NbW1txQOMDg4OjBs3jpo1a1KrVi3c3d2Jiop6q3MaM2YMsbGx\neW4TGBjIsGHDSE9PZ8WKFfTt25dWrVopirznz5/TvXt3Ro0ahbGxMfXq1aNjx46KO+U5GTRoEObm\n5pibm+Pq6qq4y6unp6f4Xy0trRz3ffjwoeJzsLCwoEWLFiQkJDB37lzU1NTIyMjAz8+Prl27YmRk\nRNOmTbG1tX3rXOVGTU0NBwcHjhw5olh28OBBnJyc8t03tzzAywumSZMmUb16ddq3b4+JiQmXL18G\nYPny5Xz33XfY29vz+eef079/f8zMzNi0aRNJSUkkJiZSoUIFjIyMaNWqFb/++ismJiYkJiayfft2\n/Pz8sLGxoU6dOsyZM4c7d+5w/PhxdHR0KFGiBNra2mhra+eay7w+WyGEEEJ8OopkSsTJkyfToEED\nAEVx4+bmRmhoqOKucX6qVlWeJk5PT48yZcoA/98OY2RkpFhfqlQpRa+ym5sbu3bt4n//+x+3bt3i\n77//VhShb/rwYN++fenduzfz5s2jXr16OW5TsmRJ+vXrR79+/fjnn384evQoq1ev5vvvv+fAgQMY\nGBjQvXt3tm3bxuXLl7l16xZXrlxRFNg5MTY2VvxctmxZlWdyAahQoQIhISHAy4JYV1cXbW1txfpq\n1aqhqanJ0qVLuXHjBtevX+fGjRu4uLiofIyCsrW15cmTJ1y5coXPP/+c8+fPs3Dhwnx73PPKg56e\nntJ5vbo+KiqK+fPn4+/vr1ifmprKZ599ho6ODr169WLSpEksXbqUli1b0qFDBypUqMCFCxfI4YUq\nKgAAIABJREFUyMjAwsJCsZ+Ojg41atTg5s2btGjRQim+osilEKJg9PW1MTQsV9Rh5Ki4xvWhk7wW\nDsnrmymSorxixYqKIsrY2BgzMzOOHTvGpk2bGDVqVLbWlZxaQ15/65q6unq2bXIqsDMzM/Hy8uLJ\nkye0a9cOBwcHUlNTGTRoUI6xBgYGcvToUZXOKy4uDk9PT7Zu3apUJALs3buXhIQEevToAcBnn32G\nm5sbX3/9NS1atOB///sfTZs2pUuXLujp6eHo6Iirqys3b95U6mN+3et5KMiDherq6tnifNXVq1fp\n0aMH9vb2WFtb4+XlxerVqxXrc2oxyq+NJz8lS5akWbNmHDp0iJo1a9KoUSNKly6t0n6vejUPObW+\nZK3PyMhgzJgx2NnZKa3LusDz8/OjV69eHDhwgMOHD+Ph4cHUqVNzvfBKT0/PMQe55VIeBBWi+EhI\nSCIu7mlRh5GNoWG5YhnXh07yWjgkr/nL7aKl2Lw8KDMzUzHvtKamptIDcFkPeL4L169f5+zZs/z+\n++8YGBgAEBwcrIjhdT4+Pvj4+OQ77rlz55g5cybz5s3Ldhcf4P79+6xYsYKOHTsqFZmlS5dGXV0d\nfX19/vjjDx48eMDOnTsVFxnHjx9/o8KtIFMR5iY8PJyGDRsyd+5cxbLbt29To0YN4OXn9Or88v/9\n9x+PHj166+Pa29uzZs0abt++TevWrd96vLzUqFGDf/75R+niZNKkSTRq1AgLCwsCAwPx8/PD29sb\nb29v/Pz82LNnD23btkVDQ4Pz58/TvHlzAB4/fkx0dLQiP69+BvnlUgghhBCftiLpKU9MTCQuLo64\nuDhiYmJYsGABd+7coU2bNgDUr1+fffv2cenSJS5dusSiRYveSZEJKHp9d+3axb1799izZw+BgYHA\ny9k03lR4eDgrV67MsSAH+OabbyhZsiReXl6cOHGCu3fvcubMGYYMGcKXX36JtbU1urq6PH/+nL17\n93L37l1CQ0MJDQ3NNkWgKrLu9EZERPDff/+90Tnp6elx7do1Ll68yO3bt5kxYwaRkZGKPNWvX5/r\n16/z22+/cfv2bcaPH5/tLxZZFxQpKSnExcXl+cKfrG1btmxJZGQkx48fp1WrVm8Uu6r69OnD2rVr\n2bZtG3fu3CEgIIDNmzdTs2ZNdHR02Lt3L1OnTiU6OpqLFy9y9uxZTE1NKV26NG5ubvz888+cOXOG\nyMhIRo0aRaVKlWjWrBnw8jOIiooiMTEx31wKIYQQ4tNWJHfKhwwZovhZS0uLunXrsmjRIiwtLQHw\n8vLi2rVr9OrVSzGDxeDBg3Md79UXy7y6LCeVKlVi4sSJLF68mHnz5tGoUSOCgoLo3r07ERERNGzY\n8I3OafLkyXmu19HRISQkBH9/f3766ScePXqEnp4eTk5OipcHWVlZ8f333zN16lSePXtGixYtCAoK\nwt3dnQcPHmQ7r5zOOWuZnp4enTp1Yvjw4YwcORJPT89ct82Nh4cHV65cwcvLi1KlStGpUyfGjRvH\n8uXLAfjqq6/w8vJiwoQJqKur07t3bxISErIdB+DYsWMMGjSIQ4cOKfX657Strq4uDRo0UPS55xSv\nqnnIaf2rnJ2dSUhIICAggIcPH1KrVi2WLFmCiYkJAEuXLmXmzJmKv3C0a9eOgQMHAjBy5EgyMzPx\n9fUlNTWVpk2bsmbNGkUrTa9evZg5cyb37t1j5syZeeZSCCGEEJ82tUxpahXvyaBBg5g0adIH8+Kf\n4mCqyy9ULp/zX1+EEO/Ogyd3cfRrSK1atYs6lGykR7dwSF4Lh+Q1f7n1lBf5POXi03D16lXS0tKk\nIBdCCCGEyEGxedBTfNzq1KnD0qVLizqMD058ct5z3wsh3g35d00IUdSkKBfvxZvO//6pGxjYjYSE\npPw3FAWir68teS0EH3pejY2rFXUIQohPmBTlQhRjderUkd68QiA9j4VD8iqEEG9Obl8KIYQQQghR\nxKQoF0IIIYQQoohJ+4oQxdi1a9c+6B7d4urx4w+797m4+pDzamxcTfGOASGEKApSlAtRjC3x2YRB\n2UpFHYYQH7X45FjcpjsXyznKhRCfDinKhSjGDMpWkpcHCSGEEJ8A6SkXQgghhBCiiMmd8nfAxMRE\n6XddXV0cHBz46aefKFu2bBFFVfju3r2Lo6Oj4vcSJUpQrlw5rK2tGTVqFNWqqTbn76JFizh16hTr\n168nLCwMf39/jh49Wlhhs2jRIhYvXpzr+kGDBjFo0KBCO74QQgghxOukKH9H/P39sba2Jj09nX/+\n+Yfx48czY8YMpkyZUtShFbpNmzZRpUoV0tLSiI2NZdGiRfTq1YuwsDAMDQ1VGkNNTa2Qo/x/ffv2\nxd3dHXh5YdG9e3c2b97MZ599BkDp0qXfWyxCCCGEECDtK+9M+fLlqVChAhUrVsTCwgIfHx92795d\n1GG9F3p6elSoUIFKlSphbm7O4sWLKVOmDIGBgSqPkZmZWYgRKitTpgwVKlSgQoUK6OrqAqCvr69Y\nVqZMmfcWixBCCCEESFFeaEqVKqX0u4eHBwsWLFD8fvfuXUxMTIiJiQFetsD4+/tja2uLl5cXW7du\npUePHixbtgwbGxvs7OzYuXMnu3fvpmXLltjY2DB//nzFeA8fPsTX1xcbGxvq169Pp06dOHv27Ps5\n2deULFmSDh06sH//fsWyw4cP06lTJ8zNzbG2tmbo0KEkJeU/dVpe+z19+pQhQ4bQuHFjGjZsyODB\ng4mPj3/r+FNSUvj555+xtbWlcePGDBkyhEePHgGwefNmzMzMuHnzJgAxMTFYWlqybds2AP766y/c\n3d2xtLTEysoKb29vYmNjAUhNTWXChAl89dVXWFpa8u2333Lr1q23jlcIIYQQHz4pygtBQkICa9eu\npUOHDkrL82vROHToECEhIYwdO5bMzEwuX75MdHQ0W7ZsoU2bNowbN46QkBB++eUXhg0bRmBgINev\nXwdg1KhRZGRksGHDBrZt20blypWZMGHCW51Henr6G+9bq1YtYmNjSU5OJiYmBl9fX9zd3dmzZw/+\n/v6cPn2aDRs25DlGfvv5+/tz//591q1bx6ZNm3j06BHTp09/45izzJs3j4sXLxIYGEhwcDAZGRn4\n+PgA0KVLFxo2bMjPP/8MwPjx42nSpAkdO3YkKSkJHx8fmjZtyq5du1ixYgUxMTEsW7YMgODgYE6e\nPElQUBDbt2+nbNmy/Pjjj28drxBCCCE+fNJT/o7079+fEiVeXuM8e/YMXV1d/Pz8CjRGt27dqF69\nOgAXL14kIyODcePGUaZMGbp27cq6desYPHgwtWvXpnbt2syZM4ebN29Su3ZtHBwccHJyolKll3Na\nu7u78913373VOY0ZM4YRI0YoxiyIcuXKAZCcnExGRgZ+fn507doVACMjI2xtbYmKispzjPz2u3//\nPmXKlKFKlSqUKVOGWbNm8fTp0wLH+qpnz54RHBzMpk2bqFu3LgCzZs2iSZMmnD17Fmtra6ZMmYKr\nqyvDhw/nypUr7NixA4Dnz58zYMAAvLy8AKhSpQpOTk6cP38eePnXkVKlSmFkZIS+vj4TJ04kOjr6\nreIVQrwb+vraGBqWK+owclWcY/uQSV4Lh+T1zUhR/o5MnjyZBg0aAJCYmMj27dtxc3MjNDRUUWjn\np2pV5fmo9fT0FP3NWe0wRkZGivWlSpUiJSUFADc3N3bt2sX//vc/bt26xd9//42amhoZGRmKi4WC\n6tu3L71792bevHnUq1evQPtmtZiULVuWihUroqmpydKlS7lx4wbXr1/nxo0buLi45DlGtWrV8tyv\nT58+DBgwQNFm0rp162x/nSiomJgYUlNTFQ+CZklJSSE6Ohpra2s+//xz+vfvj7+/PxMmTKBixYoA\nGBgY0KFDB1atWsXVq1e5ceMGkZGRWFhYANCjRw/27NlD8+bNadCgAQ4ODnTu3Pmt4hVCvBsJCUnE\nxb3dRX1hMTQsV2xj+5BJXguH5DV/uV20SFH+jlSsWBFjY2MAjI2NMTMz49ixY2zatIlRo0Zla13J\nqTXk9Vc8q6urZ9smpwI7MzMTLy8vnjx5Qrt27XBwcCA1NTXXaf0CAwNVnnIwLi4OT09Ptm7dqjg/\nVURGRmJkZETZsmW5evUqPXr0wN7eHmtra7y8vFi9enW+Y+S2X9ZDoTY2Nhw9epTDhw9z9OhRZsyY\nwY4dO1izZo3Kcb4u63MJDg5W3O2HlznW19dX/B4REYG6ujqnT5+mR48eAMTGxtK5c2dMTU2xs7Oj\nW7duHDlyhHPnzgEvW3oOHTrEsWPHOHLkCMuWLWPTpk2EhYWhpaX1xjELIYQQ4sMnRXkhyszMJCMj\nAwBNTU2lBxuzHvB8F65fv87Zs2f5/fffMTAwAF4WlVkxvM7Hx0fRI52Xc+fOMXPmTObNm5ftLn5e\nUlJS2L59O23atAEgPDychg0bMnfuXMU2t2/fpkaNGnmOk99+S5cuxcLCAldXV1xdXTl37hw9e/Yk\nISFBqYAuCGNjY9TV1UlISFD8dSApKYmRI0cydOhQ6tSpw6FDhzh69ChBQUH079+fQ4cOYW9vz/79\n+9HW1laadebVC4SQkBDKly9Pu3btcHR0ZPDgwbRo0YLIyEjMzc3fKF4hhBBCfBykKH9HEhMTiYuL\nA172Fm/ZsoU7d+4oCtP69euzdetW2rdvD7x8gc27mptbR0eHEiVKsGvXLhwdHbl06ZKiMHzx4sUb\nT/EXHh7OypUr0dbWznO7hIQESpUqRUZGBvfv3ycwMJAXL14oetr19PS4du0aFy9epHz58mzYsEFx\nJz0v+e13//59tm/fzrRp0zAwMGD79u0YGRmhp6dHeno6CQkJ6OrqoqmpqfI5a2tr07VrV6ZMmcKk\nSZMwNDRk3rx5XLt2jerVq5OUlMSkSZPo168fTZs2pW/fvkyaNAkbGxv09PSIjY3l5MmTGBsb89tv\nv3HkyBG++OIL4OV3JCAgAF1dXapVq0Z4eDhly5bN9+JECCGEEB8/mX3lHRkyZAjNmjWjWbNmuLi4\ncPr0aRYtWoSlpSUAXl5emJqa0qtXL0aMGEH//v1zbE/Joqamlq1oz62Ir1SpEhMnTmTlypU4Ozuz\nefNmgoKC0NLSIiIi4o3PafLkyfkW5ADdu3enWbNm2NvbM2zYMCpUqMCGDRvQ09MDXk4H2aBBA7y8\nvOjZsycaGhqMGzeOq1ev5niuWT/nt9/o0aOxsLBg4MCBuLi4cPv2bQIDA1FTU+PatWs0a9ZM8ZBl\nXl7P65gxY2jatClDhw6la9euvHjxgpUrV1KyZEnmz5+PlpaW4oJjwIABaGhoMG/ePNq2bUuHDh0Y\nMmQInTt35u7du8yfP59bt26RkpKCt7c3Li4ujBkzBmdnZ44cOUJgYKBSm4wQQgghPk1qme/zrS1C\nvEfTp0+nXbt2H3RryFSXX6hcXvXWISFEwT14chdHv4bUqlW7qEPJkTw4Vzgkr4VD8po/edBTfFLi\n4+O5ePEiI0eOLOpQ3kp8cmxRhyDER0/+PRNCFAdyp1x8tNLS0tDQ+LCvO69du0ZCQv5vPhUFo6+v\nLXktBB9yXo2Nq2WbAau4kDuPhUPyWjgkr/mTO+Xik/OhF+QAderUkf+4FQL5P43CIXkVQog3Jw96\nCiGEEEIIUcSkKBdCCCGEEKKISVEuhBBCCCFEEfvwm26F+IjJg56F4/HjD/eBxOLsQ8hrcX6gUwjx\naZOiXIhibInPJgzKVirqMIT4KMQnx+I23bnYzkcuhPi0SVEuRDFmULaSvDxICCGE+AR81D3laWlp\nLFmyBCcnJ+rXr0/z5s0ZP348CQkJRRKPh4cHCxYsAF6+yr04vNgmJSWFJUuW4OzsjKWlJY6Ojsyd\nO5fk5GSV9r979y4mJibExMS889g8PDxYunTpOx9XVadPn8bLy4uGDRtibW2Nh4cHR44cUdomv8/R\n3t6ezZs3F3KkQgghhPjQfdR3yufOncvx48eZNGkS1atX5969e8yZMwdvb2/CwsKKJCY1NTUA/Pz8\niuT4r0pJScHT05P//vuPkSNHUqdOHW7dusX06dM5f/48q1evRl1dvUhjzMrX+7Zt2zb8/Pz47rvv\n8PPzQ11dnQMHDvDDDz/g6+tL3759FfHlFeOWLVsoU6bM+wpbCCGEEB+oj7ooDwsLY8qUKdja2gLw\n2WefMWfOHBwdHbl48SLm5uZFFpu2tnaRHTvLihUriImJYffu3ejo6ABQpUoVli1bRps2bdi3bx9t\n27Yt4ijfv7i4OCZMmMD48ePp1q2bYrm3tzdVqlRh5MiRtGjRgi+++IL8Xoirp6dX2OEKIYQQ4iPw\nUbevqKmpcerUKTIyMhTLqlatyu7du/nyyy8ByMzMZPny5bRu3RoLCws8PDy4evWqYnsTExN2795N\n27ZtsbS0ZMSIEcTExODh4YGlpSUeHh7ExcUptg8KCsLR0REzMzPs7OxYuHBhjrG93vag6n7v0tat\nW+ncubOiIM9ibGzM2rVradasGQAvXrxgzpw5tGzZEisrK/r378/9+/dzHNPExIRTp04pfg8LC6NF\nixYAnDlzhubNmxMWFkbTpk2xsbFh1apVnDlzhjZt2tCgQQN+/PFHpUL3/v37uLu7Y25ujpubG5GR\nkSodC8Df35/mzZsr9j1//rxKedm+fTvlypWja9eu2da1bduW6tWrs2XLFsWypKQkhg8fjpWVFa1a\ntSI8PFyxzt7entDQUAAyMjLy/K4JIYQQ4tP1URflnp6ehISE0KpVK8aNG8fu3bt5+vQpNWvWREtL\nC4CAgABWrVrFTz/9xNatW6latSre3t78999/inEWLVrEzJkzWbp0KXv27MHd3R1PT0/Wr1/PvXv3\nWLlyJQDh4eGsWrWKqVOnsm/fPgYNGsSSJUu4dOlStthebXvIbb+LFy++8bmnp6fnuf7Zs2fcuXOH\n+vXr57i+QYMGirv5EyZMYP/+/cyaNYuNGzeSnp7OgAEDlC52VJWQkMC+fftYt24d3333HbNnz2bW\nrFmKf3bs2MHRo0cV24eFhdG+fXu2bdtGlSpVGDRokErH3b9/P+vXr2fu3Ln89ttv1KtXD19fX5Vi\nvHTpEmZmZrm2pTRs2FCpwD906BAmJibs2LGDtm3b4ufnx5MnTxTrs8ZZvHhxjt81Vfv3hRBCCPHx\n+qiL8oEDBzJv3jw+//xzwsLCGDZsGHZ2dqxYsQJ4eZd83bp1DB48mFatWlGzZk2mTJmCpqYm27Zt\nU4zj6emJubk5tra21KlTBzs7O1q3bk29evVwcHDg5s2bAFSuXJkZM2bQpEkTjIyMcHNzw8DAgBs3\nbmSL7dW7wbntFxUV9cbnHhYWxvbt23Ndn1U05tdGk5iYyPbt2/Hz88PGxoY6deowZ84c7ty5w/Hj\nxwscV1paGiNHjqRGjRr06NGDjIwMevXqhbm5OY6OjtSqVUuRT4B27drh5uZGzZo1mTx5Mo8ePVLp\nuPfu3UNDQ4PPPvuMKlWqMHz4cGbPnp3vxQq8zE358uVzXV++fHn+/fdfxe/m5uZ89913VK1alYED\nB5Kamprts1P1uyaEEEKIT9NH3VMO4OzsjLOzM0+fPuXkyZNs3LiR2bNnU6NGDczNzUlMTMTCwkKx\nvYaGBmZmZkqFobGxseLnUqVKYWRkpPhdS0uLlJQUABo3bsyFCxeYO3cuN2/eJCIigvj4+FwLwazC\nvKD7qeKbb76hd+/ePHr0CC8vr2zrs3qdX72jm5Pbt2+TkZGhlCMdHR1q1KjBzZs3qVWrVoFjy8pn\nqVKlAJTyWapUKUU+AaW+/7Jly1K9enWioqKU2lRy4uLiQkhICK1bt6Z+/frY29vTpUsXlR5c1dHR\nUWpJet3Dhw/R1dXNdj7w/xc5L168UNrn0aNHKn3XhBCFS19fG0PDckUdRoF9iDF/CCSvhUPy+mY+\n2qL86tWrbNu2jTFjxgBQrlw5vv76a77++mu6dOnCyZMnsbGxyXHftLQ0pYL49UIut7aG0NBQpk2b\nRrdu3XBycmL06NF4enrmGmPWOAXZLyIigilTpuR+4q949OgRM2fOJDMzk2+//VZpXcmSJfnyyy+5\ncOECX3/9dbZ9J06cSN26dbG0tMxx7PT0dJUuGnLaRkND+WtXokTuf7B5fV1GRgaampr5HsvAwIDd\nu3dz6tQpjhw5wsaNGwkODmbLli1UrFgxz5gtLS0JCgoiNTU127EyMzP5+++/sbOzyzP+1x8AzboA\neV1aWtobtQEJId5MQkIScXFPizqMAjE0LPfBxfwhkLwWDslr/nK7aPloi/L09HRWr16Nq6srpqam\nSuvKlCmDnp4e2traGBoacv78eerWrQtAamoqf//9t2LGFlVkFdchISEMGDCAfv36AS/vQsfHx+c7\nQ0dB9qtbty7r16/PN6as6Q59fX1p165djtt06NCBoKAgfHx8lB72jIqKYsuWLUyfPp3PP/8cDQ0N\nzp8/T/PmzQF4/Pgx0dHR1KhRI9uYmpqaSj3Sbzt/eUREhOLnxMREoqOjFXfn8zrWb7/9xqNHj+jV\nqxd2dnaMGjWKJk2acO7cuXxnlHF1dSUgIIC1a9dmu5jZvXs3t27dYv78+QU6j3f1XRNCCCHEx+mj\nLcpNTU1p2bIlAwcOZNiwYTRo0IB///2XvXv3cu3aNWbPng3At99+S0BAAJUqVaJatWosX76clJQU\nXFxcchw3p0I5a5menh6nTp2idevWJCcnM3/+fNTU1JTaMd7FfqoIDw9n8ODBNG3aNNdtevXqxa5d\nu/Dw8GD48OHUrFmTiIgIZsyYgY2NDc7OzpQoUQI3Nzd+/vlntLS00NXVZc6cOVSqVIlmzZrx8OFD\npTHr169PcHAwtWvX5ubNm2zdurVAc52/nt9t27ZhaWmJubk5c+fOpVq1anz11Vf5His1NZU5c+Zg\naGiIqakpp06dIiUlRVEQP3r0iNKlS+c4h7i+vj6TJk1izJgxJCUl0a5dOzQ0NDh06BALFy5k2LBh\n1K5d8Nd0F/S7JoQQQohPx0dblMPLKfGCgoJYtmwZ9+/fp2TJktjY2BAcHEylSpUA6NOnD0lJSYwf\nP56kpCSsrKxYu3Yt+vr6OY75euvKq7OojB07lp9++omOHTtSuXJl+vfvT8WKFZXu9r7tfqrKaTq/\n15UsWZJff/2VxYsXM2XKFOLi4qhUqRIdOnTAx8dH0ZYxcuRIMjMz8fX1JTU1laZNm7JmzRpKliyZ\nLSfjxo1j7NixuLi4YGZmxg8//EBAQIDSeefl9fV9+vRh/fr1TJw4kYYNGyqNldex2rdvz/3795k5\ncyZxcXFUr16d+fPnU716dQDatGlD7969GTRoUI5xODs7U7lyZZYtW0ZwcDDp6emYmpqyYMECpX72\n/F4e9Pq5FOS7JoQQQohPh1pmfr0VQnyEDh48SFRUlKJlqLia6vILlctXLeowhPgoPHhyF0e/htSq\nVfC/dBUl6dEtHJLXwiF5zV9uPeUf9ZSIQuRm/fr1ODo6FnUYQgghhBDAR96+IkRuAgMDs80CUxzF\nJ8cWdQhCfDTk3ychRHFW/KsSIQrBh1CQAwwM7EZCQlJRh/HR0dfXlrwWgg8hr8bG1Yo6BCGEyNGH\nUZkI8YmqU6eO9OYVAul5LBySVyGEeHPSUy6EEEIIIUQRk6JcCCGEEEKIIibtK0IUY9euXSv2Pbof\nosePi3/v84eoqPJqbFxN8d4EIYT4UElRLkQxtsRnEwZlKxV1GEIUW/HJsbhNd/7g5h4XQojXSVEu\nRDFmULaSvDxICCGE+ARIT7kQQgghhBBFTIryAnjy5AkzZ87E0dERS0tL2rRpQ1BQEGlpaSrtf+bM\nGUxNTQs5yoLz8PBgwYIF2ZZHR0djYmLC/fv3AbC3t2fz5s0qjWliYsKpU6feOrawsDBatGjxxvuP\nGTMGExOTbP/UrVuXx48fv/X4eeXkwYMHSvkTQgghhMiNtK+o6N9//6V79+4YGhoydepUjI2N+fvv\nv5k6dSrXr19n9uzZRR3iW1FTU8t3my1btlCmTJn3EM27o6amxtdff8348eOzrdPT03vr8T/EnAgh\nhBCi+JGiXEVz5syhZMmSrFy5UvGUf5UqVdDT08PDwwMPDw/Mzc2LOMrC9S6K2PctMzOTkiVLUqFC\nhUIZ/0PMiRBCCCGKH2lfUUFKSgq7d++mV69e2abdatSoEWvWrOHLL78Esrdt5NQesXr1aho3boyt\nrW22tpGgoCAcHR0xMzPDzs6OhQsXFtJZFZy9vT2hoaEAJCUlMXbsWL766ivMzMxo06YN+/bty3G/\nlJQUfv75Z2xtbWncuDFDhgzh0aNHivV//fUX7u7uWFpaYmVlhbe3N7GxsUpjLFmyBFtbWxo1asSM\nGTMKFLcqfwXIEhUVRd++fWnYsCHNmjUjICCAzMxMABYtWkT//v3x8PDAxsaG48ePK+UkNTWVqVOn\nYmNjQ/PmzTl48GC2sb29vWnQoAHm5ua4u7tz48aNAp2LEEIIIT5OUpSr4M6dO/z333/Ur18/x/U2\nNjZoaWmpNFZ6ejr79u1jzZo1TJ06lfXr17NlyxYAwsPDWbVqFVOnTmXfvn0MGjSIJUuWcPHixTeO\nPT09XaXtsgrP/GQVuNOnT+fWrVusXLmS3bt306hRI8aNG0dqamq2febNm8fFixcJDAwkODiYjIwM\nfHx8gJfFvY+PD02bNmXXrl2sWLGCmJgYli1bptg/NjaWGzduEBISwqRJk/j11185cuSISvEW5NwS\nEhJwd3encuXKhIaGMnHiRIKDg1m5cqVimyNHjtCmTRvWrVtHgwYNlHKyaNEiDh48yJIlSwgICGD9\n+vVKMQwcOJCqVasSHh7Ohg0byMjIYNasWSqfhxBCCCE+XtK+ooInT54AUK5cuXcy3syZMzE2NubL\nL7/E09OT9evX07lzZypXrsyMGTNo0qQJAG5ubgQEBBAVFfXGrTFhYWFoaWnRvn37PLewabCqAAAg\nAElEQVRbvnw5v/76q8rjWltb06dPH2rXfjk3sJeXF6GhoTx8+JAqVaootnv27BnBwcFs2rSJunXr\nAjBr1iyaNGnC2bNnqV69OgMGDMDLywt42RLk5OTE+fPnFWNoaGgwZcoUypYtS/Xq1fnll1+IjIyk\nZcuWKsX622+/ceDAAaVls2bNonXr1krLdu7cSZkyZZg8eTLq6urUrFmTuLg4/P396du3L/CyXaVn\nz57ZjpGZmUloaCijRo3C2toaAD8/P8V5PX/+nO7du+Pm5qboQe/YsSNBQUEqnYMQInf6+toYGr6b\n/z4XVx/7+RUVyWvhkLy+GSnKVZDVN5yYmIixsfFbjaWjo6M0Rr169VixYgUAjRs35sKFC8ydO5eb\nN28SERFBfHy8yne7c/LNN9/Qu3dvHj16pCgQc9K9e3f69OmjtOzevXvZlmXp2LEj+/fvZ+PGjdy6\ndYvLly8DkJGRobRdTEwMqampuLu7Ky1PSUkhOjoaa2trOnTowKpVq7h69So3btwgMjISCwsLxba6\nurqULVtW8bu2tjYvXrxQ5fQBaNmyJaNHj1ZallOPeVRUFHXr1kVdXV2xzNLSksePH/P48WMAjIyM\ncjxG1jZZFx6A0kw7pUuXpnv37mzbto3Lly9z69Ytrly5Ij3pQrwDCQlJxMU9LeowCo2hYbmP+vyK\niuS1cEhe85fbRYsU5Sr4/PPP0dHR4cKFC5iZmWVb7+vrS/v27XF0dMy27vWC+tWCD14WsZqamgCE\nhoYybdo0unXrhpOTE6NHj8bT0zPHmCIiIpgyZYpK8T969IiZM2eSmZnJt99+m+M25cuXz3bB8XqB\n/aqRI0fy119/0bFjR3r06IGhoSHdu3fPtl3W+QcHByv9pSEzMxN9fX1iY2Pp3Lkzpqam2NnZ0a1b\nN44cOcK5c+cU276es6z9VVW6dGmVLqZKlSqVbdysHGQtz69N6dX9NTT+/1+v5ORkunTpgp6eHo6O\njri6unLz5k25Uy6EEEIIQIpylairq+Pi4kJwcDBdu3ZVetjz1KlT7Nu3T3EXWlNTk+TkZMX6mJgY\npbEeP35MbGwslSq9fHX6hQsXqFWrFgAhISEMGDCAfv36AS/bZuLj43MsQOvWravUs5yblJQUPD09\n8fX1pV27dgU885wlJSWxa9cuNmzYoLijffToUSB7sWxsbIy6ujoJCQnUq1dPsf/IkSMZMmQIf/75\nJ9ra2gQGBir2WbNmzTuJEwr2kGfNmjXZs2cPaWlpioL6r7/+QldXN9872vr6+hgYGHDx4kXF3fIr\nV64o1v/xxx88ePCAnTt3Ki4yjh8/XqCLCyGEEEJ8vORBTxV9//33vHjxgm+//ZYzZ85w584dtm7d\nyrBhw+jcuTNWVlYA1K9fn+DgYKKjozl8+DBbt25VKgzV1NQYPXo0V69eZffu3axbt05x91pPT49T\np04p2kGGDh2KmpoaKSkpbxx3eHg4gwcPzrcgL0hxqKWlRenSpdm7dy93797l999/Z/r06QDZYtXW\n1qZr165MmTKF06dPExUVxejRo7l27Ro1atRAT0+P2NhYTp48SUxMDEFBQRw5ciTf9pSseFNSUoiL\ni8v1rn5BzsvV1ZX09HTGjx9PVFQUBw8eJCAggB49eqhU3Pfq1YtFixZx4sQJLl++zLRp0xTrdHV1\nef78uSJnoaGhhIaGvtVnK4QQQoiPhxTlKtLX1yckJISaNWsyevRoXF1dWbFiBT4+PkyePFmx3bhx\n40hMTMTFxYWgoCB++OEHpXEqVqxIkyZN6NWrF9OmTeOHH35QPHA4duxYnj17RseOHRk+fDguLi64\nuLgQERHxxnF37dqVpk2b5rtdbkVnTss1NTWZPXs2Bw4cwNnZmcWLFzN9+nSqVKmidHc4y5gxY2ja\ntClDhw6la9euvHjxQjHfe9u2benQoQNDhgyhc+fO3L17l/nz53Pr1i1FwZpTDFnLjh07RrNmzXjw\n4EGu8edVUL+6vkyZMixfvpyYmBg6der0f+zde1zO5//A8VfSoqKTaMgk/GIdaY6JlfO5OSVCi9XM\n2IwYckiNObdiag77jhYih6WZ05yaHZzmNIvEwiSrb1ZzqO7790ePPl+3osItq/fz8ejx6P4crs/7\nurrl/bl6f66bkJAQRo4cqfwMS2rL39+fAQMG8NFHH+Hv78+QIUOU452dnXnvvfcICQmhT58+JCYm\nEhUVRVZW1mNjF0IIIUTloaOWv5+Lf7lx48YxZ84crX1AUHkK6f0FljXrl3cYQry0bt65RucZLbGx\naVLeoWiNPDinHTKu2iHjWjJ50FNUSBcuXCAvL69CJuQAt3PSSj5IiEpM/o0IISoKmSkX/2oqlarE\nspJ/s6SkJDIysss7jArHzMxIxlULymtcraxeK/JpyxWJzDxqh4yrdsi4lkxmykWFVKVKxX4somnT\npvLLTQvkPw3tkHEVQoinV7EzGiGEEEIIIf4FJCkXQgghhBCinElSLoQQQgghRDmTmnIhXmLyoKd2\nZGbKg57a8DzHtaI/vCmEEI+SpFyIl9gK/03UMqxT3mEI8ULdzknDa17PCr32uBBCPKrCJ+U+Pj60\nbNmSDz74oLxDKZPU1FQWL17M0aNHuXfvHg0bNsTLy4uhQ4c+l/YfPHhAXFwcXl5eQMnjlJKSwvjx\n47l69SozZsxg5syZrF27lrZt2z7xOteuXaNz587s2bMHKyurIvu3b99OWFgY+/fvLzHmuLg4pk2b\nhouLC+vXry+yf/DgwZw+fVq5lru7O2PHjmXgwIFPbLekvtva2paqr9pQy7COfHiQEEIIUQlU+KQc\nHv8R8i+re/fuMWLECDp06MC6deswMDDgl19+ITg4mNzcXEaMGPHM19i5cyeff/65kpTDk8fp66+/\nRldXl4SEBExMTPDw8KBmzZrPHEdZVa1alVOnTpGVlYWxsbGy/datW5w9e1ajD1u2bMHAwKBU7T6p\n74mJieXSVyGEEEJUHpUiKf+3+eGHH7hz5w7BwcHKtvr163Pt2jU2bNjwXJLysn5mVHZ2No0bN6Z+\n/YJZWyMjo2eO4WmYm5tjaGjIgQMH6Nevn7J93759ODg4cOrUKWWbqanpc7umEEIIIYQ2VarVV+Li\n4hg8eDDjx4/HxcWFzZs3k52dzfTp02nXrh12dnZ0796d3bt3K+ekpaUxZswYnJ2d8fT0JDo6Gnd3\nd63GqaOjw927dzlx4oTG9lGjRhEVFaW8vnnzJhMmTKB169a0adOGuXPn8uDBA6WvHTt21Djfx8eH\nZcuW8fPPPzNt2jTS0tJo1qwZ169fBwpmm8eMGYODgwPdunXjyJEjynlbt24lPj6eZs2aAQUlHUeP\nHgUKSmFCQ0Np27YtrVu35oMPPuCvv/4qtm+3bt3inXfeUcbz6tWrZR4fd3d3vv/+e41t+/bto0uX\nLkWOi42NBSA/P5+wsDDc3Nxo2bIlY8eOJT09XSOu4vr+aF/v3bvH9OnTcXFxwc3NjdjYWJo3b86N\nGzcASE5OZvTo0bRo0QIHBwe8vb25dOkSAD/99BNubm5s2rQJNzc3nJ2dmTRpEvfv3y/zGAghhBCi\nYqlUSTnA6dOnsba2ZvPmzbz55pvMmzePlJQU1qxZQ0JCAm+88QZBQUHk5uYCMG7cOPLy8oiNjcXP\nz4+wsLBnLodRqVRP3N++fXtsbGwYNmwYXl5efPbZZxw7dgwjIyNlpvrBgweMHDmSe/fusW7dOsLC\nwjh06BDz589/Yts6Ojo4Ozszbdo0LCwsOHLkCK+++ipQUN/dvXt3du7cib29PYGBgQBERETQo0eP\nIslqoSVLlnD69GkiIyOJjo5GpVLh7+9f7PXHjx9Pbm4usbGxBAQE8NVXX5V5PD08PDhy5Ah5eXlA\nwSz+qVOncHNzK7a/AOHh4WzevJmQkBBiY2O5f/8+U6ZMUY57XN8fFRISwsmTJ1m9ejVLly5l1apV\nyl8d1Go1Y8eOpX79+mzfvp0NGzagUqlYsGCBcn5GRgbffvstq1evJjw8nL179xIXF1em/gshhBCi\n4ql0STlAQEAADRs2xNzcHBcXF+bMmYOtrS0NGjTA19eXrKwsbt26xYULFzhz5gxz586lcePG9O7d\nmwEDBpS59ONhubm5fPjhh2RnP37ZsFdeeYWYmBjGjBnD7du3WbFiBcOHD6dHjx6cO3cOgMOHD5OW\nlsbChQtp2rQprVu3ZubMmWzcuPGJbQPo6elhZGRElSpVMDc3Vz6qvkuXLgwYMAArKytGjx5NRkYG\nt27dwtjYGH19fV555ZUipRx3794lOjqa2bNn4+DgQOPGjVmwYAGXLl3i+PHjGsdevHiRU6dOKePZ\nrVs3hg8fXubxdHJyQl9fn59//hmAQ4cO4eLi8tj6cbVazcaNG5kwYQJubm40atSI2bNnY29vr1z7\ncX1/WE5ODtu3b2fGjBk4OjrSsmVLgoKClDbu3bvHkCFDCAwMxMrKiubNm9O/f39lphwgLy+PadOm\n0aRJE1xdXenQoQNnzpwpU/+FEEIIUfFUuppyExMTqlevrrzu378/e/bsYePGjaSkpCgPC6pUKi5f\nvqwxOw3g7OzMd99999TX19PTY8CAAYwYMYKwsLBiVySBgprtiRMnMnHiRFJSUjhw4ABr164lICCA\nffv2kZycTIMGDTQeQHR2diY/P58rV648VWwNGjTQuD5QYmlFamoqubm5eHt7a2x/8OABV65coU6d\n/y3nd+nSpSLjaWdnx44dO8oUp46ODm+++Sb79++nXbt27N27ly5dujw2uc/MzCQzMxM7Oztlm5WV\nFR9++KHyujR9v3z5Mrm5udjb2yvbnJyclO+rV6/OkCFD2LZtG2fPniUlJYXz588XqW1/9FqFM/5C\nCCGEqLwqXVKur6+v8Xry5MmcPHmS/v37M3ToUCwsLBgyZAhQkGQ9mug96cMsQkJCOH/+fKniuHjx\nIj4+PsTHxxd5aHLTpk3UqFGDHj16AGBtbY21tTWurq706dOHpKQkqlWrVqTN/Px8oKA8priSkML9\nj1M4Y14WhW1GR0dTo0YNZbtarcbMzIz//ve/Gsc/Op5Vqz7dW9Dd3Z2QkBCmTJlCYmIiQUFB5OTk\nFHusnp5eie2Vpu+FsT7ch4e/z8nJYeDAgZiamtK5c2f69OnD5cuXNZ4DeDQetVr9TH95EaKiMjMz\nwsKiRskHVhIyFtoh46odMq5Pp9Il5Q/Lzs5m586dbNiwAUdHRwAOHjwIFCRLNjY25OTkkJKSgrW1\nNcATk+4ZM2aU6roJCQls2bKFhQsXFruKSVJSEseOHaNbt24ayaKhoSFQsBpIo0aN+OOPPzSWBjx1\n6hS6urq89tpr/PHHHxpJqlqtJjU1ldatWwNlXybyccdbWVmhq6tLRkYGzZs3BwrGdfLkyXz44Yca\nJSVNmzYt03g+Sbt27cjMzCQ6OpqmTZtiamr62KS8Ro0amJmZce7cOWxtbQG4cuUKw4YNIyEhodTX\nbNCgAXp6epw9e5Z27doBcPbsWWX/zz//zM2bN4mPj0dXVxcoKDN6UtL9b1uuU4gXJSMjm/T0v8s7\njJeChUUNGQstkHHVDhnXkj3upqVS1pQXeuWVV6hevTrfffcd165d48iRI8ybNw8oKL9o0KABXbt2\nZdq0aVy4cIH9+/fz5ZdfPlMidf/+fRITE4mMjMTMzKzYY0aOHMmNGzcYO3Ysx44d49q1axw+fJiJ\nEyfSs2dPXn31Vdq3b0/Dhg0JDAzk999/56effiIkJIRevXphbGyMnZ0d2dnZfPXVV6SmprJgwQLu\n3LmjXMPAwIC///6bK1euKOUTT0oeH7fPyMiIQYMGMXfuXH788UeSk5OZMmUKSUlJNGzYUONYGxsb\n2rVrpzGejz7o+ddff/HPP/+UOI7VqlWjffv2hIeHF1l1pTgjRowgPDycH374geTkZIKDg3n99deV\nG5rSzFYbGhry1ltvMW/ePH799VdOnTpFaGgoOjo66OjoYGJiwr1795T3U2xsLLGxscqKOMWRWXIh\nhBBCQCVMyh9OAF955RUWLlzI3r176dmzJ8uXL2fevHnUq1dPmcENCQmhTp06eHl5sXTpUgYOHPhM\niZS+vj6hoaFPLNuwsrIiJiYGfX19JkyYQPfu3Zk1axZt2rRRVlfR0dFh+fLl6OjoMGTIED788EM8\nPDwICQkBoGHDhkyZMoXIyEj69+9PXl4ePXv2VK7Rtm1bGjVqRL9+/bhw4UKRsXn0dWHiWZypU6fS\nvn17PvzwQwYNGsT9+/dZs2aNUurz8HlLly7FwsKCoUOHsmjRInx9fTXa6t69O2vWrCn2Oo/G4OHh\nwT///EPnzp2LjflhY8aMoWfPnnz00UcMGTIEY2NjjZVqntT3h02ZMgVbW1tGjRrFhAkT6Nu3L2q1\nGj09PZydnXnvvfcICQmhT58+JCYmEhUVRVZWFjdv3nzsdWS2XAghhBA6apmqK5O4uDgiIiJK9bHw\nouwKH2J95513yjuUYu3du5d27dopZTmnT5/G29ubX3/9VSlZeZ5Cen+BZc36JR8oRAVy8841Os9o\niY1Nk/IO5aUg5QDaIeOqHTKuJZPyFfGv8PXXX2vMfL9sli9fTmhoKFevXuX8+fMsXLiQzp07ayUh\nF0IIIUTlIUl5GUm5gXZFRkbSqFGj8g7jsRYtWsT169fx9PTE19eXBg0aKCVDQgghhBBPq1KvvvI0\nPD098fT0LO8wKqynXSLxRbGxseHLL798Yde7nZP2wq4lxMtC3vdCiMro5c6AhKjkxkYOJiPjyZ/Q\nKsrOzMxIxlULnue4Wlm99lzaEUKIfwtJyoV4iTVt2lQemNECeRBJO2RchRDi6UlNuRBCCCGEEOVM\nknIhhBBCCCHKmZSvCPESS0pKktpnLcjMlJpybXhe42pl9Zry4WNCCFFZSFIuxEtshf8mahnWKe8w\nhHhhbuek4TWvp3xwkBCi0pGkXIiXWC3DOvKJnkIIIUQlIDXlQgghhBBClDNJyh9ha2ur8dWmTRum\nT59OTk5OeYemVdeuXcPW1pbU1NQi+5YuXYqPj4/WY8jJyWHr1q1av05cXFyRn/PDXx9//LHWYxBC\nCCGEeJiUrxQjLCwMFxcX8vPz+fPPP5k5cybz589n7ty55R1ahbZ27Vp++OEHrX9iaq9evejYsSMA\neXl5dOzYkYiICJydnQHQ19fX6vWFEEIIIR4lM+XFqFmzJubm5tSuXRtHR0f8/f1JSEgo77AqPLVa\n/UKuo6+vj7m5ufIFYGxsrLw2MjJ6IXEIIYQQQhSSpLwUqlWrpvHax8eHZcuWKa8fLf2wtbUlLCyM\ntm3b4uvry9atWxk6dCgrV66kVatWuLq6Eh8fT0JCAp06daJVq1YsXbpUae/WrVuMHz+eVq1aYW9v\nj6enJ8eOHXsxnS2F5ORk/Pz8aNmyJR06dCAiIkJJqMPDw/H29tY43t3dndjYWAB+//13hg0bhrOz\nM66urnz66afk5+cTFxfH8uXLOXHiBM2aNQPg/v37LFq0iE6dOuHs7ExAQAA3btwA/jfmu3fvpkuX\nLjg4OPDOO++QmZn5XPq4YsUK3NzccHFxYfTo0Vy9ehWAo0ePYmtry9GjRwG4c+cOrq6uLF++XBmb\n0aNH06JFCxwcHPD29ubSpUtKu2FhYbi5ueHg4ICXlxenTp16LvEKIYQQ4t9NkvISZGRksG7dOvr1\n66exXUdH54nn7d+/n5iYGKZPn45arebs2bNcvXqVLVu20L17d4KCgoiJieGLL75g4sSJREZGcvHi\nRQACAwNRqVRs2LCBbdu2YWlpyaxZs56pH/n5+aU6rqTZ6oyMDLy9vbG0tCQ2NpbZs2cTHR3NmjVr\nnnhe4XhNnjwZGxsbvvnmG5YtW8b27dvZsmULvXr1wtfXFwcHB44cOQLArFmz2LNnDwsWLGDjxo3k\n5+fz7rvvolKplHajoqJYvHgx69ev59y5c6xevbpU/XySdevWsX37dhYuXEhsbCyvvfYaI0eO5N69\ne7Rt2xZPT09CQ0PJz89nwYIFWFhYEBAQgFqtZuzYsdSvX5/t27ezYcMGVCoVCxYsAGDPnj18/fXX\nLF68mG+//ZbmzZszfvz4Z45XCCGEEP9+UlNejICAAKpUKbhfuXv3LiYmJsyYMaNMbQwePJiGDRsC\ncPr0aVQqFUFBQRgYGDBo0CDWr1/P+++/T5MmTWjSpAmLFi3i8uXLNGnSBA8PD7p27UqdOgXrU3t7\nezNmzJhn6tPUqVOZNGmS0ubjPHrzAZCbm0uLFi0AiI+Px8DAgODgYHR1dWnUqBHp6emEhYXh5+dX\nYhw3btzgzTffpG7dutSvX58vvvgCU1NT9PX1MTAwoGrVqpibm5OVlcWOHTuIjIykVatWAMqs+eHD\nh7GxsQFg3LhxODg4ANCnTx/OnDlTpnEpzqpVqwgKCqJ169YAzJgxg4MHD/Ldd9/Rr18/pk6dSs+e\nPQkMDGT37t3Exsaiq6vL3bt3GTJkCF5eXhgYGADQv39/oqKiALh+/TpVq1bl1VdfpV69enz00Ud0\n69aN/Px8dHV1nzluISoKMzMjLCxqlHcYLxUZD+2QcdUOGdenI0l5MYKDg5UktDA59PLyIjY2Vkm0\nS1K/vuba0qampkqiVlgOU7duXWV/tWrVePDgAQBeXl7s3LmTEydOkJKSwrlz59DR0UGlUik3C2Xl\n5+fHyJEjWbJkCc2bN3/scStXrtSIS61W8+WXXyolGMnJyTRr1kwjiXRyciIzM7NUpSPvvvsuixcv\nZuPGjbi5udGrVy9ef/31IsdduXIFlUqFo6Ojss3Y2Bhra2suX76sJOVWVlbKfkNDQ/Ly8kqM4Uly\ncnJIS0tj0qRJGn8Nyc3NVUpYjI2NmTJlCoGBgYwePRpbW1sAqlevzpAhQ9i2bRtnz54lJSWF8+fP\nY2pqCkDv3r2JiYmhS5cu2Nvb4+7uzsCBAyUhF+IRGRnZpKf/Xd5hvDQsLGrIeGiBjKt2yLiW7HE3\nLZKUF6N27dpKsmdlZYWdnR2HDh1i06ZNBAYGFildKa405NGPiC4u8SouwVar1fj6+nLnzh169eqF\nh4cHubm5jBs3rthYIyMjOXjwYKn6lZ6ezogRI9i6datGMvuwunXrFtlXo0YNpaylWrVqRUpcCstJ\n1Gp1sWU9D4+Pn58fPXv2ZN++fRw4cICxY8fy7rvvFunf41ZAyc/P12jv0XF+1odFC9teunQpjRs3\n1mi3Ro3//SP67bff0NXV5ZdfflH6nZOTw8CBAzE1NaVz58706dOHy5cvKzPltWrVIiEhgaNHj3Lg\nwAE2btxIdHQ0W7ZsoXbt2s8UtxBCCCH+3SQpLyW1Wq0kn3p6emRnZyv7ilvb+2ldvHiRY8eOceTI\nEWrVqgVAdHS0EsOj/P398ff3L7Hd48eP8+mnn7JkyZIis/hlYWNjw65du8jLy6Nq1YK3z8mTJzEx\nMcHU1BQ9PT2NNd3/+ecf/vrrLwD+/vtvli5dyjvvvMPw4cMZPnw4n3/+Od988w3jxo3TSOgbNGhA\n1apVOXXqFG5ubgBkZmZy9epVrK2tnzr+khSuvHPr1i3efPNNoOCm46OPPmLw4MG0bduW8+fPs27d\nOpYvX87UqVNZt24dI0aM4Oeff+bmzZvEx8crN2GHDx9W2v7222/566+/GD58OK6urgQGBtKmTRuO\nHz9Ojx49tNYnIYQQQrz85EHPYmRlZZGenk56ejqpqaksW7aMP/74g+7duwNgb2/P7t27OXPmDGfO\nnCE8PLzEBz9Ly9jYmCpVqrBz506uX7/Orl27iIyMBApWI3la27dvZ82aNc+UkENBCUZ+fj4zZ84k\nOTmZffv2ERERwdChQ9HR0cHe3p6LFy/y7bffcuXKFWbOnKkkqDVq1CAxMZG5c+eSnJzM77//zsGD\nB7GzswPAwMCA9PR0rl27hoGBAV5eXoSGhvLTTz/x+++/ExgYSJ06dejQoUOpYk1PT3+qMRs1ahRh\nYWHs3buXq1evMnv2bH744QcaN25Mfn4+M2bMoG/fvnTq1ImPPvqIZcuW8eeff2JiYsK9e/f47rvv\nuHbtGrGxscTGxiox5ObmsmjRImX/9u3befDggbLajBBCCCEqL5kpL8YHH3ygfK+vr0+zZs0IDw/H\nyckJAF9fX5KSkhg+fDiWlpZMnTqV999//7Ht6ejoFEnaH5fE16lTh9mzZ7N8+XKWLFnCG2+8QVRU\nFEOGDOG3336jZcuWT9Wn4ODgEo95XEwPx29gYMCqVasIDQ3F09MTc3NzRo4cqczWt2vXDl9fX2bN\nmoWuri4jR44kIyNDaWvFihWEhIQwePBgqlSpgoeHB9OnTwegW7dubNy4kT59+rBv3z4mT56MWq1m\n/Pjx5Obm0r59e7766iulZKW4MS3cdufOHTp06MD8+fPp379/mcbKz8+Pu3fvEhwczJ07d2jevDmr\nVq3CwsKCNWvWcP36dWWVl0GDBrFlyxbmzJnDypUree+99wgJCeHu3bt07NiRqKgovL29uXnzJn37\n9uXGjRt8+umnpKen07BhQ5YuXVrq5xSEEEIIUXHpqF/UJ7YI8YJ99dVX1KpVi549e5Z3KE8tpPcX\nWNZ8tr9uCPFvcvPONTrPaImNTZPyDuWlIQ/OaYeMq3bIuJZMHvQUlcqDBw9ISEjg888/L+9Qnsnt\nnLTyDkGIF0re80KIykpmykWFVRHW/05KSiIjI7vkA0WZmJkZybhqwfMaVyur14qsrFSZycyjdsi4\naoeMa8lkplxUOv/2hBygadOm8stNC+Q/De2QcRVCiKcnq68IIYQQQghRziQpF0IIIYQQopxJUi6E\nEEIIIUQ5k5pyIV5i8qCndmRmyoOe2vA8xlUe8hRCVFaSlAvxElvhv4lahnXKOwwhXojbOWl4zesp\na5QLISolScqFeInVMqwjHx4khBBCVAJSUy6EEEIIIUQ5q5BJua2trcZXmzZtmMQXksYAACAASURB\nVD59Ojk5OeUdmlb99NNPGv1+/fXXcXd3Jyoqqkzt7NmzB1dXV5ydnbl48SLLli3D2dkZd3f3Es/1\n8fFh2bJlT9sFDe7u7gwZMqTI9sJ+qlSq53KdR6WlpeHs7MyCBQuK7Ltx4wZOTk58+eWXZWrz2rVr\n2Nrakpqa+pyiFEIIIURFUiGTcoCwsDASExM5dOgQkZGRnD17lvnz55d3WC/EoUOHSExMZN++fUyf\nPp3IyEi++eabUp8fERFBx44d2blzJ+bm5qxcuZJp06YRExNTqvN1dHSeNvQifv31VzZt2vTc2iuN\nOnXqMH78eL766itSUlI09s2bN49GjRoxcuTIFxqTEEIIISq2CpuU16xZE3Nzc2rXro2joyP+/v4k\nJCSUd1gvRK1atTA3N8fS0hIPDw969+5dpr5nZ2fj5ORE3bp1+eeffwBo1aoVdeq8+AcO69aty+LF\ni8nMzHyh1x0xYgSNGjUiNDRU2ZaYmMj+/fsJCQl5rjceQgghhBAVNil/VLVq1TReP1pm8Wh5ga2t\nLWFhYbRt2xZfX1+2bt3K0KFDWblyJa1atcLV1ZX4+HgSEhLo1KkTrVq1YunSpUp7t27dYvz48bRq\n1Qp7e3s8PT05duzYi+nsI6pXr66RRNra2nL06FHldVxcHB07dlT2Xb9+naCgIHx8fOjcuTMA3bp1\nIyIiAoCoqCg6d+6MnZ0drq6ufPbZZ4+9dlxcHD179sTR0ZG33nqLn3/+uUyx+/r6YmhoyMKFCx97\nzN9//82UKVNwcXHB1dWVmTNnkpOTg0qlonXr1uzdu1c5tl+/fowdO1Z5vXbtWt5+++0iberq6jJr\n1iwSExP5/vvvyc/P55NPPmHEiBE0b94cgO+//x5PT08cHR3p2bMnu3btUs738fEhODiYLl264Obm\nxn//+1+N9jdu3EiLFi04ffp0mcZDCCGEEBVTpUjKMzIyWLduHf369dPYXtJs5/79+4mJiWH69Omo\n1WrOnj3L1atX2bJlC927dycoKIiYmBi++OILJk6cSGRkJBcvXgQgMDAQlUrFhg0b2LZtG5aWlsya\nNeuZ+pGfn1+q49RqtfL9pUuXSEhIoG/fvqU698iRI1haWjJ16lTCwsKIjY0FYNOmTbz99tts376d\ntWvXEhISwu7duxk3bhwrVqzgzJkzRdqKi4tj7ty5+Pv7s2PHDlxdXXnnnXf4888/SxULFNxQTJ8+\nna1bt3LixIlij5k2bRpZWVl8/fXXREZGkpKSwscff0yVKlVo166dciOQlZXFxYsXOXXqlHJuYmIi\nbm5uxbbbsmVL+vfvz6JFi4iJieHu3btMmDABgKNHj/L+++/j6enJjh07GDx4MJMmTdJIsrdu3cqn\nn37K559/jomJibJ93759zJ8/n+XLl+Pg4FDqsRBCCCFExVVhl0QMCAigSpWCe467d+9iYmLCjBkz\nytTG4MGDadiwIQCnT59GpVIRFBSEgYEBgwYNYv369bz//vs0adKEJk2asGjRIi5fvkyTJk3w8PCg\na9euSsmHt7c3Y8aMeaY+TZ06lUmTJpVYRuLi4gIUJPEPHjzAyckJV1fXUl2jVq1aVKlSBSMjI8zM\nzJTyFVNTUwwMDLC0tGT+/Pm0adMGAC8vLyIiIrh06RL29vYaba1bt47hw4crN0MTJ07k559/Zt26\ndQQGBpa63x4eHnTs2JE5c+YQFxense+PP/5g7969/PjjjxgbGwMwf/58PDw8uHnzJq6urqxbtw6A\nY8eO4eLiwpkzZ7hy5Qp169bl+PHjfPzxx4+99uTJk+nRo4eSRBf+xSU6OpquXbsyYsQIAEaNGsXp\n06dZvXo1YWFhALi5udGiRQug4C8xAMePH2fOnDksWLCAtm3blnoMhKgszMyMsLCoUd5hvHRkTLRD\nxlU7ZFyfToVNyoODg5WEKCsrix07duDl5UVsbKySaJekfn3N9aELE1P4XzlM3bp1lf3VqlXjwYMH\nQEGyunPnTk6cOEFKSgrnzp1DR0cHlUql3CyUlZ+fHyNHjmTJkiVKCUVxtm7diq6uLiqVilu3bvH5\n558zbNgwtmzZQtWqz/Yjb926Nb/++iuLFy/m8uXL/Pbbb9y+fbvYWfzLly/z3nvvaWxzcnLi8uXL\nZb5uUFAQvXr1Yt26dTRr1kzZnpycjFqtplOnThrH6+jocOXKFdq3b09QUBBZWVn88ssvtG7dGrVa\nzbFjx6hfvz6mpqbY2Ng89rpmZmYMGjSIo0ePKiU+hX0bPHhwkb4V/mUBoF69ekXamzlzJiqVSuN9\nI4T4n4yMbNLT/y7vMF4qFhY1ZEy0QMZVO2RcS/a4m5YKm5TXrl0bKysrAKysrLCzs+PQoUNs2rSJ\nwMDAIqUrxSWVj37Us66ubpFjikuw1Wo1vr6+3Llzh169euHh4UFubi7jxo0rNtbIyEgOHjxYqn6l\np6czYsQItm7dqvTvUQ0aNFDieu2112jYsCEdOnQgMTFRI7EsVNqyGIDY2Fg++eQTBg8eTNeuXZky\nZYoyW/yoR+v4AfLy8sp0vUL16tUjICCA8PBwZs+erRG7gYEB27dv1zherVZjYWFB9erVsbGx4Zdf\nfuGXX34hMDCQ3NxcTpw4QWpqKh06dCjx2vr6+ujr65fYN5VKpbFM46PnAIwfP56kpCRmz57Npk2b\n5IFRIYQQQgAVOCkvjlqtVpImPT09srOzlX3Pc/3oixcvcuzYMY4cOUKtWrWAgnKHwhge5e/vj7+/\nf4ntHj9+nE8//ZQlS5YUmcV/ksI+FybDenp6Gmu2l6XvMTExvPvuu7zzzjsA3Llzh9u3bxfbL2tr\na06dOqU8LAoFSxwW/gWjrPz8/Ni+fTtLly5Vkllra2v++ecf8vLysLa2VvrzySefEBISQvXq1XF1\ndWXfvn1cunQJJycncnNzmTt3LoaGhhoPfZaFtbU1v/76q8a2kydPKjE8Trdu3ejbty/du3dn06ZN\nxa7DLoQQQojKp8I+6JmVlUV6ejrp6emkpqaybNky/vjjD7p37w6Avb09u3fv5syZM5w5c4bw8PDn\nNmtpbGxMlSpV2LlzJ9evX2fXrl1ERkYCcP/+/adud/v27axZs6bEhLyw3+np6fz+++/Mnj0bMzMz\nWrduDRT0PTo6mqtXr/L999+zdevWUsdgamrK0aNHSUlJ4ezZs3z44Yfo6OgoZTsPe/vtt4mOjmbb\ntm2kpKSwePFikpKSlLKP7OxsMjIySn1tPT09Zs6cyY0bN5RtNjY2dOjQgcDAQE6fPs2FCxeYPHky\nmZmZyg2Rq6sr33zzDc2aNUNfXx9nZ2euXbvGpUuXaNeuXamv/zBfX1/27NnDf/7zH65cucKXX37J\n3r17GTZsmHJMcTcqUPBXnICAAJYsWfLCl3oUQgghxMupwiblH3zwAR06dKBDhw707t2bH3/8kfDw\ncJycnICCpOr1119n+PDhTJo0iYCAgGLLUwrp6OgUSdofl8TXqVOH2bNns2bNGnr27MnmzZuJiopC\nX1+f33777an7FBwcjJGR0RNjBOjYsaPS9+HDh1OlShXWrl2LoaEhgFJj3bt3b6KiopgwYcITb0ge\n3jd9+nTu3r1L//79+eijj+jduze9e/cutl9du3Zl0qRJfPbZZ/Tr149ffvmF1atXKzXcYWFhDBw4\nsExj0LZtW3r16qWxbcGCBbz22mu8/fbb+Pj4YGlpyYoVK5T9Li4uVK1aVXkA1tDQkGbNmuHk5KQ8\nI/Akxf3s7ezsWLRoERs3bqRPnz5s3bpVWULz4fMebafQqFGjMDY2ZtGiRaXvvBBCCCEqLB3146bz\nhNAytVrN0KFD2bBhQ3mH8tIK6f0FljVLX6okxL/ZzTvX6DyjJTY2Tco7lJeKPDinHTKu2iHjWrJK\n96CnePlt2LABd3f38g7jpXY7J628QxDihZH3uxCiMpOZclFu8vLynnmJxoouKSmJjIzskg8UZWJm\nZiTjqgXPY1ytrF4rsvJVZSczj9oh46odMq4lk5ly8dKRhLxkTZs2lV9uWiD/aWiHjKsQQjy9Cvug\npxBCCCGEEP8WkpQLIYQQQghRzqR+QIiXmNSUa0dmptSUa8OzjKvUkgshKjtJyoV4ia3w30Qtwzrl\nHYYQWnU7Jw2veT1lKUQhRKUmSbkQL7FahnVknXIhhBCiEpCaciGEEEIIIcpZpUrKbW1tNb7atGnD\n9OnTycnJKe/QtOratWtF+u7o6Mhbb73FgQMHlONsbW05evRoucT4PK+dlpZGs2bNCAgIKNXx7u7u\nbN68+blcWwghhBDiaVS68pWwsDBcXFzIz8/nzz//ZObMmcyfP5+5c+eWd2hat2nTJurVqwfA3bt3\n+c9//sO4ceP49ttvsbKyKtfYEhMTqVmz5nNpKyEhgQYNGnDkyBEyMjIwMzN74vFbtmzBwMDguVxb\nCCGEEOJpVKqZcoCaNWtibm5O7dq1cXR0xN/fn4SEhPIO64UwNTXF3Nwcc3Nz6tevz5QpU9DX1+f7\n778v79AwNzdHT0/vubQVHx/PoEGDMDc3Z8eOHSUeb2pqir6+/nO5thBCCCHE06h0SfmjqlWrpvHa\nx8eHZcuWKa8LSz9SU1OBgjKLsLAw2rZti6+vL1u3bmXo0KGsXLmSVq1a4erqSnx8PAkJCXTq1IlW\nrVqxdOlSpb1bt24xfvx4WrVqhb29PZ6enhw7duzFdPYRurq6ABrJ8IkTJ+jbty8ODg4MGzaMa9eu\nKfuSk5Px8/OjZcuWdOjQgYiICNRqtbJ/79699OrVCycnJ9566y0OHz6s7PPx8WHFihX4+fnh6OhI\n165dOXjwoLK/sHwlOTkZOzs7pZwkNzeXvn37Mm3atFL16cqVK5w7d47WrVvTsWNHtm3bprE/PDyc\ngIAAfHx8aNWqFYcPH8bd3Z3Y2FiuX79epMzH1taWESNGAHD//n0WLVpEp06dcHZ2JiAggBs3bgD/\ne5/s3r2bLl264ODgwDvvvENmZqZy7S1bttCjRw/s7Oxo06YNs2fPJj8/v1T9EkIIIUTFVqmT8oyM\nDNatW0e/fv00tuvo6DzxvP379xMTE8P06dNRq9WcPXuWq1evsmXLFrp3705QUBAxMTF88cUXTJw4\nkcjISC5evAhAYGAgKpWKDRs2sG3bNiwtLZk1a9Yz9aO0id3DCXROTg5Lly4lLy8PV1dXZXtsbCzT\np09n8+bN/P333yxYsAAoGCtvb28sLS2JjY1l9uzZREdHs2bNGgAuXLhAYGAg/v7+fPPNNwwePJhx\n48Zx4cIFpe2oqCj69OlDfHw8zZs3JygoSCMmABsbGwICAliyZAl///03q1atIisrq9RJeXx8PBYW\nFtjb2+Ph4cGFCxc0YgA4cOAA3bt3Z/369bRo0QIo+Jm/+uqrJCYmKl9r165FT0+Pt99+G4BZs2ax\nZ88eFixYwMaNG8nPz+fdd99FpVJp9HHx4sWsX7+ec+fOsXr1agCOHTtGcHAwH330EXv27GHOnDnE\nxcWxe/fuUvVLCCGEEBVbpaspDwgIoEqVgnuRu3fvYmJiwowZM8rUxuDBg2nYsCEAp0+fRqVSERQU\nhIGBAYMGDWL9+vW8//77NGnShCZNmrBo0SIuX75MkyZN8PDwoGvXrtSpU7D2tLe3N2PGjHmmPk2d\nOpVJkyYpbT7Owzcfd+/exdLSknnz5mnUk/v7+9O6dWsABg4cSHR0NFCQ7BoYGBAcHIyuri6NGjUi\nPT2dsLAw/Pz8WL16NQMGDKBv374AeHl58euvv7Ju3TpCQ0MBcHNzo3///gC8++679OvXj7S0NCwt\nLTXi9Pf3Z9euXUyfPp0DBw4QHh6OkZFRqcYiPj4ed3d3ANq1a4eRkRFbt27l448/Vo4xNTVl2LBh\nRc6tUqUK5ubmAGRnZzN79mxGjhxJp06dyMrKYseOHURGRtKqVSsAZdb88OHD2NjYADBu3DgcHBwA\n6NOnD2fOnAGgevXqfPLJJ3Tu3BmAV199lbVr15KcnFyqfglR0ZmZGWFhUaO8w3hpydhoh4yrdsi4\nPp1Kl5QHBwcrs6OFiZaXlxexsbFKol2S+vU11402NTVVHhQsLIepW7eusr9atWo8ePAAKEhWd+7c\nyYkTJ0hJSeHcuXPo6OigUqmUm4Wy8vPzY+TIkSxZsoTmzZs/9riVK1cqcRkaGhb7AGSDBg2U742M\njLh//z5QULrSrFkzpeQFwMnJiczMTDIzM0lOTubixYsaq5jk5eXh6OhYbNuGhoZAQXnKo/T09Jgz\nZw7Dhg2jR48edOzYscQxADh37hxXrlxRZtX19PTo2LEj8fHxTJkyRRnfh382j/Pxxx9jYWHBxIkT\ngYKyGJVKpdEfY2NjrK2tuXz5spKUP3yDY2hoSF5eHgCvv/46+vr6fPbZZ1y6dImkpCSuXr1K27Zt\nS9U3ISq6jIxs0tP/Lu8wXkoWFjVkbLRAxlU7ZFxL9riblkqXlNeuXVtJnKysrLCzs+PQoUNs2rSJ\nwMDAIqUrxZWGPPpR0A8nqoWKS7DVajW+vr7cuXOHXr164eHhQW5uLuPGjSs21sjISI266ydJT09n\nxIgRbN269bErqdStW7fEVVYejbuwvKRatWpFSk0KyzZUKhUqlQo/Pz8GDBigce7DY1WWBzkvXLiA\nrq4up0+f5u7du1SvXr3Ec+Lj44GCWfiHY1CpVBw4cECZQS/poc5Vq1Zx4sQJtm3bpozH487Jz8/X\neI88+t4oHLPDhw/z3nvv0b9/f9zc3Bg3bhxz5swpsU9CCCGEqBwqXVJenMLEDQoSx+zsbGVf4QOe\nz8PFixc5duwYR44coVatWgBKecijCS8UlHH4+/uX2O7x48f59NNPWbJkSZFZ/OelUaNG7Nq1i7y8\nPKpWLXjbnDx5EhMTE8zMzLC2tiY1NVUj6Y+IiMDY2BgfH58yXSstLY0lS5YQGhpKZGQky5Yt0yg/\nKY5arSYhIYE+ffpojJlKpeLtt99m27ZtSlL+JD/99BNhYWFERUVhYWGhbG/QoAFVq1bl1KlTuLm5\nAZCZmcnVq1extrZ+bHuFN3mxsbF4enoqiXheXh5Xr17ljTfeKDEmIYQQQlR8lS4pz8rKIj09HYB7\n9+6xZcsW/vjjD7p37w6Avb09W7duVWqjw8PDS3zws7SMjY2pUqUKO3fupHPnzpw5c4bIyEigYGWP\np10re/v27axZs6bUdddPo0+fPoSHhzNz5kz8/Py4cuUKERERDB06FB0dHUaNGoW3tzf29va8+eab\nHD16lJUrV7JixQqljeJuPIozZ84c7Ozs6N+/P7Vr12bMmDH07t0be3t7srOzefDgQZHSm2PHjpGW\nloaPjw+NGzfW2DdgwADWrFlDVlbWE6+blpbGxIkT8fX15f/+7/+U9wmAhYUFXl5ehIaGoq+vj4mJ\nCYsWLaJOnTp06NCBW7duFdtmYZ9NTEw4efIkv//+O1WqVCEyMpKsrCylPEgIIYQQlVulS8o/+OAD\n5Xt9fX2aNWtGeHg4Tk5OAPj6+pKUlMTw4cOxtLRk6tSpvP/++49tT0dHp0jS/rgkvk6dOsyePZvl\ny5ezZMkS3njjDaKiohgyZAi//fYbLVu2fKo+BQcHl3jM09xYPNw3AwMDVq1aRWhoKJ6enpibmzNy\n5EhlVtrR0ZGFCxeyfPlyFi9eTP369fnkk0+UWeXiYigupu+++47Dhw8rSxm2a9eOrl27EhQUxJYt\nWwgLC2Pfvn3s379f47ydO3fSpEkT5SHLhw0ZMoRVq1YRHx9f7M+r0A8//MBff/1FVFQUUVFRGnH+\n9ttvTJ48GbVazfjx48nNzaV9+/Z89dVXSslKcf0r3Pb+++8zdepUvLy8MDExYfjw4TRs2JDjx48X\nG4sQQgghKhcddWmnL4V4CajVaoYOHcqGDRvKO5QXIqT3F1jW1E5JkhAvi5t3rtF5RktsbJqUdygv\nJXlwTjtkXLVDxrVk8qCnqBA2bNhQqtrwiuJ2Tlp5hyCE1sn7XAghZKZc/Ms8/KBpZZCUlERGRnbJ\nB4oyMTMzknHVgmcZVyur14qsXiQKyMyjdsi4aoeMa8lkplxUCJUpIQdo2rSp/HLTAvlPQztkXIUQ\n4uk93afVCCGEEEIIIZ4bScqFEEIIIYQoZ5KUCyGEEEIIUc4qV4GuEP8y8qCndmRmyoOe2vA04yoP\neAohRAFJyoV4ia3w30QtwzrlHYYQWnE7Jw2veT1lfXIhhECSciFearUM68iHBwkhhBCVQIWoKffx\n8WHZsmXlHUaZpaam8sEHH9C6dWscHR3p168fMTExWrteeHg4tra2ypednR2dO3fms88+Iy8vTzlu\n6tSpTJ48WWtxlFVycjIfffQRrq6utGjRgkGDBrF79+5Snx8eHo63tzcAcXFxdOzYUdm3Z88eXF1d\ncXZ25tKlS8817mvXrmFra0tqaupzbVcIIYQQFU+FmSnX0dEp7xDK5N69e4wYMYIOHTqwbt06DAwM\n+OWXXwgODiY3N5cRI0Zo5bqOjo6sWLFCieHXX3/lk08+4c8//2TevHkAzJgxQyvXfhonT57Ez8+P\nXr16ERUVRY0aNdi3bx8TJ05k1qxZDBo0qEzt9erVizfffFN5HRERQceOHXnvvfeoU+f5lonUrVuX\nxMRETE1Nn2u7QgghhKh4KkxS/m/zww8/cOfOHYKDg5Vt9evX59q1a2zYsEFrSbmuri7m5ubK63r1\n6mFqaoqvry/Dhw/n9ddfx8jISCvXLiu1Ws3UqVPp2bMnc+fOVbaPGjWK7OxsFi9eTN++fdHX1y91\nm/r6+hrHZ2dn4+TkRN26dZ9r7ABVqlTRGGshhBBCiMepEOUrD4uLi2Pw4MGMHz8eFxcXNm/eTHZ2\nNtOnT6ddu3bY2dnRvXt3jfKHtLQ0xowZg7OzM56enkRHR+Pu7q7VOHV0dLh79y4nTpzQ2D5q1Cii\noqKU1ydPnsTb2xsnJyecnZ0ZPXo0aWlpSl+HDh1KREQEbdu2xcXFhdDQUNRqdZliadu2LQ0aNGDP\nnj1A0fKVvXv30qtXL5ycnHjrrbc4fPiwsk+lUrFo0SLatGlD69atWbFiBV26dOHnn38G4P79+yxa\ntIhOnTrh7OxMQEAAN27cKFVcJ06c4OrVq/j5+RXZN2LECKKiopRVG77//ns8PT1xcHDAxcWFDz/8\nkOzsoqtAPFy+Ymtry/Xr1wkKClJugpKTk/Hz86Nly5Z06NCBiIgIZTzDw8MJCAjAx8eHVq1acfjw\nYdzd3YmOjsbLywsHBwf69evHmTNngKLlK8nJyYwePZoWLVrg4OCAt7f3cy+ZEUIIIcS/U4VLygFO\nnz6NtbU1mzdv5s0332TevHmkpKSwZs0aEhISeOONNwgKCiI3NxeAcePGkZeXR2xsLH5+foSFhT1z\nOYxKpXri/vbt22NjY8OwYcPw8vLis88+49ixYxgZGVG/fsGDfdnZ2fj7+9O+fXt27tzJ6tWrSU1N\nZeXKlUo7Z86cISUlhZiYGGbOnEl0dLRG0lxajRo14vLly8rrwv5fuHCBwMBA/P39+eabbxg8eDDj\nxo3jwoULAERGRrJt2zYWL17Ml19+ycGDB7l27Zpy/qxZs9izZw8LFixg48aN5Ofn8+6775Y4PoXX\nNjQ0xNrausi+mjVr4uDggI6ODqmpqYwfPx5vb2927dpFWFgYP/74Ixs2bHhi+0eOHMHS0pKpU6cS\nERFBRkYG3t7eWFpaEhsby+zZs4mOjmbNmjXKOQcOHKB79+6sX7+eFi1aAAUlMGPGjGHHjh3UrFlT\nY1a/kFqtZuzYsdSvX5/t27ezYcMGVCoVCxYsKHEchBBCCFHxVcikHCAgIICGDRtibm6Oi4sLc+bM\nwdbWlgYNGuDr60tWVha3bt3iwoULnDlzhrlz59K4cWN69+7NgAEDyjzb/LDc3NzHztQWeuWVV4iJ\niWHMmDHcvn2bFStWMHz4cHr06MG5c+eAgprvd999l/fee4969erRokULunbtqjG7mp+fz5w5c2jY\nsCF9+/bF1taWs2fPljlmIyMjcnJyimxfvXo1AwYMoG/fvlhZWeHl5UXPnj1Zt24dAF9//TUTJkyg\nffv2NGvWjPnz5ytjl5WVxY4dO5gxYwatWrWiadOmLFq0iD/++KNUNw5///13qUppVCoVM2bMYNCg\nQdStW5f27dvTtm1bkpOTn3herVq1qFKlCkZGRtSsWZP4+HgMDAwIDg6mUaNGeHh4MGHCBFatWqWc\nY2pqyrBhw2jatCmGhoYA9O/fHw8PDxo2bIivr2+x43/v3j2GDBlCYGAgVlZWNG/enP79+8tMuRBC\nCCGAClpTbmJiQvXq1ZXX/fv3Z8+ePWzcuJGUlBTOnj2Ljo4OKpWKy5cva8xOAzg7O/Pdd9899fX1\n9PQYMGAAI0aMICwsDCsrq2KPMzIyYuLEiUycOJGUlBQOHDjA2rVrCQgIYN++fdSqVYt+/fqxdu1a\nLly4wKVLl/j9999xdHRU2jA1NdVIXA0NDTVWUimt7OxsJcl8WHJyMhcvXmTz5s3Ktry8PBwdHcnM\nzCQ9PR17e3tln7W1NcbGxgBcuXIFlUqlEa+xsTHW1tZcvnxZYxWU4piamnLnzp0SY3/ttdfQ09Pj\n888/59KlS1y8eJFLly7Ru3fvEs99tK/NmjVDV1dX2ebk5ERmZiaZmZkAxdaeN2jQQPne0NAQlUpV\n5KauevXqDBkyhG3btnH27FlSUlI4f/68PAQqKj0zMyMsLGqUdxgvPRkj7ZBx1Q4Z16dTIZPyRx/8\nmzx5MidPnqR///4MHToUCwsLhgwZAhQkS48mUE/6dLmQkBDOnz9fqjguXryIj48P8fHxRWZ8N23a\nRI0aNejRowdQkMxaW1vj6upKnz59uHjxIrVq1WLAgAG8/vrruLq6MnjwYA4cOMDx48eVdvT09Ipc\n92lm+ZOSknjrrbeKbFepVPj5+TFgwACN9l955RUleX30eoWvH/cAZn5+jEUYqwAAG0FJREFUPvn5\n+SXGZG9vz927d7l06RKNGzfW2Hf79m0mTpzInDlzuH//PkOHDsXd3R0XFxd8fX358ssvS2z/UdWq\nVSvSl8Iymyf1qTQ/g5ycHAYOHIipqSmdO3emT58+XL58WeP5ASEqo4yMbNLT/y7vMF5qFhY1ZIy0\nQMZVO2RcS/a4m5YKmZQ/LDs7m507d7JhwwZlxvbgwYNAQeJkY2NDTk4OKSkpSu3yk5Lu0i4XmJCQ\nwJYtW1i4cGGxJRhJSUkcO3aMbt26UaXK/6qICmerzczM2LNnD0ZGRkRGRir7v/rqq1JdvyyOHj3K\njRs36NatW5F91tbWpKamasz2R0REYGxsjI+PD7Vr1+bs2bM0a9YMKFh7vXB2u0GDBlStWpVTp07h\n5uYGQGZmJlevXi22TvxRzZs3p0mTJqxZs4ZPPvlEY190dDQXLlzg1VdfJSwsjJYtW7J48WJl/5Ur\nV0p1jYfZ2Niwa9cu8vLyqFq14J/GyZMnMTExeeYZ7Z9//pmbN28SHx+v3MwcPnz4mcqkhBBCCFFx\nVPik/JVXXqF69ep89913mJubc+XKFWU97gcPHtC4cWO6du3KtGnTmDVrFjdu3ODLL7+kRo2n/9PL\n/fv3SUxMJDIyUknuHjVy5Eh27NjB2LFjGT16NJaWlqSkpLB8+XJ69uzJq6++iqmpKWlpafzwww9Y\nWVnx7bffcuDAgSKzxo96UqKXl5fH7du3UavV3Lt3jzNnzvDpp58yePBgmjRpUqSNUaNG4e3tjb29\nPW+++SZHjx5l5cqVylrnw4cPJyIignr16mFmZkZISAhQ8KCogYEBXl5ehIaGoq+vj4mJCYsWLaJO\nnTp06NABKEjS9fT0Hls7PmvWLPz8/KhatSre3t7o6emRkJBAVFQUoaGhVKtWDVNTU5KSkjh9+jQ1\na9Zkw4YN/P7772Ve5rB379589tlnzJw5Ez8/P65cuUJERARDhw595gd/TUxMuHfvHt999x0ODg4c\nPXqU2NhYjVIZIYQQQlReFTIpfziBeuWVV1i4cCGffvop69ev5/XXX2fevHlMmjSJ8+fP07hxY0JC\nQpg5cyZeXl5YWVkxcOBAdu3a9dTX19fXJzQ09InHWFlZERMTw2effcaECRPIysqidu3a9O3bl7Fj\nxwLQo0cPfvnlFz744AMAunfvztKlS5k0aRIPHjwo0tfi+v/o9tOnT+Pq6goUlO40aNCAt99+W2Nd\ndB0dHaUNR0dHFi5cyPLly1m8eDH169fnk08+UWa+/fz8SE9PZ8KECejq6jJ69GhOnTqllHRMnjwZ\ntVrN+PHjyc3NpX379nz11VdKiZCvry/NmjVTbpQe5eLiwrp161ixYgVvv/029+7do2nTpkRERCgf\nAuTj48P58+fx9fWlWrVqeHp6EhQUpDyg+XB/njQ+BgYGrFq1itDQUDw9PTE3N2fkyJEEBAQU287j\nFHctZ2dn3nvvPUJCQrh79y4dO3YkKioKb29vbt68iaWlZYntCiGEEKLi0lHL38+LiIuLIyIigv37\n95d3KC+9Q4cOYWdnh5mZGQAZGRm0a9eO/fv3l2qm+sKFC8TExDBnzhxth/qvFNL7Cyxr1i/5QCH+\nhW7euUbnGS2xsWlS8sGVmNToaoeMq3bIuJbscTXlFXZJRPFibNq0iWnTppGcnExycjKzZ8/GwcGh\n1KUja9eupVevXlqOUgghhBDi5VYhy1eeVWnLFAQEBQURHByMl5cXarWadu3aERERUerzQ0NDH1t3\nL+B2Tlp5hyCE1sj7Wwgh/kfKV4R4iSUlJZGR8fgPoRJPx8zMSMZVC55mXK2sXnviMrRCygG0RcZV\nO2RcS1Zpl0QU4t+sadOm8stNC+Q/De2QcRVCiKcnNeVCCCGEEEKUM0nKhRBCCCGEKGdSviLES0xq\nyrUjM1NqyrWhcFylTlwIIcpOknIhXmIr/DdRy7BOeYchRKndzknDa15PWXtcCCHKSJJyIV5itQzr\nyIcHCSGEEJWA1JQ/BR8fH5YtW1beYZTJTz/9hK2trcaXs7Mz3t7enDp1CoBr165ha2tLamrqC4/v\neV/75MmT2NraEhISUqrjbW1tOXr06HO5thBCCCFEWUlS/pT+rR8udOjQIRITE0lMTGTr1q3UqVMH\nf39/srPLt762bt26JCYmUq9evefS3s6dO3nttdeIj48nNze3xOMTExNxcXF5LtcWQgghhCgrScor\nmVq1amFubo65uTkNGzZk+vTpZGVl8dNPP5VrXFWqVMHc3JwqVZ79LZmfn8+uXbt45513yMnJ4eDB\ngyWeY25ujp6e3jNfWwghhBDiaUhS/ozi4uIYPHgw48ePx8XFhc2bN5Odnc306dNp164ddnZ2dO/e\nnd27dyvnpKWlMWbMGJydnfH09CQ6Ohp3d/dyib8wCX44Id23bx9dunTB0dGRgIAA/vvf/yr7Tp48\nydChQ3F2dsbd3Z3o6GiN9jZu3IiHh4dSGnPmzBllX+HxXl5eODg40K9fP2X/w+UrR48e1SgnuXPn\nDq6urixfvrxUffrxxx/566+/6NSpE61atSIuLk5j/9SpU5kyZQr9+/enTZs2JCUlKdcrrszH1taW\njz/+GICsrCyCgoJo3749LVu2ZNKkSWRlZQEFJUJubv/f3r0HRV29fwB/8/VCeAlDLmaJgiamsCwo\nCHFR0HREItS8oCIaalTEjAkuKU6R6IKoZHkJw7TIscAEvFAmOua9EFbQFLGVyTTBRUpdFBZ2n98f\njp+f67KAXNqVntcMM3zOeXY/5zwo+3w+e/bgi4yMDPj6+sLFxQXR0dGora0Vzr1lyxaMHTsWjo6O\n8Pb2xqefftqsOTHGGGOsY+OivA0UFxfDzs4Ou3btgp+fH6RSKcrKyvDll18iNzcXbm5uWL58ubCM\nIjIyEvX19cjMzER4eDjWr1/f6uUwGo2mWXFEJHz/zz//IDk5GRYWFnB1dRXad+/ejXXr1iE9PR0X\nLlxAamoqAEAulyMsLAzu7u7Izs5GVFQU1qxZgx9//BEAcPjwYXz66adYtmwZcnJy4Ovri7CwMFRW\nVgrPvWHDBixYsAB79uzBs88+ixUrVuiM0dPTE5MmTcLKlSuhVquxevVqWFlZISIiollz3LdvH0Qi\nEXr37g1/f38cPXoUVVVVWjF79+5FZGQk0tLSMGjQIKHd1dVVWN5z4sQJrF69GqampggNDQXw4Gd3\n6dIlfP7559i+fTvKysqwZMkS4fFVVVX44YcfsHXrVnz22WfIy8sTLgpycnKwbds2JCQk4KeffkJk\nZCQ2bdqE4uLiZs2LMcYYYx0XF+VtJCIiAgMGDEDv3r0xYsQIxMfHY8iQIbC1tcW8efNw+/Zt3Lx5\nEyUlJTh37hxWrFiBQYMGITAwEFOmTNEqlp9UXV0dFi1a1Kx14SNGjICLiwvEYjE8PDxQWFiIdevW\noUePHkJMdHQ0nJycIBKJMGHCBFy6dAkAkJGRgZdffhmLFi1C//79ERwcjNmzZyMtLQ0AkJaWhgUL\nFsDf3x+2traIiIiAo6MjMjIyhOcODg7GmDFjMGDAAMybNw/nz59vcJyxsbH4+++/sWTJEuTk5EAq\nlaJTp05Nzk+lUuHgwYMYM2YMAGDcuHFQq9XYt2+fVtzQoUOFO9aPLpnp0qWLsLynrq4Oq1atQmxs\nLIYOHYqSkhLk5+cjMTERTk5OcHJyQnJyMn7++WfI5XIAQH19PZYuXYqXXnoJ3t7e8PHxEd4N6NOn\nDxITE+Hh4YG+fftixowZsLS0FB7LGGOMsf8u3hKxDfTq1QtmZmbCcXBwMA4ePIjvvvsOZWVlOH/+\nPExMTKDRaHDlyhX06NEDL774/9vcubi44MCBAy0+f5cuXTBlyhTMmTMH69evR79+/fTGZmVloVOn\nTjAxMUHPnj1hbm6uE2Nrayt836NHD6hUKgAP7pSLRCKtWLFYLCxhkcvlSElJwfr164X+uro6PP/8\n8w0+d/fu3aHRaBq8IDE3N4dEIsGSJUswf/58DBkypKk0AACOHDkCpVIpFOVWVlZwdnZGdnY25syZ\nI8Q19YFSlUqFqKgoeHl5ISQkBABw5coVdO/eHfb29kKcvb09zM3NIZfLhVw+nr/6+noAwMiRI1FU\nVIS1a9fiypUruHjxIiorK6FWq5s1N8aeFhYWPWBl1dPQw+hQOJ/tg/PaPjivLcNFeRswNTXVOo6J\niYFMJkNwcDBCQkJgZWWF6dOnAwDMzMx0itDG/vJdQkICLly40KxxXL58GaGhodi3b5/Wne9H2dra\nNvlhysfvSD8cb0Nj12g0QlGp0WgQGxsLb29vrcd269ZNOG7ow5T63iW4ePEiOnXqhPz8fBBRs5b4\nPLwjHhQUpDVGIkJpaSkGDx4MoPGcA4BUKoVSqdTaUvHxn/NDarVaq7B+dI6Pzi0zMxOrVq3CtGnT\nMG7cOEgkEq0LBcY6iqoqJRSKu4YeRodhZdWT89kOOK/tg/PaNH0XLVyUtzGlUon9+/fj22+/hbOz\nMwAIu38QEQYOHIjq6mqUlZXBzs4OABotuuPi4pp13tzcXHz//fdITk7WW5C31MPC0t7eXmcvb5lM\nJtw5trOzw40bN7Tu1MfHx8PNzQ0BAQFPdM4LFy4gPT0dGzduRGxsLNLT05ssYJVKJY4cOYLw8HBM\nmjRJaL937x5mzZqFrKwsSCSSJs+dk5ODrKwsZGZmar0DYmdnh+rqasjlcgwcOBAA8Pvvv0OpVMLO\nzk74wKc+O3fuxNtvv42FCxcCePAB1srKylYtXWKMMcZYx8BryttY165dYWZmhgMHDuDatWs4fvw4\npFIpgAdLImxtbTFu3DgsXboUJSUlOHz4MLZv396qD3rW1tbixIkTSE1NhYWFRVtNRcfMmTNRWlqK\nlJQUlJWVITs7Gzt37sSsWbMAAHPnzkV6ejqys7Nx9epVbNiwAbt27dJa7tEcarUacXFxCAoKwujR\no7F48WJ88sknuHHjBoAHxWxDBXBeXh7UajXCwsIwaNAg4UskEmH8+PHYu3dvk0tFLl26hA8//BAS\niQQWFhZQKBRQKBSoqqqCvb09Ro8ejdjYWJw7dw7FxcWQSCQYMWJEo8trHhbdzz33HE6dOiUsaVq0\naBFMTEyE5UGMMcYY++/iorwNPFpQd+3aFcnJycjLy0NAQAA2btwIqVSKF154QbgjnpCQABsbG8yY\nMQMpKSl44403WnW31NTUFCtXrkTnzo2/8dGcwv/xGBMTE6HNxsYGqampOHbsGIKCgrB582Z88MEH\neOONNwAAAQEBWLx4MTZs2IDAwEAcOnQImzZtarRgffR8D7//6quvcP36dcTExAAApk6disGDByM+\nPh7Agw+BRkZG6jzX/v374ePjA2tra52+kJAQ3Lp1C8eOHdOa0+PnPnjwIGpqahAfHw8vLy/4+PjA\nx8cHU6dOBQAkJSWhf//+mDt3LubPn4/Bgwdj8+bNzcrfsmXLcP/+fQQHB2Px4sUIDAxEYGAgLl68\nqDc/jDHGGPtvMCF+79zgdu/ejQ0bNuDw4cOGHspT4e7du1i0aJGw60tHlhD4Bfo8+2LTgYwZifI7\n1zA2bjgGDnzJ0EPpMHiNbvvgvLYPzmvT9K0p5zvl7KnzxRdf4PXXXzf0MBhjjDHG2gx/0NMINLSc\ngukXFRXV5FKdjqKyusLQQ2DsifC/WcYYaxlevsKYESstLUVVVdN/FIo9GQuLHpzXdvAwr/369W9y\n21HWfLwcoH1wXtsH57VpvCUiY0+hwYMH8y+3dsAvGu2D88oYYy3Ha8oZY4wxxhgzMC7KGWOMMcYY\nMzAuyhljjDHGGDMwLsoZY4wxxhgzMN59hTHGGGOMMQPjO+WMMcYYY4wZGBfljDHGGGOMGRgX5Ywx\nxhhjjBkYF+WMMcYYY4wZGBfljDHGGGOMGRgX5YwxxhhjjBkYF+WMMcYYY4wZGBfljBkhlUqF5cuX\nw93dHd7e3khLSzP0kBhjjDHWjrgoZ8wIrV69GkVFRdi+fTvi4+OxefNm5ObmGnpYRuPq1auIiIiA\nu7s7Ro0ahaSkJKhUqgZjS0pKMH36dIjFYkyePBnnzp3T6s/NzcWrr74KsViMd955B1VVVVr9KSkp\neOWVV+Du7o6kpCRoNJp2m5cxiYuLQ2hoqN5+zmvz1dXVQSqVwsPDAyNHjsRHH33E/17bgEKhwHvv\nvQc3Nzf4+vpi7dq1eufLeW2aSqVCYGAgTp06JbRdv34db775JlxcXBAQEICjR482+hytyeM///yD\nqKgoDB8+HP7+/sjOzm7bCT4NiDFmVKqrq0kkEtHJkyeFtk2bNlFISIgBR2U8amtracKECRQVFUVy\nuZx+/fVXGjt2LCUmJurEVldXk5eXF0mlUpLL5bRy5Ury9PQkpVJJRERFRUUkEokoKyuLSkpKKDQ0\nlMLDw4XHf/nll+Tr60v5+fn0yy+/kI+PD6Wmpv5rczWUkydPkoODA4WGhjbYz3l9MgkJCeTn50eF\nhYVUWFhIfn5+tG7dOp04zuuTCQ8Pp9DQULp8+TKdPn2avLy8KC0tTSeO89q0mpoaevfdd8nBwUF4\n7dFoNBQUFETvv/8+/f7775SamkrOzs70559/Nvgcrc3jW2+9RWFhYVRaWkq7du0iJycnKiwsbN+J\nGxkuyhkzMgUFBTRkyBCqra0V2k6fPk2Ojo6k0WgMODLjkJ+fT46OjnTv3j2hbe/eveTl5aUTm5mZ\nSX5+flpt48aNo4yMDCIiiomJoZiYGKHvxo0b5ODgQFevXiUiolGjRlFmZqbQn5OTQ6NGjWrL6Rid\n6upqGjNmDIWEhNDs2bMbjOG8Nt/t27fJ0dFR6yJ79+7d9Oabb+rEcl6fjFgspry8POFYKpXS/Pnz\ndeI4r427fPkyBQUFUVBQkFZRfvLkSRKJRFRdXS3Ezp07l1JSUhp8ntbk8Y8//tCKJSJatmwZRUdH\nt9k8nwa8fIUxI6NQKGBubo6uXbsKbZaWlqirq8OtW7cMODLjYG9vjy1btsDMzEyr/c6dOzqxRUVF\ncHV11WpzdXXF2bNnhX43Nzehr0+fPujbty9kMhkqKipQXl6u1e/q6ory8nJUVFS05ZSMSkpKCjw8\nPODu7q43hvPafAUFBTAzM4Onp6fQNmnSJGzdulUnlvP6ZBwdHbFnzx7U1NSgoqICx48fh6Ojo04c\n57Vx+fn58PT0xHfffafVXlRUhKFDh6Jbt25C2/Dhw4W8Pa6leSwvL0dRURGsrKzQr18/rX595+qo\nuChnzMjcv39fqyAHIBzrW4f6X2JhYaFV4Gg0GnzzzTd45ZVXdGIVCgWsra11Hv/wxbShfktLS5SX\nl0OhUACAVr+lpSUAoLy8vG0mY2RkMhkOHDgAiUQCItIbx3ltvqtXr6Jv377Yu3cvJk6cCH9/fyQl\nJaGurk4nlvP6ZNasWYPz58/D1dUVo0aNgpWVFSIjI3XiOK+NCwkJQWxsLJ555hmtdoVCASsrK602\nCwsLvfNuTR4bemzv3r07TI6bi4tyxoyMqampTvH98PjxX5oMkEqluHTpEmJiYnT6ampqGrzAeZjP\nxvpramqE40f7gI55caRSqRAXF4dly5ahZ8+ejcZyXpuvuroa165dw44dO7BixQp89NFHOHDgAJKT\nk3ViOa/NR0SIjo6GjY0NduzYgS1btuDatWtISkrSieW8toy+G0T65t3SPNbV1ek9V0MXrx0ZF+WM\nGRkbGxvcuXMH9fX1QptCoUDXrl3Rq1cvA47MuBAREhISsHPnTqxduxYDBw7UiTE1NUVtba1Wm0ql\nEpa+6LsAMjMzg6mpqXD8aB/QMS+ONm7ciP79+2P8+PFNxnJem69z585QKpVITk6Gq6srfH19IZFI\ndJYKAJzXJyGTyXDmzBmkpKTAxcUFvr6+SEhIwI4dO3R2/OC8tswzzzyjNy8NaU0e9T22o+f4cVyU\nM2ZkXn75ZXTp0gWFhYVCW0FBARwdHfG///F/WeDBkpWlS5fi22+/xSeffAJ/f/8G42xsbFBZWanV\nVllZKbwla21tLbyt+ni/jY2NcPxQQ2/BdhT79u3D8ePH4eLiAhcXF2zduhUFBQU6a3EBzuuTsLa2\nRufOnbXWyg4YMAC1tbU6xSPntfnKy8thbm4uzBsAhg0bBrVajevXr2vFcl5bRl/e9M27NXls6mf0\nX8Gv8IwZGTMzMwQHByM+Ph7FxcU4dOgQtm3bhjlz5hh6aEYjMTER+/fvx8aNGzF27Fi9cc7OzpDJ\nZMIxEaGwsBDOzs4AALFYjIKCAqH/xo0b+OuvvyAWi2FtbY2+ffvizJkzQn9BQQFsbGy0CoGOIj09\nHfv378eePXuQk5ODadOmwcnJCTk5OTqxnNfmE4vFqK+vR2lpqdAml8vRvXt3nXe+OK/NZ2trizt3\n7mgVgXK5HAC0LoAAzmtLiUQiXLx4Effv3xfaCgoKhLw9rjV5FIvFqKio0LqgKigogFgsboeZGTED\n7vzCGNPj/v37JJFISCwWk4+PD23bts3QQzIaMpmMHBwcaMuWLXTz5k2tLyKimzdvUk1NDRER3b17\nlzw9Penjjz+my5cv08qVK8nLy0vY4ksmk9GwYcMoIyND2Fd34cKFwrlSU1PJy8uLTp06Rb/88gv5\n+vo2uA9yR7Ru3TqtLRE5ry33zjvv0OTJk+n8+fOUn59P/v7+wr76nNeWmzlzJs2dO5dKSkpIJpPR\na6+9RhKJhIg4ry316JaIarWaJk6cSFFRUVRaWkqpqakkFovp+vXrRPTgb0bcvHmT1Go1EbU+j+Hh\n4TRr1iwqKSkR9ik/e/bsvzh7w+OinDH2VElMTCQHBwedryFDhlBVVRU5ODhQVlaWEF9cXEyTJk0i\nJycnmjp1Kv32229az5eVlUV+fn4kFospMjKSqqqqhD61Wk2JiYnk5uZGI0eOpNWrV/9r8zS0lJQU\n4Y8H3b59m/PaCkqlkj744AMaPnw4ubu7U2JiItXV1XFeW+nvv/+m6Oho8vDwIG9vb0pISKDa2lrO\nays8WpQTPdg/fPbs2eTk5ESBgYF04sQJoe/gwYPk4OAgFOlErcvjrVu3KCIigkQiEY0ZM4b27NnT\njjM1TiZEjex7xRhjT5mvv/4alpaWCAgIMPRQOhTOa/vgvLYPzuu/IzIyEvHx8ejdu7ehh9Ih8Jpy\nxliHoVKpkJubq7WPOWs9zmv74Ly2D87rv6OkpAT19fVckLchvlPOGOtQ1Go1OnXqZOhhdDic1/bB\neW0fnNf2p9FoYGJiAhMTE0MPpcPgopwxxhhjjDED4+UrjDHGGGOMGRgX5YwxxhhjjBkYF+WMMcYY\nY4wZGBfljDHGGGOMGdj/AXQ+0aojSz7JAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a667400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = make_hbar(large_single_populations, \"Refugee Country → Destination Flows, 2005 – 2015\", height=15*20/51)\n",
    "ax.set_yticklabels([ \"{0} → {2}, {1}\".format(*y) for y in large_single_populations.index ])\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note: State population data comes from the [Census Bureau's 2014 estimates](http://www.census.gov/popest/data/state/asrh/2014/index.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pop_est_2014</th>\n",
       "      <th>arrivals</th>\n",
       "      <th>per_1k_residents</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>North Dakota</th>\n",
       "      <td>739482</td>\n",
       "      <td>4457</td>\n",
       "      <td>6.027192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Idaho</th>\n",
       "      <td>1634464</td>\n",
       "      <td>9527</td>\n",
       "      <td>5.828822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Dakota</th>\n",
       "      <td>853175</td>\n",
       "      <td>4703</td>\n",
       "      <td>5.512351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Minnesota</th>\n",
       "      <td>5457173</td>\n",
       "      <td>27259</td>\n",
       "      <td>4.995077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vermont</th>\n",
       "      <td>626562</td>\n",
       "      <td>3110</td>\n",
       "      <td>4.963595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arizona</th>\n",
       "      <td>6731484</td>\n",
       "      <td>29825</td>\n",
       "      <td>4.430672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nebraska</th>\n",
       "      <td>1881503</td>\n",
       "      <td>8123</td>\n",
       "      <td>4.317293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington</th>\n",
       "      <td>7061530</td>\n",
       "      <td>27009</td>\n",
       "      <td>3.824809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>2942902</td>\n",
       "      <td>10758</td>\n",
       "      <td>3.655575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kentucky</th>\n",
       "      <td>4413457</td>\n",
       "      <td>15695</td>\n",
       "      <td>3.556169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Hampshire</th>\n",
       "      <td>1326813</td>\n",
       "      <td>4423</td>\n",
       "      <td>3.333552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Michigan</th>\n",
       "      <td>9909877</td>\n",
       "      <td>30772</td>\n",
       "      <td>3.105185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>5355866</td>\n",
       "      <td>16034</td>\n",
       "      <td>2.993727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Georgia</th>\n",
       "      <td>10097343</td>\n",
       "      <td>27252</td>\n",
       "      <td>2.698928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>26956958</td>\n",
       "      <td>65537</td>\n",
       "      <td>2.431172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Massachusetts</th>\n",
       "      <td>6745408</td>\n",
       "      <td>16214</td>\n",
       "      <td>2.403709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>3970239</td>\n",
       "      <td>9404</td>\n",
       "      <td>2.368623</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Carolina</th>\n",
       "      <td>9943964</td>\n",
       "      <td>22787</td>\n",
       "      <td>2.291541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indiana</th>\n",
       "      <td>6596855</td>\n",
       "      <td>13697</td>\n",
       "      <td>2.076292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tennessee</th>\n",
       "      <td>6549352</td>\n",
       "      <td>13576</td>\n",
       "      <td>2.072877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>19746227</td>\n",
       "      <td>39359</td>\n",
       "      <td>1.993242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Missouri</th>\n",
       "      <td>6063589</td>\n",
       "      <td>11974</td>\n",
       "      <td>1.974738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>California</th>\n",
       "      <td>38802500</td>\n",
       "      <td>76114</td>\n",
       "      <td>1.961575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>11594163</td>\n",
       "      <td>22652</td>\n",
       "      <td>1.953742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maine</th>\n",
       "      <td>1330089</td>\n",
       "      <td>2587</td>\n",
       "      <td>1.944983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maryland</th>\n",
       "      <td>5976407</td>\n",
       "      <td>11438</td>\n",
       "      <td>1.913859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pennsylvania</th>\n",
       "      <td>12787209</td>\n",
       "      <td>24389</td>\n",
       "      <td>1.907297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iowa</th>\n",
       "      <td>3107126</td>\n",
       "      <td>5901</td>\n",
       "      <td>1.899183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Illinois</th>\n",
       "      <td>12880580</td>\n",
       "      <td>23826</td>\n",
       "      <td>1.849761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Florida</th>\n",
       "      <td>19893297</td>\n",
       "      <td>36568</td>\n",
       "      <td>1.838207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginia</th>\n",
       "      <td>8326289</td>\n",
       "      <td>14994</td>\n",
       "      <td>1.800802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nevada</th>\n",
       "      <td>2839099</td>\n",
       "      <td>5065</td>\n",
       "      <td>1.784017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rhode Island</th>\n",
       "      <td>1055173</td>\n",
       "      <td>1868</td>\n",
       "      <td>1.770326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wisconsin</th>\n",
       "      <td>5757564</td>\n",
       "      <td>8778</td>\n",
       "      <td>1.524603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Connecticut</th>\n",
       "      <td>3596677</td>\n",
       "      <td>5065</td>\n",
       "      <td>1.408244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alaska</th>\n",
       "      <td>736732</td>\n",
       "      <td>989</td>\n",
       "      <td>1.342415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kansas</th>\n",
       "      <td>2904021</td>\n",
       "      <td>3894</td>\n",
       "      <td>1.340899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Mexico</th>\n",
       "      <td>2085572</td>\n",
       "      <td>1854</td>\n",
       "      <td>0.888965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oklahoma</th>\n",
       "      <td>3878051</td>\n",
       "      <td>2732</td>\n",
       "      <td>0.704478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Jersey</th>\n",
       "      <td>8938175</td>\n",
       "      <td>6210</td>\n",
       "      <td>0.694773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District of Columbia</th>\n",
       "      <td>658893</td>\n",
       "      <td>343</td>\n",
       "      <td>0.520570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Louisiana</th>\n",
       "      <td>4649676</td>\n",
       "      <td>2378</td>\n",
       "      <td>0.511433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Carolina</th>\n",
       "      <td>4832482</td>\n",
       "      <td>1431</td>\n",
       "      <td>0.296121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alabama</th>\n",
       "      <td>4849377</td>\n",
       "      <td>1386</td>\n",
       "      <td>0.285810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delaware</th>\n",
       "      <td>935614</td>\n",
       "      <td>82</td>\n",
       "      <td>0.087643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Virginia</th>\n",
       "      <td>1850326</td>\n",
       "      <td>154</td>\n",
       "      <td>0.083229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hawaii</th>\n",
       "      <td>1419561</td>\n",
       "      <td>77</td>\n",
       "      <td>0.054242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas</th>\n",
       "      <td>2966369</td>\n",
       "      <td>111</td>\n",
       "      <td>0.037419</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mississippi</th>\n",
       "      <td>2994079</td>\n",
       "      <td>81</td>\n",
       "      <td>0.027053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Montana</th>\n",
       "      <td>1023579</td>\n",
       "      <td>16</td>\n",
       "      <td>0.015631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wyoming</th>\n",
       "      <td>584153</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      pop_est_2014  arrivals  per_1k_residents\n",
       "state                                                         \n",
       "North Dakota                739482      4457          6.027192\n",
       "Idaho                      1634464      9527          5.828822\n",
       "South Dakota                853175      4703          5.512351\n",
       "Minnesota                  5457173     27259          4.995077\n",
       "Vermont                     626562      3110          4.963595\n",
       "Arizona                    6731484     29825          4.430672\n",
       "Nebraska                   1881503      8123          4.317293\n",
       "Washington                 7061530     27009          3.824809\n",
       "Utah                       2942902     10758          3.655575\n",
       "Kentucky                   4413457     15695          3.556169\n",
       "New Hampshire              1326813      4423          3.333552\n",
       "Michigan                   9909877     30772          3.105185\n",
       "Colorado                   5355866     16034          2.993727\n",
       "Georgia                   10097343     27252          2.698928\n",
       "Texas                     26956958     65537          2.431172\n",
       "Massachusetts              6745408     16214          2.403709\n",
       "Oregon                     3970239      9404          2.368623\n",
       "North Carolina             9943964     22787          2.291541\n",
       "Indiana                    6596855     13697          2.076292\n",
       "Tennessee                  6549352     13576          2.072877\n",
       "New York                  19746227     39359          1.993242\n",
       "Missouri                   6063589     11974          1.974738\n",
       "California                38802500     76114          1.961575\n",
       "Ohio                      11594163     22652          1.953742\n",
       "Maine                      1330089      2587          1.944983\n",
       "Maryland                   5976407     11438          1.913859\n",
       "Pennsylvania              12787209     24389          1.907297\n",
       "Iowa                       3107126      5901          1.899183\n",
       "Illinois                  12880580     23826          1.849761\n",
       "Florida                   19893297     36568          1.838207\n",
       "Virginia                   8326289     14994          1.800802\n",
       "Nevada                     2839099      5065          1.784017\n",
       "Rhode Island               1055173      1868          1.770326\n",
       "Wisconsin                  5757564      8778          1.524603\n",
       "Connecticut                3596677      5065          1.408244\n",
       "Alaska                      736732       989          1.342415\n",
       "Kansas                     2904021      3894          1.340899\n",
       "New Mexico                 2085572      1854          0.888965\n",
       "Oklahoma                   3878051      2732          0.704478\n",
       "New Jersey                 8938175      6210          0.694773\n",
       "District of Columbia        658893       343          0.520570\n",
       "Louisiana                  4649676      2378          0.511433\n",
       "South Carolina             4832482      1431          0.296121\n",
       "Alabama                    4849377      1386          0.285810\n",
       "Delaware                    935614        82          0.087643\n",
       "West Virginia              1850326       154          0.083229\n",
       "Hawaii                     1419561        77          0.054242\n",
       "Arkansas                   2966369       111          0.037419\n",
       "Mississippi                2994079        81          0.027053\n",
       "Montana                    1023579        16          0.015631\n",
       "Wyoming                     584153         0          0.000000"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_by_state = pd.DataFrame(state_populations[\"pop_est_2014\"]).join(pd.DataFrame({\n",
    "    \"arrivals\": by_destination.groupby(\"dest_state\")[\"arrivals\"].sum(),\n",
    "})).fillna(0)\n",
    "all_by_state[\"per_1k_residents\"] = all_by_state[\"arrivals\"] * 1000.0 / all_by_state[\"pop_est_2014\"]\n",
    "all_by_state.sort_values(\"per_1k_residents\", ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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XaYJOTk5Go9EQFhZGlSpVSEtLQ61W5+rjlZSUxPXr1/Mcpfno0SMuXLiASqVSaujefPNN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\n9wGJRl/sAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a66f390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = make_hbar(all_by_state[\"per_1k_residents\"].sort_values(ascending=False),\n",
    "    \"Refugee Arrivals Per 1,000 Residents, 2005 – 2015\")\n",
    "pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "---\n",
    "\n",
    "---"
   ]
  }
 ],
 "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": "3.4.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}