examples/nx_altair-tutorial.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Networkx and Altair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import networkx as nx\n",
    "import altair as alt\n",
    "import nx_altair as nxa"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a random network\n",
    "\n",
    "Let's just create a random network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate a random graph\n",
    "G = nx.fast_gnp_random_graph(n=30, p=0.25)\n",
    "\n",
    "# Compute positions for viz.\n",
    "pos = nx.spring_layout(G)\n",
    "\n",
    "# Add attributes to each node.\n",
    "for n in G.nodes():\n",
    "    G.nodes[n]['weight'] = np.random.randn()\n",
    "    G.nodes[n]['name'] = np.random.randint(1000)\n",
    "    G.nodes[n]['viable'] = np.random.choice(['yes', 'no'])\n",
    "    \n",
    "\n",
    "# Add attributes to edge.    \n",
    "for e in G.edges():\n",
    "    G.edges[(e[0],e[1])]['weight'] = np.random.uniform(1, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Drawing the graph.\n",
    "\n",
    "Let's draw the graph using NetworkX.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YGIixY8cWKiY9PR0DBgzAvHnz0K5du+Lri4yEUMzUTwQAWwCdtCVKml//eQSWZt7vBTFv3jzOmzfvRTfjlUSpVCIyMhKff/45Ll68iPfffx8BZ87AcP/+kncAa4GCgJhatdDj6VP4+flh7NixcHd3L3WnnZmZiZs3b+YTEJrHaWlpcHR0zCcUNAVFtWrV/rsCoji7S3K5+P9Qad9cs7SEl5cXgoKCtNrlIYnhw4dDEAR88803xT+TZcugnDsXMo3pn4J4QXToPa+oDHI5MH++pPn18lGqH4M0AnjNSE1Nxddff40VK1bAzMwMkydPxttvvw0DAwOxIzpyRJzfLSOCXI42O3fiqoMDwsPD8c4778Dc3Bxjx47FkCFDYGJScGY5P4aGhmjQoAEaNGigNf3p06eIj4/PJxROnjypPlYqlYUEg6aAMDMz01ruCyfP9EZGhnbBmzc9s2sXlJGR2GhoiKClS4s0yrZ69Wr88ccfOHnyZMkC8Y8/iu38bwE4AmBDcWVIml//aSQB8Jpw/fp1rFixAps3b4a3tzfCw8PRoUOH/J2EuzsQFvbMFlApydHTg15YGNC6NWwBzJw5E9OnT8fBgwexZs0aBAQEYPDgwRg7dizc3NzK1X4TExM0adIETZo00Zr+6NGjfKOG69ev49ChQ2oBYWBgUGhaSfPvC3FxqGl3qSRIyDIzMV+phJ5CoTXLqVOnMG/ePJw4caJU9/P0zp1CC76abALgAcCppIIkza//LJIAeIUhiUOHDuHzzz/HqVOnMHr0aPz+++9wcHAo+qK8BcXivkrzEAQoDQ2x0MQERo8fQ9N6jEwmQ48ePdCjRw8kJCRgw4YN6NmzJxwdHTF27FgMHDhQ7WawMrCwsECLFi3QokWLQmkkkZKSkk9AXLx4ET/99BPi4uJw8+ZNmJubFykgHBwcxBFSZRITA0yfjpXp6QiH6FD7HQDhGlnWA1gC4B7EjngjgJrZ2Vq1b5KTkzFo0CBs2LABLi4upWrCxdu30b6Y9E0AAopJV2NpWar6JF5CSms29EUEyRx0+UhLS+PatWvp6upKV1dXrlu3jmlpaWUrJCaGSj8/ZgBUGBrmNwMtl5OGhmT//mRMDO/cucMGDRpw/vz5xRaZk5PDXbt20cfHh9bW1pw6dSqvXr1agTutHBQKBe/cucPo6Ghu2bKFCxcu5OjRo+nl5UUnJyfq6+uzVq1a9PDw4Lvvvss5c+Zw48aN/PXXXxkXF8ecnJyyV+rnRwoCtwPcCXAswBEaz/gwQBuAlwBmqdI7a5rh7t9fXVROTg49PT05e/bsUld/+/ZtzjU0pLLg/1YVjgM0AvikOHPgee/CsmVlv3+JqqZUfWy5F4EFQZABWAWgGYAsAGNIXtNI/wJAR4ibRgGgLwA9AFsByAHcBTCKZJHj39diEbgSPW7dunULX375JTZu3Ij27dtj8uTJ8PLyKvfiaFxcHHq3a4eL06dDuHhRHOpbWgJNmwIjR+ZrX1JSEry9veHn54cFCxaUWOeNGzewbt06fP3112jSpAnGjh2Lvn37Ql9fv1xtrUpyc3Nx586dfCMIzbWI5ORk1KxZs0gNpho1akAm09h0n5wMODrmW+wNgmh7KVx1Ph2i/v2XqvO7AGoBuAbAGQAMDYFbtwAbGwQEBODcuXOIjIwstSrt1KlTYZKejgXffKN1B/j7ANIBbC6pII12SLxUlO5HX1pJUTAA6A8gXHXcDsDuAunRAKwLxH0BYKTqOADAlOLqeKVHAGfOiF+BhoZi0PaF7ecn5isGpVLJY8eOceDAgaxWrRo//PBDXrt2rVKa+M033/Ctt94qdf7k5GS6ublxxowZVCqVpbomMzOT3333Hbt06cLq1atz9uzZjI+PL2+TXwhZWVn8559/ePDgQa5bt46BgYF855132K5dO9rZ2dHAwID16tVj9+7d6e/vz199fJijp5fvfz67wAhgKsBxGucJ4p477irw5b1jxw46ODjw/v37pW5vSkoKLS0tefv2baZ268bckr7yi3MIpDESkXipKF0/XtqMhS4EPgEwWOP8jsaxDEASgB0AjgP4nyr+HIDqquNmAPYWV8crKwAqweNWZmYmw8PD2bJlS7q4uPCLL77gkydPKrWZo0eP5ooVK8p0TUpKClu2bMnJkyeXWgjkceXKFU6ePJnVqlXjm2++yZ9++om5ubllKuNlJC0tjVeuXOG+ffv45Zdf8myjRoX+1wUFwC8ArQBeAJgO0B+gAHCrRp5HffvSxsaGZ0r4SChIcHAwR48ezYiICL5hbs5sff3yCQAjIzImpoqemkQFqXIBsB6Ar8b5LQC6qmNTiKNaI9XxWQBuEEewclWeugCitZTrr8p/tlevXs/hOT1n8jr/sv7QVEIgMTGRc+fOpZ2dHbt3786ff/6ZCoWiSppav359nj9/vszXPXz4kG3atOG4cePK1ba0tDR+/fXXbNu2LR0cHLhw4ULevXu3zOW8rCjefLNEAUCAKwG6qNYCFgM0A3hUI/1XExOuXbu2THWnpqbS2tqaw4cPZ506dRgTE0OuWsXsAiOSsryTEi8lz2UE8JbGeYLGsQ4AU43zZQCGqUYAtqq4ZgB+Lq6OV24EcOZMkZ3/dwAbqhbe6hb4oRNgrqEh5/j60sLCgmPHjuXly5ertKmJiYm0sLAo9xf448eP2aFDB44ZM6ZCAurcuXP09/enhYUFBwwYwF9++aXKBF5lk52dzT///JPbt2/nwoULOXjwYLq5uXGrjk6pBIBmuKp6Nx5oxB13di7zKCsoKIjVqlVj7969+eDBA5Lk+fPnOc3YWFzsl/xAvypUuQAYUGANIFIjrRGACypBoAfgBABXiPakRqryBACYVVwdr5wAUGl+FPxRHQDoAPAkQAXE+d6EggIA4F9Nmqh/tFXNjz/+yDfffLNCZaSmprJz584cMWKEdkGSlEQuXUoOHUr26iX+XbqUTE4ulPXx48dctWoVmzZtynr16jEsLIwpKSkVal9lkZWVxUuXLnHbtm0MDg7moEGD6OrqSkNDQ7q4uLBPnz4MCAjgpk2bGBsby8yFC9XrPjkAMwAGAHxXdZwXdxGgEuBNgF0ABmq8D+mCwOyPPy5TO3fv3k2ZTMZJkyaphejTp0/ZsGFDbtmyRZzO6d9fbJtcnv89LaD5JfHSU+UCQAZgjapzPwmgIYCpAPqo0mdCNCF/AsBYVZwdgP2qdYHdAIyLq+OVEgBJSYUXe1WhPcD1pRl2Gxpq7RyrgkmTJnHJkiUVLufp06f09vbmkCFDnqlLVmABXKlU8sSJExw+fDjNzc357rvvMjo6usxfwuUhIyODFy5c4NatWxkUFMT+/fuzYcOGNDQ0ZIMGDejn58fZs2fz22+/5fnz55menq69oKQkKg0MSIDBEBd3NUMwwIcAm6q++u1UAkJzsVZhYFDqdyE3N5dBQUG0sLCgu7t7vrQxY8Zw+PDh+S9ITiaXLeN3enrM6tGDHDZMVPV8Tu+eRKVQtQLgeYRXSgAsXapVAOQC1AMYAtAZYC2AEyAu/BUSAM9R57p58+Y8ceJEpZSVnp7OHj16cNCgQcxZsaLCC+B5pKSkcPny5axXrx6bNGnClStX8tGjRxVub1paGmNjY7l582YGBgayb9++rFevHg0NDdm4cWMOHDiQc+fO5Q8//MCLFy8yMzOz1GUrlUpu3ryZew0MqCiN0NcSFGXQvrl37x69vLzo6enJunXr8rffflOnbdu2jS4uLlqVB5RKJWUyGbOzs0t9bxIvFZIAeKkYOlTrj/mO6quvFcC7AO8D7ADwo6I6gGHDqrypjx49orGxMbOysiqtzIyMDK5s0oQZWua/iw2lmG9WKpU8dOgQBw0aRAsLC7733nuMjY0tsU2pqak8c+YMw8PDOXPmTPbq1Yt169aloaEhmzZtyrfffpvz589nREQEr1y5UuHO8MKFC+zUqRNbtmzJPzZsKLsygCqkAfzq/fdL3IB25MgR1qpVi0FBQfz+++/Zrl079UgpPj6eNjY24iKwFtLS0mhoaFih+5V4oUgC4KWiVy+tP+YHKgEQrhEXAbB5ET/+n2QyWlpa0tHRkS1btqSvry/fe+89fvzxx/zhhx94/vx5JicnV2ihdN++ffT09KzEmyd55gwz5HL+D+J6h4nqHvdpucd5qmdyUFMIlHLeOTExkR9//DEdHR3p7u7ODRs28O7duzx58iQ3bNjAadOm0dfXl46OjpTL5WzevDmHDBnCjz/+mDt37uTVq1fLt7O3GB4+fMhJkybRxsaGa9asUa+HXJs2jRll7PyVRkZ8sHgxvb292aFDB964caNQfQqFgkuWLKGdnR0jIyOpVCrZokUL7t69m6S4c7hDhw4MDQ0tss337t2jjY1NpT4HiedKqfpYyRbQ86IIj1uWAOxR2m17gGuHDpju64v4+HgkJCQgKSkJV65cwePHj5GWloacnBwIggCS0NfXh7GxMczNzWFtbY3q1avD3t4eTk5OqFevHmrXrg07OzvY2trms3Vz9OhRdOqk1QJ8+QkJgSIjA7UhWph0ALAPwFsQ7eDUUWW7DtEGfQ3Na0vpeOThw4e4fv06bGxs0LdvXxw7dgwTJkxAZmYmbG1t0bZtW3Ts2BHjxo1D48aNUadOndLtnC3nbm2lUonNmzcjICAAvXv3xpUrV2BtbQ0A+Oeff7B+3Tos1tEBFYoS//8EAD09CGFhsBw3DgdmzcKnn36KNm3aYPny5Rg2bBgEQcCDBw8wYsQIpKSkICYmBrVr10ZUVBSysrLQq1cvAMCCBQtgYmKCqVOnFlnfkydPYGpqWvKzkfhPIwmA54Wbm9iBadl2PwqiepQPRJWpzwD00lJEpiBgw5kzOG9uDh8fH8ycObOQ4a/c3FwkJyfj9u3buHr1Kq5du4b4+Hi1KYPY2Fg8efIE6enpEAQBMpkMCoUCurq6MDY2hqWlJZKTk+Hm5oaUlBTUrVsXjo6OqF69OmxtbWFnZwczM7OymZdQOR4xRn678r0gWpqMxTMBMBHAUoguCNWQ+RyPpKSk4MqVK7hy5QouX76sPn769CkaN24MV1dXNG7cGIsWLULjxo0BABs2bMCGDRvw6NEjODg4wN7evuTOvzg7/Tt2AMHBajv9cHfPd+n58+cxYcIE5OTkYM+ePXDXSE9JScHmjh2xKCsLOkVY9iyIAAAa5iRkMhmmTZuGN954A0OGDMHevXvh7++PMWPGoF+/fti+fbvarEZISAgCAgIgk8lw+PBhrF+/HufOnctvnqIAqampL68JbYnKo7RDhRcRXqkpoGK0gLIhbvs3h6jx8QGgfWrA0JAPrl7lDz/8wFGjRrFGjRp0dnbmhAkTuGfPHqamppa6OUqlkv/++y8vXbrEAwcOcPXq1Zw2bRr79+9PmUzGunXrslq1atTT06NMJqOBgQENDAyoq6tLHR0dmpub09HRka1bt2bv3r05ceJEhoaGcsuWLTxw4ADPnz/PxMREcTqliAXwewANAP6pOt8GsI/q2FFzCghglo4OV9WtSxsbG5qbm6v3GHzyySfcv38/b926VaImUHZ2trj79Y03aGtry5kzZxZtNqOcu7UfPnzIiRMn0tbWluvWrSs0FZeens7/NW3KLF3dQmVdAegJccOXM8AdRa2JFJgOS0tLY5cuXSiTyThv3rx8aSdOnKCjoyOzs7OZkpJCe3t7RkZGlvh+HD58mJ06dSoxn8RLS6n62BfeyRcXXikBQBa5D6BUQYvmh1Kp5IULF7hs2TJ6eXnRxMSEXl5eXLZsGf/4449yqUYePnyYbdq0yRf39OlTXrt2jceOHeO2bdsYGhrKcePGsWfPnmzRogXt7e1pbGxMQRBoaGhIU1NTmpiY0NDQkDKZjN9pWfjNBugN0cQBAaZC3PV6owgBQIB333iDd+7cqRSVz7///pvTp0+ntbU1u3fvzh07djyb+y/Hbm2lkRGPDxvG6tWrc+zYsVr3KCgUCg4YMICna9WissB7kAOwHsDlEDXDDkFUAb1awnvw5MkTDh48mM2aNeP69etZs2ZNzpw5U72A36dPH65cuZJKpZJ9+/bltGnTSvV89uzZw549e1b4OUu8MErVx0ouIZ8nMTFA167l8rhnE25cAAAgAElEQVQFIyPRW5eGDfiCPH36FL/99huioqIQGRmJzMxM9OjRAz4+PnjjjTdQrVq1EqtZtGgRHj16hLCwsDI3MScnB0lJSUhMTERiYiLu3buHO3fuoN/GjWiRkKDOpwQwBMATiJtB9ABMg+hgfq4qTx2Itkbe0Cj/kJERZjRoACMjI8jl8lKFkvIKgoADBw7gm2++QXx8POb6+iJ70yZ8k5NTyEb/FQDDIa5TAEAriNYNG6vOM2QyxH39NRoPH671+UyfPh1/R0dj9/nzEAp44roEcTdlKp6tB3UH0BbAwoIFqSxwXkpKwsCBA+Hh4YEVK1ZALpfj/v37GD16NBISEjBv3jz4+/sjLi4O4eHhWL9+PU6ePFkqi6tbt27FTz/9hO++K+j5WeI/guQS8qWjnB63YGQkXldM5w+IXrN69+6N3r17AwCuXbuG/fv3Y9OmTRgzZgyaNGmiFgitW7fWOgd+9OhRTJw4sUy3lYeenh7s7e1hb2+fP+H6deDbbwGIi5mjIVoK3Aex8weAQxDNIa9Snd+HuEA8SxUAIDEzE+fPn4dcLoeZmRksLS1RrVo1WFtbQyaTQUdHR72m8eDBA2RkZJQp5Obmwm7jRuSSCAIQBdEkcx41IS5QO0IUYl8CGAzgD1W6AQn5559jq65uIUGze/du7Ny5E9F9+wIXLhR6dto+wwhRMBRCEHD2gw/ge+gQwsLCMGLECHWSjY0Ndu/ejXXr1uGtt95Cjx498M8//2Du3Lk4fvx4qc1tp6amSovArwGSAHjelNHjFuRysfPPu64MuLi4YOLEiZg4cSKysrIQHR2N/fv3Y8yYMUhMTES3bt3g4+OD7t27o0aNGsjNzcWpU6cq/6tPYwF8HIA/AfwC0SlEHocA5Gicu0M0NuWrOs8AcEVHBw1dXGBmZgaSSEtLw7Vr13D27FlkZ2dDV1d8nXNzcyGXy2FhYQE7OzvUqlULTk5OaNCgAVxdXVG3bl3UqFEDenp60CT37l3o1K2r/jo/C1Eo5WGhCoDYOetAtG6Yh4xErQsXcCQiAsmkWrAkJiYiLi4ONWvWxIk1azBAiyJAQwC2AEIBTAHwG0RtKU9tzzMjAwn79uHX48fRtGnTQsmCIKB79+4wNDREfHw8OnbsiMWLF6N+/fraStOKpAX0eiAJgBfBuHHiaCAkRNRuEYRnzr8BKPT1oSOTAT17ihomJXz5lwYDAwN4e3vD29sboaGhSEhIQFRUFPbu3YspU6bAwcEBzZo1g5WVVeX/8EeOBIKDcRPAWgAGAKprJK8FMLTAJToQVWTzfNbKDQ3x4dmzaPXXX4iOjkZ0dDTi4+PRokULeHh4oG3btnB2dkZ6eno+Dahbt27h+vXrOHPmDJ48eYLMzEzIZDKQopqsqakpqlWrhurVq2PskycYqFBAD8VjAeApxFHAggJp+vr6WNu+PTBjBgDg7Nmz6NmzJ44fP442bdoAvXsDP/9cqEw9ALsAfABRC6o1xBFQUY4o3+zYEXpaOv88wsLCMHbsWDx48AC5ubkICQmBs7MzevbsWcLdiUhaQK8HkgB4UbRuLX4V378v6pirPG79Hh+Pe7a28P3++yr1smRvb4/Ro0dj9OjRyM3NxZkzZzBv3jykp6fDxsYGXbt2hY+PD3x8fODkVKJb8OKxtQV8feG4axdKu+YUr3kiCEDPnrB1dcUAV1cMGDAAgLjmcerUKURHR2PlypU4ffo0nJyc4OHhAQ8PDwwbNqyQ/2OFQoGUlBTcvn0bf/75J/766y/cuHEDt2/fhvzaNejl5pbYtkcA0gB8A3E6KB8ZGeL/EkB8fDz69u2Lr776Suz8gSL3gwCivfQjGucdAIwoIq9eMe9GUlIStm7dirCwMCxevBi///47fv/9dwwfPhy9e/dGaGhoif6YU1NTUbt27WLzSLwClHa1+EWEV04LqBQcOHCAHh4eL6Tufv36cevWrbx//z63bt3K4cOH087OjvXr1+ekSZO4d+/esvsWzqMYU9glhlLuBM7OzuaZM2f4ySefsH///rSxsaGDgwOHDBnCVatW8eLFi8XvkC6wW7skE80KgNUAJhVM69WLDx48YKNGjfj555/nr2PpUmbKZFrLuwBR/TcNYCjAOgAzteRLBxhmZ8f58+fzypUrhW4jMDCQ7777Lm1tbXnq1Cl1/MOHDzl48GA2atSIv//+e7HP8n//+x/XrVtX4jOXeGkpVR/7wjv54sLrKACePn1KY2Pjoi1JVhEKhYJWVla8fft2ofjff/+dISEh7NKlC01MTNitWzcuX76cly9fLptKZjnUKzNkMmYV7ERLiVKp5NWrV7lhwwaOGjWKLi4utLS05JtvvsmQkBBGR0fnN+RWwF5TSQIgB6AhwHMF4o87O9PNzY0TJkwo1Kada9cWaf5hOkALgMYAfQD+U5TKqaEhT+7Zw0mTJrFWrVps3Lgxg4ODeenSJT569IhWVlZ0d3fXas01zxidtbU1Q0NDixSIgwYN4vfff1+u5y7xUiAJgP8q7dq146+//vpc67x8+TKdnJxKzPf48WPu3LmT77//Ph0dHWlvb88xY8YwIiKCDx8+LLmiUm6wUgoClUZG3NC6Nbt3786MjIxKuEvRVlBERAQ//PBDtmrVisbGxvTw8GBAQACvjBpFpaFhkTb6D6g6+1yAjyFu2KuB/Jv20gDOEARCXCemtbU1vby8OGfOHA4ePJi6uro8Ub16oX0ApQ0KIN8+AIVCwePHj/PDDz+kvb09bWxsaGtry7Zt2xbrzCcuLo4eHh708vIqJPRJskePHty7d2+lPHOJF4IkAP6rzJo1i3Pnzn2uda5Zs6awXfgSUCqV/Ouvv/jZZ5/Rx8eHpqam9PDw4MKFCxkTE1P0dEtMDJV+fswARC9UBTrQbB0dXnBxIWNimJOTw8GDB9PHx0e7ECiDUxltPHnyhAcPHmRwcDD7e3gwA0Xb6N8GsIHqC90aoK9q2kaz/dk6OnSrUYM1a9akq6sru3btSmtr63xl9a1Zk2nl6Pzznk9mdLTWe3n69CnNzMxoaGjImjVrsmHDhgwKCuKFCxe0jtRyc3O5aNEi2tractu2bfnSOnTowGPHjpXqGUq8lEgC4L9KZGQku3Tp8lzrHDJkCNevX1+hMtLT0xkVFcUpU6awUaNGtLGx4dChQ7l582YmJSXlyxsTE8P2Li6if4Nhw8TOe9gwfl67NneuW0dLS0v1NTk5ORw0aBB79uz5bMqmAk5likPRt2/5v84FgZHGxkxKSuLjx485YsQI6uvr08DAgKNHj2aLFi3o5+dHU1NTTtTV5dMylp+lp8cP9PQYHh6ute2hoaGUy+X8+eefqVQqeerUKU6bNo2Ojo6sX78+Z8+ezfPnzxcSBqdPn6aLiwtHjhyp9g3QtGnTcvmDlnhpkATAf5UnT57Q2Ni40qY9SkPt2rV59erVSi3z5s2bXLduHfv3709zc3O2bNmSH330EY8ePcrg4GBOnTq10DWLFi3ipEmTOGHCBM6cOVMdn52dzQEDBrB3796V6lSmEBVYrE4DeO3777l27VrWqlWL/fv355UrV3jjxg2+++67aptKgwcPZmZmJp+GhTGnFI5hcgHRafuqVfT19aWzqSmfzJmTb9STu3gxHeRyDho0qNAtKZVKnj59mtOnT2edOnVYr149BgYG8ty5c2phkJqayjFjxrBu3bpq+0HXr18v+z9d4mVBEgD/Zdzd3XnkyJHnUld8fDzt7Oyq1K1idnY2jx49yo8++ogtW7akjo4OPTw8uHbtWt68eVOd78KFC6xTpw5v3rzJatWq8f79+/nKWO3mViVOZfJRjsXqpwBDnZ1Zo0YNdu7cmadPn85XZKtWrWhiYsJx48axa9eurF69Oj/66CMm7NrFv5o0YQZEP78FBUo6wJ0yGVsBHOzszHN16jBdS95MHR1mAMzt06fYUY9SqWRMTAxnzpxJJycnOjs7MyAggLGxsVQqldyxYwdtbW1paGjIxMTEop9RBafeJKocSQD8l5k+fToXLFjwXOratGkTBw4c+FzqIsn79+/TxMSEGzdu5NChQ2ljY8NGjRpxypQp3L9/Px0cHHjx4kWOHTuWgYGBzy48c4Zf6OmxFUB9FNbQ+QFgQ4jOZhoB3FlQCJTFmXkZFqvTAM4wNWWNGjXYvHlzmpiY0M3NjePHj+fWrVs5Y8YMymQy/vzzz+ri//zzT44dO5b6+vq0sLDgtOHD+U3Tpvmmw5TLljE+JoabN29msJ0d05DfL3BFRz1KpZJnz55lQEAAnZ2dWbduXc6cOZN79+6lIAhs27ZtYWupVTT1JlHpVJ0AwDOH8CcBHAbgUiB9CoDTqhCsihMA3FHlPwwgpKR6XmcB8NNPP9Hb2/u51PXee+8V1levQrZs2cK+ffuqzxUKBc+ePctFixbRw8ODenp6rFevHufOnUtzc/NnljX9/Lhd1bGPLSAAEiD6Vt4HUAnwZ4ByaOjol8GPrpqYGLJ/f2br6jK7gPnmNIC5enrcpaNDb3NzRkREqEdQ2dnZPH36NJcvX85mzZoRAM3NzTl06FCuXr2aly5d4pkzZ+jk5MTx48dz/fr1dHBwoKmpKRcuXMi7d+/mb8eqVcUKvjSI5sStIJqS7gQwW1+fNwMDS+3dTKlU8ty5cwwMDKSzszMB0NPTkxYWFty4caN4b+U0kS3xQqhSAdAfQLjquB2A3RppdSGaUdFRCYrjEDc5ugD4qSz1vM4C4OHDhzQxMalUv7xF0aBBgxI3BlUmQ4YM4dq1a4tM37FjB+vXr88xY8bQ2NiY5ubmnD58OHP19NSdTEEd/VMAbQp0RNYAT2jGGRqWa4piRM+ePD90qPrr/N833+R0gNV1dNilSxetvoKVSiUDAwNpb2/P2rVr8+LFi1y/fj1HjhxJGxsbCoLAli1bcsmSJTx+/Dj9/f05c+ZMjh07lpaWlhwwYAAPHjxIxalTpJFRkYKPAIcCfBtgsmqEcFZDMHTQ12f79u05depU/vDDD4yLiytxqi8pKYnm5uacPXs2HR0dqaenx7m2tsw1MCi+4y8YJCHwIqlSAfAJgMEa53c0jvUAWGucnwFQH8DbAM5BtHO1D0CDkup5nQUASbZo0YLHjx+v0jryfuzF6YxXJrm5ubSysuKtW7eKzJOVlUVzc3Peu3eP165do4WFBQ92755vB21BAZALsDPA3arjnQBrAfk1beRyUeuojNStW5d//fUXb9y4wWHDhtHGxoZmZmaUy+Vav7Czs7M5fPhwtm3blp06deLGjRtJigutQ4YMYdOmTXns2DH++OOPnDx5snpNpHHjxgwMDGRERASXL19ONzc3RhkbU6HxxV3wvv8CaApxX0LBDlgB8ICpKeVyOZ2cnFivXj1aWlrS2tqavXv35sKFC3ngwIFC+zeuX7/OOnXqkBQF2eXwcKbLZMwEivXp/AtENVk5wK4A4/OEQFmm3iQqi1L15UX7hCseMwCPNc4VgiDoAgDJHJIpgkgYgN9J/g0gUTXt4wlgMYAt2goWBMFfEISzgiCcjY2NLWfzXg26dOmCw4cPV2kd0dHR6NChQ+l841YCMTExqFGjRrF2ZvT19dG9e3fs3bsXzs7O8PPzg01iIgyUyiKv0YFoq38IRANqQyAamTPWzJSRgezYWGRmZkJZTFmaPHnyBImJifjiiy/QunVr1K1bF2PHjoW1tTWys7Nx//79fPlTU1PRq1cvPHjwAAsWLMCdO3fw7rvv4sqVK2jTpg0MDAxw6tQpeHh4YODAgfjss88QGxsLFxcXTJo0CXp6evjyyy8RHByMarm56JqRAZn4IaWV0xDtEQUDsAbQFECe52QZgG45Obh38SJWr16NwYMHo0WLFshUmdX+8ccf8cEHH6BWrVpo0KABRowYgS+//BInT56EsbH45ARBQOPduyEnkQuofTo/huin4C2IdptSIE4LLATwAKIxu7dVzxwhIaV61hLPn3I5hBEE4RMAp0huU50nkLTXSDcEsBGif4vxJBWCIBgByCWZrcpzF0AtFtOAV84hTBnZvXs3Vq1ahaioqCqr48MPP0T16tUREBBQZXVoMnfuXGRlZWHp0qXF5tuyZQsiIiKwa9cuXLt2DdcbN0aPnGcGo4MgmmoOV53/ArHDiQLQEqKf4T4AIgE01yg3UkcHfrq6yMrKgo6ODvT19YsMurq6SEhIwP379+Hg4IAGDRrg0aNHuHz5Mnx8fLBz5064u7ujQ4cO0NfXR3Z2Nn744QfY29vjrbfewldffYX27dvDwMAA3333HYYPHw4fH59C9ejp6aF9+/Y4efIkrKysoK+vD0EQkDpnDmpv2JDPQF3B+14MYDZEAfARxEW5NwHEAGgEiObE589XWycFRHPZFy5cwPHjx9UhMzMTDg4O0NPTQ0JCAhITE9G2bVt4N22K+eHh0MnRNNb9DDdV3f+q2nRCFZ8GUSD9DqChyoFNVRo3lChElTqEOQ6gN4BtgiC0A3BRXavoLXw3gF9Jav7K896TZYIgNANwq7jOXwLo1KkThg0bhpycnEK26yuLY8eO4YsvvqiSsrWxb98+LF++vMR8vr6+GD9+PDIyMuDi4oIke3sgLq7I/OcBdIb45QmI/gTaQhQMmgLAd8gQZG7aBJJQKBTIzs5Wh6ysLGRnZ+PJkyfYvHkzvv76a9SqVQtNmjTBrFmzcO7cOSxZsgTBwcGws7PDpUuXcP36dQwePBh37txBeHg4mjVrhjZt2uD06dO4d+8eTp48icTERHTo0AF3797FmjVr8tWZnZ2NjIwMZGVlwc/PL1/86qdPUbcEp/FyiHOuQRB/zF0g+hA4AJUAyMjAhS1bsF+pLOQprV69enBzc8OUKVPw6NEjXLlyBRcuXMC9e/cgCALS09NR+9Ah5OTmQtv4MAnA3wBcAawG0EwjzRiAM4DLABoKgmjxVkMISbwclFcA7ATQTRCEExAlzShBEKZC9I+hA/E9NBAEIc+fRyCAJQC2CILwJoBcACMr0vDXgWrVqsHJyQnnzp1D27ZtK738J0+e4OrVq2hdCf4GSsO9e/dw/fp1dOjQocS8VlZWaNGiBX799Ve8+eabqDdgADLCwqAH8eVRqEImxJfYHeILdh5ih/87gGMAxmsWKpcDKhv6giBAV1cXurq6MDIyAiB+GX/99deYP38+2rRpg+PHj2PFihVo3LgxHBwcMHz4cOzYsQPe3t4ARB8LI0aMgKOjI5YuXYqwsDCMHj0aANC+fXtYWFigWbNmiImJKda2fmxsLEaPHo3z58+r4xQKBdK9vUU3oMXgVuKTBAwzMvDvv/8iIyMD6enpJXpGe/xYnN29ePEiTAAYavlOy4How2EERGc2TwEU/L43hzgFgIwM3Dt4EDZTpz63qUaJUlLaxYIXEV73RWCS/OCDD7h06dIqKft5m5wIDw8v036DsLAw+vv7iydJScySyYq000OAKwA6qxYonQCGFVgUzZLJ+Nu2bYVsFCkUCv7www+sV68ePT0985lQbt++PXfu3EknJ6dCJhhSU1Opo6NDIyOjfIbTFi5cSJlMxk8//bRUm+siIiLo7e3N7777jtOmTWPnzp1pamrKncbG6rYXZaAuW3XPC1Tn0ar7/1Pz3ocNK/UzJ8lVq1Zx4MCB/Pnnn3mtcWOti8tvQ7SFlK2KmwRRFVUzXxOAEarjw2ZmrF69OsePH8/ffvvtuSkdvMZUnRbQ8wqSABA7h549e1ZJ2R999BGDgoKqpGxtvPXWW9ywYUOp81+9epU1a9ZUd9jXmzUreSNUEUEB8B83NzZr1owuLi5cvnw5U1JSuH//frZs2ZKtWrXigQMH8nXYCoWCxsbGbNGiBbW9i2vWrKGenh7t7OxIito/06ZNo4GBQZHPValUMj4+nhEREZw1axa9vb0pl8tpYmLC/v37c/HixTxw4AD//fdfcWetarNVcYLvEsB2AI0gboDboXHfGYLAdC0bClNTU3n+/Hlu376dy5Yto7+/P729vVmnTh3q6OjQzMyM3bp146l69fI9RyXAkSotn3SN+LUAO2icP1VpA6kF0bBhvHr1Kj/++GM2b96cdnZ2HDduHA8dOlTqvQqlQtqhnIckAF4FkpOTaW5uXrk/EhUeHh48cOBApZerjZycHFpYWPDOnTtluq5BgwaMjo7mpEmT2MvOjhlFOFMpKWTq6rKHlRW3bNnC48eP08fHh7q6ujQzM+PixYu1Wi69evUq5XI5R4wYkU8wKJVKzpkzh87Ozly8eDENDQ156NAhduzYkW3atKGTk5P6/3Xnzh3u3r2bQUFB9PHxobW1NatXr87evXtz/vz53Lt3L8eMGcPly5cXvvmkpMK7bcsYsmQyutepw8DAQA4bNowdOnSgnZ0d5XI5GzduzD59+nDKlClcuXIlIyMj+c8//zAoKOiZNdqlS6nUaMP7ANsCTC1QTzLETWgRqtHJTFU+QjRTceatt/j333+rn+M///zDkJAQtmzZkra2tnz//ff5yy+/lP89l3YoF0QSAK8KjRs3Zkwl61JnZGTQ2NiYqamplVpuURw9epQtWrQo83UjR46kra0tBw4cyAcPHjAhKKjMppSzdHWpXLWKJ0+eZIMGDWhtbU07Ozt++umnDAkJoZOTE1u1asX169erPZ4plUr6+vrS2to632a87Oxsjho1iq1bt2ZSUhJTUlKoq6tLY2NjBgYG0s3Njf369WPv3r1Zo0YNWllZ0cfHh0FBQdy1axcTEhIKTQv17duX27dv1/4A/PzKbZ00F+B2gFZWVqxZsyZXrlzJI0eOMCEhoVjPaFOnTmVoaCifPn3KNQsWqP0dxKtGHgYQTWLnhS2q9IMQ9wEYAuwCME4Vn6Ory/f69WPt2rVpa2vLfv36MTQ0lCdOnGBmZiavXbvGJUuWsFWrVrSxseF7773HAwcOlF4YSDuUtSEJgFeFcePGMSwsrFLLPHr0KFu3bl2pZRZHQEAAZ8+eXer8SqWSK1asoLm5OWvXrp2v01zTvLloHbMUP3ilXM4FNWtywoQJHD58OK2trdm3b19aW1tz9uzZTEtLo0Kh4L59+9i7d29aWVlx8uTJnDVrFm1sbDht2jR1vampqfT19aWvry9v3rzJyMhIenl5URAEymQyGhkZUS6Xc8aMGfzxxx9LteuWJJs3b86zZ89qTUv99VemlVMA0MiI8RER7NOnD01NTVm/fn0+evSoxPYMGzaMffr0oa2tLQcMGMAHXbuW/KyL63Q1THDcunWL3333HSdOnMgWLVqoHfLMmjWLe/bsYWxsLJctW0Z3d3daW1tzzJgxjIqK0rrbmiQzP/+c/9PR0bo57STANwBaQtwVPhDgXdVzeQ2EgCQAXhW+//579u7du1LLXLRokVZzzFVFs2bNSr2rOSkpib169WLr1q155coVWllZ5bMYev78efawsmJOnz7i0F4uz9/p5A35+/fnv1FRfO+996ijo8POnTurO8A7d+7w7bffppOTUz4jbfHx8ezfvz9lMhktLS05depUpqSkcMeOHbS3t6eTkxOdnJxobGxMCwsL2tvbc9CgQTQ2NmarVq349ddfl/nZmJub89dff2VERASXLl3K9957j15eXnR0dKQgCHwfYHpZp74KdHK//PILraysaGpqykOHDmltx7179xgQEEB9fX127tz5mb/hKvTnnOeQZ968eezWrRvNzMzYsGFDjh49msuWLePMmTPp7u5OKysr/u9//2NkZOQzYXDmDJ/K5QxWjTYUAH9SCYI4lSDYBnGXdBrAUQB7lLJdrwCSAHhVSExMpKWlZaVqTvTo0YM7d+6stPKKIyEhgdWqVStV+/fv388aNWowICBAPfUybNgwfvnll/ny9evXTzRgl5xcyKkMly3j42vXOGfOHFarVo2TJk3ixYsX2bBhQy5atChfOVFRUXRxcWG/fv148+ZNHjp0iBYWFpwyZQoNDAxoaGhIANTR0WGzZs34zTffcMuWLbS3t2egythaQkIC9fT0ilyrUSqVTE5O5okTJ7h582bOmzeP7777Ltu3b08bGxsCYJMmTdi3b19OnTqVX375JaOiojhv3jzKZDLRN++qVcw1NKyQNdDs7Gx26dKF+vr6HDRokFqo3rx5kx988AEtLS05fvx4du3alT/99FP+i8thIrs8X9q5ubn8/fffuXLlSr7zzjt0cHCgjY0Nu3Xrxl69etHV1ZWWlpYcNWoUE9u31zo91hTPtI80Q6xKOGgbmbyCSALgVaIyDbbl5OTQzMwsn639quSrr77i4MGDi82TmZmp9mtb0B/yjz/+yB49euSLi42NZa1atQo5zUlPT2dYWBhtbGw4YsQIxsXFqdPu3r3L+vXrq9VqMzIyePr0aX722Wds3rw5ZTIZAdDZ2ZmjR4+mgYEBN23aRCsrK3bp0oWWlpZs0qQJLSwsuGfPnnz1Ghsb09jYmAcPHuS6des4a9YsDhgwgM2bN6epqSktLS3p7u7OwYMHc/bs2dy4cSOPHj3KX375hY0aNSr0PE6fPk2ZTJZv2myOry//atJE66gn18CA6QAfv/FGsV+2CoWCI0aMoIODA83MzOjm5kYLCwvOmDFDbf/fw8ODhw8fLnRtzooVTBeEfLaJtAVFJc+13759m99//z0/+OADtmzZkkZGRmzt4JDPF3NeuAdxjeJPLWmf4tnCNIFyGwf8jyAJgFcJf39/fvbZZ5VS1tmzZ9m4ceNKKasQWtTwvnF15Q8rVxZ5yeXLl9msWTP279//melnDR4/fkxTU1O1u8I8evXqxZWqcnNycvjVV1/R3t6e/fr146VLl/Llzc7O5rlz57h06VKampqyVq1alMvlbN68OceMGcOwsDDWrFmTjRo1oqurK1euXMn69evT2tqae/bs4cOHD9mzZ0/WrFlT7Xy9U6dO7NatG2vXrs081cxmzZpx1KhRXLRoEb///pfwTmgAACAASURBVHvGxMTwwYMHRd77nj176Ovrmy/u3r17NDIyoo+PjzouISGBlpaWouG2IkY9HerVo7u7e9H/GxWxsbF0cnKirq4umzZtSltbW65bt049QmvWrBnPnTtX6LqlS5fyg/btqfTzY5aOjrgOU2DqLVdPj4etrKp0eiU1NZV/jxlTyER3NkBvgP5aOv8LqrWAowWnCsthHPA/giQAXiW+/fZb+vn5VUpZn376Kd9///1KKUtNMWp4aQCVBgaF1PCUSiVXrVpFKysrrlu3rtgF0+7duzMiIqJAlWdob2/Pb7/9lg0aNGDXrl158uRJ5uTk8I8//uDGjRs5fvx4tmnThkZGRnR1deWIESO4YMEC1qhRg6GhoSTFkUDHjh05a9YsPnr0iKGhodTX16cgCOzRowdbt25NXV1dymQyOjs7s3v37vTz82PLli1pbGxMa2tr+vv709TUlOPGjSvTY1uxYkW+ax4/fsxatWqxdu3a+abMAgMDOXHixGLLioyMpI6ODs8Uoep4/Phx9uzZU33v7777Ljt37syjR4+yU6dObNq0KQ8ePMi6devyn3/+yXdtfHw8rayseO3aNSoUCjaytmZKQEAhIZRz9y4dHBwYGxtbpudQZoYOzT/qQOHNaXnhH4A1AW7SNmIp4ya5/xCSAHiVSEhIoJWVVbHqe6XFz8+P3377bSW0SkU51PDu37/PPn36sEWLFvzrr79KrGLFihUcMWKE+lypVDIqKopmZmasUaMGZ86cyUmTJrFjx440NjZm/fr1OWTIEH7yySc8evSoWt1VqVQyKSmJERERtLKyoq+vLx0cHGhlZUVra2vK5XLa2tpSR0eH1atXV68DfPrpp1rn93fu3EkrKys6OjrSwMCARkZGfPz4cakf3fTp07lkyRKSoiBq1aoV5XI54+Pj1XnS0tJobW1dqFMuiFKpZM2aNdmkSRO1MM17Tl26dKGTkxPXrFmjnjZTKBQcOXIku3btytTUVG7fvp3Ozs7U09Pj0aNH85Xdt29ftYe606dPa522ymPZsmUcVtUda69e6veqqM1phKi66ghwdVHvZK//s3edUVFdXfQMvUmZRhUEBBQURUBBAVEEQVAR7NjAilETEQvG3ruxYuyiYotix4oFFRVr7L1EjSXY6DDz9vdjhpFhCgNi8iWy17qLmfvancd799zT9gn7tuP851AtAP5rsLe3x++///5V52AYBjweTykff4WgwDkYRQQzEnHVOxBhVRl79WgjI8THx6OgoEClyzx9+hRcLhf37t3D1KlTUbNmTejq6kJLSwvq6uqIjIzE7NmzkZaWhqysLDx9+hTHjh3Dr7/+ilGjRiEyMhINGjSAgYEB2Gw2GjdujLZt20JLSwt8Ph/Hjh3D8+fP0bdvXzRq1Ahubm4ICgpC7dq14ebmhsaNG8s1i/j7+2P9+vUQCATo2rUrtLW1YWhoiJ9++kklwdaxY0ds2bIFxcXFCA0Nhb6+PrZv3y61T2JiItq1a6fSfVq8eDGMjIywfft27Nq1Cx4eHnB2dsbGjRvlCjCBQIDevXujRYsWyM3NRUFBAdTV1cHlcjFkyBC8e/cOe/fuhaOjo+R/NWHCBMTHxyscw/v372FiYiJb2awKUdy1q+R5UpSc9oIIdkSYo2xRUq0B/PMTvaJWLQCkERMTgyVLlnzVOe7cuQMbG5uqGZCS8MCbRCgQf75DBFP6UqmqRAgosxMzDINnz55h586dSEhIQGBgINTU1KClpQVdXV20a9cOK1askJh/WrZsiTZt2sDR0RHa2tqwsrJC8+bNERMTg+nTp2Pbtm24dOmSVPGT5cuXw9bWFubm5li+fDnCwsLQunVriQO2W7dukjyBNWvWgM/nY+jQoZJQ0hMnTsDe3l4ysV65cgUcDgeRkZFISEgAn89HQEAAfvvtN4Vx7J6enjh37hyio6NhZmaG/v37S20XCoVwcnKS65SVh6ysLGhra0NDQwPu7u5ISUkpV2sUCATo2bMnWrZsiQ8fPkBdXR1v377F0KFDweFwYGJigoMHD0r2d3d3x4kTJ5Sec/DgwRg/frxKY1YVRUVFSE1NRc+ePTFeRwcFampKk9Mmibfpl2nVPoBqAfCvxIYNG766ePuvv/5adep5hw4qJQjdFWsD28qag0qF4b169Qp79+7FhAkTEBISAh6PBy6XCx8fH7Rp0wb29vZQV1eHsbExLC0toa2tDQcHBwQHByMiIgJsNhu7du3CrVu3kJeXV+7Q9+3bBzMzMzx8+BDnzp2DpqYmmjVrhg0bNsDExAQcDkfmmL/++gv9+vWDhYUFtmzZgubNm0sRxDEMAysrKxgaGqKgoAAFBQVITk6Gj48PLCwsMHHiRLx48ULqnHw+H4MHD4adnR3q1KkjM/YDBw7Azc2t3ISy/Px8JCYmwtbWVuKorgiJoEAgkPgEjIyMJP39+/eHhYUF7Ozs8Ntvv+Hly5cwNjZWKNBKcPfuXfD5fJkorYpCKBQiPT0dsbGx4PF48PLywuLFi/Hmxo2vpsmojgKqFgD/Kjx9+hR8Pl+l7FJF6NGjB1auXPn1g1GBpyaWRIRgRAQ3OSp6kYYGOvn7g8vlQl9fH/b29qhXrx4cHR3BZrOhp6cHLpcLTU1NeHl5Yfjw4ahZsyYeP34sY85o2bKlpPRiebh06RK4XC4yMjLw8OFDODg4oG/fvtDV1YWpqSnmzZun1ORy9uxZ2NnZQVdXF7du3ZLaNnz4cNjY2GD37t1S/b///jtiY2NhYmKCiIgIHD16FDk5OVBXV4e9vT3YbDZu3Lghc62AgAAkJSUpHEt2drYkgik0NBRnz57F9evXYWpqCjabjTdv3qh0TwCREGjfvj10dHSQl5eHW7dugcvl4s8//8TRo0fh6uoKBwcHtGrVSqXztWnTpkLkfyVgGAZXr17FyJEjUbNmTdSrVw/Tp0/Ho0ePpHfs0KHckFSl/qjqPIBqAfBvQ61atb5kaFYCNjY2uHPnztcPpBRTpbImIEI6EaaSbHRGLhF+1tJCw4YN0b17d4wfPx4bNmzA4cOHERcXBzabjaFDh+L169cARKtBMzMz3L9/X2Y4J0+elDLHKMLTp09hYWGBXbt2ITMzE+bm5pgyZQoaNWqEwMBACf1BeSypfn5+6NatGzgcDsaNGydZuZ8+fRpWVlbo0qWL3OM+f/6MxMRE1K9fHxwOB2pqaqhbty6Wy4mZv379OszNzaW4iEqQlZWFSZMmgcfjoUuXLjI5Is2aNUNoaCgGDRqk9HeUxeXLl2FkZIRWrVrB19dXyuQoEAjQqFEjGBkZoWfPnvjjjz+UnuvIkSOoX7++yguWBw8eYMqUKahTpw5qiQnslPm8Ng4b9lU0GdWZwNUC4F+H3r17IzExsVLHPnv2DDwe76s0CAnKhOGV1wYSYZG8baXMUfn5+Zg/fz74fD569eqFx48fy1y2f//+8pkzATRv3lzpavnDhw9wdnbGwoULkZqaCi6XizFjxoDH4+GXX34BwzC4du0atLW1pTiAyuLEiROoXbu2JAu4U6dOsLW1xYEDByAQCMDlclGjRg3k5OQoPMfOnTtRo0YN6OjoQFNTE3369JEh/CvJJyiNV69eYeTIkWCz2YiJicG9e/fknn/z5s1o3rw5eDyeXM1CEc6cOQMvLy80adIEhoaGUr+hsLAQRkZGePToEX7++Wew2WxMmDBBIaEgwzBwdnZWSD0BiKLb5s+fDw8PD5iammLo0KHIyMhQ+owKhULExcXB2dkZWdOn/y0Zyv9CVAuA/yLWrl1bblatImzatAkRVaX2lgrDU6X1JVHRkLL9t+ztsXLlSowaNQqWlpZo37690glr79698Pf3l7vt+PHjcHR0lEs5UVhYiBYtWmDYsGFYt24d+Hy+hGogIyNDal8LCwuw2WwZM04Jmjdvjg0bNkj1HTp0CLVr10ZERAS6deuGOnXqYGdiolxu+vRduyQrd319fdy5cwczZ85ErVq14OHhgbVr1+Lx48cwNjaWZGs/efJEYkIaOnSoFDeSPBQUFIDP5yMhIUEmi1oZUlNT0aJFC5iZmSEwMBDBwcESO/6xY8fQuHFjyb7Pnj1DVFQULCwssHbtWrn3feXKlTI8VllZWVi5ciX8/f0ltA5Hjx5Vif2zsLAQ3bt3R7NmzUQ1E4BqNlD5qBYA/0U8evQI5ubmlVrFDxw48KuyiYuKinD+/HnMmTMHaZaWCl+0N0TYIrb5C4hwiETFSnbL2fdUrVowNDSUtBo1asDd3R1du3bFhAkTsHHjRly4cEGSTZubm4saNWp8eflLZR4zYWE4xOPhSteuUs49hmHQs2dPhIeHY8qUKbCyskKjRo0QHBwsQ4fx8eNH6Ovr4/z58+DxeFJEcYD06r8s8vPzMWnSJPjr62O/lhYK1dRkzGRCbW3kE+FFkybw09VFTEyM5HiBQID9+/cjNDQUurq6qF+/Pg4ePIhevXqBzWYjISGhQjb9MWPGYNiwYXB0dJSK4lGGbdu2wdbWFoMHD0ZxcTE6deqEkJAQFBQUYPjw4Zg8ebLMMefPn0fTpk3RsGFDGRqPvLw88Hg8XLt2DcnJyQgLC4OhoSE6deqElJSUCjmJP3/+jMDAQLRr107W0Z+ZKbLpl0MO+B83+5RGtQD4L6Ik0kSR6q8MdevWrVCGZm5uLtLS0jBp0iQEBATAwMAArq6uGDJkCK5FRUGowAfwlgh+RDAiUR5APSKslLNfLhGmGRlh165dEoGWlZWF8+fPIykpCePHj0eXLl3QqFEjGBgYgMvlwtvbGzVr1sToli3xh6cnhFpaUgVLQIQ8FkvUJ848njBhAjw9PdG3b1/Y2dmBz+dj2rRpcsMj09PT0aRJEwCQCIFDhw5J7r2fn5/M6l8Ky5dDqAJpm1A8zoxSyW0lyM/Ph6GhIWrVqgUWiwV7e3skJSVVuFjKkydPwOFwsGPHDtStW7fcyB1AVCVOV1dXEi5bVFSEjh07ok2bNnBwcFBIW80wDLZv3w5bW1u0a9cO9+7dQ2FhIfbu3QtnZ2doaWkhJCQESUlJMpQequD169dwd3fHgAEDlN8HBTQZ/+FoH0X4tgKAiNSIaAURZRDRSSKqXWZ7fyK6RETniShM3McloiMkqte9jYj0lF2jWgDIR1RUVIUjed6+fQtDQ0OljJwfPnzA/v37MXr0aHh7e0NPTw9eXl4YNWoU9u3bJ81pUwXVqorU1dEzOBjGxsaIjo7GmTNnFGo2DMPgzz//xKlTp7CuSRMRKVk552dYLBRpaeFnDgetW7eGnZ0dTE1Nldqkly5dKhWLf/bsWfB4PBw9ehRpaWkKV/8AKsWYKdDWljJJnDp1Ci4uLtDR0cEvv/yCrKwsbN68Gc2aNYOlpSUmTZpUoapqYWFhWL16NQICAiS8SYrKJha/egVLS0sEBQVJnaOoqAitW7eGtrZ2uSG2OTk5GDBggCSD2tvbGzNmzICRkZFUDkZF8PDhQ9jb22PixIlV47/6PvDNBUAEEa0Xf/Yioj2ltpkR0Q0i0iYio1KfFxNRH/E+Y4houLJrVAsA+Vi5ciWioqIqdMyuXbukyMUA0apqx44dGDp0KBo2bAgDAwO0bNkSEydOxPHjx5U6MQF8VbUqplQY3uvXrzFnzhw4OTmhTp06mDNnjiTyRwbLl0NYVsUvp+UQ4Qd1dUnET2pqKh4+fCh3Ih8wYMCXiVKM06dPg8vlwtXVVfHqX5wUt4QI7kTQIkLvUmPYRNLJSCXhsZeIwOjp4cwvv8DHxwf29vawsLCQMT0BoqigQYMGwdjYGJGRkTh27Fi5E+LBgwfRqFEjXLt2DUEmJigMDVVYNrFYQwOH9PSwrE8fmfPMnz8fNjY2aNu2rUz2NsMwuHjxIoYPHw4LCwu4ublhwoQJ6NGjh8TB3rVrV4XOe2W4fPkyzM3NKx348B3jmwuABUTUtdT3l6U+tyOiFaW+pxCRJxFdISIzcV8DIjqg7BrVAkA+7t27Bysrqwqthn766SfEx8djw4YN6Nu3LxwdHWFsbIzQ0FDMnj0bGRkZcsMNlaH43LmKFyopEQBywvAYhsGZM2cQHR0NY2NjhIeHY9++fV8mavEkW0CEGCK5VaAUTbRn1dSw8ccfERsbi1atWsHa2hra2tpwcnJC27ZtERcXhxUrVqBu3brYuXOnjHlowYIFUFNTU6w9iJPidhIhhQiDygiAsm0diWgKGBL5SY4aGmLLli1ITU2V4vKRh0+fPmHZsmWoV68enJycsHDhQoWMo0KhELa2tng8ahQK1NXL1ZqERCKWzzKO0sDAQGzbtg3h4eFo164dCgsLcfv2bYwfPx61a9eGg4MDJkyYIBNifPPmTYSEhKBmzZrg8XgqmaFKcOTIEfB4POzatUvlY6ohwTcXAKuJKKTU9+dEpCH+3IOIZpfalkRErYjoIRHpivvsiOiMnPMOEJuOLoX9d4mavgoMw8DMzEw2MabMPrdu3UJiYiK6d+8OTU1NsNlsdOrUCUuWLMG1a9e+qsBMbm4uXFxcMERDA4IKmoLy1NSwrUWLcie5lStXokmTJrCwsMDYsWORHRgIsFjIIVJYBUrZRFs28ScvLw83btzArl27MGvWLERHR0NNTQ18Ph96enpwdXVFZGQkxowZA0dHR0RFRYHD4SA9PV16sHLMYT+XIwD8SURVIBGI4qzUkJAQlZOnGIZBeno6unXrBmNjY8TExMi10R8KD0eBunrFhHSpaJns7GwYGBjg06dPePDgAZydnWFkZAQLCwvExcXh0qVL5S5GDh06BF1dXbi4uMjlVCqLzZs3g8/ny5DSVUNl/C0aQOdS31+U+tyOiJaX+p5CRB5iDYAv7mtARPuVXaNaA1CMrl27SmW+FhcXIzMzEwsWLEB4eDg4HA5sbW3Ru3dvLF26FHp6euVTJCiwDZd1oGVlZcHGxgYGBgYiZ3QFw/By5s2Dq6ur3IgSebh58ybGDxwotwBISVNUBUpqoi0n9f/+/fuoVasWAJEAunz5MrZs2YI+ffqgRo0a8PT0hIGBAVgsFurWrYvu3btj4sSJuNK1K4RaWioLgKdEUCPC49L9urp4HR8PU1PTStEnvH79GjNmzICNjQ08PT2xbt060f/74kXk6+go1JhAIqI+e7HG1JoIL0sLgcxMrF+/Ho6OjvDx8QGHw0Hfvn3h7e2N8PDwCq3ot2zZgtq1a8PU1BR9+vRR6MuYP38+rKysKpS/UA0ZfHMBEFnGB5BaaluJD0BH7AO4K/68pIwPYLSya1QLAMVYvHgxgoODMW3aNAQFBcHQ0BAuLi6IjY1FcnKyVJbm4cOH4evrq/hkSrj8JSF04oiaP/74AzweDyYmJlKx6AVnzuC+qyvyiWRXm3LC8F6/fo3atWuLyjqqgtmzZaJ9SpqiKlAyE2055F87duyQoYAoifwpSTBjGAbJyckwNjbGhAkT8PPPP+OUtbXMmJQJgClEaC6n/1zt2vjaZ14gEGDfvn1o06YNOBwOrtvbI5sUa0wnicAjEXlfIYlMV37i8QhZLKSbmkJLSwtubm7Yt2+fxExYUFCAsLAwREREqCwEiouLUbNmTZw8eRKjR48Gm83G5MmTkZubC0BkroqPj0edOnXKzXOoRrlQaR5nQTQZVxgsFkuNiJYTkSsRsYgomojaENFDAHtZLFZ/sTlHjYhmANjJYrFMiWgDEdUgor+IqDuAXEXXmDRpEiZNmlSp8f3XkJ2dTefOnaPTp09Teno6Xbp0iYRCIQ0ZMoT8/PzIx8eHOByO3GPHjx9PAGjatGmyGxMTieLjifLF62tFYLGI0damOIC2s9l09epVMjU1JYFAQElJSTR58mRq2LAhzYyLI+eLF4lu3CD68IHIxISofn2iPn2IeDypUz579ox8fX1p2rRp1KtXL+U3oEcPos2bZbqLiSiEiOyJ6Ncy26YS0XEShaiV4KmvL6X3709FRUVUWFgo1Y4cOUIMw5CHh4ek7/nz55SZmUm+vr5UXFxM+fn5lJubS+/evaPXr1+TkZERbc7OphCBQOra44joBRGtl/NTHIhoLIlemNLYr6ZG9R49olq1aim/FyriWWYmWXh7k6ZQKLPNlYgmkiiEL5+Ilon7XxGRJYlstfZEJNTUpAYmJrTz9GlycnKSOkdhYSFFRkaSjo4ObdmyhTQ1Ncsd09y5c+nGjRuUlJRET548oYSEBDp79ixNmTKFjh8/To8fP6Z9+/YpfJaroTJYKu2lqqT4J9r3rAG8ffsWu3btwk8//QR3d3fo6+vDz88P48aNw5EjR/Dp0yfw+XypwiGK4OfnJ4lll0IlwhZzWSzkzJ0LhmGwc+dO1KlTB35+fjh79mylfuft27dhZmYmN+uWYRh8/PgRd+7cwTtvb5mxKKsCBSLUJsLaMn2Z5uaIiopCdHQ0Bg4ciNjYWAwYMADR0dGwsrKCt7c32rVrh8DAQDRt2hT6+vrg8/kwNTWFjo4O1NXVweFw4ODgAEdHR2hpaeGEnKQ4RRrAGRIlxX2Ws22nmBAvNTW1UvdSBgr4mkprTHEkIu0r2faCRE7zkqQ9obY2ZrLZCm38BQUFaNOmDTp27KiSJiCvVsDRo0dhZGQEIyMjHD58uGp+ezVUmmP/8UleWfueBMDz58+xadMmDBw4EHXr1oWhoSGCg4MxY8YMpKenyy2c0rFjR+VJSRC9oPr6+rJVqi5eRIGurkLb8C0ShTMai1uAuA8kil3v5eyMhg0bIjU1tcKx2QKBAK9evcLly5dx4MABjBs3Dnp6emjfvj0iIiLQtGlT2NraQldXFwYGBnBwcMBhHk9qElNWBUrZRHvEzAwNGzaEpaUltLS0oKenBxsbG3h4eEBHRwfh4eEYMWIEZs6ciREjRsDCwgKnT5/GgwcP8PHjR5nfun37dkw2MIBQWxsgQjER8okwhgg9xJ+LS12/PxF6yhOsRDjUqhWSkpJgZ2eHyMjIcsnWyoUcvqaydXOPEYFDopq5eeJ+FhGSSx1zsU4dpZfJz89HSEgIOnXqpFKyWulaAW/evIGHhweio6OxceNGWFtbIyIiotzqZ9UoF9UC4P8VDMPg7t27WLVqFXr27IlatWqBy+UiIiICCxcuxOXLl1V6kZYsWSJFJSAP6enpcHd3l93QoYPSaJoP4r8lYYqLSORohfj7c09PmVDJ3NxcPHz4EOnp6dixYwcWL16MsWPHIjo6GsHBwWjYsCFMTU2hoaEBPp+PBg0aoHXr1ujTpw+6d+8OfX19zJgxQzLhZmVl4eXLl7h69SrOR0SgoFTIqaIqUMom2gI1NZxq2xYXL17Es2fPJLZnQJQEp6+vL/lNDMPA19dXKblcCXYmJkoc1BPFK+jSbaJ4Wz6JsqOPyRlvAYuFAR06gMPhwNnZGd7e3jA0NMTs2bMr5GiVQhm+JkUa01ISaUs8IswggiFJF09/I86MVob8/Hy0bt0aXbp0KffZLakVcPv2bTg4OGDcuHESwZqXl4cZM2aAw+EgLi6u0slj1VBtjq20D+DvQJX4AN6+JVq/nuj334k+fSIyMiJydSWKjpaxSX8rCIVC+v333yk9PV1iw9fR0SE/Pz/y9fUlPz8/cnJyIhZLNbNdCW7cuEEdOnSghw8fKtxn5syZ9PbtW1q4cOGXzrdviWxsiAoKZPYvsQ1HluoTkMi+PpKI8sR9xerqNDgsjO5/+ECvX7+mP//8k4qKisjc3JzMzc3JzMxM5q+xsTFpamoSwzD04cMHevfuHb17947++usvevfuHd28eZOuXr1KZmZm9PnzZ8rNzSVtbW0SCATEA+hhcTFpA/SMiGqRKLNQo9Q4fyWiKCIqIFEUwk4iCii1vUhNjVrWrk1PcnKoffv2FB4eTv7+/qSlpUXp6ek0cuRIOn/+PBERpaWlUWxsLN26dYs0NEpfRRbp6en03t+fwhiG1JXuKR9CInrXtCmZnT1LQqGQMjMzKTU1lVJSUujOnTukp6dHAwcOpKFDh1LNmjWVnisrK4syMjLo3Llz5L9mDQW9fUtEIkkUQ0RPieggEekqOP4+EbmRyH9hUjK+7t1JXY7/pSwKCgqoffv2xGazaePGjUrvm6+vL928eZOmT59OgwcPltn+5s0bGj9+PO3Zs4fGjx9PAwcOVMnHUA0JVJpM/rsCIDOTaOZMotRU0ffSk52urmhtExJClJBA5On51WMtjaKiIrp06ZJksj979iyZm5tLJntfX1+ysbH56uswDEN8Pp+uX79OlpaWcvdp06YN9evXjyIiIr50zplDmDiRWGUEwBsisiGia0RUR9xnTEQ5RMQQ0RQSOTeJiIo1NOhK+/Z0r107UlcXTXu5ubn0119/SSb0so2IiMfjEY/HIy6XK/lcuu/IkSO0ceNGMjMzo4KCAurSpQt16tSJmjRpQqzISKLdYut0Re8Vi0WnTUyo+V9/0YMHD2j37t2UkpJC9+7do5CQENLR0SEAtHbtWgJAzZs3pwEDBlCPHj2Unvf8+fPUsmVLaqalRQdyc0mrjDNYFeSzWKR9/jypNW4ss+3t27c0depUWrNmDTEMQ7Vq1aK2bdtSSEgINW3alJ48eULnzp2TtFevXlGTJk3Iy8uLfM+fJ7/jx0mbYWgQif6vx4jIoNT5C0jk8HUhoj+IqBcRNSWiGeLthWpqpD1rFtHIkar9lvx8at++PfF4PNqwYYNcIZCWlkYRERFkZGRET58+Vbrw+f3332nEiBH04sULmjdvHrVp06bCC6XvFN+xE/hvpofNycnB0aNHMWHCBPj7+0NfXx9ubm748ccfsXPnzgoxOFYU4eHh2Lx5MwCR2eLDhw+4c+cO0tLSsHHjRujo6GDw4MHo0aMHAgIC4OzsjG1lYtbl2YZLtxwiLCPC/jL9yRoasLe3h5eXF8LCwhAdHY1Ro0Zh7ty5WL9+PQ4cOIALFy7g8ePHyM7OVugruHv3LqZMmYJ6iRDveAAAIABJREFU9erB0tISLVq0gKWlpUz5RGU1iMtreSwW2llYyGTyvnr1CitWrICVlRW0tbURGhqKuLg4lYrLbN26Ferq6vD19RVl4i5fjkJNzQqNq0BNDae6dSv3//zp0yfExsbCwMAAderUgZGREVgsFvT09NCkSRNMmzYN165dw8uXLzF9+nTY2NigtZsbijU0lNbN/SA27emRqG7zGLGJT/JcqKtXmEgtLy8PrVq1QlRUlEyy4datW8Hj8XDixAm4uLjg2LFj5Z6PYRgcOHAAderUQatWrXD9+vUKjec7hUpz7D8+yStrlRIAlYhsqagQyMrKwp49exAfH4/GjRtDX18fzZo1Q0JCAg4ePCgpGl5VKC4uxsuXL3H58mXs378fq1atwtSpUzF48GC4urrC1NQUtWrVgo6ODmrUqAEHBwf4+fkhKCgIJiYmmDVrFtavX4/Dhw/j999/R0FQkNTvLy+apmQfNomoniX9X5Gpfe/ePUybNg2urq4wNzfHsGHDcObMGYkNftq0aahXr94X2ucSVOL/y+jpIa1zZ8nkKQ+NGzdGamoqkpOTweVyoaurCx8fH8ybNw8PHz6U2jcvLw8DBw6Eurq6VMWtT58+YRyXiwINjXLZQEEi/0oREYrbtRMJtzJ4/vw5tm7dimHDhsHDwwN6enqoX78+zM3N4ejoiB07dmDTpk3o3r07jIyMYGhoCG1tbYSEhCAjIwP79u3DQR2dcukfFDUBEQ7o6CAgIKDCGbm5ubkICAhAjx49JEJg0aJFsLS0lEzgq1atQkWy/YuKirB06VLw+Xz069cPf/75Z4XG9J3hOxQA5US2PBGvhEqvgqaUFgIKuMJfvnyJrVu3YvDgwahXrx5q1KiBwMBATJkyBSdPnlSpCLk85OTk4MGDB0hPT8f27duxePFiJCQkoE+fPggODkaDBg0kTlNTU1M0aNAAwcHBiI6ORkJCAhYvXow5c+agZs2aePjwoQx526JFizBgwADZC5eKDikvmqakFRNBhwhXSvUdMTPD8OHDsXr1amRkZJRL8/vgwQPMmDEDDRs2hLm5OYYMGYLTp0/LpWVmGAYjRoyAl5eXbMUpFTU8gXjyLxHuFy5cgKamJsLCwpD39Kkk61kYGopkdXXkT56MU7/9BkdHR+Tk5ODgwYPo378/TE1NUb9+fYwfPx7r169H7dq1YWRkhLFjx0qNNyoqSnS/MzPxoEEDFInvb7mTLYsFRk8PT0aPxqJFi9ClSxdYWVmBx+Ohffv2mDNnDs6cOSPJEBYKhVi5ciU4HA78/f1Rp04d1K1bFyNGjMDo0aPh7u4OTU1N6OnpYUG3bhUmzyutNRVnZGD16tWwtbVFixYtcPLkSVUebQAiIdCiRQv07NkTo0aNgpOTk1TYckmtAHklPpXhw4cPiI+PB4fDwfTp0yv9/v3H8R0KgHIiW0oEQLGClxAREWAYBg8ePMDatWvRp08fScHudu3aYd68ebh48aLSqAyhUIi3b9/i+vXrOHz4MNavX49Zs2bhxx9/ROfOneHn5wcHBwdJOUBbW1t4e3sjIiICP/zwA6ZOnYrVq1dj//79uHz5Ml69eqXUFCEQCGTiqksQGRmJjRs3yh5UKj5cUTTNEfFkLyDCJyIMJYI5kSTaRaijg9vR0Zg9ezZ69eoFd3d36OnpwdraGm3atMHIkSOxfv167N69G5MnT4abmxtMTU3xww8/4NSpUyrxEDEMg5iYGAQGBsqGwapQAOSsmRk2DB0qddiOUaOwX0sLBSyWJHRTIgx1dVHAYuGZu7vUilwgECAtLQ2NGzeGuro6NDQ0JMVPSv4369evh7Oz85fIouXLkVdGQGURIZxE5hZrImyWM+Fu8vHBhg0b8ODBA4Ums8uXL6Nfv34wMjKSRJBt27YNDMNg7969sLCwQL9+/bBmzRr06NED8QYGMmMprxVqaGB3KfbYoqIirF27Fvb29mjevDlOnDhR7v8PEE3WZmZm4HK5chlef/75ZwwZMkSlc5XFw4cPERkZCWtra2zevLmaKloa35kAUMJPX8ITo1QAEKFQTQ0ufD4sLCzQtWtXLF++HDdu3IBQKERBQQGePn2KjIwMpKSkYPny5ZgwYQL69++PsLAweHh4wNLSUkK65uLiIlGBR44cifnz5yM5ORlpaWm4c+eO3JjyyqJt27bYunWrVB/DMIoTxcT3SplteDsRnMTfuSQyD10vrRFoaqKoDJeLQCDAw4cP8euvv6J169Zgs9nQ0NCAuro6LCws0LZtWyQkJGDz5s24du2a3NyGshAIBIiMjERERIR8QSguAHKiZk0c09OTKgBy7949cDicLxPP8uVg9PTKNc8wZXxDmZmZcHZ2Rnh4OFq2bIm2bdti8uTJcHd3B4fDQXh4OAwNDXHhwgXRdRT4KroSobNY2KaTKNzyZtnrK9BEc3NzsXbtWnh6esLa2hrTp0+X/K7Tp0+jbt26MDc3h7W1tcwqXSgU4smoUSjU1FSpUA309DDF3Bznzp2TGUdxcbFEC/Lz88Px48cVPsc5OTkICQlBUFAQfHx8EB0dLaPtvXz5EiYmJl8V7nn69Gl4eHigSZMmlU5I/A/iOxMAKmQ9lggACyJYksj08a60AFBXx4EWLTBixAhERUWhZcuWcHZ2homJCTQ1NWFlZQVPT0+0bdsWAwYMwMSJE5GYmIjdu3fj/PnzePbsmUqTWlVj3rx5iI2Nleq7e/curK2tFR/0FVz+QhYLp7hc1KpVC8uXL0d+fj6ePn2KuXPnwtPTEzweDwMHDsTx48dRXFyM4uJi3L17F7/99hsmT56MTp06wdnZGTo6OnByckJERAQmTJiAbdu24datWzIaVkFBAYKCguROICWYOXMmDA0NZfqHDx8uMstU0newJyQEfD4fmzZtQrdu3RAWFiY1vvv378PKygqOjo4wNDREeHg4HjdsCGGZe5tDBE0i3CvV14MIo8tet1SdhJL/408//QQOh4M2bdpg3759MtrT7t27YW5uDh8fH7DZbEycOFE+oZxYa2K0tVFcJhCgUEMDRRoaOGtujj/37QOXy1WqpRUXFyMpKUlCEnf06FEpQfDu3Ts0btwYffr0QVFREXJycuDn54eYmBiZ/2FUVBTmzZun8FqqQCgUYuPGjbCyskLnzp3x+PHjrzrffwDfmQBQIesxmwiZYg3gNREiiRBU5piLdepg9uzZ2LBhA44cOYLff/8d7969Uzjx/D+gZIVaGqtWrVJaNObaqlXIrcTkX3qVunPnTtStW1dib+7Tp4/Kxb0BUYHvGzduYOvWrRg3bhw6dOgAR0dH6OjowMXFBV26dMGUKVOwa9cuXL16FV5eXhg+fLjcFefOnTuhpaWF58+fS/W/f/8eQSYmyNPWVugbKhQ/CzbiBcKJUr81X10dbw8exNChQ+Hr6ytjbx4+fDiCg4OxdetWDBw4EB7W1nJ9KVdI5EMp3TeXCGHyBI+ODvauWYOAgADw+XyMGTNG7oT2119/oXv37rC3t8epU6cAiBzHERERqF27tmJaBbHW9KpVK5yoUQN/BQTgnoMDDujrYx+LhX1GRlhsZYVnCso/loZAIMCmTZvg5OSEpk2b4vDhw3j8+DEcHR2RkJAg9b/Kzs6Gr68v+vbtK/U+ZWZmwsbGpsIlL+UhNzcXU6ZMAZvNxqhRo6o8IONfhO9MAKiY9Vi6/Sl+4T+V7v8X1iAoLi6GnYEBsidMkFA5n7G1RUaHDnJD+PaJV3g3hwyp8Ko4j8XCgbAweHl5gcPhoF+/fkhMTESnTp3A4/EwadIk2cidCiIvLw9Xr17Fxo0bMWbMGLRt21ZCDaGjowNXV1fMnDkTe/fuxaNHjyAUCrFr1y7UrFkTy5YtkznfowYN8JkU+4YKibCQRGYZszICgGGxcLtuXTRo0AAfPnxAUVERLl26hMWLF8PPz0/CDdSuXTvMmjULjwcNkstaeppEYZal+1aSfFbQPCIsq1ULycnJCjXKlJQUmJub46effpLKaC7BgQMHYGtri06dOsmG04rBXLiAw/r6IirrMmPOZ7GQT4QjBgZY0K0bjhw5olS7FQgESE5Ohp2dHTQ1NTFo0CC5gjo7Oxs+Pj7o16+flBBo1qwZfvvtN5UpycvDy5cvERMTA1NTUyQmJlaJcPmX4TsTAJWIbHktFgAfS/Xt0NVFYGAghg0bhsTERJw8eRJv/58LSoupnAvV1GTUeqG2thSVMwBs2LABpqamOH/+vOh4FSNqhCwW8tTUMERDA1wuFzt37pQx1dy7dw8xMTFgs9kYOXJklYfpZWdnIzU1FTweDwEBAQgODkbNmjWhLyZR43K5cHR0xMGDB/H8+XPRBPTmjUIaaXk1BCzLCACQyPE9tn9/+Pv7w8DAAC4uLoiKioKRkZGs81GOJlqiAeiW6ZunQAMAkciXIQfv3r1Dt27d4ODgIFuYpgzy8vIwfvx4cDgcLFiwQHoSFP/fy5qqZLQRFguFmpqYbWuLGjVqICwsDMuWLZOrkZw4cQJcLhc//vgjXFxc0LhxYxw4cEBGEHz+/BnNmjXDgAEDJELg2MyZOMlmq0RJXhFcvXoVLVq0gLOzc9WR7P078J0JABUiW84T4a54BfgXiRxy/qUfdl1dZI0Zg4MHD2L+/Pno27cvmjZtChMTE3A4HPj4+KB///5YsGABDh06hGfPnv2zkQcVTHg73KEDrK2tcfv2benzKImoKVkJZlpb48wvv6CgoACDBg2Cr6+vwprBz549w9ChQ2FiYoLBgwfjyZMnVfqznzx5AisrK0mE08ePHzFt2jQ0aNAAWlpa8Pf3h5mZGQwNDbHE2hqFcqphKaohIFcAsFhIDQhAamoq3r9/D6FQiICAAEyaNEl2cGU00ZJW4gO4X6qvJ8nxAZQ0OZrozp07YW5ujri4OLmrfkW4e/cuAgIC4OrqKnKSVjJXJmfuXGzZsgW9evUCn8+Hk5MTfvrpJxw+fBibN28Gj8eTJNoJhUJs374d9erVg4eHB/bt2yf1rnz+/BlNmzbFoEGDIFy2TCXnfGUTNxmGwZ49e+Dg4IDg4GDcvHmzQsf/S/GdCQAVIluSiVCLRGF4ZuIX8M/SD5iCilEMw+D169dIS0vDsmXLMGTIEAQEBMDc3BwGBgZwd3dHz549MWPGDKSkpODu3bvfXuWsxEucx2Iha/p0had8feMGzrRvj0N8PlI1NJBuZ4db0dEoLGNCEAqF6NWrFwIDA5VWr3r9+jXGjBkDNpuN3r17y9SL/RrcunULpqam2LNnDwBg27Zt6NSpE4KCgkSmBIgS9l4HBsrcB2VZz/IEQNkV+cyZM+Hn5yffSapAAwCJTJJdxcLgDCmIApJzvbdv36JLly5wdHSsdJQLwzDYsmULQrhcLGSx5BauV+YLKRECJRFKQqEQly5dwtSpU2FnZwcWiwVfX18sXbpUqlSpUCjEb7/9BldXV7i7u2PPnj0SQfDp0yfMtrVFgYZGhYVRZbL3CwsLsWjRIvB4PAwaNOibZuj/H+A7EwCApDB3hR6m0quLMjVjVcGHDx+QkZGBtWvXIj4+HqGhobCzs5M4Mjt27Ijx48cjOTkZ165dq5qklXIoEe6LBWCUopenVJjh69evsWzZMjRv3hzGxsbo2bMn9u3bV240U3FxMTp16oS2bduWy1b5/v17TJ06FTweDx07dlSpJqxqt+EieDwe0tLSsGXLFnTp0gVLlixB7969v+xUQd+QIgFQJI6Jz8jIAJ/Pl3E2l4CZPRtFCia0LCK0Fy9AapJsHoCklapctmPHDpiZmWHEiBFV8uwUhoZiB8kvXK/MFyLvHWEYBj///DMcHBxw5coVbN26Fb1794apqSkcHR3x448/4tChQ8jPz5f4aRo2bAg3NzekpKSAuXABizU15QojkIg11YlEpjN/ElV4U/QcVwRZWVmSyKpZs2ZVqgTnvwDfoQD4Cq6Yr3mg5KHEkZmcnIzx48ejY8eOktBHOzs7hIaGYuTIkVi7di0yMjIqFq1QjqALJIKPIgHAYiE/NBSJiYlo0aIFjI2NERUVhT179lT4RSgsLERYWBg6d+6sUmJXdnY2FixYAAsLC4SEhJRrw1YFJ06cAI/Hw9SpU9GtWzc8ffpUOoSxgr4hRQJgp4EB0tLSYGtri5SUFJlxMAyD/fv3o42Hh9LaxSo1HR28u30bnTp1gpOTU9XFtpfJlVFWtlKhJiTWkouLixETEwNPT08ZH5lQKMTly5cxbdo0NGvWDDVq1ECbNm2wZMkSPHjwALt374abmxuOGRoqFEbvSKQhbSeRDyaeRGbdr12wlca9e/cQHh6OWrVqSRLp/kP4DgUA8LdwAX0NioqKcPfuXaSkpGD69Ono0aOHpOKXubk5AgICMGTIECxbtgxpaWl4/fq19IOpJOENRNhChE4kiniRKwDEL9SADh2QkpLy1avK/Px8tGrVCr1791Y5VLagoAC//vor7OzsJNXKvubl27NnDwwNDSW8Mg0aNMCZM2dEG1XwDYEIBeL7YkmEw+LPEhoHXV1cjYqClpYWfHx8pMYqEAiwbds2NGjQAK6urti4cSOO1qihEheQ3MZi4Y/GjWFqaoqRI0dWLc1BmVyZSgkAXV0UTp+OsLAwBAcHy9J0yMH79++xbds29OnTB2ZmZnBwcEBC375SmlLZsfxKBO9S33NIFEYr5bNRYLKtKE6cOAE3Nzd4e3t/CY749+M7FQDA384GWhUQCoV49uwZUlNTsWDBAvTv31+S2GNiYoKmTZuib9++OBUaCoEcNk+QKJzVgQjPyxEAjI6O0uLoFUVOTg58fHwQGxtboYm8uLgYmzZtgouLC9zd3bFz585K51sMHDgQenp6ePLkCcaNG4dRo0aJNqjgGwJ9sXuXbk9KTTSbFi6Ek5MT3Nzc0L59e/z5559Ys2YNHBwc4O3tjdWrV2PUqFHg8/nwUlevMPWCRDirqyPSxgYZGRmVug9KUcY/USkBQISDXC569epVqUI1QqEQV65cwbHWrZFf6h6VHcswEmkFpa/rQmWitkqZyr4WAoEA69atg6WlJbp37/5fKEr/7QQAiepJ7CSidBLVl+DJ2WcuiWpOZxJRf3Efm0TF4E+K24/KrvNVFcFU4IpBRESVmn2+BRiGwZs3b3Dy5EkkJibioqOjwsljGBFmiT8rEwAgUhhmWFl8+vQJnp6eGDFiRIVX80KhECkpKfDw8EDdunWRlJRU4cll3bp1aNy4MWrXro3U1FRp1s+v8A0JWSx8bNUKXC4Xt27dwvv379G8eXOoq6vDw8MD06dPR0hICLhcLuLi4rB582ZoaWlhW4sWIiK6Clwrlwg7y3GsfxXK+EMqKwBu2dt/vbmkHGEUQ7IRUk2JsO4bP8c5OTmYOHEi2Gw2xo4dWy7B4f8xvqkAiCOiSeLPXYloUZntLYgoRfxZm0Q1J0yIqBURLVH1OlVSElKc9YiePUUvQCmumH8lFIQZXiWCM4kceSoJgG+Q8JaVlQVXV1dMmDChUsczDIMjR47A398ftra2SExMVHkyXLNmDfr06SOpK2BqavqFZfJr6gioqcFHRwfjx4/HjBkzYGpqipCQELRu3RpqamqwtrbG2rVrkZeXh8ePH4PP56NevXqiCVLFWHshiSK0Ho0cWan7pjKqSAOokkm3HGE0jKSL1YMI9Ug2b+NbJW7+8ccf6NWrF8zNzbFq1SqVfFz/Z/imAmAXEXmJPxsR0a0y23WIyET8WYuInpCoENFoIjpLRKeIaAcRmSu7zn+1JvBXQUGY4UL6UtTDlETmDR0iuH3Ll1gO3rx5AycnJ8yePfurznP27FmEhobCwsIC8+bNK9fWvHr1asTExIBhGAwfPhzOXC7SgoO/ZJR6eoKpRLhhUtOm4PP5ICI4OjqidevWMDY2Rv/+/bF//354eXkhNDQUp0+fhqWlJXx9fbFgwYIvA8vMRJqJCQSamnJzLPKI8LujIwpKfBbfCJ8+fcLZ8HDks1hKC9cr9YUQVZ3ZpRxh9CuJVvwl33NIFA1UNm/jWz3HJcjMzISfnx/q16+Po0ePftNrVTGqRgAQUV8iulmmHSeiuuLtakT0QsGxmkS0hYgSxN/bE1Er8ecoIvpNzjEDiOgSEV2qSLGI7wYKSO9ySZTTUNJGkCim+628VS2Lhd3NmuHs2bPfJF/hxYsXsLOzw5IlS776XFevXkXnzp3B4/EwefJkhTQTK1euRL9+/YCLF8GEh6NATU0m0qeYxVKZn1+oq4tl9euDxWKhSZMmsLa2hq6uLuzt7aXCWIuKihAVFQU1NTWMHz8e7u7uUlE7N27cgKWlJYpfvZJoovmBgThRsyamGRnBSlv729j7xbh27RoGDhwIY2NjRPj4oIDFUlq43kbOtiel781XOl6zs7NFhWwaNECeWPDIE0ZvSRQF9Ju4bxSViQKqSmFUDhiGwa5du2Bvb4/Q0FDZRMr/T3xzDaAxvmgAN+XsYyIWFONL9dUgInXxZz0ieqTsOtUagByUEwVU0iaSYhNQgZoaauroQEdHB9ra2vD398fSpUtx//79KguFe/LkCaytrbFmzZoqOd/du3cRHR0tIfkqSzOxYsUKbPLxUcn5z9CXalxlJxShtjYu2djAV1cX6urq0NfXR9euXXHq1CkUFxdjwYIF4HA4+OWXXyAUCnHkyBFwuVxMnDgRfD4fmpqaUhnSw4YNw7hx4wCIJpLNmzeDz+dj7Nix+PDhAzQ1Nb84rKsI+fn5SEpKgre3NywtLREXF4eOHTvCzMwMjxs2rDQLbGVDL9+/f4+kpCSEh4dLiinNiY9HoZqaUmF0lER5ADok4kx6UnY8VRQFpCoKCgowf/58cLlcDBkyBO/evfvbrl0JfFMBMKKMDyCxzHZdIrpCRFFl+rcRUWfx57ZEtF3ZdaoFgAJUQcKbQCDA6dOnMWjQIJiamkJfXx96enrg8/mIjo7Gtm3b8Ndff33VMO/duwcLCwskJydX0Q8X0UwMGTJEQjNRUu/gZNeuFc4oZTQ1UeTmhkNaWnjq54cN9eujlr4+LCwsoK2tjcDAQLlFTO7fv49mzZqhTp06MDExkZRLTElJgYGBgeS4/Px8cDgcPHnyBK9evUL79u1Rr149ZJYKPPDy8kLt2rWr5N48ePAA8fHx4HK5CAoKwpYtWzBu3Dhph+bflCvz559/YsWKFQgKCkKNGjXQvn17bNiwAZcuXUKvXr3A4/Fw19n5bxdGVYF3795h6NCh4HK5mDdv3j9CAa8CvqkA0BPb8M8QURoRmYn75xBRYyIaTkQfS0X7nCQiW3E7If5+oNoHUElU8UvMMAxu3bqF6dOno379+tDT04OFhQV0dHTg5uaGhIQEpKWlVepBv3HjBkxNTeUmT30NXr9+jdGjR4PNZmNSaCgKNTRQQKSQ8hlE2EaEOuJtdUmUgCTQ0UG4lRXU1NSgp6eHoKAgREVFwd/fX6nj79dff4WhoSGMjY2xcOFCCIVCLFiwAAMHDsTYsWNhYWGBhIQEBAYGYuPGjeDz+Rg3bpzMPVy6dCk0NTUrLWyLi4uRkpKCoKAgcLlcxMfH4969e1IhjWWLAp3u3r3iYaoqhEs/ffoUCxcuhK+vL4yNjdGtWzfs2LED2dnZePr0Kfr27QsOh4NJkyaJEh//jxI3K4M7d+4gLCwM9vb22Llz5/9bItm3EwB/V6sWAErwDRPeXr58iRUrVqB169bQ09ODnZ0dbGxsoK+vj+DgYMyfPx83btxQ+YG/dOkSeDweDh069LW/Wgbv37/Hnbp1ISBSWg70BYnI2A6SyPyzn0ROxVdE2K2uDhMTE6xZswZnzpyBqampQgplAJg9ezZq1aqF+/fv4/79+/Dx8YGPjw/atGmD9evXAwAOHz4MTU1NWFhYoH79+rikgFv/xYsX0NTUlF+6UwlevnyJyZMnw8rKCt7e3khKSkJ+fj7S0tIkSU3yfAtnzpwBj8fD64kTqyRX5u7du5g+fTrc3d3B5XIRExOD/fv3S6K3Xrx4gdjYWLDZbPz88894//699An+zxM3VcHRo0fh6uoKX19fKe3uH0a1APjP429IePv8+TN27NiBHj16wNjYGPb29vD09ISlpSXMzMzQs2dPJCUlya1JXBpnz54Fj8dTuZasyijHJ1JC+XyeCLwy27hEOEcERlsbR5OT4eDgAGtra+zbt0/upRiGwejRo1G3bl388ccfkn6hUIhFixZBTU0No0ePRnFxMWbPng0WiwUbGxv4+fnhZZnymaVhZWWF1q1bl/tTGYbBsWPHEBkZCRMTEwwaNAjXrl0DIDK3tW/fXimtwR9//AFzc/MvtMilcmVkKLMV5MowDIMrV65g3LhxcHZ2hoWFBYYMGSJVHxkQmYB+/PFHCTW4Unv5vzBxsywEAgFWr14Nc3Nz9OzZU+r5UIoqqn8gB9UC4LuAkoQ3gbj4OdOhQ5Woy0VFRTh+/DiGDRsGGxsb1KxZEy1btpSo/PXq1UNcXBxSU1Pl0hUfP34cXC63aqNeFERFgaQpnwVE8CPCHvHnFBKFOuaIJzvh7NkwNTVF8+bN5V5GIBCgf//+8PT0lDuZvXnzBoaGhvD09ISJiQnYbDZ69eoFgUCASZMmwczMTGGFrqFDh0JPT09hFnRWVhYWLFgAR0dH1K9fH8uXL8enT58k20qIzWbPnq0wbyIvLw8eHh6YNWuWzLYXV69iDp+Pi3XqYB+LBaZHD6lcGaFQiLNnzyIuLg61atWCnZ0dRo4ciYyMDJkxv337FvHx8TAxMcGPP/6oek2I/0ji5ufPn/Hzzz+DzWZjwoQJisOXxXU8qrr+QSlUC4DvCnIS3pg5c+Bdu3bVr7ohWgleu3YNkydPRqNGjSQ1a7t27YqmTZvCwMAALVq0wIwZM5CZmSmZKA4cOAA+n19ljKCK8iLkUT6vJlF+hLrY/LO/1LZ7TZrAyckJPB5Pxh78KiKVAAAgAElEQVRfUFCATp06oWXLlgozQ/fs2QMXFxfweDwEBQWBiDBmzBiJHyEtLU3iFygbenvx4kVoaWnh8uXLUvf3/Pnz6NOnD4yMjNC9e3ecOXNGsrIvLCzEL7/8Ah6Ph9jYWKXUxgzDoEePHujatauMZnDz5k3UrFlTUpNXX18fnz9/RlFREY4ePYrY2FiYmZmhXr16mDBhAq5fvy5Xu8jKysLYsWPBZrMRGxur+gq4LP4jiZvPnj1DVFQULCwssHbtWml/0t+j8VQLgGoAy5cvR3h4+De/zrNnz7BkyRK0atUKNWrUQOvWrTFkyBD07dsXdevWBYfDQefOnbFq1SqsWLECZmZmuHXr1tdfWE5mtDzK56NEYJOoJrSQCBdJRHl8Vbz9kKYm7t69ix9++AFDhw6VnD47OxuBgYHo0KGDwtX1ixcvYG9vDz6fj6tXr2LHjh1o3Lgx/Pz84O3tjbt37wIQaQlBQUFo1qyZFJ20UCiEnp4e4uLikJOTg5UrV8LNzQ22traYPXu2FNsmwzDYvXt3hYqbzJ8/H25ubjJa2ZkzZyQF7wFR+CiPx0NkZCTYbDYaN26MWbNm4d69ewrP/fHjR0yaNElSHrSsw/l7x/nz59G0aVM0bNgQaWlpcn0eT8TPqjGJkjh/oC+JeV/h86gWANUQcZtwOBy5Jfy+FT58+IDk5GR06dIFxsbG8Pb2RkJCAqZPn45u3bqBx+NJQk+XLVv2dYW7y2gAiiif5xIhvIygaC/uBxEeeHsDEIX4cblc3L59G1lZWfDy8kJMTIzchDmGYbB27VrweDzY2dlh165dAICgoCBs2rQJQqEQS5YsAYfDwdy5cyEQCCAUCiWUEvv375ecq1mzZjA0NASbzUa7du2QmpoqY165cuUK/P394eLionJ5wyNHjsDMzExmYt69ezd4PB5SUlKwdetWdO7cGUZGRjAwMEBcXJzCegclyM7OxowZM8Dj8dCrVy88fPhQpfF8j2AYBtu3b0d7Cwvky6lOF0KiLOh8EiVx1iPCorLaQMWjnqoFQDVEiI+PR1xc3D9y7cLCQhw+fBixsbGwtLSEo6Mj4uPjsW7dOkREREBHRwd6enpo2rQpJk6ciDNnzlSMCK6MD0AR5fNJInBKrfiviDWCwyTKjP4kTtYCgIULF6Jly5aoV68e4uPjFTpUg4OD0bBhQ1y5cgVGRkZ4+/Ytnjx5Ag6HI6UtPHr0CM2bN4eXl5ekKlp6ejqsrKwQFhYm8aGwWCzcuHFD5lovX75Enz59YGpqihUrVqicvf3w4UPw+XycPHlSqn/BggUwMjKCj48PatSogZCQEKxatQpv3rxBcHAwDhw4oPCcubm5mDt3Lvh8Prp161alVd7+6xC0ayeXF6oOEQ6U+h5PcqrVVTzvoVoAVEOEp0+fgs1mq8Td/i3BMAwyMzMxbtw41K9fX0Sd7OUFU1NTrF+/HiNHjkTDhg1hZGSEdu3aYenSpbh3757ycNNSUUBPSTnl8xIi2JMoNNSWREXZIdYUzDU0EBISglOnTuHmzZvQ1NREnz59ZK7NMAzWrFkDLpeLKVOmoKioCHfu3IGtrS0AYNy4cRg2bJjMMIVCIZYuXQoOh4MxY8Zg9OjR4PF44HA4qF27Nq5evQp1dXUkJSVJjsnJycHkyZPBZrMxevRoieNXFXz+/BkuLi5YtmwZAJEQWbp0qaR8Y4mW8uHDB6njevbsiQ0bNsicLz8/H4sWLYK5uTkiIyPlCqpqKIGSaLVEEpWnzSVRuLILEXbJ8wlULPO5WgBU4wsiIiKwdOnSf3oYUnj06BEWLlwIW1tbqKmpISQkBOvWrcPt27eRnJyM6OhoWFpawtraGn379sXWrVvlhxN26FAu46aixrBYuOviAjabLcmGVldXh6+vL5ycnKS0kefPn6N169Zo1KgRrl+/Lulfv349unbtiuLiYlhaWsqdHAUCAfbv348WLVpAQ0MDZmZmOHDgAIRCIebOnQsejwdLS0sEBARAKBRiw4YNsLKyQpcuXSpsvhMKhejQoQM6d+6MuXPnwtvbGyYmJnBwcICtra1Uzd6yGD58uMQhDIg0uOXLl8PKygpt27atOuf99wYl0Wq3idCIRMEJJDYHyeWsqhj3UbUAqMYXnDp1Co6OjpUuuPKtERcXB2tra4SFhcHQ0BC+vr6YP38+Hjx4gNu3b2PRokWSbY0aNcKYMWNw/PhxUWbtxYvIV1OrlAAosa1OnjwZ9vb20NPTg7GxMdhsNtTU1NCsWTNcu3YNq1atApfLxbRp02RMVLGxsVi4cCH27t0LLy8vqW1v3rzBjBkzYGNjAw8PD6xZswbZ2dlYtmyZJHRTIBAgIyMDRkZGUFdXh5ubG5o0aYJz585V6B4yDIObN2+iRYsW0NPTA4/HQ//+/bF79260a9cOrVq1Kpfffvr06RgzZgyKioqwevVq2NjYoHXr1rhw4UKFxlKNMlAQrSYkUX3oaSRiYv2LCO2IMFLR86o6+2m1AKjGFzAMg4YNG+LgwYP/9FDkooTGuUmTJnj79i3279+P/v37w9TUFC4uLhg7diwuXLiA/Px8nDp1CuPGjUOTJk1gYGAAb29vDFZTQ4EcB5vS1X+p6IqDBw9CR0cHzs7O+PjxI7Zu3YratWuDxWJJSOFmzpwplw6jUaNGOHfuHNq2bYs1a9aAYRicOnUKXbt2hbGxMWJiYuRmiD5+/BgtWrRAkyZNkJqaipYtW4KIYGlpiQcPHqh83zIzM5GQkAAnJydwuVwYGBhg165dEAgEeP/+PXx9fdGtWzcUFhaWe74VK1bAz88P9vb2aNmy5ZfSmtX4Oiio4/FOvOr/WKovRWwGkvvcqs6QXC0AqiGNdevWqZRx+k+BYRgMHDgQfn5+kpBFoVCIc+fOYfTo0ahTpw4s/tfemYdFWbV//HvcQZRlRkAlwR0NNRXU0IzEDaVeebPUyMt9KSzUtLL8JaZmKrmQWyaFvi64kpqiKZipaYri1pv1VppbmriFAQrM9/fH84jDMAMDzIJyPtd1Lp456z0PZ879POc+5z516nD06NFMTExkVlYW//zzT3p7e9PHx4fjHBz4j/pUVdjAnwMw18Ehb/Bfu3Yt3d3duX//fg4ePJg9evRgVlYWly5dyipVquStzmncuDG1Wi0nTZqUt6omIyODjo6O/PXXX+ni4sLo6Gg2b96cvr6+nD9/fkHXBwakpaUxODiYQgj27NmTLi4ufOaZZ6jVarlu3TqjZXJycrhv3z5GRkbyiSeeYOPGjfnuu+9y7dq11Gg0eU/rFy9epJ+fH8eOHVvkm19ubi7Xrl3LunXr0s3NzSp7R8orv/zyC3/y9zfZH+sDnAll6ectKKvVXpFvAFIBWJrMzEx6eHiU6ZUbubm5HDhwILt37270afvnn3/m7Nmz2bFjRzo7O9PX15dt2rTh+PHj+eGHH/JiQgJ/e+op3qtQgf8Yvm5Xq6YstQsMzFtSt2TJEtapUydvTj87O5s9evSgu7s7/f39uW/fPmq1Wm7cuJEvv/wyXV1d2a5dO7q4uPD555/nnDlz2Lx5c/r7+7NKlSp86aWXmJycXKSfpPv37zMmJoa1atXiyJEjeeTIEXbp0oWurq6sU6cOjx49ygYNGnD06NHMyMjgvXv3uHPnTo4cOZLu7u5s1aoVp06dyjNnzlCn0/HmzZts1KhRngH3v//9L+vVq8fZs2cXKotOp+OmTZvo5+fHdu3aMTo6moGBgSX990morJTavn07x4wZw4YNG7J27dpc5+/P7MqVjQ7qqVDcXbtAWanWF+A1aQOQCsAa/N///R9fe+01e4tRKNnZ2ezbty//9a9/FbokdPv27axZsya7d+/OKlWqsEGDBoyJiVGezv/6i7kff8y/QkL4c9Om3OnuzolCsGXt2pwxYwZ/+OEHTps2jfXr189bw67T6bh06VJqtVo2bNgw74SxTz75hL179yZJ/n74MDe1b8/4ypWZXL06VwnBiQC9qlbl+vXri/xuOp2O27ZtY9OmTdmtWzeeOnUqX1pkZCQBMCoqihcuXGBgYCBdXFzo7OzMp59+mnPmzCmw5j47O5vdu3fn2LFjSSp+lzw8PPKtKDIlR+vWrdm6dWtu27aNOp2OP/30E5s0aVLk95A8RKfT8ezZs5w/fz579OhBJycndu7cmTNnzuSJEycUBWzmOR6FBrkKSFJarly5QhcXlyKnJuzNvXv32Lt3b/br18+oW+Z//vmHTZo04YYNG0iSb731FsPDwzl48GBqtVo+9dRTnDJlCo8fP06dTseFCxeydevWTEhI4JtvvkmNRsOKFSuyd+/eXLZsGffv38/g4GAGBATwxx9/ZHp6Otu3b8+JEycyKyuLYV5evBoYyNwqVXjPwNaQAWUTz9bKlTmlVy8eOnTI6FP3iRMnGBwczGbNmnHHjh0mXSpUqFCBNWrUYMWKFdm+fXv279+frq6uJj2GTpgwgcHBwczOzubWrVup1WpNbhTT6XTctWsX27dvTz8/P27evDmfHNevX6ebm5tZ/6PyzN27d7lt2za+/vrrrF+/PuvWrcvhw4dz48aNpjc2WuAcj2IgFYDEOOHh4ZwzZ469xSiSzMxMBgcHc8iQIQXmsCMjIzlgwIC8z++88w5nzpxJknmH3YwfP54NGzakp6cnq1Wrxri4OGZkZHDIkCHs0KEDT58+zdjYWAYEBFAIQY1Gw1GjRnHz5s28desWb9y4wSeffJLbQ0N5r1Il5hTxI80FmFWpEidrNGzdujU///xz3r17l1euXOGwYcPo7u7ORYsWFdjI9ddff/Hzzz9nSEgIa9SoQWdnZzZu3JjR0dHUaDT86KOPmJKSwiZNmnDo0KH5XDqsWrWKDRo0YFpaGpcvX05PT0+TK3aSk5PZqVMn+vr6Mj4+3qhdICcnhxUrVrTKUaGPMg/ejubOnctu3brRycmJQUFBnDVrFk+dOmWea3Tbnn8gFYDEOEeOHKG3t/cj8SO/e/cuO3bsyIiIiLwfWXJyMuvWrZvvfOCJEycaPYg+PT2d9evXZ9++fenv78/KlSvT09OTK1as4MmTJ/NW4Zw+fZonTpzgnDlz2L17dzo5ObFNmzb82MdH8RhajJBRoQITevRgSEgIHRwcWK1aNQ4dOjTfpquLFy8yJiaGQUFBrFmzJl966SXGx8fzzp07jI6OpoODA3U6Hc+fP8+uXbvS39+fhw8fZnh4OJ988kn++OOPTElJoVar5cmTJzl9+nTWr1/fqN+eAwcO8LnnnmPDhg25cuXKQg+6IUmtVluoc7nyQnp6Ords2cLRo0fTx8eHXl5eHDFiBDdv3lysTXn5sN35B1IBSEzz9NNPc9OmTfYWwyxu375Nf39/Tpw4kbdv36a3t/dDdwWqP/WUZs34v2bNCvhTHz58OAcOHMi///6bXbp0YWhoKBcsWMDmzZtTCMEmTZpw0aJFef76c3NzuWvXLj7//PN81tGRGULwU4BtAVaBsknnwQ/zEMCuAF2hnC3QF8oBM4TiXqJdhQr08/PjyJEj6eHhwQ4dOvDVV19lQEAA3dzcOGjQIG7ZsoUZGRkFvq87wEtvvkmGh1MXGspf2rfnFEdHzp00icuWLaObmxs1Gg3j4+MZERHBVq1aFTiT4YcffmCPHj3o7e3N5cuXm+1iw9fX1zKO+h4xHpyMFx0dzeDgYDo5ObFLly6cM2dOnrHdIkhvoFIB2Jv4+Hh27tzZ3mKYzY0bN9iiRQu2adOGw4cPN8uf+sWAAIZ5efHcuXMMCAjgyJEj+csvvzAoKIgdOnRgSkoK169fz/DwcLq4uNDLy4sajYZNmzblkiVLeD80lBSCm6CszR5toAB2AFwP8A6UbfxDAPZQ03IA/tqqFZ999llWr16dHh4edHZ2pqenJ93c3Dh58mTjp46p3ysTKGBryK1WjVkVKjDJ2Zkv+fhQo9GwXr167Ny5c7555+PHjzM0NJReXl5csmSJWev/9XnmmWe4b9++0v7LHgn+/vtvJiQkcNSoUaxXrx7r1avHUaNG8auvvipy01ypsP75B1IBSExz//59enl5MTU11d6imM2qVatYqVIlbg8NNesJKgdgdtWqjPL05LvvvsuYmBhqNBpGR0czJyeHOp2O33//PQcOHEhnZ2d269aNL730EuvVq8cAb2/eNxiA3zdQAIbhGBQ/Qw8+ZwrB1l5eHDRoEENCQuji4sJx48Zx9+7dfP311+nq6soXX3yRSUlJytOlmU+GuVAOspnk6kofHx82btyYJ0+e5OnTp/nvf/+btWvX5oIFC0y6ry6KsLAwbty40cL/vbKBTqfj6dOnOXv2bD733HN0cnJi165d+cknn/DHH3+0/bm+1jv/wHoKAIADgE0A9gPYAaCWkTxbARxUD4BPVOMaqQfJ7wewBECFwtqRCsC6fPTRRxw8eLC9xTCLGzdusG7dujw6bBj/KeZKinuVKjG6UaM83/zp6elcunQpW7VqxYYNG3LOnDn5fAzpdDpeiozk/UqViqUA5kHxRJrXbsWKvDR2bN6gcvHiRY4fP56urq4cNGgQjxw5wsWLF9PPz49TPDx438Q6cVPhHyE4w8uLkZGReRvW5syZY/Q0tuIwYsQILl26tFR1lCXu3LnDzZs3c8SIEXziiSfo4+PD1157jVu3brW7g0QrYlUFMB5AlHrdH8ACI3n+C0AYxG0FEKReLwUQVlg7UgFYl7S0NLq4uDwSBr8BAwYwul8/owa0Z5HfA2gTI4Pl/cqV+fPq1XlP3n369OGuXbtM75A14rulMAVwEoot4DuD+M1OTvTw8GB4eDjj4uJ4+fJl3rx5k9OnT6eHh4fiYO2zz5hTtWq+clkAhwKsp75VPKVOORm2m1GhAv0BPv3002zWrBn79etXcgOlynvvvcdp06aVqg57otPpePLkSX788cd89tln6eTkxO7du3PevHn86aefbP+Ubx/MGssroGR0ArBTvU4E0FU/UQjhAcAFwDYhxAEhRKia1BbAPlPlJLZFo9Ggb9+++Oyzz+wtSqFs2LABx44dQ2RGBpCZaTTPQgB31fCzkfQK2dn4ddgwaLVanDp1CgkJCejevTsqVDDxE7hzx2z5fgUQAmABgGcM0sKCgnDo0CF07twZX3/9NVq0aIFOnTrh+vXrWLx4MYKDg3F9/Hjg3r185XIAPAHlx3IHwDQALwM4b1B/VZ0Oe7p2Rc2aNVGlShXk5uaiTZs2OH78uNnyG6LVapGWllbi8vbgzp072LRpE4YPH44nnngCYWFhuHjxIiZOnIirV69i165dGDt2LHx9fSGEsLe4ZYeiNASAYQDOGIQkAM3U9AoALhmUeQLAWwAqAXAH8D/17xW9PF0ArDLS3kgAKQBSQs13fCQpIadOnWLt2rWLbSi0FVevXqWHhwePbt9uciflswA/N2PKRFecnZRmvgGcB+gNxae70TZffTVftTk5OTxy5AhnzJjBoKAg+jg6MsvMKa0WADcaS6tWjbpr1/LOKejbty+1Wi1jYmJK9LS7cuVKhoeHF7ucLdHpdExNTeVHH33Ezp0708nJiT169OD8+fOLPkOifGDVKaDNANqp184AzhikVwZQXe/zeigPR5f04v4FYGFh7cgpINvQpUuXvHNhyxI6nY4vvPACJ02aVKg/9WehLMPUAAwEuNfUIFocXyp67WVD2en7LsBX1etsKId3NAA420R7GULwA0dHhoWFce7cuUxJSSmw9yJr2jTmVKlS5OB/VZ3m+qmI7/XgpLJmzZqxWbNmDAsLK/au78TERHbv3r1YZWzBrVu3uH79eg4ZMoS1a9dmo0aN+MYbb3DHjh2ltns8hlhVAbyF/DaAJQbpIQC2q9dOUOwBWgDbkN8G0K+wdqQCsA1btmxhQEBAmXtqiouLY8uWLRWncCb8qRPgYYB/q/Pmceqc+a+mBlNzvSnq+W6ZAsVlr36YAjBKva5uEPSfzC+fOME1a9Zw9OjRbN68OWvWrMmePXtyxowZ3L9/P3MGDChy8L8PMBhGjgk08b0enFWs0WjYrl07ent78/Dhw2bf96NHj7JNmzbF/XdZnNzcXB47dozTp0/Pd3xlTEyM2e6yyzFWVQCOADZAWdGTDMBTjZ+t92YwH8BhAN8D6KPGNYEyrXkIwBcAKhbWjlQAtiEnJ4cNGjQo9gEk1uTChQvUarU8ceKEEmHCn7qx0ANgjKn04kwrWsF3y/Xr15mQkMBx48bR39+f24s4wyAXYD8oB4ffLyTfjcDAAgr84sWL7NWrF729venq6spPPvnELCV/7tw51qtXz/z7ZEFu3rzJ+Ph4Dho0iJ6enmzSpAkjIyO5c+fOAhvmJIViPQVgqyAVgO2YN28e+/XrZ28xSCpPsF27duX06dMfRhbyBmAYegJcUNo3ANImvlvuvfyyyTp0AAcDDILicK6w9hJq1GCLFi24ZMmSfBuYdDod4+Li6Obmxrp167JXr15MS0szLdC1a8yaNo1rKlZUlKXBzmpLk5uby6NHj3LatGkMDAxkjRo12Lt3by5cuLDQoyslRSIVgMR8bt++TVdXV168eNHeonDx4sUMCAjIP19uwgZwC+BOPJyXXwXQEeBZYwNl8fypPxDGar5bzp8/z2+6djU5uI+Csq8gvYj2MgAmBAZy3rx5DAsLo6urKyMiInjmzJm8ti5dusSePXtSq9XS09Oz4ElfejurdSZ2VjMsTMlXStLS0rhmzRoOHDiQ7u7u9PX15bhx47hr164Sb16TFEAqAEnxeOONNxSDqx359ddfqdFoCh5aY8Kf+l8A/aHM+zurA+Y3pgbL4vlTf4gFfbdkZmZy7dq17NatG93c3PjOkCHMNWIEPg/FvqC/v6G6quAKTBNVqcLod96hn58f69Spw6FDh+YZSjt37sz4+Hjeu3cv722gRo0arF69OqdPn67sg7Cyb5rc3FweOXKEU6dOZYcOHVizZk0+//zzXLx4cbEPvJeYjVQAkuLxyy+/sFatWnaba83JyWHHjh05d+5c4xls6089P6X03ZKamsoxY8ZQo9Gwa9euXLt27cOn3VJ8rxyA26tVY//+/blo0SJu2bKFUVFRbNGiBWvXrs2QkBC2adOGnp6enDx5Mi9cuMBLly6xS5cudHR05Kz69akz/D4WeMO5fv06V61axfDwcNaqVYvNmjXj+PHjuXv3bqMnvUksjlljrCBp3oYBOxAVFcWoqCh7i1GuCA0NRZ8+fTB8+HCbtx0dHY2vv/4aycnJxjdoHT2K7I4dUTk7u/iVOzoC+/YB/v6lE/L6dSAuDjh9Grh1C3B1BVq0AAYPBmrVypf11q1bWLNmDWJjY3Hjxg0MGTIEgwcPho+PT/46jx4FgoKAjIxii0NHR1xevRp7bt/G/v378d133+HmzZvo1KkTfH19cefOHRw8eBDXrl1DnTp1cO7cOQQFBeH1119H1v796DpjBqob1LkQQByA0wAGqNcFMLifubm5SElJQWJiIhITE3H27Fk899xzCAkJQc+ePeHt7V3s7yYpFebtdjNXU9gjyDcA2/PNN9/Qz8/P5ktCz5w5Q41GU+iUQHR0NCdrtcqB7laYk7cEubm53L17NwcMGEBnZ2f279+f33zzTZGHslvS1nDlyhWuW7eOERERbNGiBWvUqMHAwEB26dKFPj4+dHZ2plar5Y5q1ZhrpF5T3k8N36gye/fmypUrOWDAAGo0Gj755JOcMGECk5KSyuzGwnKEWWOs3Qf5woJUALZHp9OxefPmTEpKslmb9+/fZ9u2bfnZZ5+ZzDN79mw2atRIMVLbxp96sTh//jyjoqLo7e3Np556ip9++mm+A2vMwkrf68aNG9y6dSsnTJjAdu3a0dHRka3r1mVmEQqmKOd3mQAH9erFZcuW8cKFCyW4axIrIhWApGQsXbqUL7zwgs3ai4qKYs+ePU2+dcyaNYuNGjXK7z/f+v7Ui8TQoBsREcHjx4+XrlIbfK/09HT+PHx4AW+nxVUAupKsqpLYCrPG2EpWnoeSPIK8+uqreP/99/Hbb7+hYcOGVm3r2LFjWLRoEVJTU4066Zo1axZiY2Px7bffom7dug8T/P2BTZuKNSdvKU6cOIHY2FisXbsWrVu3xrBhw7B161ZUq1at9JXb4Hs5OTmhSWYmkJNTqnpEZqYin+SRRSoASQGqV6+OoUOHYuHChZg3b57V2snKysKgQYMwb968/IO7yscff4wvv/wSe/fuNZoOQBkMJ060mowPMGbQTUlJKWjQtRTW/l7F8HZaKLduWaYeiV0oqTtoyWNOREQEVqxYgfT0dKu1MWXKFDRt2hSvvPJKgbSZM2ciLi6u8MHfyuh0OuzZswevvPIK6tevjwMHDmDWrFk4d+4coqKirDf42wJnZ8vU4+pqmXokdkEqAIlRvL290aVLF8TFxVml/oMHD2LlypVYunRpgamfGTNmYMWKFdi7dy/q1KljlfYL448//sDUqVPRoEEDTJw4EYGBgfj999+xdu1adOvWzfQZAo8SLVsCJqascgBkAchVQ5YaVwAHB2VaSvLoYq6xwB5BGoHty3fffcfGjRsXvYSxmNy9e5cNGzZkQkJCgbRp06bR19eXV65csWibRWEVg25ZxsTOasK099MCeUu6s1piC8waYx+DRxmJtejUqROcnJyQmJho0XrfeecdBAYGok+fPvnip02bhtWrV2Pv3r2oXbu2Rds0xYkTJ/DGG2/Ay8sLsbGxGDp0KC5fvoyFCxeidevWNpHBLri7AyEhgBHDexQKaoAow0xCAL16Wc3QLrEN0ggsMYkQApGRkViwYAF69+5tkTr37NmDLVu24NSpU/niP/zwQ8THx2Pv3r3w9PS0SFumuHXrFlavXo0vvvjCNgbdssqkScCuXSXagQwHB6W85NHG3FcFewQ5BWR/srKy6OHhwR9//LHUdd2+fZv16tXjzp0788VPmY2MwGAAAAyjSURBVDKFzZs359WrV0vdhike7NDt379/8XboPu5Y0dupxK7IKSBJ6alatSpGjRqFmJiYUtc1duxYhISEoEePHnlxUVFR2LBhA5KTk+Hh4VHqNgwxNOh27Njx8TPolobXXgOioxXfPkUdli6Eki86WiknefQxV1PYI8g3gLLBn3/+SRcXl+K7NtBjy5YtbNCgAdPT00kqLic++OADPvnkk7x27ZqlRCWZ36Cr0Wg4ZsyYx9ugawnKwM5qiUUxa4yVNgBJkXh6eiI0NBTLly/H22+/XezyaWlpGD16NOLj4+Hk5PRAuSMhIQHJyclwd3e3iJypqan44osvrLND93HHjjurJfZDKgCJWURGRuLFF1/E+PHjUalS8bpNREQEBgwYgM6dO4MkPvjgA2zZsgXJycmoVcpBRRp0LYyNdlZLygYlUgBCCAcAqwC4A0gHMIjkdb30ngDeffARQCcAfgAcAGwD8D81bQnJdSUTXWJL/P394eXlha+++gp9+/Y1u1x8fDxOnz6NuLg4kMTkyZOxbds2JCUllXjw1+l0SE5ORmxsLBITExESEoJZs2YhODhYzulLJMXB3Lki/QBgPIAo9bo/gAWF5J0I4CP1ejiAt8xtR9oAyhbr1q1jp06dzM5/5coVuru788iRI9TpdJw0aRJbtmzJ69evl6h9i7hclkjKB1ZdBdQJwE71OhFAV2OZhBBeAAYCmKpGtQXQWwjxnRAiVghRo4TtS+xAWFgYzp8/j+PHjxeZlyRGjBiBUaNGwd/fH++99x527NiBpKQkaLVas9vMyspCfHw8unfvjrZt2yItLQ0JCQlITU3FmDFj4ObmVpqvJJGUa4qcAhJCDAMwziD6GoAH7gTTAZjyLDUewDyS99TPRwAsJ3lMCPE+gCkAJhRbaoldqFy5MiIiIrBgwQKsWLGi0LxffvklLl++jE2bNmHSpEnYtWsXkpKSoNFozGpLGnQlEutTojOBhRCbAXxM8ogQwhnAQZJ+BnkqADgLoBXJTDXOheRt9bo5gE9JBhuUGwlgJACEhoa23bZtWwm+lsRa3LhxA40aNcLP+/fDfccO4NQpxbWws7PiYGzIEPyRkQF/f38kJSVh9erV2L17N3bv3l3k4G/MoGv0DF2JRFIUZp0JXNJVQAcB9ILyRB8CYL+RPH4Azj4Y/FV2CSHeIHkEQDCAY4aFSC4DsAxQDoUvoXwSK6H5/XckOTvDtXVroFIlICvrYeLmzeCUKbjg5IQ5L7+M//znP0hKSsKePXtMTtVIg65EYj9KqgCWAFghhDgA4D6AVwBACDEbwEZ1gG8K4HeDcq8BWCiEuA/gKtQnfckjwpIlwIQJaJ2ZCUEWPFEqMxMCQGBWFtovW4bo2rWx58QJo4P/H3/8gS+//BJxcXFwdXXFsGHDsGjRIjmnL5HYkBIpAJIZAF4yEv+23vUGABsM0o8DCCxJmxI7s2QJFkZGIi47G6cBDAAQZyTbVCieI3fn5GBSWhrEunV5bgOysrLw1VdfITY2FqmpqRgwYAASEhIeb6+bEkkZRm4EkxTN0aPAhAmok52NyQB2Acg0ku03ABsBPHDkLDIzgQkTcLZmTSw6fDifQbdPnz7SoCuR2BmpACRFM3MmkJmJf6sfUwBcMpJtDIBZAF7Xi8vNyMC5ESOgefttuUNXIiljSAUgKZy//gISExW3YIWwAUAVKCsD9KkIoCeJkIgI6UtGIiljyGUWksIx40zguwDeAzDfRLoQwqx6JBKJbZEKQFI4p07lX+pphClQtnvXN5UhM1PxLimRSMoUUgFICufOnSKzJAGIAeCphosAXoZiD8jj1i0rCCeRSEqDtAFICsf5oZePHDXkqiELSgdKApCtVyQAwFwoOwTzcHW1sqASiaS4yDcASeG0bAmoyzWnQ/Hn/TEUX+AOapwGD5/+PaEYfl0BOD2ow8FBOVREIpGUKaQCkBTO4MF5l1EAaBCijBQ5DwP3sGS+eiQSSdlAKgBJ4bi7AyEhRR8YbgohgF695BJQiaQMIhWApGgmTVKmcUqCg4NSXiKRlDmkApAUTUAAEB0NODoWr5yjo1LO3986ckkkklIhVwFJzEN16IYJE5R1/YXtDBZCefKPjn5YTiKRlDnkG4DEfF57Ddi3DwgLU1YGGU4LOTgo8WFhSj45+EskZRr5BiApHv7+wKZNwPXrinuH06eVTV6urspSz8GDpcFXInlEkApAUjJq1QImTrS3FBKJpBTIKSCJRCIpp0gFIJFIJOUUqQAkEomknCJYxEEf9kQIsRzGD58qKW0BHLNgfZagLMoElE25pEzmUxblKosyAWVTrtLKdJ5kXFGZyrQCsDRCiBSSZWpXUlmUCSibckmZzKcsylUWZQLKply2kklOAUkkEkk5RSoAiUQiKaeUNwWwzN4CGKEsygSUTbmkTOZTFuUqizIBZVMum8hUrmwAEolEInlIeXsDkEgkEonKY6kAhBBhQog1JtJGCCFShBCHhRChapxWCPGNEGK/EGKdEKKYfo+LlMdBCLFJrX+HEKKWQXpPIcS3atgnhMgVQjQTQrQRQlzWS+tnK5nUPFuFEAfVthPVuEZCiANquSVCCIv2ITPlmiOEOCSEOCqEGKHGuQkh0vTuVaQFZKkghFiqtvWtEKKRQbrN+5KZco0TQvyghilqnDDoSzNtLFOMEOKYXvvO9r5XQoin9OT5VgiRpf4WLd6XTMjWXgjxrZH459W+fUivfxf5uygRJB+rAGABgLMA4o2keQI4DaAqAGe96xgAg9U87wIYZ2GZxgOIUq/7A1hQSN6JAD5Sr4cDeMtK96lImQD8F+o0oV7cVgBB6vVSAGG2lAvAcwAS1OuqAH6FcgRxVwCfWliWfwOIU687ANhi775khlwNAKRAOZq5AoCDAFoCaARgmzX6UlEyqXEHAGgN4ux6rwzyvQRgjXpt8b5kpL231T5z2CC+sl6frgLgqNrXzB5DihMexzeA7wGY8kPcDsBBkvdI3oFyo1sC6ARgp5onEQZH2loAs+oXQngBGAhgqhrVFkBvIcR3QohYIUQNW8kkhPAA4AJgm/rEH6on0z5T5awtF4BDAIaq14Qy0GWrcrVR36A2CCFqW1IWkocB6K/LtldfKkquiwB6kswlqYMyoGRBuT91hRB71SfIpraSSX1LbAxgmfpGOdSwDOxzrx7IVx3Kb+5NNcoafcmQ36AoJ0OaAfiV5C2S96EozmdgpXv1yHoDFUIMAzDOIHoIyXVCiCATxWoCuKP3OR3K05t+/IM4S8p1zcz6xwOYR/Ke+vkIgOUkjwkh3gcwBcAEG8lUBcAnUN6o3AAcFEIcgfJGwELKWVUuklkAsoQQlQGsALCM5F0hxFkAx0juEUKEA/gUQN+SyqZi2F9yhRCVSOYYSbN4XyqJXCSzAaQJIQSAOQBSSf4ihPAEMJPkBiFEJwCrAATYQiYA1aH8P+ZCUdh7hRApsPO90osbBmADyTT1szX6Uj5IbhJC+Jghr1X71SOrAEjGAogtZrG/Aeg/RdcAcFsvPlMvzmJyCSE267VrtH71KSkUwPt60QkkH+RNgNIRbSXTVQBL1R/KX0KIVABNAej08tjrXrkC2AjgW5IP5rKTAWSo1wkAPiypXHoY9pcKegOH1ftSCeWCEKIagC+gDBSvq9EpAHIAgOQBIURdIYS+MremTBlQpiwyVPmSAbRCGbhXKuHIP8Bboy+ZS1H9Sj+u1DyOU0CFcQTAM0KIakIIZyivW2egzJP2UvOEANhv4XbNqd8PwFmSmXpxu4QQ7dTrYFjWX0lRMnUFsB4AhBBOqnw/AUjVe8Oy+b0SQjgASALwBclpeknLAbyoXlvqXuXJIoToAGXO9gH26kuFyqU++W8BcJLkKJK5atIUAGPVPK0AXLDg4F+oTACaADgghKiovrl1AnAcdr5XapwzgKokL+pFW6MvmctPABqrhugqADpDmfa0zr2ypqHDXgFAEPSMwFCmVl5Qr0dAMawcA/CiGucBZX7tIJQfT3ULy+MIYAOU+bxkAJ5q/GwA7fjQCDXfoFwbKDaNbwHEA6hpY5nmAzisytBHjWsCxQZwCMpTZkVb3isoU0a31XvyINRXw17183YAtS0gSwUohu7v1e/ra+++VJRcAMKgzPnr35+noRgVt6v/uyQAvraSSU1/W71X3wMYXRbulZoeAOArgzIW70smZPOBagQG8AqAker183r9KqKw30Vpg9wIJpFIJOWU8jYFJJFIJBIVqQAkEomknCIVgEQikZRTpAKQSCSScopUABKJRFJOkQpAIpFIyilSAUgkEkk5RSoAiUQiKaf8PzgNjMYlotncAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.draw_networkx(\n",
    "    G=G,\n",
    "    pos=pos,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v2+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v2.4.3.json",
       "config": {
        "axis": {
         "domain": false,
         "grid": false,
         "labels": false,
         "ticks": false
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "layer": [
        {
         "data": {
          "values": [
           {
            "edge": 0,
            "pair": [
             0,
             2
            ],
            "source": 0,
            "target": 2,
            "weight": 9.82071882753267,
            "x": 0.08549645688694774,
            "y": -0.15905216715456902
           },
           {
            "edge": 0,
            "pair": [
             0,
             2
            ],
            "source": 0,
            "target": 2,
            "weight": 9.82071882753267,
            "x": 0.16347789958867404,
            "y": -0.5212117623873147
           },
           {
            "edge": 1,
            "pair": [
             0,
             5
            ],
            "source": 0,
            "target": 5,
            "weight": 7.102608700785639,
            "x": 0.08549645688694774,
            "y": -0.15905216715456902
           },
           {
            "edge": 1,
            "pair": [
             0,
             5
            ],
            "source": 0,
            "target": 5,
            "weight": 7.102608700785639,
            "x": -0.19721327611240164,
            "y": -0.5222652335763178
           },
           {
            "edge": 2,
            "pair": [
             0,
             12
            ],
            "source": 0,
            "target": 12,
            "weight": 6.511129885641489,
            "x": 0.08549645688694774,
            "y": -0.15905216715456902
           },
           {
            "edge": 2,
            "pair": [
             0,
             12
            ],
            "source": 0,
            "target": 12,
            "weight": 6.511129885641489,
            "x": -0.008582412262774895,
            "y": -0.48940593475710653
           },
           {
            "edge": 3,
            "pair": [
             0,
             13
            ],
            "source": 0,
            "target": 13,
            "weight": 7.137643503028325,
            "x": 0.08549645688694774,
            "y": -0.15905216715456902
           },
           {
            "edge": 3,
            "pair": [
             0,
             13
            ],
            "source": 0,
            "target": 13,
            "weight": 7.137643503028325,
            "x": -0.03262529094224284,
            "y": 0.3552390760994969
           },
           {
            "edge": 4,
            "pair": [
             0,
             16
            ],
            "source": 0,
            "target": 16,
            "weight": 8.527595119773324,
            "x": 0.08549645688694774,
            "y": -0.15905216715456902
           },
           {
            "edge": 4,
            "pair": [
             0,
             16
            ],
            "source": 0,
            "target": 16,
            "weight": 8.527595119773324,
            "x": 0.20919403044587803,
            "y": 0.22855033480518994
           },
           {
            "edge": 5,
            "pair": [
             0,
             18
            ],
            "source": 0,
            "target": 18,
            "weight": 4.654579312115229,
            "x": 0.08549645688694774,
            "y": -0.15905216715456902
           },
           {
            "edge": 5,
            "pair": [
             0,
             18
            ],
            "source": 0,
            "target": 18,
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",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nxa.draw_networkx(\n",
    "    G=G,\n",
    "    pos=pos,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v2+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v2.4.3.json",
       "config": {
        "axis": {
         "domain": false,
         "grid": false,
         "labels": false,
         "ticks": false
        },
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "layer": [
        {
         "data": {
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            "source": 0,
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           {
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            ],
            "source": 0,
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            "weight": 9.82071882753267,
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           {
            "edge": 1,
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            ],
            "source": 0,
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",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nxa.draw_networkx(\n",
    "    G=G,\n",
    "    pos=pos,\n",
    "    node_tooltip=['name', 'weight', 'viable']\n",
    ").interactive()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Leveraging Altair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "chart = nxa.draw_networkx(\n",
    "    G=G,\n",
    "    pos=pos,\n",
    "    node_size=200,\n",
    "    node_color='viable',\n",
    "    cmap='viridis',\n",
    "    width='weight',\n",
    "    node_tooltip=['weight', 'name', 'viable']\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's add some advanced exploration features using Altair."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v2+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v2.4.3.json",
       "config": {
        "view": {
         "height": 300,
         "width": 400
        }
       },
       "vconcat": [
        {
         "layer": [
          {
           "data": {
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              "target": 2,
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             {
              "edge": 0,
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               2
              ],
              "source": 0,
              "target": 2,
              "weight": 9.82071882753267,
              "x": 0.16347789958867404,
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             {
              "edge": 1,
              "pair": [
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              ],
              "source": 0,
              "target": 5,
              "weight": 7.102608700785639,
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              ],
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",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# Get the node layer\n",
    "edges = chart.layer[0]\n",
    "nodes = chart.layer[1]\n",
    "\n",
    "# Build a brush\n",
    "brush = alt.selection_interval(encodings=['x', 'y'])\n",
    "color = alt.Color('viable:N',  legend=None)\n",
    "\n",
    "# Condition nodes based on brush\n",
    "nodes = nodes.encode(\n",
    "    fill=alt.condition(brush, color, alt.value('gray')),\n",
    ").add_selection(\n",
    "    brush\n",
    ")\n",
    "\n",
    "# Create a bar graph to show highlighted nodes.\n",
    "bars = alt.Chart(nodes.data).mark_bar().encode(\n",
    "    x=alt.X('count()', scale=alt.Scale(domain=(0,20))),\n",
    "    y='viable',\n",
    "    color='viable',\n",
    ").transform_filter(\n",
    "    brush\n",
    ")\n",
    "\n",
    "alt.vconcat(edges+nodes, bars)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "omnipotent (Python 3.6)",
   "language": "python",
   "name": "omnipotent"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}