{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# d3viz: Interactive visualization of PyTensor compute graphs "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Requirements"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "``d3viz`` requires the [pydot](https://pypi.python.org/pypi/pydot)\n",
    "package. Install it with pip::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "!pip install pydot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Like PyTensor’s printing module, ``d3viz``\n",
    "requires [graphviz](http://www.graphviz.org) binary to be available."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Overview "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`d3viz` extends PyTensor’s printing module to interactively visualize compute graphs. Instead of creating a static picture, it creates an HTML file, which can be opened with current web-browsers. `d3viz` allows\n",
    "\n",
    "* to zoom to different regions and to move graphs via drag and drop,\n",
    "* to position nodes both manually and automatically,\n",
    "* to retrieve additional information about nodes and edges such as their data type or definition in the source code,\n",
    "* to edit node labels,\n",
    "* to visualizing profiling information, and\n",
    "* to explore nested graphs such as OpFromGraph nodes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pytensor\n",
    "import pytensor.tensor as pt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As an example, consider the following multilayer perceptron with one hidden layer and a softmax output layer. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ninputs = 1000\n",
    "nfeatures = 100\n",
    "noutputs = 10\n",
    "nhiddens = 50\n",
    "\n",
    "rng = np.random.default_rng(0)\n",
    "x = pt.dmatrix('x')\n",
    "wh = pytensor.shared(rng.normal(0, 1, (nfeatures, nhiddens)), borrow=True)\n",
    "bh = pytensor.shared(np.zeros(nhiddens), borrow=True)\n",
    "h = pt.sigmoid(pt.dot(x, wh) + bh)\n",
    "\n",
    "wy = pytensor.shared(rng.normal(0, 1, (nhiddens, noutputs)))\n",
    "by = pytensor.shared(np.zeros(noutputs), borrow=True)\n",
    "y = pt.special.softmax(pt.dot(h, wy) + by)\n",
    "\n",
    "predict = pytensor.function([x], y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function `predict` outputs the probability of 10 classes. You can visualize it with `pydotprint` as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The output file is available at examples/mlp.png\n"
     ]
    }
   ],
   "source": [
    "from pytensor.printing import pydotprint\n",
    "import os\n",
    "\n",
    "if not os.path.exists('examples'):\n",
    "    os.makedirs('examples')\n",
    "pydotprint(predict, 'examples/mlp.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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bm/CMg5xs65wf/eO92M/kAZNVJmNMtjUhH+EPnqneUfLPO0i8vJfPmPAcwr4f2/pJJk1N\nWpj83mS9SfSPfbPL9vCMsjX5XmPX/MaENMAWniNNDjPZ3OQxE94FzmluAud/m4S/bPPH+9DbhPsN\nMTneZGuTviaULcoZx24wCX8Ty/adUrYnXflZUXbuI+VXh1hSLvPO5Nuq2XJzw7CezOSbY19/bfXU\n2VZP3W311KvG72dxU8EFC+JxTJ5sdWmTONOrr7a69AyrS38S3x49uuI+v/2tvXe3xLdfeilmjm0q\njnEfM4u1XhMr/+9Y+X/Fyn8HK//drfx/HD9v4kR7jlvb+9HQyv+1Vv73j9/jP/+pHE8yk2/i//LL\nmNt33/g13CPkm+X3vx+zD7SYe/99e0d/Gj8Hs1jMHH/xCyv/u8XvO2lSxXVPPx030yat991n5XLb\n+Lkh3n79YqaAVZwf9mOmStzbb29l//kKOfnk+H3DeSyrYsI5MIcTpuKYcbZqFXPjxsXvi6k5zHnf\nhw2z8v+Mlf9PK/aRvpNOsvLf1Mp/Cyv/v7fyv75ymtk3e3Z8H+nJ1uR7zRor27+JpwG28Bw50sr/\nYVb+N7fy/5iV/5/Hz2HIAs/33/+uSEO6/M2bF7OGjPj7R97YXrrUyn/v+P2GDLHyf3z8venTJ+Ym\nTIi57bbbNA+8WzAK5q//+pf9fnarePeiz2Tw4Jg19lSkL3os1Xq+mXwnpjNVmeG8dOX/k0/iQ0dg\nN2BAzCwhYjYuOM6XMrN6dQWndOWfemW//ex37gH7nVtlv3Nj4uUpmO+meqZ9+1bEH/KUqh7LpPzf\neWfMGtbiwyDOPTfmzjyz4l2ivgplIx0T0jF/fvx9eu65yun78MOYNdDFj1GWQvl/6qn4vksuqXx+\nVeX/88/tt79ZvFxjmnzZZfZ92rJiSEOy8kH6uIZyxrM6/PCYNR7GyyNDUQJHlsuXV5SJzz6Lp7E6\nJt/Ud7wjL7xQET/1VevWMWuMjO+riinpWbgw/jyo87/5Jl5v7Lhj/DcjVV5z9W5lW+5l8m1PrOaB\n91GhHghkpVBbEbZepnghn27L8NfR1g4s34q5O219M5P/lu1DwaFimFO2zXV/K9sXVQ5D3ChC4e93\nttbI5NuyPShHl5Stc877JsTds2wfChfb6eTysnO5HmVgK5O3TX5iEtIc7l/VMpVCjULTxuQLk/B3\nlq2RrhfK9oT8pmN5rZ3brex84nnX5K6ybRRE8htVgN+ybe4RlByuGVC270Fb8rewbBnfqvifSqHm\nDJ5xS5NvIteeZ+soYvwtNuG+J/it+D5YNjFpbsJ1mTD5p51HPOQz8W+Q7dkhYe9Fts354e9rW/u+\nyR/L98SPoHhvaYJyyF9V72h4Z8eXnc81Z5twr7Bvna3/tmzfr2wZ/mbY2qXlW/aBb+vZKtQhru/a\ntZ1NQmPUGlvfwqRLZN+Xtk7e/mwS/qqTv0V2NfnjWW8wWWUSxk2/ZusciyrU3Iv3LNPy8z07N/G5\nhPQmWRa0Qs3HbfRDD6UTfj17Wk7tIwcZMSK+b/r0in0oHQceGN/m44nxeig94Zo//7linQ9nFMzo\nWGMUXO4TlByu46OdfQ8+GL+WD6wQX1imUw5Q/rk+KPZcs2JFvJEgXL94cfycE06oiPu//40rbSh8\nfMjxIdumjdWJNrYwXHfWWfHrwkcj441PPbXieDiPJeOld9ih8jHGVJK2cF6mTNq2jTkbn19+HYoj\nCmWIhw9K4h0/vmIfDSTRfYwxR+FhHx/x4doZM6z8X1qxzbFsFeoQ13e/a+W/c8XHPor2FltY+e9S\nsQ+lZ8strfxH3o2q8kd+d9+9Io3cb9GieF54B1E0UNI++ih+Dkp9sjzwnm21lf1+vh1vEOKZh7RH\nl3//e1wZQQGI7k+3btzyagx1YlrTlZmqyv/atXHWKGaUDeIO5WzKlPh2uvIPRxq0EscPo5zzLoSG\nu3TPNJqfVAp1NF3pyj/vQYMGMff66xXP9w9/iOfxxhvj+6pi8s9/xs9/992KOEIaUVIpZ2PHVhyj\nHmFftJ7NpPzTALDZZvatV/auhrI+Z05F3InlI4zXPuCAigYP6loaQGgUDAouz4yGrhB3TRRqGjBJ\n5+9+V5EuGkmoBwOXqphSjkkzvhzCNTQA8I6E9ywxr7l8t7It95YfjaG2B1XDYHYvCgVB4DtlqTTL\nw/LQztbeK99y1nPm3Osmu5hglWMWQD4sKluyMGsTH8z6pDzsXba2f/keZ8qRmfqYrCjb9zdbzjM5\nv0z+Ykuu+8SE8F8Ts3xMKxdzYln4uy0bmxxscqYJac5FuNsiMasi7406pJW0mQWVKZ/xkAlL8g+/\nU0w+Mmlt8lMTwjUmHA8s2beXCefcabLGhGAWfT4cX7bkmmwDzJaZBGtLs2j0+ehQFtE2ZcsDypYs\nYDnI5AOTJSaZMFlo5xF2jS+y/v8vu+JNkx8mXNnTts2S0ZtgcyiTd5TzGvCvLLxiS6wYTy3bbmTL\ny0z2MbnWhOf9P5PrTMw6LCdhe4uFdya8K9vZOs9zz8i+rW0dKz8Yh1Cd/IX35BiLZHOTJiY7lUVI\nXpOFbMoP72l4vsniKqZ9TDPE+NnzrfAjeDvee2+rpz6pyGUwhcSMOwSmicELLwGzR67BVBwTakLU\nnPQaqwC4Nowj5jjmoq2tArjTKoA1ZRUAJr2EMLVM9H7xI+n/MwYYE2DyZN/9Ptx1l5WDUBBsTzCB\njJrF77JL3OM55qBL7OXE7BxTSzx0By54GMesdLFVipgaYya+227p05PuaKZMZsxwpoDGY8J0HfP7\nRdEfqLKb8AxCwIwUM+aQb0zfL7sszuZaqwDI2/+sArjOKoBcjZ0MZrfhXdnOKgCeJ2b1YR+ekDHz\nhXEImeQvmjeuC+8JUwBhBtvEKgCmvSKQ12SBseSMZcVsGXNwnnmywDuKmTPPuRRCVeWfKcjgz7uP\nXwACZZ+QSflnyATmz3iajwZMeSlHDDUgpHum8TOq/p9p+ScfURPnESPieWNqKUJVTDBbJ+y6a3xZ\nnf+ZlP+f248jY7V5VzEbx0SdkFj+o+WDsk/o0yc+hpp16lryhDn1DTewJz4zAvGnKgfxszL736aN\nc716OYeHfcoOgfUwnIjtqpgy2wTDhSjTITAsCHPuqG+HaF5z+W6VWrkPjOt5WVaj1HMqdPvqEbDf\nXmsnrAib2Sq/q380sd8NP+bSFn4cJstUIdlvNgoM4UsT+1bxivXZtjzWJFkIikeyY8n27WA7/2xC\nnFYv5iwssJj4Lrw+yxgTWR5h119kcpXJZBMUmDNM4M3vz49MEsNhtoNvqzdNDjLheRDCMr6V3f+f\n2eltTEhHfxOrp/24YlukDfab48NH9j8TJpzHNyzvTXWCfRv7wFjfaIAJAWYEWGTyjpKWEFAIkWht\nRTxdTIj3HRP4dDbhWYXAd7r9bnvfA/bt6Y4IB6q5TFVOvozEV538cQ2BdzDTkE354Zl8kGnEBXwe\nShXjhBn3FsamZpodFJmgtHINyhljZvmQY6zxP/8Z/1jjHD5Ao3M0h3scZi87yhUf3IxnY5wmISzj\nW5n/52OL8aMoTHyg8XHGmD2mr6kq8NFJYCquBQviyjJOh5IFlGucgQVFMdk56fZlw4TxnTg5Ymx2\nt25xxSaMCY7eI/qhycchEhQgzoMpY8R5Fu9YBXCVVQCdO8fHk4Z4+FDnw50xxCifRxwRjlRvmUy5\nRdH/8suK+DLJXzRvXBneD97BTAMOmmiY4F1HsUgVgiM5GleC4pjq3ELfX93yH7hnUv5pBCIErvEt\nZ0MC4mtBOa3OMw1xhWV1yz8NPczNTNnPhAnncS8aG6oTsin/KLx/tA9U7kV5JeCTIBqi5YNyTwgN\nTPGteEMS69S1+CzAvwONnpR1An4tCDSuso+Gp2waDGl4pL5lfDq/Acx9zTSBhEyYcj6NnTSORcOW\nW0a34tzDnly+W+H9LIVyH/jlwbJhHqRBScgVAZS57ibXm1jnhvfwa4sqQ1R5STyZY/bt4sN8+39s\n2XriwhoMfY924v7otn0/lSui1KGPmfzQ5EKTHia7mtQ08E3ylsk3JqFRoDpxkucrTY4yucDkTJNV\nJsNNvmfykol9g1ZSgva0bQLHcxXIz29Mzjd51uR+k7+bVBWWlZ3QxpaZMPm+nRcz+dIEBSzbgIJH\neMGk7NvCb7e0/zyHwCTTdzT6TqIbPGPynkkLkxD2KFvZzpYfmUwLB8qWn9mS39UhJvuaHGFSkxBN\nUzSe6P7q5C8aV6br2ZSfTy3Ssk6YTKMvyPPCRyyOm7JVqBMzTI8vvSP09uBAit4F4kWRwSEYTnJQ\nQsPHONfTe0nIpadxnHT94Q9xhbFVq3hPVFSx9DdM8m/ZsvhOeltII05xcNgVHFZFL6FnCoWT3pPq\nBD6AM2VCXoLzJBT4Bx5IfsfoRzWNA89YBUAPIs7jQqCXkUDvMUrBtIQKgDm1+bBm3lx68GqqUEfT\nFL9z/H90fyb5i54fjSebdZQQnMjRU0oDCw7zkvUw4hiPkOgwK763uP7XVfmHGg7pghLNdsuW8bKV\ny7JPvNUp/zj3o5GMXvNMmGA5g1JMw1BQxLh3poH3OZPyT2Nj9+5xb+L00qIIJwvR8hEaBhMb3agH\nqMso+yiN1A2U8xBC48h998XLCZYD2SjURx9tHRlWd1L3o/yzHUImTCmf8KTewmFdqhDNK78thFy8\nW6VU7uPU8uL/ZnmRCiUiNwQutWjsm6l8uiAr0zkJ21ssrU1uMFmbEOOdtm11mfc8PcmW6eTNyLVX\n2/rxJneZrDc5zySbYPV/0rC/7UUpvDHh6P9se1zCvnSbVv/6nn37TvGm7kfa8tqyC7rYkm/PeWXb\nYWHf3947tdXDWYVUeQmRnGErTUwuNbHfrow8qz9t5x1oYt/K5hCtaibt7RwCjQbVCTAhPBtflP9/\n3dZ4Jw8u23Np2bb9nvqQ+I6SP8K38YX/f1rZ+r8j+1h9w8Qa4r2SbR1evhfWflvLl7xTcGPfEyZ1\nES61m6Qrg8nyV510XW0XHW9SVfmB74cmofHBVosihA+maGYw08XsGjNAzICjAVPsYNIZ3Z9snQ/S\nO+6If6zRq4visnJlRe8HPaMon/R+RAMKOF5g+RDLNCTLR/RaejSGDo1/mNFbHfUwGz0vcf1pqwAO\ntAoAJWt/qwD4uEuccoaelnFllSIKJx6lqxsyYcIHNb2qp5xS0RueqneKxooQTiurAPAMHg306NAT\nx8c1Pd58WEeFKYDoIWIf3o9rO2Sav2jeqpumq60CYCgBQwAwNU423RFx897y0U65KJaQqszURfkP\nnvODOXVgiikzDVb0hGYTUuUlxFGd8o9ChmUGSmsmTNqX/fjXdvm/9NI4o2DynFj2yTPvarR8UH/R\nMJBY9rE+gTezBNBQFi33rAczcob8sE0c2QTSQZmikQ7rF6byCyETpmFqP8pnNKxe7RyeyAmJec3l\nu1WM5T5OLa//b5bXqVPiKgisKVtF+QzhY1uxb79ys2/7ZnIrTR434VjZt5I310ahJKAIErguhC/K\nVj4JO2xJXASrl30YZv+tXnJWd7kZJvNMLjGhF9C+Z7wi9bIt08mZdpxgvz0+Dr6T+J3/g8nDJnea\nZBpCfrh/NJxkG7ubXGRypclCE2ukNI/m8emZbFE+xjkdS6uvy3s8t7b1PiY7mRD+atLIxL65ywOK\nywsmHNu8bG9gaHVo2pAqL+Gi79jKBSbPmPw87ExYzo9sL7f1l0z+r2xfJkysA868S8enZSq7rHzB\nOwAr8hhCeB/D+7G/HeB5PmvyXjjJls+Z7GkCf0JV7+hu8dM8y5itv2ZysAlxTzRhH2GDySwTeNtv\nX1aB53SQyS0pruIepDNaRjiVchItI+zjvMAgbKcrg8nyF94TymxiCGmIHsum/PAuwOq4xIgLfBtl\nkEAvZDSgdPIBxUfWjBlxpfeSS+Lnhd7NMMYZRSSEjw0wijQfuAjKZ/jYpYcBk8NgdvhXe+kw/0Xp\nDoGPQz5kORZ6rYMpMB9RqUKqfETPP+ecuMkzaYyOlYyeQ+95CMvtodOD/n9lFQBjwemhxCTySqsU\nMUul54YxgUxbQ6C3LRpHfG/8Px/nsIp+AAeGHCNkwiSYJt9zT3ycOVOOoZjQm8IxGilCLxIs4c9U\nYygpKNUTJ1Y8E8Y2cj335cM0m0C+e/eOTzWV7Druy7PjfYgG0hgdi88xzgsMMs0fvYeMWcdUnevD\ne8LzTQykgXc8jOXkOMob7zZMUJTpFWdqHhqNEsPSpfEesuqa8ybGlw/b6cpMVeWfZ8TzTSz75Cs0\nwnE8VfmncQruvLfRBjqml8JChXeLkO6Zxs+I/0+Xl3BeVeWfdyOYmnMNVh8MpwiKa1VMsL7BTDxZ\n+Q/vdmBD/Illn32ZlH+YoOgxfIV3PTTmMUwncKD8J5YPFFp8LTz/PHeKB3p+8S9x+ulhT+bLqsp/\niImhNpSbtm3jjathP8uqmDLdH1MfMgXeuefGpzakEYw4qXsIiXnlPrl6t4qx3Mep5ff/Gjo10+XV\nJJCVl+8Zpkbgudp+Chwej1ea3G0SPGtfaut4c37epKVJI5O+Ju+Z4AUcL78TTDgepm86zdbx6PyM\nCd6FiZtpl/DGzHk/NGEfU0PhiXujCdMHNTRhP0u8ZQcv4DFbz+TvaTurlQleoomTv+BhGq/Ft5Tt\nSxXXejuOB+52JqQDb8x/NnnHJPy9YWt7mXAcaW/yigl/M0wyYflHOw+v1dzrLpMhJiEO4mGKsFYm\nQ00eMTnV5HqT8PcPW2tmwv1h+KJJ4h/7LjThHKS3Cc812d9/be9uJniBjv7xLnBtNxO8mfOMeOZR\nj+2cn45JiO8yO498RP8m2tauJtzjNyZ4n55ssrNJ2Be8na+1feeb7GvCdTDgneI9DH+8Wy1NUr2j\nnHekCXEfbrLMhD/yfbHJSSY8kxNMbjJJ9zfMju6S5IzbbR/xNzZJ5LnG9sGB401M7jH53IT3gX3b\nmXD/r0z+ahLiwfM7f9nm7xm7BubEA9NrTHjH+fu3yc9MOMY7/KjJ0yatTDItP3jnP8Qki7+89vL9\n4ovx6VNgguAhmimyrB72grdXpjlimhWOs8Sr97ffxo/PmBH3eM0xvEevXBm/Hq/d7Lv00rhXbLzI\n9u9vU+XdHzMldFOvvrNmxad8Gjo0PrUMHrKvv74iHf/4R3y6F+Jkei3SHdLIkiltmE6rXbv4ffEq\njbfoxCmywjVMixONP+wn/dyDaZPw3E3e8VbOlD7hHJZvvGF14l7xczm/ffv4dF/hHKYU2nlnmzVg\nceXrJk608r9r/Dqmk8L7NF6ROZd42Be8nVfFhHsxtQ/PBG/YeCFmai883x5xRIUX3yOPjMeNJ+Zl\ny+LpwWvuxRfHp82CG17Nb7qpclpDXsKSqbeSecjeY494/Fddten1ePNmOh/yxvRq99wTfx/w6sw+\nprHi/l99ZeX/r/F9jRvb1IC3xeOqKn94jif/XIPnZDwW8+4QN0yvuSb+bhA/x5lmh2PknWmMmP6s\nVSsr/+ZlnXedvP7zn/Fz8Pod9QiN12CunzZt03wGRsmW+erlO5Myk678452aqcngyTuNt2W8WDOd\nFfuY2o5p4vAEnq78cxxP9UxrR/mgrDNl3XvvxTmneqZR1lXVY9FzWU9V/s85Jz6d2wUXxKeao846\n9tiYKb0Vzzwdk3Af3vlEL/94/Q7T4+2zT3zKOLxon356nNfee8fMp0PFfaoq/0y7xTRZjRrFmcOL\nuoqpv5gijrQklo+QPqaeol6gHF5+edyzPTMehOOJSzzw80yTTZuVrvwnxkN5Tpyei3MyYYoH8h49\n4l7Y8cTevXuFV3LiSJbXXLxb1Sn38vJtT6TmgfdRoR4IZKVQW7WR8R8K7heRszfa+teR7cxjSn4m\nisTrJl/mMM7kd6r53qWWxqCQZRsbDRT8fWgSFMbEOGD7pslLJutMavNvmsWOspz4FxTqy+0Iz+Rd\nE9KV6i8dExTivUyWp7w6VayV98Nrtsn7KeKp6h0l/R+kuJZ3eZFJtg05lVMYn5rq3BT3SDw32+2a\n5C/be6U7H46dTFDys/jLa4Xa6uqUH1HRYygkTCXDh1V0f6brTKnDh0lQ6JJdx0fVm29a+X/Jyv+6\n6t0nWbzJ9vFhxpzMiceCQs1HJnnlI5h0JZ4XtpcuTZ0nFNzolFbhmmyWmTCJfuwTdyI74gjT4STe\nm2fClEShgSTxeCbb3O/ee+MNIZmcn+05VeWPBojEc7K9RybnM98481pncm70nHxVqKNprGq9Lso/\nz5E5z5mar6r01PR4qvKPQs10bsSPgsp0UanulY4JihwNbjQwpLo+k/1VlX/KbXT6Ps6nTEfjTlc+\nSB+Nf9Hzs13PpvxX9fuRjmlIF/V2dI7zsJ9lqrzW5N2qTrmXQm1Po+ahobXiKBQTgc0sM9tEMtTA\n1reMbNd0FfPjfWsaSR1d37IG9wklY+c0ccB27zTHc3noZovMLJ/SBrPa8ib06U5Kx8Ssm7wZ9CW2\nvMmEd6k64bt20Y/SXFjVOwrXZimu5102y6gaB6zHetQ4luQR1CR/yWOs3t5f22UjTQ6u3uUFfRUO\nr1KZR2eSseD4K5iJJ7sGU2Om16rtgMdYxmXjOCxdwGyzqrGyLdNUAIMGxZ0gMTYcc8XqhEyY4Ego\nGhK9ZxMH3rKThS2tAsA0siYBM2pMyjF/r41QVf6C5+LauHeIE+/H//xnfMq0sK+UlnVR/nmOybz9\n55pzpuW/Ksdz6Zhg2nyLjYFieAyOuILjrWzzUlX5J94w1R9xcz5lOhrSlY8wHVn0/GzXsyn/1Knp\nQjqm4bp09XaqvFb33Sr1ch+Y19MyqA31dHvdVgREICWBC+3IeyY7lcnuSc78qmxfGIed5JSsdnW1\ns+17049BH2NLlMNiC2ssQyj93YstY5H8MHz2QJOfRvZptXAI4NWWeaNxbjNjRnyMbLLUh+lhwhjE\nZOdkuo+P3YkTnfvlL+PzWIdpbTK9vlDOmzPHudGjK0/DVShpzySdeHjHGRNz5/LBr1B4BLIp/4yh\nZmx4dTx0R8l0tR9/lE18LYyxH//qKtXROPNxvVjLv8p9vb9tUqjr/REoASKQgsCHtv8Rk6NM7kty\nzlLbR28y4QGTfUwGmCQ0+Nqe7AI9t/Yd751Z1TSu7O5cN2dvb7fpXje3qre7nGJ3TtHJV29p0o0z\nJ4ADMByL8WFNz1GrVpteu3RpvEeJIzgiwkkP0+wk9vhsemXqPfQW32zmMFGHS6nPLswjP/5xYaY7\n01Tz/GkYofdPoTAJZFL+sUBgTnezHHbDh8cbwZjuryaB6ddoxENJr0k9UpM01Pa1xVr+Ve5r+82p\nMn4p1FUi0gkiUE8E7rH73mZi37hJQ1Pbe22ZhBO2CCs1XO5aw+t1ef0SkDJdv/xrend6h/EoTS9R\nqp4izB+vtQoACWGLHFUA6Uzdw720zE8CwVN6fqZOqcqEQCblHy/exxxTEVvi0ImKI9mtJZvPPLsY\ndHZ9EFC5rw/qle4phboSDm2IQJ4RSKVMk0x6j4uxBznPHoGSIwL1QiCM4051c3okirUXKVWetV8E\nSoVAVeU/1fjbUuGjfIpAnhGw5m8FERABERABERABERABERABERABERCBbAlIoc6WmM4XAREQAREQ\nAREQAREQAREQAREQASMghVqvgQiIgAiIgAiIgAiIgAiIgAiIgAhUg4AU6mpA0yUiIAIiIAIiIAIi\nIAIiIAIiIAIiIIVa74AIiIAIiIAIiIAIiIAIiIAIiIAIVIOAFOpqQNMlIiACIiACIiACIiACIiAC\nIiACIiCFWu+ACIiACIiACIiACIiACIiACIiACFSDgBTqakDTJSIgAiIgAiIgAiIgAiIgAiIgAiIg\nhVrvgAiIgAiIgAiIgAiIgAiIgAiIgAhUg0DDalyjS3JAYPPNN4/HsksOIlMUIiACIpAjAt+4b9zm\nB5TVTzmKMzEa6r/1H3zgXIMGiYe0LQIiUM8EtjjkkFpNQfn3T8uWtXofRS4CIpAZgS1at87sRJ2V\nkkCDmIWUR3Wg1gh8++237tFHH3Xr16+vtXsoYhEoFgKzZ892d999t1u1apVr166dO+qoo9xBBx3k\nGjZUm2BtPOND7IO6adOmtRG1j/Ozzz5z06ZNc/r5qTXEdRrxRRdd5E499VTXoUOHOr2vblY7BPbd\nd19fz9ZO7M5t3LjRPfbYY27dunW1dQvFWwcEXnttF3f77R3cmDHT6uBuukVtEmjTpo078MADa/MW\nRR+3FOqif8TKoAgUBwGUryeeeMLdeOONvjFqxx13dGeeeaYbPHiwa63W1eJ4yMpFQRJoYJYG9913\nnzvhhBMKMv1KtAiIQPYE7r/fuRNPdNYwmv21ukIEio2AxlAX2xNVfkSgSAnw0d6rVy/38MMPu6VL\nl7pzzz3XWsdvd23btnW9e/d2kydPdlh+KIiACIiACIiACIiACIhAXRGQQl1XpHUfERCBnBFo3ry5\nGzVqlFu2bJmbNGmS27Bhg+vTp4/vqb7sssvcypUrc3YvRSQCIiACIiACIiACIiACqQhIoU5FRvtF\nQATyngBjqPv27euefPJJt2jRIte/f383duxY16JFC9evXz83ffp0jdPN+6eoBIqACIiACIiACIhA\n4RKQQl24z04pFwERiBDYY4893BVXXOE+MO/REydO9A7MevTo4fbaay9zmjLGrV69OnK2VkVABERA\nBERABERABESg5gSkUNecoWIQARHIIwKNGjVyAwYMcLNmzXLz5893PXv2dJiBN2vWzA0cONDhMVxB\nBERABERABERABERABHJBQAp1LigqDhEQgbwk0L59e3fddde5FStW+OXChQvdoYce6qf3GTdunFuz\nZk1epluJEgEREAEREAEREAERKAwCUqgL4zkplSIgAjUgsM0227izzz7bzZ07182ZM8d17tzZDRs2\nzM+1zLRb8+bNq0HsulQEREAEREAEREAERKBUCUihLtUnr3yLQIkSQJkeP368W758uRs9erQ3Ae/Y\nsaPr0qWLmzBhglu7dm2JklG2RUAEREAEREAEREAEsiUghTpbYjpfBESgKAg0btzYDRkyxC1YsMDN\nnDnTtWnTxs9t3bRpUzd06FCHebiCCIiACIiACIiACIiACKQjIIU6HR0dEwERKAkCXbt2dXfffbf3\nED5ixAg3ZcoU165dO9e9e3d37733uvXr15cEB2VSBERABERABERABEQgOwJSqLPjpbNFQASKmECT\nJk3c8OHD3eLFi93UqVMdvdh4DN99993dyJEj3ZIlS4o498qaCIiACIiACIiACIhAtgSkUGdLTOeL\ngAgUPYEGDRq4Xr16uYcfftgtXbrUm4Lffvvtrm3btq53795u8uTJ7ttvvy16DsqgCIiACIiACIiA\nCIhAegJSqNPz0VEREIESJ9C8eXM3atQot2zZMjdp0iS3YcMG16dPH9e6dWs/v/XKlStLnJCyLwIi\nIAIiIAIiIAKlS0AKdek+e+VcBEQgCwINGzZ0ffv2dU8++aRbtGiR69+/vxs7dqxr0aKF69evn5s+\nfbqLxWJZxKhTRUAEREAEREAEREAECp2AFOpCf4JKvwiIQJ0T2GOPPdwVV1zhnZhNnDjRrVq1yvXo\n0cPttddebsyYMW716tV1nibdUAREQAREQAREQAREoO4JSKGue+a6owiIQJEQaNSokXdaNmvWLDd/\n/nzXs2dPbwberFkzN3DgQD/HdZFkVdkQAREQAREQAREQARFIQkAKdRIo2iUCIiAC2RJo3769u+66\n69yKFSv8knmsDz30UNehQwc3btw4t2bNmmyj1PkiIAIiIAIiIAIiIAJ5TkAKdZ4/ICVPBESgsAhs\ns8027uyzz3Zz5851c+bMcZ07d3bDhg1zTZs2dYMHD3bz5s0rrAwptSIgAiIgAiIgAiIgAikJSKFO\niUYHREAERKBmBFCmx48f75YvX+5Gjx7tTcA7duzounTp4iZMmODWrl1bsxvoahEQAREQAREQAREQ\ngXolIIW6XvHr5iIgAqVAoHHjxm7IkCFuwYIFbubMmQ6nZueee67vtR46dKjDPFxBBERABERABERA\nBESg8AhIoS68Z6YUi4AIFDCBrl27urvuust7CB8xYoSbMmWKa9eunevevbu799573fr16ws4d0q6\nCIiACIiACIiACJQWASnUpfW8lVsREIE8IdCkSRM3fPhwt3jxYjd16lRHL/aAAQPc7rvv7kaOHOmW\nLFmSJylVMkRABERABERABERABFIRkEKdioz2i4AIiEAdEGjQoIHr1auXe/jhh93SpUu9Kfjtt9/u\n2rZt63r37u0mT57svv322zpIiW4hAiIgAiIgAiIgAiKQLQEp1NkS0/kiIAIiUEsEmjdv7kaNGuWW\nLVvmJk2a5BXpPn36uNatW/v5rZmSS0EEREAEREAEREAERCB/CEihzp9noZSIgAiIgCfQsGFD17dv\nX/fEE0+4RYsWuf79+7uxY8e6li1bun79+rnp06e7WCwmWiIgAiIgAiIgAiIgAvVMQAp1PT8A3V4E\nREAE0hHAI/gVV1zhnZhNnDjRrVq1yvXo0cPttddebsyYMW716tXpLtcxERABERABERABERCBWiQg\nhboW4SpqERABEcgVgUaNGnmnZbNmzXLz5893PXv29GbgzZo1cwMHDvRzXOfqXopHBERABERABERA\nBEQgMwJSqDPjpLNEQAREIG8ItG/f3l133XWOMdUsmcf60EMPdR06dHDjxo1za9asyZu0KiEiIAIi\nIAIiIAIiUMwEpFAX89NV3kRABIqawDbbbOPOPvtsN3fuXDdnzhzXuXNnN2zYMNe0aVM3ePBgN2/e\nvKLOvzInAiIgAiIgAiIgAvVNQAp1fT8B3V8EREAEckAAZXr8+PFu+fLlbvTo0d4EvGPHjq5Lly5u\nwoQJbu3atTm4S26i+Prrr92TTz7px4Y///zzbuPGjbmJWLHkDYFHHnnErVu3Lm/So4SIgAiIgAiI\nQG0RkEJdW2QVrwiIgAjUA4HGjRu7IUOGuAULFriZM2c6nJqde+65vtd66NCh3jy8HpJVfkucqu2z\nzz7uvffec2eeeaaff/u4446TUl1OqLBXHnvsMdepUyfHdG/51IhT2FSVehEQAREQgXwmIIU6n5+O\n0iYCIiACNSDQtWtXd9ddd3kP4SNGjHBTpkxx7dq1c927d3f33nuvW79+fQ1iz/5SeqKZ9mu//fbz\npuo77bST+8tf/uJef/1199vf/jb7CHVFXhGgkYRniwd6BREQAREQAREoFQJSqEvlSSufIiACJUug\nSZMmbvjw4W7x4sVu6tSpjl7sAQMGuN13392NHDnSLVmypE7YPPvss+65555zgwYNKr/f5ptv7k47\n7TTvXO3LL78s36+VwiPQokULh7Rq1arwEq8Ui4AIiIAIiEA1CUihriY4XSYCIiAChUagQYMGrlev\nXt7MeunSpd4U/Pbbb3dt27Z1vXv3dpMnT3bffvttrWXroYce8nHTixkNeC1HmX788ceju7UuAiIg\nAiIgAiIgAnlPQAp13j8iJVAEREAEck+gefPmbtSoUW7ZsmVu0qRJbsOGDX7ca+vWrf381kzJleuw\naNEiH+Vuu+1WKeqdd97Zb7/99tuV9mtDBERABERABERABPKdgBTqfH9CSp8IiIAI1CKBhg0bur59\n+3qv2yi8/fv3d2PHjnUtW7b0452nT5/uYrFYTlLw4YcfOky8t9xyy0rxbb311n575cqVlfZrQwRE\nQAREQAREQATynYAU6nx/QkqfCIiACNQRATyCX3HFFd6J2cSJEx0euXv06OGdTI0ZM8atXr26RinZ\ndtttk14fzMx33XXXpMe1UwREQAREQAREQATylYAU6nx9MkqXCIiACNQTgUaNGnmnZbNmzXLz5893\nPXv29GbgzZo1cwMHDvRzXFcnaThBQ3lmHupo+Pzzz/0mHsgVREAEREAEREAERKCQCEihLqSnpbSK\ngAiIQB0TwGHYdddd5xhTzXLhwoXu0EMPdR06dHDjxo1za9asyThFzD9NeP/99ytd8/HHH/ttKdSV\nsGhDBERABERABESgAAhIoS6Ah6QkioAIiEB9E9hmm2383NFz5851c+bMcZ07d3bDhg1zTZs2dYMH\nD3bz5s2rMolnnXWWo/d79uzZlc59+eWX3QEHHKD5iytR0YYIiIAIiIAIiEAhEJBCXQhPSWkUAREQ\ngTwigDI9fvx4t3z5cjd69GivIHfs2NF16dLFTZgwwa1duzZpahkjfcEFF7grr7yy3NHZunXr3JQp\nU3x8m22mn6Sk4Aps56effupTzLNVEAEREAEREIFiJ6Cvl2J/wsqfCIiACNQSgcaNG7shQ4a4BQsW\nuJkzZ7o2bdr4ua3ptR46dKg3D0+8Ncr0T37yE3fccce5a6+91v3pT39yv//97x0KuUJhE8CL+zXX\nXOMefPBBn5ERI0a4adOmFXamlHoREAEREAERqIJAA5sOJTfzoVRxIx0WAREQAREofgIfffSRu/XW\nW93NN9/s3n33XdetWzd33nnn+am5otNl4ZyMsdO77LJL8UMp8hw2aNDA3Xfffe6EE04o8pwqeyIg\nAoHA/fc7d+KJzqyNwh4tRaB0CaiHunSfvXIuAiIgAjkn0KRJEzd8+HC3ePFiN3XqVEcv9oABAxwe\nvkeOHOmWLFni78l81FKmc45fEYqACIiACIiACNQxASnUdQxctxMBERCBUiBAr2WvXr3cww8/7JYu\nXepNwW+//XbXtm1b17t3bzd58mQ/hVYpsFAeRUAEREAEREAEipeAFOrifbbKmQiIgAjkBYHmzZu7\nUaNGuWXLlrlJkyZ5RbpPnz6udevWfn7rlStX5kU6lQgREAEREAEREAERyJaAFOpsiel8ERABERCB\nahFo2LChH0v9xBNPuEWLFrn+/fu7sWPHuhYtWrh+/fq56dOnl3v/rtYNdJEIiIAIiIAIiIAI1DEB\nKdR1DFy3EwEREAERcG6PPfZwV1xxhfvggw/cxIkT3apVq1yPHj38XNRjxoxxq1evFiYREAEREAER\nEAERyHsCUqjz/hEpgSIgAiJQvAQaNWrknZbNmjXLzZ8/3/Xs2dObgTdr1swNHDjQz3FdvLlXzkRA\nBERABERABAqdgBTqQn+CSr8IiIAIFAmB9u3bu+uuu86tWLHCLxcuXOgOPfRQ16FDBzdu3Di3Zs2a\nIsmpsiECIiACIiACIlAsBKRQF8uTVD5EQAREoEgIbLPNNu7ss892c+fOdXPmzHGdO3d2w4YNc02b\nNnWDBw928+bNK5KcKhsiIAIiIAIiIAKFTkAKdaE/QaVfBERABIqYAMr0+PHj3fLly93o0aO9CXjH\njh1dly5d3IQJE9zatWuLOPfKmgiIgAiIgAiIQL4TkEKd709I6RMBERABEXCNGzd2Q4YMcQsWLHAz\nZ870Ts3OPfdc32s9dOhQh3m4ggiIgAiIgAiIgAjUNQEp1HVNXPcTAREQARGoEYGuXbu6u+66y3sI\nHzFihJsyZYpr166d6969u7v33nvd+vXraxS/LhYBERABERABERCBTAlIoc6UlM4TAREQARHIKwJN\nmjRxw4cPd4sXL3ZTp071vdgDBgxwu+++uxs5cqRbsmRJXqVXiREBERABERABESg+Ag2LL0vKkQiI\ngAiIQCkRaNCggevVq5cX5rW+5ZZb3D/+8Q8/zzXTcGEafswxx7jNN9+8lLDUSl7feOMN99xzz20S\n9/Tp092nn35avn+33XZzxx57bPm2VkRABAqbgBkCuZUrK/Lw8svx9ZtvrtjHmk3MYBZDlfdpSwSK\nnUCDmIViz6TyJwIiIAIiUFoENmzY4E3Bb7zxRjdt2jTXvHlzN2jQIHfWWWf5cdelRSN3uf3FL37h\nbrjhBtewYer2+G+//dZbC3zyySe5u7FiEgERqFcCO+zg3P/+56xhMnUyrNp1553nbJrD1OfoiAgU\nIwGZfBfjU1WeREAERKDECaDw9e3b1z3xxBNu0aJFrn///m7s2LGuZcuWrl+/fo4eVbUnZ/+SwJRA\ng0Uqgf1Pf/rT7CPXFSIgAnlLgCJNOxpKcyoh8WVVRN7mQwkTgdogoB7q2qCqOEVABERABPKOwNdf\nf+0mTZrk6LXGbLlt27bunHPOcWeccYbbcccd8y69+Zggep933nlnV1Xv89NPP+0OP/zwfMyC0iQC\nIlANAs8849wRR6S/kF7sVavS92Knj0FHRaAwCaiHujCfm1ItAiIgAiKQJYFGjRo5nJbNmjXLzZ8/\n3zG++rLLLnPNmjVzAwcO9HNcZxllyZ3OOHQYbrHFFinzvtNOO7lu3bqlPK4DIiAChUeAIm1FO2Wg\nSrCqIa1JeMqLdUAECpyAFOoCf4BKvgiIgAiIQPYE2rdv76677jq3YsUKv2Qe60PNm06HDh1s/N84\nt2bNmuwjLZErfv7zn7tvvvkmaW5RtGmc2GwzfV4kBaSdIlCgBCjSVrStMS15BqgSrGpQEIGSJCCT\n75J87Mq0CIiACIhAIoGXXnrJm4Pfc889Ds/hJ598sjnYOc/94Ac/SDy15Ldx8rZ8+fKkHODYqVOn\npMe0UwREoHAJzJ3rXOfOydNvhj7OJllQEIGSJKAm5JJ87Mq0CIiACIhAIoHO9qU4fvx4ryiOHj3a\nm4B37NjRdenSxU2YMMGtXbs28ZKS3T711FOTmn23aNFCynTJvhXKeLEToJ3MivgmgV7r007bZLd2\niEDJEJBCXTKPWhkVAREQARHIhEDjxo3dkCFD3IIFC9zMmTNdmzZt/FzWTZs2dUOHDnWYh5d6oPc+\n0ewbc+/TTz+91NEo/yJQ1AQo4olm3zL3LupHrsxlQEAm3xlA0ikiIAIiIAKlTeCjjz5yt956q7v5\n5pvdu+++651uYQ7ONFJbbrllScL5/ve/7956661Keaexgf0KIiACxUngzTed22efynnbe2/n2K8g\nAqVKQD3UpfrklW8REAEREIGMCTRp0sQNHz7cLV682E2dOtXRi4236913392NHDnSLVmyJOO4iuXE\n08zGkzmnQ9h3332lTAcYWopAkRKgvT2U4jwAAEAASURBVMyKenmgCpC5dzkOrZQoASnUJfrglW0R\nEAEREIHsCeCsrFevXu7hhx92S5cu9abgt99+u5/Tunfv3m7y5MmOuZpLIeDte8OGDT6rKNYo2Aoi\nIALFT4CiHtrSqALk3bv4n7lymJ6ATL7T89FRERABERABEUhLAKVyypQp3kP4tGnTHB6wBw0a5M4+\n+2y32267pb02HNy4caN755133J577hl2FcQSR25zcf1r4b333vM99gWRcCVSBESg2gTef7/CORmO\nysyxv4IIlDQB9VCX9ONX5kVABERABGpKgN5ZxlI/8cQTbtGiRa5///5u7Nix5g23hevXr5+bPn26\ni8ViaW9DL/dee+3lrrzyyrTn5dvB0Ct98MEHS5nOt4ej9IhALRGwkS7OirwPMkypJciKtqAIqIe6\noB6XEisCIiACIlAIBL7++ms3adIk32v93HPPeZPwc845x51xxhluxx133CQLzHX96quv+v3nn3++\nV8g326zu27yZGozx4AjO1z6wiWU//vjjSvLll1+69evXO/K4bt06v7755pu773znO95BW6NGjdxW\nW23ldthhB7fTTjuVy6677upat27tvabjOT0Zh03AaIcIlDABPOl//vnn7osvvvDCOuXvq6++Kpfo\nNuUxKqGMhnJKuSXO6JJ1rGwYqoIkrmM9Q4NgomzceLY9metMmrvNNvvYMRwmKtRfCA2O1A9IdJ1Z\nAXDomLhkH3VIqEeoS5CwvfXWW7tUsu2227rtttvOheU222zj01DCr5CyXkcEpFDXEWjdRgREQARE\noDQJvP76616xvuOOO7wSesIJJ/ix14cccogH8sorr7gDDzywHA4foT/5yU/cvffe6z8kyw/kcIWP\nY3rTUeKDvPbaa27FihXlvekowy1btixXiINyzMdq+OhluWrVKrfzzjv7D/GgaKOYr1692ktQyIn7\nfbMVDWPMt99+e3NutK874IADyqVDhw61lucc4lNUIpARAcoB7/+nn35aLp988kn5+v/+9z/32Wef\neVmzZk2ldZRnylO6gKKZqFxGlc+gjIZ9yZRX9iHJlF4U4KAYR5Vl1jdu3Mx9+OF2rmnTNbaeXOlO\npqCHfSj2yZR79qVqFGB/aEwIDQnBj0MqTvBByf7ud79bLtQ9Yft73/ueiwoNgWyzRGCgIAJVEZBC\nXRUhHRcBERABERCBHBDgA/Duu+/2yvXLL7/s9ttvP69Yv/jii34/H5Ih8BFHrzUexXPRk4sCPX/+\nfD+v9owZM9yzzz7rP/T5iN7b5rxBqd1///39Or3H9CSjOOc68PHLWGt6vxkzjhKPQs+SXjh6oQ46\n6CA/LVn37t3NrPRgrzDkOh2KTwSqQwCF7r///a9vRPrwww8rLWlYCo1HLGlQQvlLDDRCRRU4FLuo\nghcUvWhPK2Ux9LqypOcVixCU3VIP1Jtwpn6lDkns0WdftLGCBoywTYNGaOxgPw0D0UDDAc8jNCaG\nJQ2Iu+yyi29IjC6ZDYI6VaH0CEihLr1nrhyLgAiIgAjUM4GXzIvPjTfe6O6//37fa52sJwqlmmm5\nnnrqKa/gZptk4nzmmWe8R/JHHnnErVy50n/IH3rooa5r165e8qVHGIUfBXv27Nle2Z85c6bfpmet\nR48erk+fPu7YY491fLAqiECuCaBIoSAzxAErCpbLly/3ZQbLCsoOgvIVDSjHKFdBeD9RumgEC8oX\n60hQolGGFfKPAHUQSnWwIKBBJDSQRNc/+ugj/67QgMK5USUcZZp3AWeUTZs2LV/iqDIqTLuoUFwE\npFAX1/NUbkRABERABAqIwDXXXON+85vfVPooiyYfpZreqyeffLKSWXj0nMR1lNLx48e7Bx54wPfE\n0NN9/PHHe4WUnuhC6dVCoXn88cf9VGQ4dqOBoFu3bu7MM8/0zt7ooVMQgUwIYBmxbNky7xuA5VKb\n8i4ssZjgXYuaDlPmUICaNWvmlSIUpKiEXkkpRpnQL95zMF9H6aYxBsuF0PASXfJuIdFGU6wMaCxl\nSA3SqlWr8iUWQrxfCoVFQAp1YT0vpVYEREAERKCICGBu/fbbb6fNEb0eKNYPPvigY67rZAHTxVtu\nucUr0m+99ZY33z799NO94smHW6EHzDnxoo43dJRsxkUyD/YFF1zgx2EXev6U/poTQGFhKAHvP2UK\ni4cgKM1h7D7DCvDAjwSFhvVoDyIKj4II5IoAvd/0bKNYBysI3kkadYKgkIfebqwYUKz32GMPL23b\ntvWzQPB7Qc83pugK+UVACnV+PQ+lRgREQAREoEQI4P37sMMOyyi3wSHQTTfd5Oe3DhfRE3L11Vd7\n83HOYRorPInTK12sAVPLO++80918881eccKB24gRI9yPfvSjYs2y8hUhwBjZhQsXugULFrg33njD\nC0o0vc5BacbslmnoUEoSBW/zUkgiQLWaFwRoEAr+JWgYCrJ48WKH0KhIQNnec8893fe//33Xrl07\nLzh3ROmm4VWhfghIoa4f7rqrCIiACIhAiRMYMGCAu+uuu7Km8Mc//tENHTrU/elPf3I33HCDH595\n4YUXOqblwoFOqQR6fSZPnuyuuOIK9/zzz7sjjjjCXXXVVd7BWqkwKOZ80luHJ/r//Oc/3mldWKJ0\nEBhfT4/dPvvs4wUlAyWaJSbbCiJQTAQYy4/lBWWCBiQalRB6uCkrjOenPOBcEt8YLBGZj9fNWyCF\num446y4iIAIiIAIiUInAJZdc4qZMmVLulZYeCLzVhl62SicnbGDyTE8FcQwaNMh/TCWcUlKbeC2/\n+OKLHc7eMHW//PLLHT2RCoVBgMaRN9980+H9fu7cuX45b9483yvHlE4oCnjFD0LPHONOC8UfQGE8\nBaWyEAkwNRsKNhYbzOQQBOd6BMb+d+rUyfvgYIlIyc79k5ZCnXumilEEREAEREAEqk0A0z/MWhOF\njybMuxmDh2n33/72N/XERSijlDF398iRI7233uuvv96Ps46cotU8IcC7/cILL5QLU8fhB4BGInrV\nOnbs6IWhCyjP9L4piIAIZE6A8sSUhK+88ooXGqhotKI3m2kRmZIQYagMZU7TfWXONtmZUqiTUdE+\nERABERABEcgjAmPHjvXjhNu3b+9uu+02b+KaR8nLq6TQ0z98+HA3btw4d8IJJ/jx5UxZpFB/BFCg\nmQotCB/5NIDwPnfp0sXPPc4S5Vkf9vX3nHTn4ibAnNxYgMyZM8cLjVqYkjNEgukUmUWhe/fuvhdb\n1h/ZvQtSqLPjpbNFQAREQAREoM4I0Ft91llnubvvvtuNGjXKK9VSODLD//TTT7tTTz3VewR/7LHH\n/NjazK7UWTUlgLLMhzue2ZnyjQ93PtBRmnHEx8c7PWOlNOa/pkx1vQjUBoElS5Y4HGQiNHhhCUUD\n5JFHHumOOuood/TRR3sP+LVx72KKUwp1MT1N5UUEREAERKBoCKxevdr16dPHj4nDlLlnz55Fk7e6\nyghe0GGIl9yHHnrIde3ata5uXXL3ofFn2rRp3lEcvgFgz7znfJTjMA5FmrH/CiIgAvlLgKm9aIx8\n6qmnfIMY03kxBOO4447zdSnm4QqbEpBCvSkT7REBERABERCBeiWAMo0S8tlnn7l//etffoqUek1Q\nAd983bp1vqf60Ucf9crej3/84wLOTX4lHQd6fHjfc889vsHi66+/9g0/TGVGzxZz5iqIgAgUJgEs\nTRh7/fjjj/u6E6ePOAg86aSTvH8Kpu5SiBOQQq03QQREQAREQATyiABeWw8//HCHl9ZZs2b5eXTz\nKHkFmZQNGza4E0880ZsfY9Z44IEHFmQ+8iXRmIneeuutbsKECe6TTz7xvVc/+9nPvBKNYzEFERCB\n4iPAb9IDDzzg7rvvPj+Mg2EbDElCwS71ci+Fuvjed+VIBERABESggAmccsopburUqW727Nnqmc7h\nc8QkmZ7TN954w/e6NGnSJIexl0ZUNPDgXZ75v/mYPuOMMxyKtOZ9Lo3nr1yKQCDAMJo77rjDN6rh\ndHDw4MHul7/8ZcmOt94sgNFSBERABERABESgfgnceeed7q677vIic7rcPgumXmIsOvMan3322bmN\nvMhjo1cfR2KMh9555519gwTK9ZlnnillusifvbInAskItG3b1jvKDNYqmIO3adPGnXvuuY5x2KUW\npFCX2hNXfkVABERABPKSAPOGDh061J1//vlyQFZLTwjvtRMnTnQ4zXrwwQdr6S7FEy0fy8ccc4zr\n3bu3++EPf+jYvummm1yHDh2KJ5PKiQiIQLUJMOtE3759vSMzGt7ee+89h7J9ySWXOHwqlEqQyXep\nPGnlUwREQAREIK8JjBw50v3jH//wHqk1nVDtPqoBAwb4aZ0WLlzop3Oq3bsVZuzMfc47iXffK664\nwu2+++6FmRGlWgREoE4JTJ8+3V144YXum2++cf/85z9d586d6/T+9XEz9VDXB3XdUwREQAREQAQi\nBL766it34403ul/96leamzfCpbZW//jHP/qGC3qqFSoTwCs6Dtwuu+wyP/85c6BLma7MSFsiIAKp\nCTCTAt7Bjz/+eD9VIQ3FxR7UQ13sT1j5EwEREAERyHsCjO3FGRljzxijmuvw7LPPbjKujbHE3Gu3\n3XZze+65Z65v6ePDWQ1jwjEVxgzw5JNPTjoX8fPPP+89cJOmHj16uIMOOqhW0hONlI++xo0bu0mT\nJkV3l/Q6Jpr0SC9btsw/jxYtWhQUj08//dRPM5eYaMZ/57JRALPWxx57zL388sveqiTxfrWxnSpv\nWLPssssuvgyncg737rvvuj//+c/uT3/6U86cRr366qvukUcecV988YX3mn/kkUf6eYupxwg0EjKl\n2gsvvOBGjx6dEyRr1qxx+Jl47bXXfMPj8OHD3Q477ODjxtkgzhzffvttPzwBFg0bNvRKXXVuzvzL\nPOOlS5d6XwGtW7euTjSVrqEeZBrE73znO34YRWJdP27cOO81n/e1e/fula4t1A28gmMRNGbMGHfB\nBRcUajaqTrfNMaYgAiIgAiIgAiJQjwROO+20WLdu3WotBfYxHrMex5h9FcTMOVfMesNj9vEW+81v\nfhP7wQ9+EGvVqlXsd7/7Xcw8YecsDW+++WZs1113jZmy7u/JvffYY4/YypUrK91jyJAhMVMKYqa8\n+fQ1aNAg9n//93+VzqmNjeuuuy5mH90xm1KrNqIvyDjNS2+sWbNmMVMmCjL9JJq0mzLi3yVz7Bez\nxoHYxo0bc5YfaySKWSNRzObY9qxyFnEVEZEHU2J9GaIsmcf62G233RYzRTk2cOBAX4Z69eoVMwV2\nk5juv/9+z8PmE97kWHV2cN/tttsuZsMCYtZYFzPLmthOO+3k94X4zEdBrGXLlrHmzZuHXTVe9uvX\nLzZjxgz/jK0hMPaHP/zBx/nvf/87ZmP8Y2ZiHLPe0Ni2227r82uWKNW65yuvvBLbcccdY6aw56ws\n/PWvf/Xv5VtvvRUzh36xffbZx7OLJpBnzDHqzUGDBkUPFfQ674KNtfbPrqAzkibxLs0xHRIBERAB\nERABEagDAu3atYv99re/rdU72Ryi/iOTD7lo4COOD26US+sdjlkvUPRwxut8ZEfD0UcfHfvPf/7j\nd61atSpmnrX9/c0zdPlp1nsRM0dsXqklHTb2LmY9TjHrWYq988475efVxoqZJPr0LFiwoDaiL7g4\n58+f73k8+eSTBZf2xATb1F4+LzTW1FYwR0x1qlCHfNi8vz5vZtUSdvmlWbfEUDit9zOGApMYPvro\no8Rd1dq2IQFecU5U+KyH2Cv1NDiEgKKfK4X6xRdf9PUC9QSB/JAWwrHHHhu76KKL/Dr/PvjgA8+o\nugq1eaqOmeO98vhqumI957HNNtsshqIewi233OKVdurlxMAxGk2oN4sl8L7wO1esQWOo7Y1VEAER\nEAEREIH6JLDETAFry+w65CuVOaj1CPu5hG+++WY3bdo0d9hhhznmbM4mPPPMM84aBMovwRQWM7/g\nDZo5nzE3tY9Kh3l3CJiDYgqIp1jSgdnoSSed5KzX2DENS22GwBv2Cs7dfvvtrn379t7kvtB5BKd+\nYVkb+cGcmHe2rkOqcmw95t4B1N577+3LM2Pfo8F6kKOb1V7HfJyhHMxKEA3WUOfnIl6xYkX5bsp1\nroI1fPn6IzAnP40aNfLRWyOQH74R7sVQDkI4N+zPdGm9yM6saTI9vcrzrHfamSWQl3AypvGYy48f\nPz7sKl/CksDQi2IJ+AfBLH/u3LnFkqVK+WhYaUsbIiACIiACIiACdUrg22+/dWvXrq33+XxRZFGq\nzCzUK7OHHHJIOQfrWXHMO8y4yI4dO/r5iMPHKso0zmfYZkolPux/9KMf+fPKI7AVxmofeOCBflxj\n2H/xxRd7ZTpsszRTVnfDDTc4priqzbDNNtv4D3SUAwXnFi1a5BXqYmVBIw3vKo06Bx98sJ86DcWp\nf//+bq+99irPtvVuusmTJ7vzzjvPMQ3QE0884cwM3lnPsB/7Wn5ikhXKsZkkO8oLyqT10Ppro6ei\nRD388MOOe++3335+iryo4o9Cyjhb0kEZpJEp04CCScMYPghuvfVW9/Of/9xfar26Pi9mCl3ucZm0\nMgaaMfPWE+rLPWXXent92j/88EPPAV4nnHBCef2Ewm6m3O6hhx5yNmyi0rhYlCb8ICQG65V0c+bM\n8SxRVPGlQH1hwz/89HV4g8Z3wr777uufkVm2+Ch++tOf+jHSeIrmmZAP6hgC6WTM/3PPPeeXNsSk\n3B8CjvWShUzZUieH+i3Ewz58XYTGRsbko/ji0Zp0HXDAAV7C+WH58ccf+7rz1FNPDbv8cquttvJK\n+3333eenmIoehDmBeIsl2PAL/25Qz3Tq1KlYslWeD/VQl6PQigiIgAiIgAjUPQE+vOntyoc5O7t0\n6eIB4MQshF//+tfOxjT7D1gbo+lQgo844gi3evVqfwqKLz3RfMzzsc2Hpo0/3OSDlJPNvNGZKXiI\n2tFznRg4hziZ97g2AwoWH6yhl6s271UIcdPjhxJVjAGHXii3Rx11lJswYYIz81PvLAsnUN27d/eO\noMg3ihvvspkPu1/84hfujjvu8A6wbGy5Pw/FL1VAUcbqAYdTI0aM8FYWKMQoriGg9NFwxT2YpxfF\nGgWTXl8CCv+ll17qezJR1vr06ePnpQ/XZ7KkJ9T8JPj88Y7TK8g9KbNYjhBoKNh///29ws3sAn/5\ny1/cUnO+hVUJ5+KV2fwr+LmFYRUcjXEtyh58iBsuZmZe7vCQRrPEnnAUUc4zM2bf0EBcwUkZ5+OY\nC0XcxkETvTv88MMdzsfYBy/yQkMcjQ7ExTpiY7gdjWKhMYK6hIYPhIaBxJANW/LGfaOBehol/uqr\nr3ZnnHGGa9Wqlb8P+eKZo1AnCzxb6hnymhjI++LFixl+W+lQqJPSvW+VLiiAjU8++cRPo5X4fhRA\n0jNLYrHasitfIiACIiACIlAoBHDIhdOa2gyfffaZH5dnH+opb8PYS/t6iDH+mcC4aMZWm3ln+TU4\n1eEc+zAu32cf/jFTpMu3k63YR7wfTxkdY5nsPPugjl1zzTXJDuV0H2O0yQcOjRRiMVPu/BhVnHgV\nejAzWv9sg9Mq8mOKrd/H+4XzKoL1evp9Nn2a3+Yf77X1TsZef/318n3Ew7uCM78QrNe20vhg8z7t\nx8kGh244EOMa65n1l5iSFjOlK2Y9yCGKmCm43mEf96dctGnTJmaKefnxMF466mjMFE0fb+IY6vKL\nbMUUdn8O444J5hXbb5vlh9/mXxhnjv+EEKwhwJ+Hb4MQcFZoCl7MlNmwyy/NmsWPmSaPOChj3G9i\nOP300/211BkhmDIcQ0KAM3HgTCyE8FzMOiDs8o7PTJkv3w4rjB3nehykhQBD9lmjhd+VKVtOxjGj\nNejFbIiKvzbxHz4X4DF48OAYz62qcdohL8ni6927t09n4vh20s89cBxZLOHvf/97zEzxY19++WWx\nZKlSPtRDbSVOQQREQAREQATqkwCmn6H3qD7TQS8bgZ4fgim2DlO90AvEPsxjmUKG6WvoSQoh0UQy\n7GdJzxJzP2O2idlpqoAJKj05F154YapTcrYf3vQ6maOcnMVZyBHR+0bvJqbO9qVYyFlJmnZMbHlH\n6RHGIoQQnj3TYIXAu89xzI9DoMeZfVHLjXAsLDGvNuXQT2GFyTG9wARMXAkMpWCqqWOOOcZv84/h\nEww5YJgDY57pzcYC5Pzzz/fC1E2kl17MbEJiOQ49ntE4Qpmm7gkBCxMCvdchUP6xnomOjeYYPf70\nIGMOTh7oyTYlc5N3h97bqEk94/StMStEXyfLTNhSR82ePdv30mOJQw95ssA7Q11Gz7Qp8c4aW5Kd\nVr4v1HfJ6kfuybNJHN7CO0j9ev3113sriWANVB5pga0wFnzUqFHecmPrrbcusNRnllyNoc6Mk84S\nAREQAREQgVojgDnm5Zdf7k3iko1BrLUbJ0TM2E8Cpt8oVQsXLvTjoRNO847LcObFB3WYMzrZB2O4\nDhNRTMdR2FIFFA/GfTKmsC4Cc9Z27tzZm47Wxf3y/R6Y8jJnOOPfUaoxhw5jOfM97dVNHw0qhKoa\nEFACzFu1s57ElLeCFfNBo2yhvPNuEcI4WMYFoyglDnMIpsU43aIxCSWqJgFnYZgZYxIdnFtlGl8y\nxTvUR9azuEk0Nr2TL6+MLbbeaK9k2hSAfuz3JieX7aBhAkWyLkMmbPERwbNjfDfjndMpfjR6YBbP\nOHfyEhpokuUpzH+ejB8NETQ2hPcwev3PfvYzZxYLXmmncYb7FWIwCwI/5za/E8OGDSvELGSUZvVQ\nZ4RJJ4mACIiACIhA7RHg44kPYXpo6yugVPBRyccdDoJQkOk5wdt24gdw8JAd7VlJpVDjJAlFGudH\nqQJ5v9TGjuIULdlHfarrqrufD1kza/XjRasbRzFe17ZtWz9ulveQ8buF3jOWq2dEDy29xSg4qQIN\nTLznKA54vMdxVzSgWKNUMZY3WaDc4aispuNmQy96z549s24QSVWGSW84du21125SHzDumh5rAs7K\n8i1kwrZ79+7+2ZBPGiJwwJgq4HiOnmoaFOl5TRdQqGlIwTdEYsBhWbCSSDxGDzljz/EQXqjKNLM4\n0EAXnNgVcwOdFOrEN1jbIiACIiACIlDHBGwMtVc4cf5VVW9ZbSWNDzjMoK+88spyk096qlE+bc7m\nSrelJxuHOkHB4CM0UenmAj6uyU+ih9tgDss5fLjS42Nj7CqZluMB+O233+aUnAd6X1Fw6FVTqEwA\nk1yer425986zbFx95RNKcAvFADNuTLNTBRqEUIbDOaFnOpwfTKuxAogGGi0oJ5hZo3DjJCwaaGzi\nfc0kYOVh8737IRmJ8WRyfSbnYL6bbKonGuEI9M5nE0LvbirP3NnElercTNmieJ9zzjleATb/EUmj\n43lQT9MghyUH9WW64To0EOIhHqdr0XeC4TI8rxNPPHGT+2Bez3CbkSNHOqwACi3wHtOo1K1bN9/Q\n8uijj2b9XhRanqVQF9oTU3pFQAREQASKkgAf5CgyjJ2rjYAXX0LU6zDb7GfMJuMB6RGJjh2kd4QP\nQrwdh8BHIQoGx/gAJWCqSg8epqaMj+SDiulk+PBEyWB6HQSlmQ9Wc5Lkr+MYvfN4fr3nnnvKz2PO\nanq8GKud64Ana7wak88wX22u71Ho8fE86Unlgx6PxkzdZA6uCiZbYWx/WJJwxhXTuBOmPWIfPYSE\nxDKBl2eGO4SA8oRyEJRl9tPgwHseGsBYpxGIsdLEG5RglCOUMCw06MFGUTv33HPdU0895T1Gn3nm\nmd4kll5eejMZHoGSxv0Z/sC45ND7y30pr4RomkkvDR94Mae8YmGAp/0QwgwCIb/sp6GMEI6xHsZe\n45E5BPJFCAovVgwoS4w3jgbKL2bSeAoPgcYC4ozeg7hpRAvxYfLcqlUrX/5R1un1NUdpPgoa8oIS\niukw64lm9yGeKI/w3MOxTNmGdFMfUX8lC9SRmIbDmTpwhx128GUken+u47mZ0zHvOZ/hLnia5z0K\nATN5rECYGiwxhGecODwg8bx82+Y9xIs+Y/FRomk4/fOf/5y1pUS+5Suj9FhFoCACIiACIiACIpAH\nBEyxjdkHWgzPtbkMeJo1k0bvUdY+DmI2D2/MepRi5iApZnNIx2yKnJiZdie9pZmBx+yDNzZ06NCY\nfajHrLc5ZuM8K51rypf3EI0XV7ztWo9NzMwcy+/HPYNYD1bMPrT99TYHcPn+cDwsrde60j1ytWGK\nTcwU9UrelHMVdzHGY0pijPfSxvr6d8YUjbzNpilrMZvWyD9f3iNTjLz3fFPSYkOGDPHvmvX4ee/M\nlLG+ffv6fdaDGZs7d67PlzX4xKyhKHbBBRfEbMxnjHfUHLbFTEnzx01x8vcwZ1v+WlOuYtZIE3v+\n+edjZtrqvTMTrzk6896s8RhtSoa/1sbceoZm0eE9iVMm2ReCTXEVMwWzvEyYtUDMGtn8YcoMXrjx\nqE3ebLx2zBRoL5Rjs7aImTl2zJTVEJ1f4sXeGq38NcRnio5PK3kmHhvzHLOGsBhl2Jyk+X3Ehzdr\n8mTT1/l91pMaM4uR2JNPPhmz8eGxww47LIan89///vcxs2Tx6bZGgvJ7myMwX5dxD+oX+Nm0ZDFT\n9H181nAQM0Xbn4+Hb+oOc+AVM+duMVPEvAd16hwbe+69/lMvEpc1RsSC13PSbWOe/X5mL3jsscdi\neFmHBeeaYhcL72s6tuWJLluxxpMY9UQ0kH7eCZuWK2aNHf4Qz92mRvP3MkdmMetxLr/EnMn5/Vdd\ndZXfhzdz4h0+fLj3sE7eKFvJAnUu6Q9e2pOdk0/7rNHEeyTndwI+eJO3xtJ8SmKtp6UBd7CHpiAC\nIiACIiACIlDPBOjN6dSpk++xpQeLXpB8CHwqYH5Nrxamq8nSRY8dY+RwhpSvgR5zmwbI976aQpCv\nyczLdNFrZlMtecdx9KQyTzMOnKI9oXmZ8CwTRe8xzvHoyWbcK96wbeq4jGKhB5WeSsbMEig3WGEE\nx2MhEnqsOZfezWSBnlqGUTAUJN8CvcvkCS7klR5l8kFaSXN1A73JxEv9wRLrl9oYc5sJW3r6MUXH\n2qC6gV55LAUwgY/6j8BKAHbB2Vuy+LEOwVElXuExV8/XgFd7xndPnDjR/2ZZI4EfcpCt2X++5i+b\ndMnkOxtaOlcEREAEREAEapEAU6xgusmHCmPrMKHLh8CHMmZ8KPvJlGnSyEdiPivTKEmYMI8ZM8Z7\nKc8HroWUBut98sMCUDIZE4o36qZNmzrrjfWmrIkmr4WUt1RppeEgU2WaOFAAgzLNNuUmUZlmP0MN\nUinTHMeJUz4q06QNs27KOoEpsTBjJ701UaaJCyUs1B8om7WhTHOfTNiSJ8zNa/JOo1AzNAaz72jA\nnDydMs25ZhngeTBlWb4FPJubFYif8g1lH0d6KNQ0uFoPftGPlU71PNRDnYqM9ouACIiACIhAPRGg\nh4L5aunZYEx1cNxTT8kp+Nuaqal3jEYPiplgFnx+8iUDzz33nB8TzNhQFAiUB8aEMo9v1AN8vqQ3\nk3TgQC/MsR7mEM7kOp1TPASwxDGzcT/Om/eBepjGg2wCY7DNHDyr65hajXHzTOl3ySWXOBuOk80t\na+1clOYpU6b4hjN8KaDoM+86jGh0UrDGM5l86zUQAREQAREQgfwjwAcZygm9wpMmTUrbo5V/qc+f\nFOEUBydCNo7TO3vKn5QVT0ow0bWxtd6ZlI1j9Q6YbOytV7Axn7WxubXW45hLijS88J7guA6T9kGD\nBrkDDjggl7dQXAVEAJN9lEmsCZjVoLYDTilx0lbfDTkMPWL6tX/961+O8oyzyX333dcr+Dh469Ch\nQ22jKLj4pVAX3CNTgkVABERABEqFwPz5871nYUwEmVonTL1TKvmvST75KEQhojGCuXMZG6tQ+wSY\nPg2TVXq0+CDnHcbE2Rxw+XGhjF3ng7y2THprkkP8AKBEhcDwhmx7JsO1WopAoRCgrmRaL5RofHfM\nmTPHW0VRVo8++mjfQ29O1golO/WSTinU9YJdNxUBERABERCBzAgwHRW9AnzwjBo1ypnn4fLpqjKL\nofTOmjFjhp/KBgdKmO+GOXJLj0T955j3d9q0aV6YRse8X/txyT/60Y+8SSxznZvXaE1hVv+PSiko\nEQI4GMR0m98Uhm0wXpyANcbhhx/u60uUaTUmZf5CSKHOnJXOFAEREAEREIF6IYBHYDws2xQ1/qMH\nh1AHHnhgvaQln2/KvLeYd9u0Ld488eabb3aFNpdrPvPNRdr4mEextqmBvNOmMN8zpq4HHXSQf68x\nEefjPjipysV9FYcIlCIBnIhhSo7YdIZekWYub5RlhhPRsNW1a1d36KGHZuWArxRZpsuzFOp0dHRM\nBERABERABPKIAN6/bU5gr4wMGDDAXX755XnrDbguseEQC7NuePCheMUVV7hTTjmlLpOge1WTAGbW\nobfM5oL2H/0rVqzwXqPbtm3rpw1iqEOQNm3a5KW5eDWzr8tEICcE8Ehuc237IRYMs0DoeWaaLqYg\nw5EYjbBYgxx88MG+XMnZZU7Q+0ikUOeOpWISAREQAREQgTohgFfliy++2KF4nHHGGd6RUimOcfvy\nyy/9PKj03tPrgkOp4cOH17tTnzp5CYr4JitXrvSKNQrBa6+95vB+/M477/i5m5m2CeVgn332qSS8\n/8mmqCpiTMpaCRJgDnOmqMKyIyqhfNCg2L59e++ngGmtgrVHdDq3EsRW61mWQl3riHUDERABERAB\nEcg9AXplJ0yY4OdVXrJkifcIPmTIkJKYY5lxuJhzjxs3zq1fv947H0OZbt68ee5BK8a8IEDjCRYa\nCxYs8D1x9MaxzrzYOBKjF465mzEd33PPPb2gZNOjzRzaGg+aF49RiciAAENX8KyNoCgvWrTIK9Es\naTgk0HjEu4737Xbt2nlBkebdpywo1C0BKdR1y1t3EwEREAEREIGcEsCrMp6smV/5pZdecpjJnm7z\ng5522mlFpWBi0oincxoR8ETLNDbnnXeeu+CCC9yOO+6YU6aKrHAIoGjTY4cwxVFYX7x4sZ++i5w0\naNDA7bbbbq5169ZeULxbtmxZLsylqx68wnnmhZ5SzLCXLVvmHfSxDELDKEr0mjVrfBbxhN+sWTNf\np++9995egUaJZp13WYpz/rwJUqjz51koJSIgAiIgAiJQIwKYx44fP94xn+4nn3zi8KB8/PHHe8FE\nttACPTXMg/rII4/4eY7XrVvnp3E566yz3DHHHOOndim0PCm9dUcA81h6+ILgEA0JCgzvUwjf+973\nfAMUCgyWDkjTpk29Io4yjuyyyy5SYgIwLTchQKMfwxWisnz5codjsCBsR9875rimcQcrCpZYVATL\nCpRmpm5TyH8CUqjz/xkphSIgAiIgAiKQFQHMoJ944gn38MMP+/mAMRPkI40pUfDo2q1bt7x0Zvb5\n55+72bNn+/lQ8QSNsyp6YUh3nz59XN++fb1SkxUMnSwCSQhgJr5q1SqvXGM2HhQelmyj+DDlV1T5\noccQr/Eo1ghWEkHY3mmnnSoJ82/TO65QmAS++eYbR6MePcphyTsTlQ8//NBv867gYC8avvvd7/pG\nmdBAwxJriLBEgZYn+yixwl2XQl24z04pFwEREAEREIEqCTDlFkoqCjZK6pw5c/y4Y8xeg8ManNcw\nTREfeHWlANCDHhxOvfrqqw7BMy0m7Jg0ovQfeeSRrlevXprOpcqnrBNqi8Cnn37qnf9Fex1RqIIi\nFZY0Wm3YsKFSMmgMogcyCL3giYLSFZXtt9/eb7PEAZtC9QlQl3zxxRfehBplF1NqllHh+VIXsYwK\nSnQwvY6mgGdCI0poUIk2rgRLhmDZoHH7UXLFvS6Furifr3InAiIgAiIgApUIYJb4wgsveAmKLCax\n9NhhXojpIaaGmB6idNMjxxjl0Pu27bbb+vNwisP5LFEk6BXHURrCPfhI5aM0CB7JwxhBlny8EogX\nZR5hShd60HfddddKadaGCBQCARS18L6HJT2biUpbUOCCYkeZSRboEWdsN72YlLuwRKkLwvGwjgK3\n1VZbVRLKKPtCWd1iiy18maXchnWmT0JoAECi62zTyBaENIV10ky9kUxoyEOhDUIdEV2n95c6I3EZ\n6hEsA5LJV1995ZIJY+mxcEGBRlinHkoV4ElDBlYEoZGDho/oeqjzWIY6UEpyKqKlvV8KdWk/f+Ve\nBERABERABPzHJ73DKNbBuyxLzF8vM7nRPoZnV5MTH+58kKIkB0U9LPFQi/mjggiUMgEU6qBcs6Rn\nNFE5DEoiimMyhZJ9KJBBCSVO1lFiCzWg8Cc2EKDQhgaE6JKGBZTkIKHxgW16+0PPP0o06zQUKIhA\nrghIoc4VScUjAiIgAiIgAsVGwHqVzc2sW//44+6jDh38OEI+6PlYR+hNQujRivZY89FLbw+KtMYI\nFttLofwUEgF6hlGsQ1lN7BFmGwm9xyyjvcn0NN9xxx1uxowZ7qabbtqkNzr0Vkd7rsO+VD3e1Bco\ny6GHPHFJbzpCnAoiUAgEpFAXwlNSGkVABERABESgPgjcd59zAwY4Z96Szfa0PlKge4qACNQzAXws\nMBTj2muvreeU6PYikJ8E1PSTn89FqRIBERABERCB+ifw3HPOBjdLma7/J6EUiEC9EGCKMZwHHnfc\ncfVyf91UBAqBgBTqQnhKSqMIiIAIiIAI1AcBm7bK/fCH9XFn3VMERCAPCEyZMsWPOcbrvoIIiEBy\nAlKok3PRXhEQAREQAREobQI29tK6ppzr1Km0OSj3IlDCBCZPnux69uzpfSSUMAZlXQTSEpBCnRaP\nDoqACIiACIhAiRJYsMCZNyPnDjywRAEo2yJQ2gTwNM7c9TL3Lu33QLmvmoAU6qoZ6QwREAEREAER\nKD0CL7/snHnrdvvsU3p5V45FQATc1KlTvffv3r17i4YIiEAaAlKo08DRIREQAREQAREoWQL0UKNM\na77Wkn0FlPHSJnCfefln7DRT4CmIgAikJiCFOjUbHREBERABERCB0iXwxhvO7btv6eZfOReBEiaw\nZs0a99hjj7mTTz65hCko6yKQGQEp1Jlx0lkiIAIiIAIiUFoE6KFu16608qzcioAIeAIPPfSQ27hx\no+vXr5+IiIAIVEFACnUVgHRYBERABERABEqOAM7IPvjAub33LrmsK8MiIALO3XXXXe7oo492jRs3\nFg4REIEqCEihrgKQDouACIiACIhAyRFYutS5WMy51q1LLuvKsAiUOoFVq1a5p556Subepf4iKP8Z\nE5BCnTEqnSgCIiACIiACJUJgyZJ4RqVQl8gD/3/2zgLei2KL40e6Lt3dEgooioAoKHag2Pns9tnx\nbH3q89n97BafiT4LxUIQAwURERCku7vj/8539s6fvf/7r5vcOIfPMrszs7Mzv9393/3NibFhGgLb\nESAYWWWN8H/kkUduz7Q9Q8AQSIiAEeqE0FiBIWAIGAKGgCFQShGYNUvU1lOkRo1SCoAN2xAovQgM\nGjRIjj76aEeqSy8KNnJDIH0EjFCnj5XVNAQMAUPAEDAESgcCCxaINGhQOsZqozQEDIEoAuPHj5cf\nf/xRzjjjjGie7RgChkByBIxQJ8fHSg0BQ8AQMAQMgdKHwMKFRqhL3123ERsC8swzz0jbtm2lf//+\nhoYhYAikiYAR6jSBsmqGgCFgCBgChkCpQUCDEpmGutTcbRuoIeAQWLdunbz22mty/vnny0477WSo\nGAKGQJoIGKFOEyirZggYAoaAIWAIlBoEVq40/+lSc7NtoIZAgMBbb70l69evlzPPPNMgMQQMgRwg\nYIQ6B2BZVUPAEDAEDAFDoFQgsGaNSLVqpWKoNkhDwBAIEHj66aflmGOOkXr16hkkhoAhkAMEjFDn\nACyraggYAoaAIWAIlAoEjFCXittsgzQEPAJjx46VUaNGyYUXXuizLDUEDIE0ETBCnSZQVs0QMAQM\nAUPAECg1CGzaJFKhQqkZrg3UECjtCDz++OPSoUMH6du3b2mHwsZvCOQYgXI5PsNOMAQMAUPAEDAE\nDIGSj4AFJSr599hGaAgoAvPmzZPXX39dnnzyScPDEDAEcoGAaahzAZqdYggYAoaAIWAIGAKGgCFg\nCJQEBB555BGpU6eOnH766SVhODYGQ6DQETBCXeiQ2wUNAUPAEDAEDIEijkDZsiJbthTxTlr3DAFD\nIK8IrNSI/gQju+KKK6RixYp5bc7ONwRKJQJGqEvlbbdBGwKGgCFgCBgCSRAgwjeByUwMAUOgRCPw\n1FNPSZkyZSwYWYm+yza4gkbACHVBI2ztGwKGgCFgCBgCxQ2BjAwj1MXtnll/DYEcIrBx40bB3JvI\n3tWrV8/h2VbdEDAEPAJGqD0SlhoChoAhYAgYAoZAgECNGiLLlxsahoAhUIIRePHFF2XFihXO3LsE\nD9OGZggUOAJGqAscYruAIWAIGAKGgCFQzBBo1Ehk/vxi1mnrriFgCKSLwIYNG+Tuu++W8847Txo2\nbJjuaVbPEDAE4iBghDoOKJZlCBgChoAhYAiUagQaN2YtnVINgQ3eECjJCOA7vVytUG666aaSPEwb\nmyFQKAgYoS4UmO0ihoAhYAgYAoZAMUKgaVOROXNEtm0rRp22rhoChkA6CKxatUruueceufTSS007\nnQ5gVscQSIGAEeoUAFmxIWAIGAKGgCFQ6hDo0EFEAxbJ9Omlbug2YEOgpCPw73//W1fF2yLXX399\nSR+qjc8QKBQEyhXKVewihoAhYAgYAoaAIVB8EIBQI5MmibRpE+zH+X+6Eu7PPvtMKleuLIcddpjU\nr18/Tq0g64cffpAZM2YkLPcFrIV7zDHH+MMil67R5cQ++uijtPq1xx57SLt27dKqm9+VfvnlF+nU\nqZNUqVIl2vSECRNkyJAhMnnyZOnZs6eL7FyuXDk56qijonUKa+e3336T4cOHS4UKFeTwww+XplhF\nxJG3335bWrZsKT169IhTWjyyHnroIalUqZJcfPHFaXd4zJgxUrduXWnevHna56RTcdasWfLwww/L\nv/71L6ldu3bcU/73v//JwQcf7Poct4Jm2vucCJmCybf3uWBwTdRqTt8/01AnQtLyDQFDwBAwBAyB\n0ooAUb4hOGPHJkTg3nvvlbPPPlv69+8vbdu2lX79+smIESMS1ucj/pprrhE+VBYsWCDffvutnHLK\nKfLss8/K4sWL5c8//3Qf+uecc07CNopCAYSEfr/11lsybdo0WbJkidP0kTdHzeTZGBvBnj799NMd\n0mUIP/0Kk+mffvpJwPbyyy935PSyyy6T4447zt2Pwuwk/Tr33HPlhhtucET+ggsuSEimIRGnnXZa\nofcxv/Egmvarr76ao2a7dOnizLKZdMhPQSvdpEkTueSSS7I1+8knnwiTQEcffbSsX78+W3k4w97n\nMBoFu2/vc8HiG6/1HL9/ERNDwBAwBAwBQ8AQMARiETjuuEjkiCNic92xajkjZcqUiSg5jpY/99xz\nkTp16kRmz54dzQvvDBgwIKIa0mjWxx9/HNEPmcgVV1wRzdPIwxHVqkaPi+KOkrzISSedlKVrSkLc\nWHQJomi+ThRE1LQ2elxYOw8++GDkySefzHa5I488MqITGtF8Jf6uz7feems0Lz93XnnllWzNqUVD\nRLWuESXJ2cpiM9QSIKKaa9dHDaAVW7zDj+ONL1GnGMu6desSFSfMV7PsyKGHHhoZN25cwjo5Kfj6\n668dnh9++GG202bOnBlhO/nkk12dZcuWZasTzrD3OYxGwe3b+1xw2KZqOSfvn2mo401LWJ4hYAgY\nAoaAIVDaEejVS+THH+OigA/mbrvt5jZfAU0i5tAvvPCCz8qS9unTRzp27JglL/YAc++zzjorNrtI\nHZctW9ZpelN16sQTT5RatWqlqpav5ePHjxcl03LRRRdla3fo0KFSs2bNaL7f32mnnaJ5+bXzzTff\nyI033piluU2bNskJJ5zgzIyffvrpLGXxDtBgF9UI1PHGF28MPq9q1arOLcIfp5vyrF111VVy/vnn\np3tKwnqbN292WukjjjhCdHIlWz1My9kwr09H7H1OB6W81bH3OW/45fXsnLx/5kOdV7TtfEPAEDAE\nDAFDoCQisO++IldfHZh9d+sWHSEmu5h2/+1vf4vmsYOPaBv1t8bn9bbbbstSxsG1116bLS9eBmbh\nyDxdtgv/bEyo9957b2da7usTUAlSo1py6aXEH5NITMZVcyzt27f31UQ1EM78eqyarvNx1EF9ww88\n8MBo+erVq51Z9sSJE6VZs2Zy0EEHuTRaQXe+//57gQwyGaBaSWfafsABB4SrxN2HwOAf/PLLLwuk\nFRNCJiHWrl0rH3zwgVC+3377SYsWLdwYVWvoiDDm4p9//rkzy8VEG//0sHz55ZeC+TZkHdKuVgHR\nYsx5MT0Pk2T83L/77juNMbdRXeInybvvvuvqsw5xIsEsn3usWlXZfffdHS7hNjEHHjZsmDPFBtfT\nTz/d9Zf2uC/4ZFP/mWeekca6BBsEDnL8888/y/PPPy8QzGTy/vvvu/vYuXPnZNWSltFHfIFVkyqL\nFi1y99n3hT4vXLhQwJxn6Pjjj3f+5L7B3IyPJaj++9//Oj9p/NRVq6yvz9WCjzrXV4sM5yKxdetW\n5y7AM4Xw3PFscV+3aVT9bvqusXnhWVMrDhk8eHCeYgvcd999LoYBZt35IfY+2/tcmO9zsveL5znR\nbxbvMkvE8XvL36hTTz3V/Q6OHDnSvQbVqlVzf8syMjLkvffek7/++kvUKsT9XlMh7fcvlbrbyg0B\nQ8AQMAQMAUOgFCKwbVsk0qBBJHL33VkGr2TOmYSqBjFLPgfqRx1REhlRYpCtLDYjnsm3r4Npqvog\nO5NyJegR/eiJaEAnV4wpKibX+q0T0Y+jiBLIiPoFa1cbRBo1ahRZunSpbyaiWtIIpuiIfvxFNLBV\ntExJdmTXXXeN6EdURAlP5IEHHnDX8aa8GkAtooHW3HXU3ziiJDGiPsmRgQMHRtvwO/FMvimjLfqp\nhNNXdan600bOPPNMh9Prr78eUXIcUeIcufDCCyPqlx69Lv1V4uXOUUIcUd/jiJK2CH1X/2dnPv3H\nH3+48t9//91dS8lzlmspcYwosXRlV155ZUQnCNz21VdfuTyd/MhSnzqqSY5MnTrV4a8TAe6+6kSK\nq6eTEBH1wY0ocY5gEnnnnXdGdFIgatL866+/RnQCJFKvXj1Xh2OEc5RcunulEwkRJdWRffbZJzJ6\n9GhX7v+bO3du1CR85cqVro85NflWsh/RYHDuXExmVcMbUQLo7t+xxx7rngmeHZ4jJf4RzOG95GZ8\nOmni2mZ8jz/+eKRr167u2rhEvPTSSxH9WHfPp7+GLlsVAVeeDf2Ad9mq8Y28+eabvkqWlP7rxEaW\nvJwc4Gqh1h8RJdUpT+O9pl+pTL5jG7L32d7ngnqfE71fGtjQPYapfrM03oV7pu8O/S3j/ec557fU\nC24wOrkV0Ukvn+XSdN4/Zm9NDAFDwBAwBAwBQ8AQyI6Akr5Ir15Z8vG/5EPkn//8Z5Z8DjwB1SBj\n2cpiMxJ9gENoWrduHcHv1Itqat01NbKwy1KtgzuGmKnmweX5fqm22h1D6vHXhfh5ueuuu9wu5FS1\n1ZFY/2HIORMCnqROmTLFXQcyA3mEeMcbWyJCzcU4F8Lp+0memmRH/Mcgx/gUQ+zUxJNDJ7fccou7\ntppHu2MIf5j84qvOfdBozK580KBB7lgDpQUNhP6HpFL3sccei+aCL3nhNpkAqF69eiTsC66af1fP\n+z0zAYD/vAaWc23xQUo7o0aNiratQa0iqnmNHnt/bdW8Ric8aJcJECZLKEe4Z/jw+rZzS6hpSyNr\nu3698847HDr5xz/+4fKYRPGimnNHNv1HdG7GR1v+A101ya5ptXrwl4ho1PoshJoCnjFILh/rPLOx\nz2L0ZN159NFH3WQEz21OhXGpFUeEZ5RnOJXkN6G29zlA3N7nSCQv73Oi9yud3yyee36P8Pv34n+3\nNGCgz3KTq/Em79J5/8yHWv8KmBgChoAhYAgYAoZAHAQ0CrTzow6tR42JHBI2AfZnYs6KH3RefIcx\nm8VM77rrrnM+n0QjJio45uSY4yGY7nF98jCpRVgiCiEKN0L5zjvv7MyiMf1FvDk5puSYP7N0VFhY\nKghTXO8HjokwwrJOmAmr1tUtZRQ+J9U+49BgT1FTa0wPGQcm4F4wgWYcYRNnJX8uz0d5Zukl1fZG\nMbnnnnvc+FST6JrBbB1p2LChS3Pz3yOPPOLM4msQ5T1TMKFv1aqVKNEU1ayKEl7Bt1MtAgSzcUzU\nEZ18yDwjSMLPB+aYCNGj/VJNtMuY8LvHJBMhcjTt03ZexY9BrRCiTfE8IKpBjubhBoA5PC4GSG7G\nx3n+WfFLkNGuF96JWOF5VRItakEhOtEhSrhiq0SPGYuSgujzHy1IY4do/GoFIEQa5xkubLH3OUDc\n3ue8PXmJ3q90frN47llZgN99XJYQnTh0Ke+FF55VJe7+MJqm8/6ZD3UULtsxBAwBQ8AQMAQMgSwI\nKMFUFiny2muiX/+uCJ9PBF/gWFFtlPN9zcuHu2ruRDWXLrhWbPvJjv01Vd0QrfbEE084/1iIHMt7\nqRbXkTXWY0b85IA/QU0W3a4np/jXIr5td5DD/1iaSjXuoqbHzsebpbTw600lLHnF2swsKaYaY0f4\n+CiMF1CKtqgHiWWyITcCboy7d+/e2U4Hl+k6qcIkBOtBQ3ghg1xrzz33dPXx/w1LmFB7csu6ymHB\n/x2hXdbGxr+bSQ/8hRF8uBEmEsijPs9GbiUesS1fvrxrzj/P3POcjo8G/LPi03T6yGQLPuWqoRcm\no/zkUOy5/jmlnp84iq0T7xgirRYIbvmt8MRCvLoFlWfvc4Csvc95e5/9e+VTUM3Jbxa/neqeon/K\nXhM1EXeTecQmgJAzGchvPBOm+FLHSjrvn2moY1GzY0PAEDAEDAFDwBAIEED7y4w9s/j6wY9AqNGo\nqslxUCf0P7P/OfngD50a3eXDhgBjaHLzKgR3Qjuq/tcuiBYBttDoei2pmpBnuYSaZgsEKy8a9iwN\n6gHjITgVayqjbVYTZKcFja0Xe4zWFM08ZNx/RKqfdGy16DEaUT4wPTGMFqS5AwFm3AQagtyFRf2R\n3SHlEGuCq0GsieQNZvEkTKh9oDgIXliIKg3efMRCFrEuYH1svxFkDSHQHXkE+sqLhPsU244vy834\nYttK95jAbrwvTCjccccdCU8jIBPiJ7MSVgwVoPknQB2TIUQK31Fi73OAvL3Pl0lBvM/p/GZxB3xA\nQl3O0AUJxCIFKx/OR0tNAEV1v4j7mqTz/hmhjgudZRoChoAhYAgYAoaAQ0BNrpU9i4ZAdYdo+Yg+\n/aMuqRXWSmIOzEw/SyOlI2FNcrg+5riQwtilldDS/uc//wlXTbrPByzaCMgaS0kR3Xj+/PlO07nX\nXnu5c705tW8IU2aIvNec+vxUaaKx+PNYCgztx+233+60yOHI3L5ObArZx6SaZY4wT8TsGtNozOHD\ngik2RHSXXXZx2USUzq2AC1YGaITDwqRE/fr1HblnDGBEv5DwM+DPgZyGSTlm6JjT88yEheeFtoji\nvv/++ztSDbH2mzcj58OXPNooaMnN+HLTJ55nzLGJLMwyZ/fff78zzY7XFs8tmPIMpCto5LgG74Cf\nLEj33NzUS/QO2PscoGnv85yoW0h+vs/p/Gb551mDPrrJK9w6NJCls7A544wz3OoNWFKEo+v7c0jT\nef+MUIcRs31DwBAwBAwBQ8AQyIqA+inLwIEiDzwQzUfjxaw9ZMCLRlJ1PrIagMlnJU352Ec0UE2W\neiwFhSYO019IBmbIaCjRHrA8E4L2jQ94v/QQed43zhNOyiHl/kOfJbEwOWbjI58PKQi197mmDZaX\nQht0ZRW6AABAAElEQVTrNRVe2+vbpk48STQWX5elry699FK3pBQfc/EEH1lvak452Pbt2zdKXFmm\nCFIJ8USzCenFnBf80PSifcesNJ4W2y+R5bGhfSZAEF/GPuuLM2ECCfMCYYYMUIa2EUz4wMR0HVz8\nJAcaH48DZtlo1zVAmmi0cHcOJu9YNbAMmRcNGOeWjDrzzDN9Vlop/UFDjv9xImFiAGFixQvPDeL9\nztn399jjkNvx+XY0yjzNZhH6wH3iHnv5+9//7szmwRtssZpg4iV8j3zdGTNmuKXL0jXn10jjzhLi\njTfeiPp2+7ZSpV4b5/FIVd+X+3tv73OAiL3P/slInabzPid6v9L5zfI9YMlELH54tvdlWUiVCy64\nwP2eafR/Xy1bmtb7p39oTAwBQ8AQMAQMAUPAEEiMwC+/RDQMdSSSGcGYikSkVsIXUTM+F1FZ/dEi\nSrQSt5FZwjJQLC2kpq4u4rL610aIvs0yTV5Y5kfNhF25ft1EVPvqlnCiXElRhGWsyFfNp4uQTBRr\nlrMiT8lyRM2rI0pMXBRplkYi0rOS8yyRlCnXgGcRDQQWYVkW9WWNaPCxiBJs1w2iUOta265N1c5G\n1NcuuoSV7ydLiLFkF9dlI8o5y1rFEyJXE9VaP7SzFetHXUTJakRJt1veiT6zlBPLK3lRYhshAjNL\nM3EtUqJWqybYV3FLWNHnsBD1m+jlnMOSMKqpd1G0lcS6PA3UFdE1kKOn6PrTkZYtW0a4nyy3RXuq\n4Y+Ws+wWUcuVCDrMwat79+5u6a+XXnrJ1SOyOv2rWbNmlsjiRDZXX3Z3H1jCRrXcESXi0bZjd/Qj\n2vUxNvIuy44xHtqPhyd95Dmgjk6cRMCAPhFxnTzuM1G2qaeB6VweS4WpH7fLy+n4eHZYFoy2aYfn\nAlEfcDd+tUhwZeoz7Z5z7jP1dQLF1WNpM5Ya4/xDDjkkopp5l89/SsYjnP/FF19E85LtsBwa2PuI\n9snqhst4PjUoXIRnnX5w34cOHRquEnff3md7n4lQX5Dvc6L3yz+QqX6zfD1SJeARVoQIC0si8q7G\nk3TfP2ZuTQwBQ8AQMAQMAUPAEEiOwIknRiJKvnT9pyz1WEaKj+qCENUMRDRCdq6bVnNiR0iStaGa\ntcjIkSMjLENVkAIhird2N9eEUKsvsbs8BFW1fAm7wocfkxmQzVhhkoCJCCYY8iKQd/XrdWt3qzYn\nW1OQeCY2vFCfD8+wgGt4QiBcRv9yus5x+Hz2WcKMdbsLQvI6vvzsE+uw88GfjkDEVdMdUSuPdKoX\neh17n7NDbu9zgEle3+dUv1keeX4jqRuWRGSaOum+fzrdrDZRJoaAIWAIGAKGgCFgCCRDQM13NYKS\nyF13sf5UsppWFgcBfMsxe44XWArfPgLjhE3Y4zSRVhZm7JhsE2THBzNL68RiVoml0PDTTtfFoJgN\nz3WXYGUst8RyPrgNJBOivOOLTkR1noFU9ZO1ZWWpEbD3OTVGOalRFN/nnLx/Gr7TxBAwBAwBQ8AQ\nMAQMgRQIqO+ZLpYbLJ+ly1BJ27YpTrBiAt/go+19t+ORaVBSDYnzr8XH1y/Rklv08A3EZxcf9AfU\n770kkmr8vyGO/fr1yy1MRf481i4neBMTLanIMc+Nuhu4CYaPP/44Zf0iP/gi2kF7nwvmxhTF9zkn\n7x+omIa6YJ4Na9UQMAQMAUPAECh5CLCUFesOs1anBsbSKFUlb4z5OCL1hXYB1QiIRmA1onXHCmtj\ns6yW+tG65b3OO++8hNFmY89NdkxQMAJdVahQIVk1KyuiCBD4jejoqSJ0E2CJiOsEoyPgWxuCCJoU\nCAL2PhcIrEWy0XTfP995I9QeCUsNAUPAEDAEDAFDIDUCrIWsEZad2fedd6auX8proC0mknMiISpy\n2PuOuqk0konasvzShQDP1oABA9wa519//bWLXl+6ECj80dr7XPiYF4crGqEuDnfJ+mgIGAKGgCFg\nCBQlBNQ/V9WpIkOHivTvX5R6Zn0xBEoFAmim8R9nySGN7O2WTSsVA7dBGgJFEAEj1EXwpliXDAFD\nwBAwBAyBIo+AmjPrl7yoekykRYsi313roCFQUhBgTV4006xF/vnnn6sXhrphmBgChsAOQ8AI9Q6D\n3i5sCBgChoAhYAgUYwT0o1569xaNeiUycqRIlSrFeDDWdUOgeCCgy5G5AGS6brsaiAw1M+/icdus\nlyUcAf0raGIIGAKGgCFgCBgChkAOEahaVeSDD0Rmzxb5299Etm3LYQNW3RAwBHKCgK6VLn369NFX\nbrZbGqtr1645Od3qGgKGQAEhYIS6gIC1Zg0BQ8AQMAQMgRKPQKtWIoMHi+hSPbY2dYm/2zbAHYgA\nUbx79erlon7jN73zzjvvwN7YpQ0BQyCMgBHqMBq2bwgYAoaAIWAIGAI5Q0DXPZaXXxZ55BGRhx7K\n2blW2xAwBFIiMGTIEKeZbteunYwYMUKaNm2a8hyrYAgYAoWHgBHqwsParmQIGAKGgCFgCJRMBAhQ\n9sADgZb6+edL5hhtVIbADkDgEZ2oOvLII2XgwIEuAFnNmjV3QC/skoaAIZAMgXLJCq3MEDAEDAFD\nwBAwBAyBtBC46iqR1atFLrggCFB2yilpnWaVDAFDIDsCLIt1sS5N98orr8g999wj1113XfZKlmMI\nGAJFAgEj1EXiNlgnDAFDwBAwBAyBEoDAbbeJEP2bIGVbtgRpCRiWDcEQKEwEZsyYIccee6xMmzZN\nPvzwQzn88MML8/J2LUPAEMghAkaocwiYVTcEDAFDwBAwBAyBJAjcd59I2bIiZ50lsnGjyHnnJals\nRYaAIRBG4NNPP5XTTz/d+Un/omu8t2nTJlxs+4aAIVAEETAf6iJ4U6xLhoAhYAgYAoZAsUZATVQF\nbTXm3/feW6yHYp03BAoDgc2bN8vVV18tRxxxhNuI5G1kujCQt2sYAnlHwDTUecfQWjAEDAFDwBAw\nBAyBWARuvVWkdm2Ryy8XmTs3iAJexubxY2Gy45KPwLhx46RLly4JBzplyhQ5RWMOTJo0SQPmv6we\nE+oyYWIIGALFBgH7y1ZsbpV11BAwBAwBQ8AQKGYIXHqpyFtviTz7rKhTaOBfHTuEZctEDj5YREmH\niSFQ0hB46qmnpGvXrvLiiy/GHdrTTz8tu+22m2zdulVGjx5tZDouSpZpCBRtBHaKqBTtLlrvDAFD\nwBAwBAwBQ6BYI/DddyLHHCPSqJHIRx+JNG++fTjqLyqvvy7SrFlAqm1ZoO3Y2F6xRoD1owkoxqd2\nbbXWINhYRkaGG9O8efPk3HPPlaFDh8r1118vt99+u5QvX75Yj9c6bwiUVgRMQ11a77yN2xAwBAwB\nQ8AQKCwE+vQR+flnUWYhsueeIl9/HVxZyYQj0xzNny9q9xrUKax+2XUMgQJCADNvInV7WbVqldx5\n553uEG11586dBVPv4cOHy913321k2gNlqSFQDBEwDXUxvGnWZUPAEDAEDAFDoFgisGaNyDnniLz3\nnsjNN4s895zIggUi27YFw9lpJ5E77hC55ZZiOTzrtCEAAmifd999d1myZIkz5faolNXo971795aR\nI0dqaIHL5a677pIqVar4YksNAUOgmCJghLqY3jjrtiFgCBgChoAhUGwRePRRkWuvDYi0+o5mEUi1\nmso6v+osBXZgCBR9BNbqOuw9e/Z0Aca2sBZ7SMqVKydt27aVl156ydUJFdmuIWAIFGMEzOS7GN88\n67ohYAgYAoaAIVAsEejVSwSyEUum/WCOP15k5kx/ZKkhUCwQ2KaWFsfrs0u07lgyzQDIo2z16tXF\nYjzWSUPAEEgPASPU6eFktQwBQ8AQMAQMAUMgPxDQ9XbljDNEEi2hhZ/1+vUiAwaIbNiQH1e0NgyB\nQkEAM+7PP/88Lpn2HSijz/0ll1yStI6va6khYAgUDwSMUBeP+2S9NAQMAUPAEDAESgYC994rMnly\nYu00o0R7/ccfIhdfXDLGbKMo8Qg89thj8sQTT2g4gMx4AAlGTPnUqVOF5bRMDAFDoGQgYD7UJeM+\n2igMAUPAEDAEDIGij8DKlSL16gWEOd1VOwlcpssLmRgCRRWBj3QpuKOOOsotj5WsjztpfACWxtq0\naZPsuuuuuvS6rb2eDC8rMwSKCwJGqIvLnbJ+GgKGgCFgCBgCJQEB1pz+8kuRr74SmTNHhCBkGqxJ\nMAWPJ5T9+KNI9+7xSi3PENihCIwZM8ZF7oYks960FyJ6Q6C9L3WTJk2kR48eLvp3t27dXFCyunXr\n+uqWGgKGQDFGwAh1Id68lToz36RZM1lrwSgKEXW7lCGQHgJVMzJk7uzZUqNGjfROsFqGgCGQdwR0\neSEZMSLYINmYgkNKKlQQVeMF7eNr3bChqDpPpE6dHF8TQrNZyTqEJ93Un0Ma3uf88HF435eRt1WD\nrcWm2fIy2yZ/6xbqb3bmwhxjFkyeSzOPw/vROr6uppA56kT0n0v9sabRMpcXOg7VBVhPCBOlceto\npk6JOIFAevH7iVLqUea3MjuVcfv4GNNMkAblfj+aUrfMTsI55EFeScP7Ps+nZcpur+fzSMuVKy9l\ny5GW07RckGp+UKZ5rk72lPob1Mf/6aeflnXr1vlhuz40aNBAWrduLa1atXIbkb2rV6/u2kZD7bcK\n+pyznyqljscxeiHbMQQMgSKDgBHqQrwVc3QmvpkSal14UKR9+0K8sl3KEDAEkiLAR7yuiTtbCXXT\npk2TVrVCQ8AQSI4AZAyisV4Di/nU72/cuNHlkR9vX1askPpTpkjTadOk1fTp0mTxYimr7SFjlFTf\nseeesnHDRj13g2zauMm1AVGmLZduyky1bNPmgEBv1xkm73ei0jLK7sopqSoP2SpbLkjLcKwkTI/L\nRfc1T4/LKrEjz6UQMyV95SBzmmYroy51Ms9xhBBiqNeELJJfRoljWW2PPHfsSOT2/SBP62ee5wiq\nUlzO4x/50FyfUh6QV83TtoLjgAiHSZvf9xQ5eqzne2GP/CgBzyyIHmfeu/A9yF7GBADTAOGUiYGA\n4G/TNjhnW0TzNDNIyQv2Kd+qEwluwoFU67ljzmFiwuVRRycoYupSxrZFy4J9ndjYmjXPl/nU1dcJ\njC163poN62Xe0iV63wMCzr2gr9TZvFUnY7TeZiZY9DivwnMC8a6g5LpixYqaVnCp29f8ipU0j5Qy\n3SpWqhTsZ+aRXykzjzTRvq/nyytXrixsHPt9JhlMDAFDYDsCakdlUugI9O8vautT6Je1CxoChkAC\nBDAnVUJtYgiUZATQmKJJW7NmjbBWLhvHfoP0+v2EqZ6zXs+hriPJ6wPivF6JhTuGMOuWrkASKukH\nf6UKSgCUKFRSksBxRdUaVqpdX6rXayS7Knnutn6dlFPyV33FOqmgxLZipRpSsZpq9thHw6f1g1SP\nM/cht5RDhCmH9GRJlRBnOfblnKP7jkRrG55Ipjsmq2cIxEPAkWtPsjXdpO8jZNul/tinSfI3qiXD\nJt02qrUEG+eH89zxGp1Q0ndlg5atdPWDOht0komN89y+TkZtYEIqMy9ev+Pl8U5VqgjB1q1SiHBX\nCfYrV6kibFV0q1q1qksh4xyn2qpVq+bO4TzIvYkhUBwQMEJdHO6S9dEQMAQMAUOgVCEAOWWtWshv\nuqkjyZBlt63dTpzXKXlWErxRP5yTCRrQKqqFqqIfysFWUaoo0a2sG2kVJbrVtayB7leqXk0q1w3K\nKjtCXMHVY5/6EGO/zzH7njD7lDpoTXMiJ+SkstU1BIoQAkzQsBVVQbMOUd8A2YZksw/hVrK9Xi0/\n1ut+kOqkmdbx++RTL1xnw9pNsm7ZIlmq583W89fpJNu6TRuCVCfI3LFaqaDFTyZo/KtWqSrVlFxD\nsN1WzacZUi0jIN8Z6rIFEfep3/fH4ZQ2cvq7k6yPVmYIgIARansODAFDwBAwBAyBfEIAAky8jNht\n1apVwka+3yddvZJ8zdMU4rxq9SpZo1rgRCaimNhCeqtVriIZulVT7VCGbtWU6FZVbU49TVtVqSVV\nazWSqlqvqsvX+lon9riK1nfEGbKs+xWV4JoYAoZA6UQASwx+A9hqKIktDEFrvw6CrcTbkWzdX5u5\nYU6/Vkm3P2bf5fk6i5bLijkLZI4ek79atzVMRKo1yxrdEv2GMq6q/H4qGa+eUV0yqmc4//bqGj8l\nQ/3c8XUnlgppeJ+88EaZmb4XxlNSPK5hhLp43CfrpSFgCBgChkAhIIBv77Jly2T58uXRbYX69fpj\n9t2m5St0W7liZXC8coWS4dVxP+LQ/GboB2p1NXesUUU/4vRjrrqaP1avVEWa82FXr6lUb15VCbLm\ncaybI8p6HBBm8oJ9CLJpVwrhQbBLGAKGQIEjgMa+uvttzH8Cj8bcEW0l2UGqRDuTeEO6V2v+Kpeu\nC9JlOhk6b7HM1ryVuq1Syx7KV61d48zq44FRTfteQ4l1zZo1pWYttlrBxnHmVkvz2Dj2+7Vr13ba\ndHMniYdq8cwzQl0875v12hAwBAwBQyAJAgSoWrp0qSxZssSl7PsNwsy2VMuWaf6ypUqgVyyXZUqQ\n4/n/YqJcq5p+NKlJYa2q1aRm5apSUz+kGlVVjUXrxm6/puaj1Ym3QYrtwynJzbIiQ8AQMATyGYHA\n1UStdqrXzHPLmLSvVIKdaFuxbo2sUOK9Qi2UViyapqR8razQ+svXrHZ5EPhYwZy9FiS7Zi2pXae2\nbnWkji6jBtlmq6PHpCytxr7fMF83KXoIGKEuevfEemQIGAKGgCEQgwDm0YsWLZLFGvU5vJEHaV6i\n+UsW6ab7i3Vbox8zYcFUuoYS4joZNaR2tQypXZWtmjTL0A+YRq0cUa6tpBnCTHktNt2vpfUIkmVi\nCBgChoAhUDoRCAInVpAGSn5zI5i2Q8aXr10ty5RkQ7SXKwF3+5l57C+dNFWmrx3r8peq+88y3Tg3\nLER5r6sEu26dulK3Xl2pp0u0QbrZ6tevL/Xq1YtuHEPEzaopjGDB7BuhLhhcrVVDwBAwBAyBFAhg\nOr1gwYLotnDhQmEjb6FuixYslEWLF+m2OJvmuJqaQNevUctpH+oq+W1QvYZ0btJa6nboJnV1v64S\n5zrqH1dHyziGJLP0kIkhYAgYAoaAIVCYCGDa7v4e6d+knApEHHLNtmT1ymi6RI8Xr1ohS6bPld/H\nT9T9lbJIXY+Waz7Lw3lBE15HNd0N6jeQ+g3qS31dfrChbqyVHk7Zh4Ab+fbI5Sw1Qp0zvKy2IWAI\nGAKGQAoE0CbPmTNH5s6dK/Pmzcuyzde8+fPmy4JFC7OQZPyM69aoKQ1r6R9+NdFrqGS5oxLk+p12\nlwa6X1/L3KZlmPCZ1jjFTbBiQ8AQMAQMgWKPgHcjat2gUVpjYb11yLcn2AtXLndEe5GS74Xq2rRw\n8gwZOXqsLFixTBYuX+aWUPMNQ77rqaa7UcNG0qhJY2ncpIk0btxYGjVq5NImeswGGTc3Jo9akBqh\nzoqHHRkChoAhYAgkQYAo1rNmzZKZM2fK7Nmz3QZ5nj1zlpLo2Uqi52Uxt2Yt4EZqctaoZm1prNvu\ntRpI41adpKHuN1LyzMZ+PdUimwY5CfBWZAgYAoaAIWAIpECAv6NYb7F1bpaishbj+w25nq/ker6m\nfn/e8qXy14+/yHBN5y1TNyoN4uaFdcgbqUa7adOm0rR5c2nWrFmWrUWLFk7b7euXhtQIdWm4yzZG\nQ8AQMATSRADCPH36dJk2bZrMmDEj2KZrOn2aI9HLddknLwR9aVq3njSrU0+a1qojPXfdU5r2rStN\nagdbU/XxQptsM9keMUsNAUPAEDAEDIGigwABNdk6NGmetFMEVpuzdLHMXbZUtyUyZ9liPV4is/+a\nKV+MGu3K8Pn2UkmXYmyuRLtFy5bSslUraUmqW+vWrd2GeXlJEiPUJelu2lgMAUPAEEgDAXyXJ0+e\nLFOmTJG//vor2PQYEr1oyZJoC0S1blm/obSs00D6Nm0jLXfrLc3r1pcW9Rq4ND+ip0YvZjuGgCFg\nCBgChoAhUCQRYDnHjk1buC1RB9fqsmSzlixy20xNZy5eKDN0mzDiB/l08AcyTwm59+6uqstItlai\n3aZtO2nbrq20bdtW2rVrJ+3bt3dm5cVtIt4IdaKnwvINAUPAECjmCGCaPWHCBJk4caLbJk2YKH/+\nOSlKmvFbbqbkuG2DxtKlQUMZeHAXwU+rdf1G0kqJNJGuTQwBQ8AQMAQMAUPAEEiFQFVdIjIZ6d64\neZMj2NMXLZBpC+fL1IXz5C91Exvy628ybcE8Ye1wpIoGHW2v5Hrnjh2lY+bWqVMnR7YrFNFVN4xQ\np3o6rNwQMAQMgSKOAEHAxo0bJ7/99pvbxuv+H39MkFW6DAdSR/2Td27cVDo0aipHHjJQ2mvarlET\naaPkuWJ5WxKqiN9e654hYAgYAoaAIVDsEeB7Y+fGzdwWO5iIRiafrRrsKfPnyOT5c+XPebPlz8nT\n5OVhw2Wmkm8020RLh2jv0qWLdO3aVbpo2q1bN+fLHdteYR8boS5sxO16hoAhYAjkAYF169bJ6NGj\nZdSoUfLLz7/I6J9/lr+mTXV/bDDR3qVZK+nWrKWcdmIP6aTmWZ2aNnfBSfJwSTvVEDAEDAFDwBAw\nBAyBAkMAE29cytj677p7luus27hBJs2dLRPmzJQ/dPv9r+nyzLBvZZauFoLU08Cnu+/eXbrvuYf0\n6NFD9tprL7ckWJZGCvhgJ50R8ObsBXwpa55IuETCkx9+EOnZ0wAxBAyBooLAjz+K9OrlIlYTtbIo\nyWJdg/nbb7+VESNGyMjhI+S338fJlq1bpbEG/Oreqp1ubaVbS7Y2zre5KPXd+mIIGAKGgCFgCBgC\nhkBBIECE8t9mTpWxM6bKr9Onyi8zpsik2TNl67Zt0qJpM9l7nz7SZ599pF+/fs50vCD64Ns0DbVH\nwlJDwBAwBIoAAps2bZJhw4bJ559/LkOHfCZ/TJwgFdVnaM+2HeSAdh3l5gOOkr3addDlpuoUgd5a\nFwwBQ8AQMAQMAUPAECh8BIhO3rdTV7f5qxMYbfS0KfLTX5PkhykT5fYhN8kiXX+7Qb16csCBB8pB\nBx8shx56qNTT4/wUI9T5iaa1ZQgYAoZALhBYr+s7fvzxx/LOW2/LZ58NkQ0bNsreHXeRE7v0kP1O\nPk/J9M5SoVz5XLRspxgChoAhYAgYAoaAIVA6ECAw2r6durjNj3jyvDnyzR9j5ZsJv8lVf79MztLl\nvXr22EuOPeF4OeGEE/LFB9tMvj3ahZCayXchgGyXMARyg8AOMvkeO3as/OfJJ+WtN9+U8mXKyoDu\nvXTrKQd02V2q6R8FE0PAEDAEDAFDwBAwBAyB/EFgm5qD/zJtsnz4yw/yvm6TZs+Q/fvtJ+dfdKEc\nc8wxUlYDn+VGjFDnBrVcnpNjQo2v9YwZqa+mi6frU5C63o6qsWaNyEcfpXf1PfYQXYguvbr5XeuX\nX0Q0LL/o2nhO1PRW3ntP5KefRGrWFOndW+T770VuuUX0jcvvq6duTyM4y/DhIiwZcPjholNq2c9Z\nulTk2WdFbrghe1lxydG1kOWuu0T++c/4Y0w0jvffFxk4MFFp8vxCJtQ/6Lt9y403yfDvRshRe+4t\nZ/VVM6Sue7gIlsk7aqW5RWD+8qUy7A99h1IIy4X1bN9JNm/ZIsMnjpOPR/8kB+oEx2G775XizB1X\n/NDH70oljZ568cEDCqQT34wfKz+q6VzdjOpy3gH62xMjs3W90THT/5JxM6dJmTI7SbuGTZxVxU6y\nk8xZtkT6dNgl5ozie8hSL3e9N0j+eeIZ0rRO/poMpsI5v1FjvdhPxvyk5pGT5fkLr87v5nPVXkHi\nm6sOhU5K5z2bqAGTwLSrxrQ4sEv30NnBLvEvRqkpau+dO2cpi81PdK3pi+bLZ2N/kcr6HXDYbj0K\nPOBkon74zi9YscwFi+rXuavPkjFqbltXV5YguFSsvD/qOxnYo09stovo/NrwL6VJ7bpyYu++Urta\n9VzV4aSPlCStUbNfL8f23CebhVcs3izn9O2Ecc4Xl9+rnupeVaZMGd9EjtJk9ygRNjz3P+lvrJcO\nTZrLbhofxaTgERg/a7q8qs/eK7pVrlZVbrzlZjnnnHNyTKxz97QU/PjsCiDw8MMi11wjMmaMyIIF\nopGJRE45JSBMGqhIF5QN6uiNL9Kia+G6fr/1lghkackSkeuvD/I0UJuwMbbzzhP59NMdMxQIP/3y\nZJpenHSSxugvJ3LddSIjR4qo34XccYfor2zh9pF+nXtuQJKPOkrkggsSE03qPfpo4fYvv6/G8/7S\nSyK//56zlhs0CJ4hJUJFVdbo5NLZZ54p+/frJ7tWrS3Tn3hN3rnyZkfWWA7CpOAQaFCjlltb++8v\nPiGnPHaPkuXfXeASgpds0mdmvn4YPvLpYHn8s/+5Tvyuf2Tf/uFblzdPyXhRlhe//kxe/faLAuni\nOU89IOc/+7D7wDxn/0OzXGPTls1y7WvPSvvLz5SRf46X3Vu3k97tO8s0XWO0+/UXS+tLT3fkIctJ\nxfxgzPQp8tKwz4XnIz8lGc75eR3fFoRj5KTxbnLgs7E/++wdnhYUvvkxsFTv2VRdR/eZLz+Ra19/\nTubo8j+xsnLdWrn/w7dl1+atshTFy493rXs/eFPO/s8D0n+X3aStTlr1u/0aGaG/YwUp8frB9Rav\nWiHXvPqMe8chyWHp0qK13PP+f2W4EtRY4Xf4vKcfcoE1w2UspXT1Ece5KM6tLjldSbp+N8ZIOnU4\n5apXn5anv/hYY410lP126Sbly+p3XEhi8V60crl0vPIcYYLp7P0OkQ9+HikD7rtV0GTmVFLdo0TY\n1K9R002yNNNJiDOevE9eG14wv+c5HU9pqL+Lvo/3nXaezHryNbn58OPk7ltuk+66FNfvOfwGLWRm\nUBpuTT6OcaMucP7llyL33y9y5ZUiRx4ZNK43Wi67TOT220VD/4o0bpyPFy2AptQ/1JHTDz4Quekm\nkb//XQTyg5x/vsi114o8/XQwObBhQ5BfmP8/9JBoeGeRQw7ZflVIHRpPDVzg8B06NCBr22vk7x4T\nJJ99lr1NLBQ6dhThWWCyoXnz7HV8znPPiS4+7I+KVppofPF6edxx+tda8QD7nAgWBMceGzxTOTmv\nkOouX75c+vTqLeO//0nG3f+MPHzGhW42vpAuX+ovg7YBzXMv3ZATevWV0/Y9wG1n9DtIrtKPuc9u\nvCeKE+TwkoN1AqsYyE//ely+uf2BfO/pQg3k8uI3n7uPDT5MwxqbDWrB0+umy+S5rz6VL265T+uc\nL4erFp96/zj6JPn5niedBncdv10lSI7rua8sfv5dOVS1g2GBYOSWmCbDOXyN/NzHpeTkPvu7AIf5\n2W5e20qEb17bzY/zU71nbRo2lgsyLThiJ0jnqqXG6Y//21mRZFTOtILTTiXKj70Wz9aN/31RHjrj\nImnfuKmz+rjqiGNl4P23xSXv+TFe2ojth293hi5X9De1rFqPJV+MMPYnzrlU/q0TALETT2jm0Rif\n/4wqjGKkVrUMefzsSyWjcmV5InNiM6aKpFOHc3bXFTBaN2gkDWvWFpZj8hKLN6T52Af/6SY5zu1/\nmNOs33PKOYLWErxzIunco0TY8D62qNfA3Ve09CaFjwBrZPMMTHroeenXor3zsf7mm2/S7ogR6rSh\n2gEV+6hZDGQqmWDufdZZyWrs+DI0b+lo0U88UaRWrcLt7/jxIurDKhddlPW6GmHZaad1XV8n/CDX\nqLF9P2vtvB2pCZjT4EOew8IfKg2WILVrBxMO4bLY/cmTRX79VeSII2JLdvxxovEl61ndXP5BYVIE\nLOJNTiS7XiGUXXnFFRJZs06G3Xq/tGvUtBCuaJeIh0D4Yza2nI+1GweeHM32H8XhD7JoYRHaIQhL\n5Qr6tyCf5c95OtGo0qZB42wt3zV4kDPzvnbA8XFNuiEXtxx7qqzV9UNLmmDOGpat27bKKY/+S2ao\nZj43kgzn3LSXk3PKaewGTPOLksTiW1T6ls575iedyuyU9fP6qleeVlPnvaVGlapZhpMoP/ZakFNM\ngMNmwKftc4CaNm+QF74ekqXNZAevDBvqXDOS1QmXxfbDlxEos0MTXQY2gZTV54pJynjE+ZBue8rk\n+XMSTkB1VHPnGYsXJmg5yE6nTrwGYvHGUuk7tdQ4T4mUF/rOJCuknojR6Uq69ygZNuley+oVHAL8\nLX1EJ64uP/RoOfH442Xt2rVpXSyrHURap1ilQkMAzW06glk4Mm9eQCQwod57b5H+/YN8/kcDO3hw\noB2eMEHkf2rWiLbz1FOzmjAvWiTyyScipG3a6DSfLq7euvX2dlavDjSlEyeKLqotctBBQeprqBZO\n/vtfkYsvFhmiP/Lj1OTn6qsDcurrJEo3bw78g19+WXRKUaRLF5HddhN9mkXQblO+334iLVoEZuIf\nfhgQYczFIcBNmgTEXWc3o5IMEyp50/PQDKaGWw58pTHtfvfdaFPOxH770fa9VJhQEy39sGGB+T4T\nDKefHvQX7Q33AEuE+vWDcQ8YINKoUaDN//lnkeefF6ma9Y/w9ovrHrjcfLPICy+I3HZblqIcHdBH\nnguuz/1HI471A5YR9Hmh/oEDc3DRHxmpXn1787kZX6Jnhfa5p0xm7LlnYPo9enRwLfrBM4cFAf0p\nXz6YdCD1osRV/vGPoB5tFRH5WN0Kbh94ilSpWKmI9Mi6EUYgEonImyO/cVq7cH68/XmqbcKPcc6y\nxbK3alz676q/kyHBj3KBanf7aqTRIapZgjAdr5pNzPnQiIz88w/5YfIE2bfjrk5rzqn4d3sfOvwv\nOfe5Lz9VDZD+RqigWSdyKaakb30/zD1HFx0UWC1hsoiv99n7b7eyIQ9fzkUrVwjk1mtsXGP6X6ox\nUA9zeCR2QgG/yfv+95ZU0Q+Pyw4d6OrE+4+PUgK/hAUfwhGTfhc017srQSB2QLh9xvu/n7+XAXv0\ncn3/9NdR0rhWHTlyj57Chyja3A9/+d5py8G0eiZBwSfyq9/HCAQAH+7/aR38EiExmH6GJVUfeBYC\nf8q/3DUhDt4flvtHGRolSAW+l6eqC8GXv//q/FkZC333y9p9OW6MLt8yUWpVzVDf0H5SR/3QYyUR\nztRL1hfKMd3+YNRI94xhSnywkpUwaQNPni1MqcHvdLXKSEcDRlRc/Obxi9+7Q+csfq/L16yW/+q7\ngs/+EL0/1Ln6yOPTjgGR7NmMxZcxIowTH1vMcrm/PRT7jk2buzEFNURy8975c1evXyc8axPnzNL3\ntJ4cpP7PvK9hifeeUY5p8zCNHlxRV2LAsgUJP9P4TPMuPn/hVa7M/5con/LwtZasWulMu9EIh6WS\n+lG3adjIuabcdvzfwkUJ9+9873VHdDE9TkfC/UinfrgOwTWvePk/MvinEXLMXvuEi+SKw4+Rfwx6\n3uHsJyF8BSYjeA6SSTp1Ys+Ph7c3V481w9+lWUs3GcgzcbxaM6WSnN6jZNikupaVFw4Cl+vfNlwX\nRo0apdRDuUcKKTpfmyk6asUpEMAsARNwCGhH/Xg4+miRSy4JTsI/uHt3EYjGY4+JYOJMEKa/6Q/w\nvfdub3jFCpHDDgvIEiQdAg5x8UJQLIg65IW2qd+pk8irrwY1Xnkl8O29/HKRJ54IfH4hNhD4dKRO\nnYCsoXH/6qtgLJwHmeTHFZLFJMCgQQHZpo8XK3F/7bWAuGNK3q9fQDA5LxkmlKOdhjSGTb3Jh8xC\nxCop8YGk+y0jg9KskgoTahOUjUBrEH3wwMcXHCGhmLj763OdnXcO6nEeExP4cOPHsf/+AcHcd9+s\n94R6BO/i3sbrH+XpCNh27Spy8smBNvyee4KAeJB9LAcg9UyMfP11YPp+2mnbW83N+BI9KzyrXI/x\nehK9667BRAPPBab3uAtwf15+OcAuTKbpFdhyX5gYKULSvn17/UCdVIR6ZF0JI/DFuNFKikK/d+HC\n0D6Bo25/5zWnKUJLcrSaXF7yvP6uqvBRjl9hp6vOddoN/LXxU4XwtFJ/4k/1o/o0NfuEMD4+5APZ\n59YroyQacv36iK+07VddEDRmyQ/q2l1ufvMlR2wg0wiBsCbNna0ErZoS3q3ysvrztv37GWqeqBNq\nmbJi7Ro57J6b3IfgNapBHvzTd45Q+fJkY/B1SLdo+0gFfodC8qsGINusBBaTymQaf5Z6w4TXy1Wv\nPCX3KhE/UqPZo6W6Tn1N97/jGlmqS5gg3yop6XrNBXKyanvxgbzng/+qpmqBI6wnPnyXPK/m5Ver\nf+TXeg/wwwRLhEkGyg/5143OR/Wcpx+U32ZMdX7lfW65Qt77cYSrx3+p+kAdMP9rwVz96D9WJzJ0\n7Xc9RiboRMmJj9wl+//zWhfIi7wNOqHJWJAmtesIfp7cO/zL6eOS1SvliN17uiVbOlxxlmvDVQ79\nlwhnqiTqC2X4mTJuyBGE6gN9rtroc8ZEAgIJbXfZGa4/mOEz6bD3zZdHJ2lcpTj/PfLJe3KB+s1D\nvi895CjF7Gl5aqj+Nqug4Wx64cly+UtP6jP+gdzwxgvyD93AJh1J9mzGw5c2IfDdr79IIDk3H3OK\nfDzmR9n1mvMFl4MrX34qT+8d7fOs7K3PSXmdsL3kkAFCHztddU40LkGi94xzb1KzYIg+/r8n7b2f\n/PPd18nOovNn8onnKPZdiZcf71rTNBDZNp3kaaTmy7FSv3pNfVbnuYmX2LK8HMfrR27aYzLm7sFv\nZDuVicjfdCKGexkrFfVv+uat+p2URNKpE3t6PLynzJ/rqjWqlRVbfJoRNOnpSG7uUSJs0rme1Sl4\nBJhQLKMTpG1QLqYh+lVqUuwRgNAQjIogZhBqtIeQkv/8JyDOaBi9yTXk5MUXg6jbaJ/fe2/78F/X\nPwRoBdnQBN5993ZyivkxQbqIonzMMaIrogcEC20mwcQgzWecEZRDGCGHuiSQoMlG05yuQPLpF9Gs\nw8GliHiOHzmaZEgeUa4ho5deGmhm0aoTfVtnktz4UmFCf9CeI7E+6Ew+QNr4iOzVa/sWWy8dTGgf\nre98/cBhogNcuR8z9eMDQo8ZOVpYpEOHYEKAiOJz9UeebZddRG69NSCyTG789ZdIX50tpQyBCNNP\n/IfzIrTpzd6ZtHjmGZH77gt89XlGMDvn+YDk33hjQGz9DHJuxpfoWeH5YryxQn1IPBYDU6YEEzYE\nuWMSJlaYEMF1wBPy2PIddPywBosbrMTqDiVjaJ1MdiwCELP+SozYdr/uQkdAU/UIgnKukjX83zG9\nRHOB1vE/SjZ+VI0zH8wP/O0CpyGcvXSR2/+X+uN9csPd7g8zH9svXHS1y//z0Zd0XqhMlMSz/3c1\nMYOgjZs53XWFSK9H6DJqENjwM4Nm/Phe+zrt3Jn9Do5qT33/Xx/xpdOgokVFK3n3yWe5qOWUpxqD\nb4MUzSNa6BZ19fcwJONnz3BHRERPVwia9oIGT3v2gisdEQe/d666VTV745wWi3b6duoqXutOhOBn\nzr/S+WZfdthAeU8nBWqrSf7rl90g/73iJrlRidXQ30Y7TRaTDASVQdASfvyPu+TJcy+TX+972vlc\noiWDTKbTB3B+VgNLEfQJ2aPNzk7jzH6npi3k1uNOZzcqaIP31DpIh8bNhWjHNXWygwkTNMGQLCwO\nHlYTwiU6cQA5jZVEOCfrC4SHiYej9+ztCDXuCdeolni1PqOe3DJxM3/5MmHih+fgSH2WZqqGd/ys\nGbFdyHL85OcfSudmLZ2WtaXe427a/49HB8QHqwO0/lv095/xjdV4EBMffsH1IUsjCQ6SPZvx8KUZ\nAnlt1PdiH510wgLh5mP0G0DlFPUBf/jMi/L03jHxcdIjd7sxoUWtpwQVbfuAPXrLec885LAEu3jv\nGdp5Joge1HeefuEDGzYddp3U/3ifsbKIlXj58a6FVQYSz60DiyeCKvpJqdhr5PY4Xj9y01bnpi3d\n7wg4hwULDiYFR6vFSqx01QmiP2bPdBOGsWX+OJ06vq5P4+G9UC15yupvL5N/YalSoZI75P1JR3Jz\njxJhk871rE7BIoDVydn6t/7GG29SPZ5+E6chRqjTAKnIV4HkoO0kGjWaYzaigjOrAgFDvBk0pM0L\n2mUicHuhDIIGcSEoVKtW25fjwid10iSRnj197SA9+GARiCXmxognnUSjRsLXC3JS/884IJze3BqT\nZsYRJuZorSGSnTtvbw/tL3mQ8XQwgewjDRsGaU7/TxcTtL6QZ0g6kwBgjEAMwxI2O/eWAUcfHZBZ\n6qmG01kXMFnw1FOBhQCWADfdFG4l9/veR5xJFy9ozBG01164p5iqY06P5GZ8nJfoWSEuQDwhejmT\nDUxynH329sB28eoyFn9/45XvgLy99tpLvvjqS3luxBey921Xyfdq9muy4xB48G8Xylfqz842RonX\nu0ruUsl/v/vaBeFBs4pWmg3T7jaqqUVL5KW6Emv8jv0HMESbD+p2jZpE8/gQbqZEcHrI7xaCkKEf\n5pAOLxA2SNDX4391WRD3vdp2dATJ10FbExaIHWbJp6kpMsGyWtVvpCaXfVyVdMbAxyF+mRDQNy6/\nUTAtDQt+t4g3VQ6XJdpH64npdNgcmeBKkHI086vWrXWn+vKwCebOWg/p2kL/pmVKB9UEb9SPdB+B\nvSoWRSqQPy8NampEYfWNZOkulrJJpw+Y6qJlRvMLIUUgql4g7Ikk/BP+0Mfvya8z/oo+J5gOMo5l\na1ZFT0+Fc7K+fDpmlFvih0BwXjA3Xv3qh24ShryTlcyPf/A5AQeCyPFMIFNU+55Mht3+oNx10lmu\nCuR8tloAeE0emY1VE48cpaQTYeInXUn2bNJGPHynqsZ9sZo9e1LWtWVrqarvD/0KS27eOwJJTZo3\n20WxD7d1sLoiQFTD/smx7xn3tLti7t0OOB9TdMSbfNNntJfeBcAV6n+J8n15+FpMjCG+TV+HlHcQ\nzGr5eC/hQt1/98fhwjvvNybUfpk6OXpM/h+ZE2Qxp7rDcD/ilafK431m8iX8++jPoQwT+1jBmgIc\nT3/8Xvn5rz/jmn+nUyfcbiK8PbbhuuwzYYUQ1Cwd8e3k5B4lwyada1qd/EcAd6ZLXnhcDrz7H3Lt\njTfInXfdmfZFlH2YFHsEiOyMVu7JJ3M2FLSlYU0ZZraYUT/4YOArC4HxAc+82Xbsj/Y++wTX9ORF\nZ/qc+DRnPQpqE+UZv236gVYcs2w04amEJa9Ym5nJgHQwoR5fQJkfYqmaz1aeE0wg02heuZbXSHsN\nr284/DXmyW1scC7IJMLkBhp72sKv2QskHdKOuT7kk3uaF4lHbv3Huw/UwL3O6fjok39GfJqqn2jJ\n77orsMZgUiGZ8JwSS6CIyd5qjj7hz0lyx+23S/87r5ce7TvIJQccIUerxid2hryIdb3Edwe/1xXr\nkj9Xfyi5wDQQ7WdOJd6HKcu5rOV9zRQ+yog8DpEl0iwkgqBeEHaibeOrTVTtO05Qi40ksr9G2oYE\nPvjRO86H+dGzLpazdDkYJJ0xXKmm2axz+/Il12UJguQv2blZC7cbJlm+LF6KpnXi3FnZ1t6l7j4d\ndnGTCpCaHm11si6OxCNZ5Zk8VUkV9Kx9ZgBAfMnT7QMRio9/6E5nzs8SRYNUK96gZtZJhTjdjBIe\nTIYh+ufqMmNH6nOVSFLhzHmJ+oK5LKQSjWpYwr8jWD1Apm9962W3Tjk+30gq/1Q0z0N/+8VppbEa\nYHKItaq9+IBbsb6vvjxZmuzZTHTefqr1Zwk7gkftr/djuf7+Q5C8X3ui88hP9d5NyCR0nhD5tvbp\nqNZhKvEIn6/DPTiuZ+Y3UGZmLKFapubqkF7ep7Akyg/X8fv4dCPxnnXcTJiYQqMcT1jWjjpeluuz\nCZbEIfByk2r8sUgoCPG44paBBUJYKMPaJlbQ9jOR9+I3nzkXD6x+Yn8b0qkTbjcR3kxqcn+IhUCU\nZy9YeiCd1E8/HcnNPUqGTTrXtDr5hwATN8989YkM0sndPnv3kZ9/+UV1eF1ydIFM9pOjc6xyUUMA\nYsya1Ghy8yIQG5boIsAXBB0toPexhswgmF6HhQBhEKz8jM7NePDX1QfaaZvfeSfQgoavG28frSma\nech4OpigaWVCwRPDeG0my0sXk+nTA1P8Hj0Cc2kwiydhQo02Gok1W8b0BLzxl2ZCAJ94llDz27Bh\n6si5Ojj29841lMv/wn2KbcKX5WZ8sW2lc8wEBKb9WEngp8+9TiQEPCNoXhGU6hrM7UGNYzB1+jTp\nM+BwuVRNjxtecJKcq+aFaEv4w25S+AhADjDrRNDqxhNMA//UYE2bw+4o8SrGyYv90PZVYvMvPPAI\nZxqM3/Mjnwx2xBgtK4F98I3loxoT52TCWO4//Xz5/OZ/uwmAs596UFgfFUlnDHzMQtoxeX3s0/ez\nXap76/ZqUl7Jad5YezeVMEaCcvHR4jU//hwf8R7zz0QSi1G4XqoI1TOXLHTVCcyWbh+6tWwrY+59\nSi7WoG8Em9pd/XfDmuXw9cP7vi/43SGxSwaF67KfCmfqJOrLtsg29yx888dYqsUVtPK7XXeRIyOY\nyMea7sc9STNvUZ/xu94bJPeqGT1LHPHM5JckezYTXYOlbPBRvui5R+WdH76VW99+xU04ed/1ROeR\nn+jZ8fm4ESAECQwLWOFTTeT/eIILwTp9F39KEBfDt4+Gs6ZqYldjRRiSRPmhKtFdSJ/TyKulSqzg\no5+M9E1/8nVZ8uLg6IZFCO4R4bwrdfmtgpLla/V7RIUxxAplzerUj80WAuK1u+xMqV65qmAtEUum\nOSGdOuGGE+FNYDsk1tqBIGNI7CSAy4zzX27uUTJs4lzCsvIZAVxt7tCYJZ2uOU/2vvUKWVWzinyl\nsZe++PqrHJNpupZ/v5L5PFBrLg4CYW1yuBhzXEghazmHhaBh+FGnK5htQ1oOPDBYgql/f5HHHw/O\nVnNVJ5hThwVTZoi815yGy5LtJxqLPwfNOH7aqslzWuR4vrK+rk8h+2h7WDoqHUzwT0aIaJ0bSRcT\nxgBGfkkrMA6LJ6b6BzoqmKFjTk/wuLCggaYtAm8RdAstbHjDDxrcyGNipDAkN+PLTb+IEYArwRtv\nBG4G3uc7ti3wJQI4Lg9FWBqryfvdGqdg7oL58sIrL+uPeVU5VrVidc89To7SQFf/UT9Gv5xOER5G\niesaptX4+sYTTI4htATMCgsaSe5XfggBpghg9NDH77qAOESoPlujdxOUiDVnz+h7UMrLYKaKFhIN\nHn7EaFkf1wBSSLpjgLRfN+AEue/Dt7JNIBCpGsKNZgfz92QyVs2ekb3adXD+vfiDh4Xo0wRWIsBZ\nQQgBzDDL5YM6nT4wofXa8C+cXy6WCJ+oP/Z81TYzwZFIPHkCDwQTYIgLgbx8lHZ/7uuZkar9cTKc\nk/XFm8S/oSa7YcGX1kcuvv3tV929ww8fgYSnEkj4XRpECksJ77KQznmp2vXlyZ5NXyc2xT8cy5AX\nL7rG+WoTwwA/5/yQvTKtIlg+KSzECSDwHu9iPKFPHVXjisWH95+NV488tL+L4kzSJcqPbQfN6Tn6\nG0CQpLB1AW4SWImc0Ktv7ClF5hgfZKaXcDsJC+MAN6xvYuUBtazhfhPVPJEVRDp1YtuNh/c5akWC\nBczISX9kqY5vN+4j3sIlS2Gcg9zco0TYxGnesvIBAX4bCVB5wbOPSAsN3tj12gvksxl/yvlXXi5z\n1YXxbXUz7Z2HeERGqPPhJhVaExBkZGUwcxYc6P8EIEMbh7k2GmbMr99+W+T884Plmai4alVQHX9n\nL0uWBL6wntxC1r74IijFfBr/XW9yDEElMBSEOux3/Z1+ZLRrF1yLM722d+lSf5X4aaKx+Nr4fBNw\njEjd+OjGE7RE3tSccoJnEVwL4poOJgQ/Y5xE0Y4ViDlYZX4guWKPoTfRzAkmBCXDdB3M/SQHPsjg\ngDUAwoQA98IHS8PkneXOvv8+KOd/8Oiof+DPPHN7Xjp7tI2G/LkkH79othE0/V68afWyZT5n+z32\nOHDPczO+RM+Kvz5YeWHiZtiw4BnEt58AdCylRqC0WCFgG89GOm4CsefugOPyanEwUIOxvf3uO7J4\n6RIZ9OabUr9LR/n3kMHS4YqzpbFG1D3p0btdRF2W+0EzYpJ7BGZmrm8az7ybZVXOeOI+F2WbK6zM\n9OvF7xA5sXdfp2m55rVnXKAklul5+/thbq1VIiIjmDdDuvHvDQttYHYYFuptiGORcIG6Afysfo5E\nWEYw6yUQ1Co13cS3M1YI2ERf/bPBRzZRyxF8tY/u0VvqZtRwx+mMwVXU/1gPeO6ypc7H1Of5lOWy\n+JAfPOo7F806ljiCM2vQes3cv0891324EhHZCx/VaAb/feo5UZPV1RvWuWLG5MXjH8bPm8rH4hfW\nCs9V32m04vfqtZF0+sBP8NNDP3b3kXNY1gscPH7+vhJgzIuPEMxYuP9oPq7VyQh8t/e/41q3bBUT\nCbepZpX7RMC1sCTCOVlfcFHYTT/4X1H3gAv1A5Elwx5Wv+2zn3pADttNf+tVeL7mq08g0eXRuPlJ\nH8zRmQRC6A/16DfCusYIS8hB2EYo0Rw+4XfBVJj7gPkw9ZHcBMJK9mzSZjx8mZh4Vz+EIbj4NbN0\nVtiMmfNy+94RMO4MJW4EIaJdL5iXszzX+Qcc7rNcYLTwe3b9UfrtpUI0fyY/eJ7f+n4YWc483eND\nMLXwc+kq6H+J8imPfadZ05l78J5aqnjhWrgLxS5J5cvzI43tR7hNTO+R2HcwXIco/bxDsXEYeDfx\nreY5jhXOqafvXDJJp07s+fHwZqKN31kC3/l3gHgDH43+QV648OoshJ73u8cNl+hyhp/ENu2Oc3qP\nEmETt3HLzDECMzQ+CTECLlWf6K7XXyj1zjlWztDfx3kVIvKP229VvdMc+WHUT7pIzhWqh6qX4/Zj\nTyh7u0psph0XDAKrlJA9jJaNiNz4+qYrfFgQhIpzMfPFxJaPatrA1BpfMpZeIkiWfow7X+pJk4IA\nVpgXEwQL81/MYCExECu0m08+GZgHoyHt00dk5MjAb5l+TZ0aEDseD0/4uAaaP6J/ExQMc2SWOYK8\nY/6Mhpt+QsxmzAjWi27ShNa2C1G4If2sUY1MVr8snel10ayDnO3/Y5I9aFDQz1iTM/r/669BXYgW\nkcvBRmeYBL/fVJhwJqSdjwjGTXRpLyzp9OyzIpBI8IJ4s4wXUa855oMD7TT+0KkwoU0mO77Uj0jw\n4b7ceWcwMQF23B+0zUxMMCHAhAV+4/hQsy41kwMEW+N+QIq/Vm0EY/Q+1r7PPmVChCWjmFwJCxhx\nv0foH2PWN4/Fk7bxT+b+YprGZAHtcK8hy5D/bt2C4HAsqYUGHHzIY8vp+BhDvGflp59EaH/ChOB+\ngg8EGUxYMgzrCZ5XJnXwE+c5QpvPPfLCEl/cp3jRwn2d2JTx6P256qqrdHnt6rGlhXYMud5ZA8EN\n0MmAK6++Sod9kjRv3UpmaMToQV8OkQf/97YwMz/kt5/ld40cy0cymhLMFr1fY6F1tphdiA+425XQ\nsD4xmkQ0l0QuxmeKD/Z/vvuaPKhaYcw8H9KAZT9P/VPrvypTF85zmhRIEMGXDum2hzPNf/P7YUI0\nZJawekg1ZkT45SP//g/fcevZ8jHNOS01n2VjWCeagCcZ+ruDdvGhj951ZHSBanAIWMaHvReCV0Hu\nbw+tLQuha1CjlluL2teDxEL+Xvl2qNP+8lFP9NsxSt4e1Pb1B04wyYbg0RbEj+cl2Rh826QzFy9y\nbWNy7kmjL0dzRKTxtupfi183/tojlIR8qUT+utefVQIxQ25SM2O/Li/9JwL2v9X0HLKNDyxBnU7p\n0z9KWvhgxdSYyLuMjeBTv82Y5vCDGEIE0RoR4IhzIayQ7G5aD19Zxoz2HDL04+SJ7jy0mYfrslVI\nOn1gUoJI/N5nmEjOWA0QfZx1wlnKC79b3AK452iwMMf9buJ4R3aGjHf/TwAAQABJREFUTxznIntj\nFcAYCQr1ki5thmYWawNImNdoeywT4ZysL7zvaJ4hau/8MNwt3cT9f0G1uN5MmXWUWQcbiwt81O88\n8UxBE/uRPvc8c5Bl+oa/aET/dVaNK5YCs5VYfvTLD87XlkB6LH3GutMEUlyn94WxMFEyQ+9ji3r1\n01rX2o+VNcgTPZuJ8J2rE41YhfCc8a4+/tn/9D686ZakY2k5iFBe3jtMx3nmeE+5l9x7MHr7ypv1\nt7W6exbjvWesDV9N6z+r68XzXLDmOmurcz5LfOF7znvTvVU7fV7flGN69HG/1R6LePmJ3mn82o/Q\nAHQs2cdvDvfdvQcaa8H74vp2k6WPDXlfte6d3Brqyeol6ge+ywjvxb//96aLxj17yWIXsZtgdeG+\n8PwzqfaQRriPtUBhCTwmZm49/vRs3Xhl2BdC4MNT9+mfrcxnJKtDhH3ey1iXgHh40x6WPJh8497C\n7/YnY350rg6x5w9T9wp+83lvrtXlCGP/5hLdP917lAybRz8d7CLzs6a8SXoIYEXEbxsTgQ/qxOKV\n6krH+zxEV4Ko2LCuHHr0UXLHHXfI4xrI93RdTWhPjT+U3996O+kPkTIKk8JAgNmQZpAryEtstOz8\n6gDRsSEcaYZ5z3JZtHoQUUygIaWJSBsa8j/+CK6Rk4mBLBdL4wCSBoH817+yV77wwoBEo0VGi0tf\nExGhZJhAjiGPaH591OnsV0udkwoT/YB3RJWJCITXjokSH6iEY0hr7AREUDsoYwIgL77qTDhAMiGy\n+S15HV9+9QccmTDCtzwnbgiY1mv92fosNS3IZzqP45yuk2nfq8XCTzrxMEr7PFYnPTbqO4Bp5i4t\nWknXZq0cWYOw7dK8ZbaARXm8vJ0eQgBSCDGK1TaGquRplw9ab3LrG0JzEqvp8WXhFCIGcV6kJAFT\nRB85O1yH/VRjgECxPu9P/3o8rh9juD3WCsZMlgkJgiRBROIJnxys7crkA89pOBBQvPrp5jFZ0ej8\nE+VujU59xeHHOILUsl7DbOSV9lL1AfwwcyaCe7r3lzYh/BCfsHAf8X3HBBxrgXiSDOd0+oK2mf7G\nwxytKX3wRIh+ssZvOHhZvD5xf8LrJkPW8+NepftshvuEtQUTYn067OLuCb7LkDG01jxDRHzOD0H7\nTMRr7nmqOAXh6zEmnj/OIb4CkxOx+D6jEwKQ4CfO+Xv4VEmUn6VSzAETqbzTPjBfTHGROcTfnQnL\nD677Z5Y+8Qz2uOFSeezsSxy5z1KoB31vu8pNPLx/7R2xRdHjZHVYe52131lSLVaS4U18hyWq+CKQ\nXyJhIu3Wt16Rp867PFEVl5/qHiXChpNbXXKas0hiIsIkKwL8lhEokHeJbdzs6W4980X6W63MR9q2\nbiM9lF/12KuHftKpFc9uuymtUV5TCFI4VymEgdglMhFIFPAqHYD8Q4dmNJlAXvPgZ5Cs6SxlaIkx\ne04lqYJPJcMELTNm0LfdFqy9HKu5TXVtX54KE9r1ZJpzmPTwZNofJyLTlOeF7HM+guk4Gt6CkLyO\nL7/6pBpmueGGnJHp/Lp2IbTTSs3d2U499VR3tS368faHTm6N0WXWxuq677/9OlbeHfy6rMh0T8CU\nlKAqnVSzypJFLAfEckN8MCbyTSuEYZSIS6CdLEiJJdNcKx0yTT3INFJfNdrJJNUY0LKV03cb/8J4\ngYHCbaMVxaQylTAJwXNYkAJxjfXZDF8vVR8C/MqmTaZpmzZjyTT53MdUEZST4ZxOX9CMJRLec0+m\nqUM/Y8levHPDZJryVGT6EzUrZ0smTVSDSURpJNWz6dtB23vmk/fLrKcGObcAvz445ft17ua06L5u\nXlNIau+dO+e4Ge6RJ+CJSC5WHqfqMnaY/rMGu5dE+b48XsrvelGXSXNnOTLNmvGxwlrsNww8KS6Z\nxq0AonS5rj2fSNKp410HYttIhjeR0pORadr6/s8JUZeg2LbDx8nuUTJsaMPHYgi3V9r2sRQghgzW\nGJPmzdIVGmbLBH2mZujkJPFEKqhFUsedO0jX3XeTQ/6mllBqpQh5rpFIEVgIABqhLgSQ7RI5QIDo\nzZjz4rvNlogsr1sX+MniwxO7lFcOLueqYkqM3y5m0g88kN0cOqftFcX6ECx+aPr1K4q9y58+4dbQ\nvfv2tdPzp9Ui3Qozr13VwoItLFjDjB8/3pFtCPdY3d78aXiUaGMe20ZNOds3aKJrIzd2pomYJ7bV\nSMgs/5FoCZbwNWy/5CNAcC2WjMJMG59zfKZTkcMdhcq6zNgL8Xzjd1Sf0r1uccI50ZjQwLO8VTJJ\nZCmR7BzcFTDnfP6rIXKALhvHJBC+p6PUN56yGwaenOz0IlPGxMbLl1yr/tZPurXR/RJmifKLTMdz\n0REsX3DJePHia7JZ2bDaAEECY/2+IckfjBrp1qQnTgQxCGIlnTqcg9k57jxEV2di6MrDj41ORuYF\nb2IK8AzjupJbSYTNeJ1EYJUP/PiJlVEptIRXbq9V1M9D249LEuvM/7VgrnNhmKIuVkRwx+IJgTi3\na9NWOnbuLKcedqB6h+7itnYauwkXuaIkZvJdiHejUEy+C3E8BXIpfGXxyT7ooCCNZ8aNXzXLauHv\ne/HFIuedF/jx5rVDLMOEL3hYc5zXNu38wkMAX+tkWv5kPSkmJt/JhpBO2QJ9xidPnqyr7P3p0im6\n/9fkKW4Jrw2ZhARtS3P9aG2tH8it1GQWH+CWuu9S3SeICx8lJqULAT4m+fAJa9eKCgIEn7nlrZfd\nxzjP7c3Hnur8L9PRxBaVMfh+FGWcfR8LM8U8+OFP3nM+3T+oXzy/T5h5n7XfwbrM3UFpadsLs7/p\nXAvSFM+VIFF+Om0WpTpMgPB3AmuIWMF0P54lB+dAmP0yerHncZxOnXjnJcrbEXgnwyZRP4trPq4o\nTCAQa4FJsBmLFsp0Tafr8TQlzmsyl5JjmcFm6mrXtm07adu+nYsj016XjmVr3bq1hlkKLK6KOg5G\nqAvxDhmhThNsPuzx4U4k+CvrH9moUBf/YhNDILcIlBJCnQgePlrn6oTEVA1+h5+2T6fr8YwZM2S+\nEnH/xpUvW06aakTM5rp+aHP1GXT+huo3SgCkpppi+khgKBNDoLAQIMCP11D7a6JJivdB78stLX4I\n4J+cyKS6+I3GemwIFF8EiGPA5AjB3OZo0MDZGjiV4HSz9NhtSprDkfhrqnKsZcuW0rJVa2mlgVYh\nyn7Dja1ism/+YgKTmXwXkxtVqrqZ6sXagT4Speo+2GBLDQIQD4KxsfVl6bkY2aiTXLPUFcNvMzXQ\nH/uzZ86SUb//LHOUjK/FDSNT8PVtosQan8kmNeu4iMJEgCWyMBuRbxtpGo4I68+11BDIKQJooouj\nNjqn4yzt9Y1Ml/YnwMZf0AgwaUWAPVZVYJ1sAi3OU+JMOtdvSqC9STb9wWqkka62QtDlZu1byWHN\n+2pc5Oa6iE0Ll0Kkd6Rvc0Fj5ts3Qu2RsNQQMAQMAUMgLgLMHuOzxJZIluuyfERJR9Md3ubp8aRZ\nU2TeT9/KYl1bnIAiXqpqUMBGqtVupOaBDWvUdMtCsTRUQ42ySkqAmPq6BnN9LUsUIdm3ZakhYAgY\nAoaAIWAIZEWAKPRLVq90yz8uUr/lhRoRG9K8cOWKINW8+eQpgV6q+9v/QuviORpssrEundu4SWNp\nvEsH6aZudU0yNybg2W+k5eYGphMLWWG3I0PAEDAEDAFDIOcI1NIl3di6dOmS8GSiki/U2AfzdW1z\nNny6fbpwwUIZM1/XfJ40Thbq0n1r1Gc3LNXUrYPIwPUg2Brltp6albNfj31N6+oxkVVZa5i82CjF\n4bZs3xAwBAwBQ8AQKI4IsITdEo2CzdJcEOXFoZR9gn0tysxfpKR5meaFSTKWHvXVbauhapUb6Na0\nbRfZQ1OIMXnhtGp4dZriCFYh9tkIdSGCbZcyBAwBQ6A0I0BUcj+7nQqHdWpCDvlepOQ6vC3W9dQ5\nnrNwkS5BM0m13otlydKl4oOq+XYr6LXqKLGuowS7js6y16maoYS7ulurtzbHuk4yqdtXMl5Llx5i\n6ad4y1X5Ni01BAwBQ8AQMATyAwE0xwTuWqYRrZetWZWZsr9almYes3zU0rWrHYF2+0qUfTAv34ey\nGiS0tk5m19MVOurV161pA9ml/q5ST0kzW4MGDaS+LofrNya+Lb6ERy//UiPU+YeltWQIGAKGgCGQ\nTwhUqVLFrblNwJJ0ZI0uobdETcrD21Il2mzkkU5VMv7ztLmydNlSWbZseTYtONfB/xtiXTuTZNes\nXNWRbZZgIR/izbq/BL2qWSXYr6mz+OxX1z7bkmPp3C2rYwgYAoZA8UeAyOSQYraValW1gi3zmCX8\nluvfpeVKiFesXSvL1+umZfgfsxHRP1ZYJgpyXFvjjNSpW0c3DfjZobV0q1NHV5KtK3U0ZWMfskxq\nBDkWxR1zbIR6x+BuVzUEDAFDwBDIRwSq6Xr0bARASVc2bdqkxHqZ2/ABZ+M4nK5YsUKWa960ZYtk\nxYzJslx9zVboSgPrMpf8iL0Wpuk1Mgk3pLuGroNaQ0l5dU3dpqSb/OCYdVIru31M1MkjJc+IeSyy\ndmwIGAKGQP4gsFaJMOs9r9bf8VVKdIN0ndtfpdZRlLlNSS9EeZXWX6n1VmoZxyuVGEOIt27blq1D\nmFTX1OC5NTX2h3OF0uVYa7ZqIjsrUXbHmWltzefYpxBlM7HOBmexyTBCXWxulXXUEDAEDAFDID8R\nqKDaaHzG2HIqmzdvlpVKrCHcfuM43rZq1SqZofVWzl8k7K9SM76VK1fJWv1oSySYnmco+SYSOiS7\nmgZwy9D9ahVJM49dPuWar2VVtYzN7Wt9f0zwN/Yrlq+Q6HKWbwgYAoZAkUNg67atsnbDBlmryzSx\noREOH7NPHttqnypJ9scuL/M8lnHCXHqNpuHgmOFBV9S/CdUzMnSrLtXVRahGzRpSvVYNjVLdWJor\nSSZadexWs2ZNYSOfFOsqk9KHgBHq0nfPbcSGgCFgCBgCeUSgvJrmYW7HllvZptqN1avV9E9JdmyK\nCTt58dL5SsbXrFosq+dklq/RVE0K1+vHYjj4TGy/WN6kKsTbEewgraLEPdgqBKlGdCeiusuL2Yfk\nVyGvQiVnGl9ZPz7JI62kZN3vG3GPRd6ODYGShQD+v+s3bXTbBp1c9Pvr1epng24cr2PTJRdZszjx\n/qagjLY02BaaY0eeIcpKfDdq28kEAlxVCWyGuuNgoZRRPTOtV0NqZTSV5kqOXX6cFMKcAXkOpUyy\nmhgCuUHACHVuULNzDAFDwBAwBAyBPCLAUiNe25HHptzpEV2SjGBua5Vc+w1C7vd9Gs6jPkScMvaX\nr1FivmaprFu7zh2Tt04/bNetW+/SRJqdcP930oNKEG0l327TfQh3JZ2EwEe9oq4bXYlN8yqS5za/\nvz31danDOtNBWs6dD2kn8Fy0TMuzHLtzykn5suUsAE/45th+sUUAErtpy2bdtjiiyf5GNiWdQd6m\nII3W2bS9LLMeEaIhwBs05TxSCDDtRFP2XfmWoFz3HWFWcuzTeKbO8YCtrJN3bGhtq6hFjUurZqa1\nqkqVqvWlFmWhDQKM6XN4S5RXVicJTQyBooCAEeqicBesD4aAIWAIGAKGQB4RIHKr/wjNY1MJT9/I\nR7UScL9tUE2S3ydNdsy5lPuN47V6zrIN5K+UDSs2yEa3H9TZqFor6m7apKRB9zcrkciNoJmHWBPw\nB/9GiLc7VhJevlxZR9bLa53t+ZSXlXJlgs3tZ7YRtKX5lIfy0KphcdC4Vp1oGdF38YUv51OtTx7n\nuVTLgjrb86hfRu8j+Uy4uFSPy+yUuR/KC8qoR/3gPJ4Bzg+neuTqBGkZPRLX9vaU+uLOoQ7iowCT\n7yV7WagwsxKTOohP3X6m3YRfgt6XRaL5EWeCSz4TNuHU72+LbHP5tOH3fV3IHfuYB5NyH7bnUZZ5\nHMr3edRjg6xuT7fKFpevaWb+9jKtq9fxx5u3bnF1Nms96rJtz8ta5urouZwPAeY4SLdkTbUMsszz\nvj3N3bPPM1JRJ7Z49kkr4fpBqiSXrWKlzP3qlXW/plTXvHqhcl+vsrqVsE8a3sJ54X1fxz9H7qGw\n/wyBEoyAEepCvLnRmbRevQrxqnYpQ8AQSBeB6Dua7glWzxAoZQjwMc6Gr2BhC+SKQHJskHE2vx8v\n9XXxd2c/Jyl1WTfdnbN5i6xVLd0WTTdv3iBbNihR0rL1qrVfTAR5jRq/VjX51TQYXT0NLEQZ5G4r\nBIt9l0LCth9D/EyKJgJME/C3gGX+3ISITrpwHM2jTCdoKGfD/SNLWiE4LseETZWKQZlaZlSOqYt5\nMefmJKWu3/y7yDH7sSl5TMqYGAKGQMEjsJP+gbJf9YLHOXqFzz//3PnLRTNsxxBIgADanssvv1z6\n9esnp5xySoJalp1fCOBHdfDBB+dXc9aOIWAIlEAEIPGffPKJvP766y6FZB155JFy2mmnySGHHOII\nUjrD5tMLop2VdG8JtKuaj5bVaVoz96kX7zic58+hbfZJw/s+LzYN16HvHHvx+7FpuB5lYU2k349N\nOSc2j2M2iF/svs/zabiezyNl4z7ES+Pl+bqUOdIMQYY8a+rL/PgtNQQMAUMgHQRMQ50OSvlYxz7Y\n8xHMUtAUHxBnnXWWNGvWTB599NHox0gpGLoN0RAwBAyBIoEAhHH48OGORL/77rtuUny//faTZ555\nRo455hgX1CinHeW3HRLHhibRxBAwBAwBQ6D4ImCEuvjeO+t5KUDg9NNPd/5KaKgJDvTss8+aCVcp\nuO82REPAENjxCPz+++8yaNAgeeONN2T27Nmy2267yc033ywnn3yyNG7ceMd30HpgCBgChoAhUCQQ\nMEJdJG6DdcIQSIzAcccd50g1KaT61VdfdVqNxGdYiSFgCBgChkBuEJgzZ44j0BDpcePGSYsWLZw5\nNybdnTp1yk2Tdo4hYAgYAoZACUfAfKhL+A224ZUcBL7++msZMGCAHHDAAfL222+7ACQlZ3Q2EkPA\nEDAEdgwCK1euFEy58Yv+9ttvXcC1E044QU499VTp06ePudrsmNtiVzUEDAFDoNggYIS62Nwq66gh\nIPL999/LYYcdJj179pT333/faa4NF0PAEDAEDIGcIUDU708//dSR6I8//tiR5iOOOMJpow899FCb\nsMwZnFbbEDAEDIFSjYAR6lJ9+23wxRGB0aNHu2jUnTt3Fj4EMzIyiuMwrM+GgCFgCBQqAgQX++67\n7xyJfueddwTNdN++fR2JPvbYY6VGjRqF2h+7mCFgCBgChkDJQMAIdcm4jzaKUobA+PHj5cADD3T+\nfUOGDJFatWqVMgRsuIaAIWAIpIfAH3/8EQ0uNnPmTOnSpYsj0QQXa9q0aXqNWC1DwBAwBAwBQyAB\nAkaoEwBj2YZAUUdgypQp0r9/f6lTp44MHTpU6tWrV9S7bP0zBAwBQ6BQEJg3b140uNjYsWPd0oOs\nlkBwsV122aVQ+mAXMQQMAUPAECgdCBihLh332UZZQhFA2wKprlChgnz55Ze2lEsJvc82LEPAEEiN\nwKpVq+S9995z2uhvvvnGrQ99/PHHu+Bi++67rwUXSw2h1TAEDAFDwBDIBQJGqHMBmp1iCBQlBNDE\nEPmbIDtfffWVMwMvSv2zvhgChoAhUFAIbN68WXB7IUL3Rx99JPhJH3744Y5Ek1asWLGgLm3tGgKG\ngCFgCBgCDgEj1PYgGAIlAIHFixfLQQcdJEuXLnWkul27diVgVDYEQ8AQMASyIwBpZsUDSDRLCC5f\nvlzQQGPOfdxxx7llr7KfZTmGgCFgCBgChkDBIGCEumBwtVYNgUJHgI9KlnvBDPyLL74wP8FCvwN2\nQUPAEChIBCZOnOjMuQcNGiQzZsxwv3GQaHyjmzVrVpCXtrYNAUPAEDAEDIGECBihTgiNFRgCxQ+B\n1atXC2upEtX2888/l+7duxe/QViPDQFDwBDIRGD+/Pny5ptvOm30mDFjXFRuonNDpInWbWIIGAKG\ngCFgCOxoBIxQ7+g7YNc3BPIZgfXr18vAgQPlxx9/lE8//VR69+6dz1ew5gwBQ8AQKDgEmBgcPHiw\n00YTFyIjI0NYJxoSzbrRZf7P3pnAy1S/f/wRSpGItNvahCSUSFlSIoTQgpRfpPpFUv3aU1r0b0Or\nJalkqVCELGmzZCtCyBIVQpLIEjr/5/NM37nnzp25d+69c++dufN5Xq8xZ875nu/5ft/nzDXP99kO\nOyznLs6eSYAESIAESCCTBKhQZxIYm5NAIhBAgrL27dtb5u8JEyZIo0aNEmHYHCMJkECSEkByMXjV\nIC4af7MOHTokzZo1s+Ri8LopUqRIkpLhtEmABEiABOKdABXqeL9DHB8JZJHAwYMH5YYbbpDx48db\nKRn8OKWQAAmQQDwRmDt3bjC5GJIq1qtXzyzRKHdVsmTJeBoqx0ICJEACJEACYQlQoQ6LhTtJIH8Q\n+Oeff6Rr167yzjvvyKhRo8xtMn/MjLMgARJIVAKrVq0KJhdbt26dVK5c2ZRoJBcrV65cok6L4yYB\nEiABEkhSAoWSdN6cNgkkBQHEGg4dOlSKFi0q11xzjbz55pvSqVOnpJg7J0kCJBA/BLZs2RJMLrZw\n4UI56aSTxCUXq169evwMlCMhARIgARIggUwSoEKdSWBsTgKJRqBAgQIycOBAOeqoo6Rz586yZ88e\nueWWWxJtGhwvCZBAghHYvXu3hZygzNWMGTNsYa9NmzbSr18/adiwIZOLJdj95HBJgARIgATCE6BC\nHZ4L95JAviOAH7HFihWT7t27m1Ldq1evfDdHTogESCBvCSB3w7Rp0ywu+qOPPhIkG2vatKmMHDlS\nWrZsyeRieXt7eHUSIAESIIEcIECFOgegsksSiFcCDz30kFmJ7rrrLvnrr78EnykkQAIkkF0C8+bN\nMyV6zJgx8ttvv1m5vueff16QXKxUqVLZ7Z7nkwAJkAAJkEDcEqBCHbe3hgMjgZwhAMs03L9vvfVW\ngUsmLNcUEiABEsgsgdWrVweTi61Zs0YqVaokPXv2FCQXq1ChQma7Y3sSIAESIAESSEgCVKgT8rZx\n0CSQPQKIoYZSfdNNN5n794ABAwSx1hQSIAESSI/A1q1bBVZo1IueP3++nHjiiXLttddalu4aNWqk\ndyqPkQAJkAAJkEC+JECFOl/eVk6KBDImgGzfUKqRaRfu30OGDGGSoIyxsQUJJB0B/H348MMPzRo9\nffp0OfLII6V169byxBNPSKNGjaRgwYJJx4QTJgESIAESIAFHgHWoHQm+k0CSEpg0aZK0bdvWfiC/\n/fbbUqgQ19mS9FHgtEkgSODQoUMC5RkZusePHy9///23NGnSRDp06CBXXXWVKdXBxtwgARIgARIg\ngSQmQIU6iW8+p04CjsDMmTMtA+9ll11m7pyHH364O8R3EiCBJCKwYMGCYHIx1I6uU6eOKdGoY1+6\ndOkkIsGpkgAJkAAJkEB0BKhQR8eJrUgg3xOYM2eONGvWTC688EKzSMGtk0ICJJD/CaxduzaYXOyH\nH36QM88802KiYY2uWLFi/gfAGZIACZAACZBANghQoc4GPJ5KAvmNwKJFi8yts2rVqjJx4kQ5+uij\n89sUOR8SIAElgNJWLrnY119/Lccff3wwuVitWrXIiARIgARIgARIIEoCVKijBMVmJJAsBJYtWyZw\n/S5XrpxMmTJFSpYsmSxT5zxJIF8T2LNnj0yYMMFcuqdOnSpFihSRVq1amTW6cePGTC6Wr+8+J0cC\nJEACJJBTBKhQ5xRZ9ksCCUwA9WUvvfRSKVWqlEybNk2OO+64BJ4Nh04CyUsAycU+/fRTc+keN26c\n7Nu3zxbMOnbsaMo0Mv1TSIAESIAESIAEsk6ACnXW2fFMEsjXBDZs2GBKNRKUzZgxQ0466aSYzPfX\nX3+VlStXSoMGDWLSHzshARJISwDhG6gVPXr0aMF3rnbt2pZcDDWjs7tAtn//fvniiy9k8eLFUq9e\nPcu7cNhhh6UdhO7ZvXu3hY+EPRiyE67mZ5xxRsje+Pk4d+5cWb9+fYYDOuKII6RNmzYZtsuJBgcP\nHrT64HXr1g12//3335u3EeLjkSOjePHiVs0B2dpzW/bu3SsfffSRbNq0yWL1mzdvHnYI7733npQv\nX14uuOCCsMcTYecLL7xgXiC33XZb1MP95ptvLPlf2bJloz6HDUmABPKeQPj/AfN+XBwBCZBAHhOA\ny/eXX35po7jkkksECnZ2ZNu2bXL33XdbkiOU4aGQAAnElsCPP/5otaHPPvtsgXKKknjdu3cXeJwg\nTvqOO+7ItjK9detWQf8//fSTdOnSxepTt2zZUv7555+wk0G766+/3uK1161bZ7Hb//vf/2zfL7/8\nInhBOe/atatMnjw5bB/xsvPFF1+0v2FQerBIgXFjboMHDxb8fVu1apWgzX/+8588GfLOnTvl2Wef\nlXPOOSd4/Xnz5tl4evbsacppjx49rEwi5pDbglrmUOihVN95550SSZleuHChhSHkxRhjyWTYsGGC\nUpSZkWrVqsnTTz8d/L83M+eyLQmQQB4S8CgkQAIkkA4B/QHtnXvuud6pp57qqYUjnZbpH5o/f763\nZMkST//cefqjLv3GPEoCJBAVAU0u5r366queWiTtu1WmTBlPFWdPFeiozs9MI3Uf99Qi7akCHTxN\nLaKeLr55qiQH9/k3VDny1Cru3+Wpsm9j/eOPP4L7VSn1+vXrF/wcjxuYt1p7g0P7+OOPbR6qHAb3\nqUu9V7ly5eDn3NrQhQmvRYsWnp8pro19upAZHAba4W/wI488EtwXy4233norbHcYg1aO8L777ruw\nx91O9WjwrrzyShvja6+95nbHzXuk+YUbIOaieQvCHUp3H75TTZs2zZBVup3wIAmQQK4SoIU6Dxcz\neGkSSAQCcA/97LPPzOUblmokLcuKnH/++VKpUqWsnMpzSIAEfARg4YNLLCzDJ554otxzzz3mHgsL\n78aNG2XgwIHm4u07JSab8FiZNWuWWZNdhwULFpTOnTvLyy+/LH/99ZfbHXzH8WgstqhzHe8JEOHe\nDut8egJ375tuuim9Jjly7K677pLWrVvLMccck6p/5MAoUaJEcJ/bLlCgQHBfrDbw/8QDDzyQpjtY\npp977jkZMGBAKut5moa64/7775cHH3ww3KE83xdpfpEGVrRoUclK+Ul8Z3A/u3XrFqlr7icBEogz\nAoXibDwcDgmQQBwSwA/d6dOnm4seYp+RIbhmzZpxOFIOiQTyJwG4VM+cOdOSi40dO1aQsRuZueFW\nCkUKP95zWlyoht+lGNdEmT0o01Do27Vrl2oY1atXT/U50gfE9ToFAjkb4KqMvztQtJEc0cnPP/8s\nSK4G93XEBiMeF/GmqJnt4rjVLBGM8YZygoU8VC7wC9yJv/rqK+NYo0YNufzyy8WvZM6ZM0f+/vtv\nU6DVKmk5H7BwEY2cd955Mnz4cGvq4qnxrl46NmbMC/HLiHdGwjjcO8SOYy5wi8f9RMy7X9Jjgn7h\n3j906NDgKXD/x+IH4t2Rs+KDDz6wY0hKF0kyYoLzEIeN8AG1NMtFF11kY8V+KJuYExgOGjTIFmDV\nOm4LPFhgQAhRRgsreL5QA71KlSroMsuyYsUKc8mvX7++xY7DFR/PpXpZWWjC7NmzBfHwWCCGC7pf\nMjs/nBvuWUHsN8Ij1IvBQiPQbunSpYLcBhA8l3jmwHzLli1SuHBhad++vb3jOL7bcIvHs55X8fgY\nB4UESCBKArlqD+fFSIAEEpoA3NeaNGniqRXE0x8lmZ6L/rgzVz66fGcaHU9IUgL6g9tTa5WnSQHt\nu6OeHl7//v09jeHNdSJwQ9WfFh6+x375/PPPbf8TTzzh3x1xO5zLNxqj35tvvtkbNWqUpwnPvLZt\n23qlS5f2li9fbn1pyS9PPWbsWhqr7Kmi5mkcrn1+6qmngtdTK6k3ZMgQ+7xgwQJPlZvgMWz06tXL\nU+XFW7t2rQe+Grfq6UKhB/d5TTrmNWvWzPrE3ylVEj3NhO6pkpuqD3wI5/KN/bq44KlSaH3gGn5R\n5d5TBc/ThQFPFSVrA1dyuDlr8ipPPQ68QoUKeaoA22kZMUGjq6++2lMFzH8ZT5U0TxV06x/zVaXP\nXqrA275HH300Vfv0mLiGYA5OurjjqcLuadIwCzfA8W+//dZTBdvujyrX9hn7cR/wzGB8ujhiz7Eu\ngHgPPfSQpwsWaGKinhWeZp63bY0Ft3My6/L9559/er1797ZzwRY81eLtXXzxxZ4qsJ4uOnjXXXed\ntTnllFOMsz80IrPzi/SsaCk678033/SOPvpoT+u7/zvDwJsutNj43Fw/+eQTr379+vbspWqoH3SB\nydPFntDd/EwCJBCHBCQOx8QhkQAJxDEB/MDDj0y1qnj4cZYZwbn4cUWFOjPU2DbZCOCH+pNPPmmx\nuPi+nHbaaRbzCkUsLwU/7qGYhAryI2Cct99+e+ihsJ8jKdTqFuz5FT0onegXi3hO7rvvPtunFlu3\ny5QO9Zixz1D2oIRDqXPiV/QRA6vW8FSxxuCK6zglR5O42WfMF/GsyCOhScdcd8H3SAo1GkD5R59O\nscc+zWxtiwTYhqxZs8baqPU0sEP/xUIJFg2g8B04cMCLholat70bbrgh2IfbgJKKMWgIgNvlIa4X\n+/yco2GCDk4//fRU9xiKIxYfnOAzcm34BQskuN4bb7xhuxFjjgUP7IMSD8E9g6LrFomyqlBbZ/oP\nFnyx8OTil6FoqwXYU6t/cB8WPbSChed/NrIyv/SeFSj1oQo1xojnTGvAW04SLAi5ebvxu3d1kTel\nH/9vUkiABOKbAGOo9a86hQRIIHoCKKMF90HEb6pVJe4z80Y/M7Ykgbwj8Pvvv5urrFrTpEKFCpYt\numHDhuZOqoqXPPbYY+YOm3cjFClWrFjYy6PWNeSEE04IezzanSgzpJZOUcXcXsh2fNZZZwnYOHEx\nqf58DJoEzLKOow1cjnEOXMXhQg1BdQEnat03F3B/rDHcjMEcZcZU+QqWCMTfN7jmIo+EKumui6je\nkcEa8daYk/4MtHNGjhwpqvgGz3du+n63eFXALEYd2c/VCmznp8cEbulwE0csfVYlGiboWz0RLIs8\ntuFuD/d7ZJD3i99tHvvh0gx3ZjdvuL737dvX2Lz00kuW8RuZ0VWhFsw9FoLwAV2ECsYvq6XY7inc\n6t3zg/rrcAEHYydZmZ8rJxnuWcFcwwliyRHLXqdOHXMHjzRvPKMIC8D3n0ICJBDfBKhQx/f94ehI\nIC4JqEui/fhEyRi1SghiOikkQAKZI4B4VixO4TsEhUgtdqKWSavbvHnzZkv0hR/d8SJQQKA8q8Us\n1ZB27dpln6HYZlU0O7XVJlaLprzyyivBF+J/ESOcnkDpdUor2iFBGpQqcEUsKvqGoA3ia8MtDGAh\nA4LruVhs9JtVgWKJmGtcz5UDQxy0us1n2CUUfAgUZdRrTo8JFhtwT5yimGHnIQ2iZYLTTj75ZLsX\n6mFk84LSith+v4Qq1FAK8cL/GU7AFzHiLoYc3wG1xlu8MGKG1bpvTbGQgM/4LmRXwim3UPT9ifSy\nMr+sPCvHHnusLUxs377d6rRHmpt7TrG4QiEBEohvAil/4eJ7nBwdCZBAnBHADwkkwYGVBdYgjRmT\nTp06xdkoORwSiC8CUEBgCXv33XdtIUpdcKVRo0airsGWfMj9iI6vUQdG4zJcwzKp7rHBIWrssW1n\nR6F2igkSNyGZVXYEFl9YRtU93Kz+SDqGfqHIICGYxlWbEupXmGG9hOB4rASJ0h5++GF5/vnnReON\nLdmWX7GMdJ0NGzbYoYoVK9p7ekzgFQBrp1vUiNRnpP1QgKNlgrmg9jaSUkKBD7eQGqpQY3EACctQ\njxzJ45xAGYdg3DgGJd2JWxxBJnskW1N38WxZ4NFv6Ljctfz7szI/109m3vE3APNCQjTUB0fCvHDe\nHTt27LBusZBFIQESiG8CtFDH9/3h6EggrgngxwhK9MClEqVzkN2VQgIkkJaA1mA3iyWUiksvvVTw\nWeNYBdYnlDaCS2w8K9OYEbI0w9KHLMl+QeZiKLHOsuo/Fm7bKUz+Y7Aow+1aE1GZG7D/GFyxoXRF\nI7Cev/POOwI3X1i6objAwglLJwSWUShxsH76BQq41vAWp8T6j0XaDjcPf1uExyBTMxRKWKujLaeF\nbO6oogAlPxomyIqNjNJZlWiYwDVa441F43+D1vBw1mnn/u/Ggv8XIMgM7he4jMMbQ2uU23cA3wP3\ncm7kcPnHPo2h95+aI9tZnV9WBgMXd2RERwgAXPZvvfXWsN3gucX/sXgGKCRAAvFNgAp1fN8fjo4E\nEoJAv3795PHHH5fu3btb7GekQbsV9/RKt0Q6l/tJINEIQAnEdwNlpqBwwqJ34403mrvswoULzcU7\nnGUqXueJsf73v/+VZ599Nuhije/yxIkTzYrorMwZjd+5YGvyqVRNoXRCgYLFHlZ8KL1YdEA7Z91E\njDMEiogTWMihSEPBxev1118Pjg+liRD/7GKgcT+wKACl2wkUQ5RRwjFYrZ0bsLO8u3ah75Hm4W93\nyy23mMsz+opUDgoWaCeoIw4L+jPPPGO7omECd3V/H64v93cWdcudOH7uGPZHwwSeFJDRo0dbnDlK\njqEuOf6m4xgWKRC2oAm2zFVds5sbR4QsQKnW7NbBewJXb5yP6/otxHaBDP5BaTVNhGalpsI1xf3H\n/QsNS8AY/bH4OBftHIeszi+9ZwVjwLOL+TpZtmyZPdtgAkUZVnHU6caiUaisX7/eSmtpArPQQ/xM\nAiQQbwT0jw+FBEiABGJCQBPwWPZWTTqTpj+NI7SyKfo30FNLkGW/1RX4NO24gwQSmYAqGN7gwYO9\n+loKR5UFT2soe2qB8rQmcCJPKzh2VT69//3vf1auCtmjUZbo7bffDh5Pb0NrS3vq4mp/I/B3ABmi\nUSLLCfpGfygbheN4R1ZvtXpaE1WyPbUg2zFkj8bfD5yPrN1o36dPH08VOys9pZZP7/333/dU+bcM\n6e4aeFdlzko+qfXYSkshQ7Zas60JMn7js/s7hRJl/vJOaITPmlArmIVdY4QtW3RoiSzrUP/RhcZg\n/24f3jF+XAfPilr/be7IVq4LL8FmGTFBQ1UU7W8qsoY70fhrT3NcWP/qqm8lo5BNWhd0bJ8mbvP8\nmdLTY+L67NKli90TZMPWRQsr7YVM2boA4mk8sKeWeDuuLuipMourQunde++99vcf3JDVXL2ZXLdp\n3lVJtTGGK5uFjPdgpm70ac5DNm/834PjyJSuyr89D4888ojtQxkrXB/Zv1WZt30YK7KcQzI7v0jP\nCvrHdwPffYwFc0cZM/U8sOdOPbosszmuqaEf1gZZv/0Z4VUZt/OnT5+OZhQSIIE4J1AA49MvPIUE\nSIAEYkIAbt9wYdMf3QKXPQoJ5HcCsETBtRhWJiSggqUWccBwj73iiissy3F+YwDXXlhdI2Uozs58\nYVFFQi5Y8JCNObMCiyCszrCWOst2aB/46fPDDz+YZRUeBOGSVoWek9XPsJIjHhixzn7B+GDV1RJp\n5hquSpeU11jrcFbbjJjg7y6s1EjIllWJhgks0XCnd4Jn388OFlk8//42ri28CuC1Abf6aL0Z3Lnu\nHddD9nZYbVFpItaSnfnFciy6GGR5FmC9ppAACcQ/ASYli/97xBGSQEIRgIsjfgQjXhDucCgREu4H\nYkJNioMlgRACUD6QoAnJxZClGK60KHMFd2OtP2tZpkNOyVcf4RqdE8o0ICHhVST36GggusRfkZRp\n9IG/SSivldOCWHkokKHKdOh18TcTCwiRJCMmXbt2FSRBg5v8eeedF6mbdPdHwyRUUfYr0+gcGb0j\nCWLK/cnsIrVLbz8UarjnI+wgJyQ784vVeJBpHn9X1PsiVl2yHxIggRwmQIU6hwGzexJIRgLI9o0f\niKgtCqUaGYyzapFIRn6cc/wSgBUQP3aRUAjZrqG8PPTQQ/asu5q08Tt6jiw3CCBJm7r5Wuw8YsEj\nWRnVNdiG42KxszM2/H1FnPIdd9xhdazPP//87HQXt+eihNpTTz2VqgxX3A42CwNDhnd4dg0bNiyY\n/C0L3fAUEiCBXCZAl+9cBs7LkUAyEYD769VXXy2tW7cWjbPMtz+CkumeJuNckSgLCjQU6e+++07K\nlSsnqMEOl+7slIpKRpbJMGckFUMmdyi5WEzUmOE000bCKSSkQpgALNhYlIGFGVbc7ArcqtOzzme3\nf56fcwSQ2RvJ/+jVlXOM2TMJ5AQBKtQ5QZV9kgAJBAmgBAxi3VBrc8yYMTH5wRjsnBskkEMEEAsK\nV24o0bAywmW3ffv2pvTUq1ePP3hziHt+6RZx3FCoI3nmIJ7YWajdnOEuTUXK0eA7CZAACSQOASrU\niXOvOFISSFgCc+bMsVInF154oYwfP56ubAl7J/P3wKHkwKsCVsOPP/7YlJvmzZubJbpp06ZcDMrf\nt5+zIwESIAESIIEsEaBCnSVsPIkESCCzBBBX2KRJE6latarVrQ1N/pLZ/tieBGJBAMnFtKSVKdHI\nrAvLtJYxMiUa4QrpJVmKxfXZBwmQAAmQAAmQQGIToEKd2PePoyeBhCKwbNkyc/1GDOqUKVOkZMmS\nCTV+Djb/EFi+fLm5c8OlGzGn1apVMyUaifROOeWU/DNRzoQESIAESIAESCBHCVChzlG87JwESCCU\nwOrVqy1hT6lSpWTatGly3HHHhTbhZxLIEQIbN26U0aNHmzV68eLFcuqppwaTi8FzgkICJEACJEAC\nJEACmSVAhTqzxNieBEgg2wRQGgRZcJHRdsaMGcJyQ9lGyg4iEEB96LFjx5o1+rPPPrP60Mi6jIzK\nl1xyCZNAReDG3SRAAiRAAiRAAtERoEIdHSe2IgESiDGBTZs2SePGjQWJoD799FMrRRTjS7C7JCVw\n4MABCylAcrGJEycK4qSvvPJKU6LxfsQRRyQpGU6bBEiABEiABEgg1gSoUMeaKPsjARKImsC2bdvk\n8ssvl+3bt5tSfcYZZ0R9LhuSgJ8AlGZkk4cS/d5778mOHTvMAo1a0W3btrWyV/723CYBEiABEiAB\nEiCBWBCgQh0LiuyDBEggywSg+KAkEdzAp0+fblnAs9wZT0w6AitWrAgmF1u/fr09P1Cir7/+eouR\nTjognDAJkAAJkAAJkECuEqBCnau4eTESIIFwBHbt2iWo94vMy1OnTpWaNWuGa8Z9JGAENm/eHEwu\n9s0331hWbmTnhiKNbN0UEiABEiABEiABEsgtAlSoc4s0r0MCJJAugb1790rr1q3l66+/lsmTJ0vd\nunXTbc+DyUUAiy7jxo0zazRi7lHHHHWioUSjbvRhhx2WXEA4WxIgARIgARIggbggQIU6Lm4DB0EC\nJAACSFDWvn17y/w9YcIEadSoURowKHvUsGFDOf7449Mc4478RQDJxeCxgLhoPA+HDh2SZs2aWXIx\neDQUKVIkf02YsyEBEiABEiABEkg4AlzST7hbxgGTQP4lgDJaH3zwgbRs2dKyMsNS7Ze+ffsKXHvv\nvvtu/25u5zMCc+fOldtvv93KqeFZQEb4/v37y6+//irjx4+3JGNUpvPZTed0SIAESIAESCBBCdBC\nnaA3jsMmgfxM4J9//pGuXbvKO++8I6NGjTLX3hdeeEF69+5t0y5QoIAgGdVZZ52VnzEk1dxWrVoV\nTC62bt06qVy5srlzI7lYuXLlkooFJ0sCJEACJEACJJA4BKhQJ8694khJIKkIoAxSz5495dVXX5VO\nnTrJ8OHDg/MvVKiQtGnTRsaMGRPcx43EI7Bly5ZgcrGFCxeaRdolF6tevXriTYgjJgESIAESIAES\nSDoCVKiT7pZzwiSQWAQQKztp0qQ0g4aVetmyZWbJTHOQO+KWwO7du81t+91337VY+aJFi9riCJKL\nITaeycXi9tZxYCRAAiRAAiRAAmEIUKEOA4W7SIAE4oMA4qmRpAzW6lCBlbpFixaW+Tn0GD/HF4GD\nBw/KtGnTzKX7ww8/FCQbQ+3xDh06WLw846Hj635xNCRAAiRAAiRAAtEToEIdPSu2JAESyEUCsEpf\nddVVltk5vcsuWbKEtYfTA5SHx+bNm2cZuuGa/9tvv1kpNCjRWCQpVapUHo6MlyYBEiABEiABEiCB\n2BCgQh0bjuyFBEgghgS+/fZbqV27tlky0+sWVmpYOlFSiRIfBFavXh1MLrZmzRqpVKlSMLlYhQoV\n4mOQHAUJkAAJkAAJkAAJxIgAy2bFCCS7IQESiB2B4sWLi0tKBaU5ksCVeOLEifLNN99EasL9mSSA\nUmX79u3L1Flbt26Vl156yRZBzjzzTBk8eLC54y9atMiysT/44INCZTpTSNmYBEiABEiABEggQQhQ\noU6QG8VhkkAyETjttNNk/vz5Mnv2bGnWrJkgAVnhwoXDIoDC/cADD4Q9xp3RE9izZ4+0a9fO6n+/\n+eabGZ74119/mSUa9+fkk08WKM2wRiNW+ueffxaUOatRo0aG/bABCZAACZAACZAACSQyAbp8J/Ld\n49hJIEkIwI34+eefFyh6qFENy3SoIF73ggsuCN3Nz1EQ2LBhgynSqAUNtueff74taISeeujQIZk+\nfbop0uPHj5e///5bmjRpYsnFEO9+5JFHhp7CzyRAAiRAAiRAAiSQrwlQoc7Xt5eTI4H8RQCJrV55\n5RXp37+//Pnnn6ZcY4awUtevX9/KMOWvGef8bD7//HNp1aqVwOLsX6hYu3atVKxY0QawYMGCYHIx\n1I6uU6eOKdHXXHONlC5dOucHySuQAAmQAAmQAAmQQJwSSKNQn1+3riycOzdOh8thkUByESh8xBGy\nYvlygQs0JYXA3r175a233pJ+/foJrKtwCUdprVmzZslFF10kf/zxhyCud9u2baned+7cKbt27bIX\n6iG7bbyjTyiUeKGsk9t276iPDLdzKO+hryP0Ph199NH2KlasWHDb7YPSWaZMGTnuuOPsHdvIco1+\n8lJefvll6dmzpw0Bln8nGNcdd9whJUqUMGv0Dz/8IIiNRq1oZOl2irZrz3cSIAESIAESIAESSFYC\naRTqE8qVky1q6dGMMsnKhPMmgfggoNZYue02oStz6tsBS+r69etNkf7xxx/l008/lS+++EJ+//13\nQT1juCVDIfYLkpxBiS1ZsmQapdcpwEWLFk2lKIcqz+jXKdfu3SneSOLlV9D921DiYVnHy6+0YhHg\n2GOPlVNPPVXKli0r5fRvb+gLY84Jgav2LbfcIsOHD4/YPXiAzbXXXmuKdK1atSK25QESIAESIAES\nIAESSFYC4c0j554rmp0mWZlw3iQQHwR++ik+xpFHo4B1ecWKFcHXypUrbRsJr2CNhhxzzDGmjNZV\nz5rDDz/cLMD16tVLZQ2GVRjH8lqgTEPp91vO4T4NC/tPeq/hVv3BBx/Ir7/+GpwfFgCQ6Ovss88O\nvmMbGbNhMc+KbN682TJwL168ON3TsXAxc+ZMxqWnS4kHSYAESIAESIAEkp1AeIU62alw/iRAArlK\nYOPGjZYEa+HChYIa1FD2oPhBYCU966yzTKHs2rWrveMzrLmwPCeKQAGG63dGMcewHmPRADHMWERw\nrylTpgSZwHpcrVo1Ky1Ws2ZNU3orV64sBQsWTBcHvB1aqPfRjh07zJKfXmNY6EeNGkWFOj1IPEYC\nJEACJEACJJD0BMK7fPfoIdK7d9LDIQASyFMCsFCr0pjfXL5hqYXCjHhnvFAaa9OmTYYaSjJKLUFJ\nxPs555wjp5xySp7ehni6ONzHv//+e6u7jdrbeC3XGHu4nkPJRpZzWOjxgtUeixFO4N6NBQlY9+G+\nHo0gzhtW9IwU9Wj6YhsSIAESIAESIAESyI8EaKHOj3eVcyKBOCOwbt06gYUV8c7IKg0LKRJeIVv0\nbRonDkUQCjQUOEpkAnBxBzO8nOzfv1+WLl0qsO5jcWLEiBHSt29fS6AGro0aNRKUw3rvvffcKVG/\nb9++3dy+L7vssqjPYUMSIAESIAESIAESSCYCVKiT6W5zriSQSwRghZ4zZ46gVvHHH38syBINa2mD\nBg3k4YcfloYNG5rLclbjgHNpGglxGWQYR8IwvLp3725jhgs9Fi4+++wzy4aOGG2wdonGkH0cLt3Y\nh+RoeA/3Qhu0pZAACZAACZAACZAACYQnQIU6PBfuJQESyCQBuBLDQjp69Gh5//33LfkWSi1dddVV\n0rRpUytnFQ/JwTI5rYRsfvLJJ1t5K5S4giC52yeffCITJkwwN3tYnps0aSLXXXedtGzZ0hTthJwo\nB00CJEACJEACJEACeUyACnUe3wBengQSnQCsn4jPxQtlrKpWrWo1jNu2bWsJxBJ9fvlh/MgMjlev\nXr0s0/jEiRNlzJgx0rlzZ8uA3r59e+nSpYvFXueH+XIOJEACJEACJEACJJBbBLJWdyW3RsfrkAAJ\nxC0BxEO3atVKKlasKK+99ppcffXVFsuLeN6HHnqIynSc3jnUvoYiPXnyZMsa/swzz9h9u/jiiy0J\n3Ouvvy579uyJ09FzWCRAAiRAAiRAAiQQXwSoUMfX/eBoSCCuCSA2GsmtkECscePGsmvXLrN0oszT\ns88+a9bpuJ4AB5eKAJLA3X777VYDG+XKkBm8t1Z4KFu2rDz22GOWPC7VCfxAAiRAAiRAAiRAAiSQ\nigAV6lQ4+IEESCASgQ8//FDOPfdcuf7666VKlSpW+gpWalimCxVi9Egkbomyv3r16jJo0CCrgQ3X\n8FdeeUUqVKhgGcP/+uuvRJkGx0kCJEACJEACJEACuUqACnWu4ubFSCDxCHz33XeWlRuK83nnnScr\nV66Ud955x5TrxJsNR5wRAbiEP/jggxYP/8ADD0j//v0FyeVQjotCAiRAAiRAAiRAAiSQmgAV6tQ8\n+IkESOBfAqhvjFjomjVrCjJ4L1q0SN5++205/fTTySgJCKDE1r333itr1qyRa665Rm666SZBPer1\n69cnwew5RRIgARIgARIgARKIjgAV6ug4sRUJJBWB1atXS506dcztd8iQIVbTGC7BlOQjULJkSXnh\nhRdk4cKFFlMNt39kCKeQAAmQAAmQAAmQAAmIUKHmU0ACJJCKwLRp0+T888+XYsWKCdy9b7zxxlTH\n+SE5CUCRnjt3riUxQ/1qWK+RpI5CAiRAAiRAAiRAAslMgAp1Mt99zp0EQgiMHj1arrzySks8NnPm\nTDn11FNDWvBjMhMoXLiwPPXUUzJ27Fh59dVXpVOnTnLo0KFkRsK5kwAJkAAJkAAJJDkBKtRJ/gBw\n+iTgCHz00UfSsWNHS0gFZYmZux0ZvocSaN26tcCTYdKkSfKf//wn9DA/kwAJkAAJkAAJkEDSEKBC\nnTS3mhMlgcgEli9fLh06dJAePXpInz59IjfkERL4lwBqVqOU2qhRo+S5554jFxIgARIgARIgARJI\nSgJUqJPytnPSJJBCAC67N9xwg9SqVYuKUQoWbkVBoEGDBvLss8+aV8OyZcuiOINNSIAESIAESIAE\nSCB/ESiU5ens3i0ycWJ0p+sPdTnjjOja5kUrTbSjtWAyvvIRR4i0aZNxu5xocfCgyPz5ImoVCsrf\nf4sGM4rMmydSokTg2Jw5Ig8/LFKwYLBZrmzs3SuiLsOyaZNo0VqR5s3DX3b7dpHBg0Xuvz/88fy2\n95tvREqXFilbNm5nhprSUIZgpT7ssNxbY9uxY4d88sknabgcc8wxcvzxx+ufjDOkePHiaY7HYscc\n/Z7AZRkxwSgFdcEFF6TpdteuXTJy5Eirx4xSYddff70cddRRadr5d6xbt06eeOIJefzxx+WUU07x\nHwpu79a/nZ999pnMmjVLnnnmmeD+zGz88ccf8sYbb8hPP/1kMe+XXnqpfuVz+Tv/74DvuOMOs1Ij\nSdnkyZMzMw22JQESIAESIAESICIoJXAAAEAASURBVIHEJ6D1ZVPJ8WXLemqm8qzwrB6J+L58uaez\n9+Sqqzz9BenJwIGeZjAK7Pu///MEr1tu8aRoUU/694/cT3rXyK1j7dp5ctJJntx9t6f1YQLjxtwa\nNPBkwABPHn3U07THniqteTOPP/7wNBOQJ3/+mfr6rVt78t57nmzc6EnjxgH2GPc//6Rul9Mcx4/3\npFo1T4YN8zRDUfrXbtXKU20p/TY5Pd7c7P/AAU+6d/fkiy8yP+cNG+yezps3T0ecc6LZmz2Ng825\nC0ToWTNEe4sXL/ZOO+00m2fz5s29t956y1OF1NNkV54q1t4VV1zhaWbpCD1kbbe6tVvfZfG3Tr8v\nBQoU8FSxTdXZypUrvRNOOMFTpd47/PDDrR3GuXnz5lTtQj+8//771lYVy9BDwc9oU758eQ/Xz4ps\n377dmIFRo0aNPF0E8XRBICtdxewcXRixea9atSpmfbIjEiABEiABEiABEkgEAtCXU0nUCvXChZ5c\ne21qJaFWLftRJVAAtVd7DR7sSb9+KZ/d/nh6b9nSk++/Txnjxx8H5nHnnSn79u3zpHLllM+5Nf5f\nfvGkRQsvFVNce9GiwBh37QqMCUp0166BfTmhUG/d6smUKWnnj0WII4/0tL5S2mOhjPAsqIIS9wp1\npLmGzifazwcPetK0aXSM/H3mgkKtFlV7Zr5QhT+vBMo8FFutbZxqCBt1oejqq6/2jtTna9y4camO\nRfthq97LKfrcOtHs1N6d+r0+qPcECv2MGTO8Y4891tMEbN7atWtdM6+p3q8lS5bYZ/Rx88032xi7\ndOkSbBNpY9u2bZEOBfe3b9/eq1ixYvBzZjZee+01D0q1E7WG29jU4u125fo7WGIBInRhItcHwguS\nAAmQAAmQAAmQQC4TyLp/J9wLo8nues01IiVLxrcpv149kbPPTn+McPe+6ab02+TE0bvuEtGMuqJu\nsKlk6lTRNMyixYIDuwsUSGmD7VgKyuKou2sat3hNSKTeDKJWfJFzzkn/ij/8IPLtt5FdwdM/O/eO\nRpprdkaA7wruY7du2eklR85dtGiRuXnXrl07R/qPptNIbt0nnXSSvPvuu3LWWWdJ27Ztza04mv5c\nG8SGw017vS+cA3WUkUAL7tFqmRa4Sl+jf6NUwZYFCxbYqWCCBG3VqlWzz8cdd5y5cMMdHq7iGUlp\nuPhnIOgrK+71f2uYR5MmTUQXAYJXQPw7JBLHYMMc3ADLCy+8UNf5FuXgVdg1CZAACZAACZAACcQf\ngazHUFevHt1sEAPpFIkZMwLxvlCwoWiXKpXSx88/i4wbJ6LxeGotDsTjIu5Uf9jqL89AOzXMquus\nyOLFgRjhSpVEAyBT+sAWYla/+kpkzx6RGjVELr9c9JdzShuN29Rf5iK33SZqcRW1rIr07p1yPL2t\n884TGT480AIKNuKp8Y7YZowZ87rqKtFf5yKffirq7h6IHUdsscZWmmIcqrgg5hhxpL/8InLRRaK/\n8FNGgH61LI0MHZqyD1sffyz6yz7A5YMPUo6tWpWy7d/KiAnaQuH9+usAD4wDSjxk//7APcC9K1Mm\nwLJlS1G38sACQ7lyGS+sHDgg8tBDokGfou7zgX4z8y/i9YcMEUHMOJ6Fpk1FqlYVdYEXeeutwL3G\nvXBx+ukxxXXRHxYDwAsLAaqg2IJFpLmeeGJgtBlxjPRsYeGjcWORO+8MPON5FYcfhrlaOjWSoYQ+\nxvocx6FgXIM15h4xzsOGDZPrrrsuOErEOCNmd8WKFVYv+3L9rru62fv1XkIpVgu0PrZlTHluqc8t\n4nxDY43V1VzU6qtfX/3+qpQvX17/dNQIXgcbJ+ozULNmzQxLiamlVv9EfaHrXMU0SuT8YB+///67\nfKDf1fXr11vyN104tTEFG0S5oe7nUqFChVStv9O/YZjDORktaqU6K/YfEPe+evXq2HfMHkmABEiA\nBEiABEggjglk3UKdmUlBEeraVeS33wIWSk3II1CGoYRCkNxMf6yawjFwoGgcc0C5g+XFn7QHStma\nNYF2deoElLRAD4F/YQVE+xYtRK64QvTXs0ijRiJIhAWB8oVEQT17irz8ciAx1n33pYwj0Cryv7gm\nLLKwVEMxdkoIEhrhurByQzHGYgGur9lvzYq/ZInI22+LwBKOJGJOwKFPHxEo6ji3VSuR2293R0Xj\n0EVwzaOPTtmHLSh4UCyLFBE5+eSUV2g7tM2ICdr07y8a7y7SqZPIf/8bOEcVDJN9+wJzwQdcS62F\n6uIdWIzQxEimxMJ6jWNQrpEQDQq0XzRBk93bcOPzt4u0DSs82D34YGChAso0BIs1qmAIFmOcMp0R\n05UrA/cH1kco91CsTzstsOARaa64VkYco3m2sFDx5JPoLW4ESbaQJCue5Tz9fkCRhHUZlmSIumPr\n+tNFllTsdv3OIElX5cqV9Wum3zOVfXovNf7atk/WZxNWbnUdF1ibQ+VnfX6gTMPCCimlC32wuIYK\n2qkreOju4Ofv9e8ZrN2N9G+O31KrccU2Fii8SFb2m/4dRLkp/zUwNyQpS++F6/sFSvl7770n9+nf\nMCwI5LXgOSqKRUQKCZAACZAACZAACSQTgVAX86hjqPFrLvQVLoYabZDkDIm9XPuff/aUsaeWwZR9\n990X2KcxjcF2NWp4qmgHPiMuuHRpT9PjphxHMjTXpyYzUgUrdayxJsix63TsmNKuQ4fAPo3JtHNX\nrEg55voKF0Ptjk2YEDh/yJCU8zZt8tQnNeXzmjWBNkh25s779VdPf817qtB7qnB6gthnjaFUbSal\nzb+xpKo5BPYh3viGG1KOu77wjnhpjf0M9o99iGcGV9cuWiann+6pIp9yHhKHNWuW8lkTR1m/b7yR\nsu/fmFK1Ogf2Icb8gQcC7Xr1Smn3+eeeLhqkfMaxrCYl69zZ0zTLqe8xxrF+faD/jJgilrl6dU9N\nninjQSw6kk5NnBjYF26u0XLM6NlCgjuN1VWrf8r13b0K954LMdTq5mz3TK28OoK8kV54JsLEUPtH\no+7X1gYJ2tT67FWqVMl75JFH/E08de+2BGKardz2I+EZ+tVs2KnahX5o2LCh118TJ6YniDHXrN2e\nWsXTa+aptdiuiThnJ+pO791zzz3uo8VuI376zDPPDO5Td207z75n+A6HeT355JPB9qq8el31b4Au\niFhb9TLw5s+fHzyeFxtVq1ZNNc+8GAOvSQIkQAIkQAIkQAK5TUDNnLkgsDgjfhbWV7yefjpg6VQ3\nyKDA6gmB5dqJWpy0LkzgEyxGsI7C+gsXasjddwfe8S+srDjXH2uM8k1wjxwxIuAejHYal2kC12yI\n/3qBPen/i3JQsCZjTqrDmmhpHVV8U85zVhq/W7y6Q5qVHhbsH38MuJ2j1BSs6I7Lr78GrKWwwsOq\nDzdx526c0nv0W9Ey+fxz0UztgX7hNQBLWDjXTb/VDu7PWnIoOG9Y6/v2DbB56SURzA0WbHgCwLIc\nCwEnuPLjfkLU5ddesIxD4MqfHlOU9EG4wJVXBtrjX7j2op/QMl/+uUbLMaNnC88mLKy4v3Ei1fUZ\nhdV2/PjxcTKi8MNwVnRYQFFqS7NwBy3K7gzEFiPGGOWk/OK3BPv3Y/sj/VsCd+6e8FqJIIjFVuVd\nJkyYYK7cEZrZ7lDX+ZkzZ2pVu3miSnvwNIwH7uD+cf2q3/09+myn94K7uhNwgCs83N5ffPFFe78N\nYSx5JHD1Rtk1uN1TSIAESIAESIAESCCZCBTK8clCqUJM6803B1yxM3NBJHNySivOg3LWrl3ANRqx\nxpqwSK2dgTYaR5mqRrO7zsUXBxRYuPrCNdvFY7t31y7adyha99wj0qWLaABnQDlDfHE6P8iDXUPB\nh2zbJvrrM6Asv/JKYF/ov1CukSDLLTSEHs/oM7hFywTu2lqT12Kz69cPKPXhkgv5lUwoh3ghPtgJ\nmMIVHtddu1bk+edFNQdRTcS1CCjqcK1GvDxqZ8MlP1pBX3gNGhRYhBg9OhDf7c7PiCkWDbDYEer2\nC7fxUHFzzQxH90y599A+XQI5LKpgsSgORLNby4033iiv6HMIpTKjOst5MWS4c6O+89EaMnC2LmZN\nRIiICuKU/XIxvusqiKn2i19x9e+HEoi4bLhNpyd368LdXeryD9fzzApc0yFqvU11auiY4I6eFUFi\nM81absnSNBO6Oj/sz5N4eCR6Q2w33N0pJEACJEACJEACJJBMBHzaUA5N2ykXS5dmXqEOHRIsvrCM\nIu4ZShWsi+gXGW+RUAhZeqGEQhF34mJr/0045HZn6x2J0hArDIWxfHmRKlVSK5aROt+wIXCkYsXA\nGJEUC/HGsPSGygknBBROWE+zIlAIo2WCuSDZGzKH44e9P87bf22nZGIfFgcQrwwPAiSPc4J4ZAji\npbFwMH164LP7d+fOgJW5R48At8z+AIeVWhVAdYsPxHG//77rOWOmSKT211+BcWdkSXNzzQzHlJGE\n30LSMsippwbe4+RfWD5h7eyrHgZPw3skzuTLL7+0EcECDQXSZbhG3LFTotGgnHoqFNbvkksu5qYR\nqrxiP5T0Pn36WMx1qFXZnYd3cIEijYRmWZE/kThPBVZqlzDN9eMf1wvq8QJlOD2pr4tddevWDduk\nsSa9+0y/j+nNJeyJMdiprubmFfDOO+/Y/YlBl+yCBEiABEiABEiABBKGwGExHanfmuw6RuIouF0j\naQ7ccf0C113n0u3fH24bPzb1B5sparDqIvv15s0BSyfawzIK5ROu5X6BAo7s1FBio5Vw8/CfC4sm\nMjZDoYS1OtpyWur+acnXoCyfe25AuXv9dX/PATfpV18N7IOivnVr6uOZ+RQNE7ifw3LbsWOKNRyK\np1+cconFCiedOwe2kBncL3AZR+I3KNnIRg5rrP91660BCzH2QYHPrLjs8L16idY1Sr14khFTlwUZ\nLvp+QdI65/Icbq7RcPT3F2kbzyv6x/chjgRlnl5SN/3/0yR4cKeOJ4EVWWtAm/Xz9X+/K67El1O0\n3XiXLVum61MHNI9fHdvlFFa4bPsFbtVYRBig5d6O8YWIbNb78wOy3f8rcIPXGByNarjB7bJ3ZPGO\nVlzmbbh+pydIUoYs4Om94OYeSeBu3QLJGHNZkCUemdebNWuWKgN7Lg+DlyMBEiABEiABEiCBPCNQ\nKKZXhns3BFZI3w9VUzoR3wdrJCxgOIbsylB0nXXzX0uOxQ4HeglkBYciDQUXL/yghuIHpQQWRtR7\ndTVf+/ULWCyhdNeqFegBiiEsmTjmrNawUEKgRPnLdgX2Bv71z8O/37+NrNhQRJG5HIpvOIH13MnG\njQELunN/hmKIrOWIA4cLNGJ40R5lsFwMKFxYIyk4OAdx1pij8wJwDHEMGcCjYeIyPMN9+tprkT5Z\nBBZBcMcxcHdx3GCJxQOME0oLlOrhwwNu+LgniA9GyTJc1ymmbv4ZvaO0GpTsN98MuPFHao95of45\nvAP8JcPQPiOmmtHaMqojIzf6QfgAyqZ9/rmo32/giuHmGg1HnJ3Rs7V+feC5xbXjTDpphvevdXGk\nnTJBqSmntObGMFFKCrLXt+CGbN6IWe6tJe1gdUWsM7JvQ87VhZPO+uzBxfknXZAr++/fEGTIPkM9\nUrr9W6YPsdEQWLJv0ud2qT63cBlHTWvEjo/GM/+voKwVFPQpKKWnAgbPaOb+jvr35mWEmqhAMUcm\nb7hvw1ocTpyVGZm8IbBsawI1XQt8R79e18oll1yiETCbrLQW4p9R8grZyUMXB8L1jX1gBGv2VZoD\nwrmRQ6n9VhcSnSt8pHNjvR/W9ys1HwHCBt7Cd4pCAiRAAiRAAiRAAslIIDQLWpayfGvmXQ3AVM3r\n3+y0yBA9alRKJmNk6L7//kCGY7RBpmNk9T50KNAGmaCR8RrHkLV58+bA+S7zLbJEI4PziSd6+qvU\nk/ff97QklaeZglKuAVPSV195Ur68p9ZjT3+BBzJkv/JKSpuhQz0t7xS4Tvv2nvphphzD+X//7amp\nztNfuIE2xxzjqdLsaTxw6nZoi1f37p4Gn6Y9hvFjLvXre6r8BeaObOVjx6Zu+/33nrpOB9qivWbJ\nVZf2lDa//+7pooOnSaxS9uG6w4d7csIJgfN69/bUtdpT7SPQFv1g3x9/BM7JiAn669IlcE+Q7fv1\n1z1VVAOZrxs18nThIdDPpZcGrqcZkQXZp3Eesmbfe6+nimyAG7KaDxqUeqxo539ptuOwWb5POy3Q\n//PPp27vP9dt//ijpyXGwrfLiOkvv3hauxxFgAOvBg08VeRT9xVurhlxzOjZQmbvUqU8dYFPfS03\np3DvuZDlWy8bFFViPVX6PI1N9qZNmxbcn1Mbqgh6WvLJ09hou/dax9jTpFb2UkXN09huTy3nnlqU\n0wxBFUtPy2V5VapU8Ybr92Go8sc5qmCnanvpv/cSmbw3KE/ML/h3Ct8V30ut1naulrzyNOlXqmOu\nXZEiRTyMO5zogoSnyrqdh4zXH2u1AMiP+rxqEjLbj+zeyEau1mSvXr16HrKBYy7RCrJ7qwu6p9Z3\n6/Phhx/21NKeYfbxaPuPtp0mUfO0LrdXXv/eYn4UEiABEiABEiABEkhWAgUwcf2xGJQTypWTLYhv\nVctQzAUWKGSuhssrrIWZFVhAYZFFwi5n2Q7tA9OB2ybcv+Hii+zTOSWwksOyieRafsH4YB1DzWG4\nhm/ZEoi1jmS1RWw1joWbE2LFYRH+10rmv0zU29EwAS9/nWhYqP3s0AeSyyGBWajAUg7XfbjVO2t5\naJuMPuN6yN4O62008arI9p3eM5QeU4wFXgh4lhB/HyqR5hoNx9C+3GfEeiOJHjwzohUw1e8j4m8v\nQEK9XBBYYf+rtciHDBmia1bPipa0yoWrZv0SO9UbBu7OsFJrWas0HeHPGyzCqEWd17JNcwog6Rsy\ndCNreWhStcyMDzHgqM2dF0nkEDN99dVXW6z6JA29CY0Nz8w82JYESIAESIAESIAEEp3AYbk6ASS8\ngnt0eopQegNS10L9FRle8XTnQTFFeS24ffsVQnc8Vu9wjYYCGapMh/aPuWIBIZIyjfaqNIVVpnGs\na9eAe3pobDiORSvRMPEr0+g3lB36iKSU4J6cfnrWlWlcDwo1XMo1FjMqyegZSo8pLoD7Fk6ZxrFI\nc42GI84PFcS+QplGWa84l4IaGqFWU4svvv/++y02FgppvApioJGoK5wyjTEjjjoelGmMBeXJoExD\nsqNM43ytO53ryjTc8LUWtlx00UUWEjB79mwq07gZFBIgARIgARIggaQmkLsKdaKjRikplOuC1Rnx\nw8g2Hk5gPYW4WOzAp6z9C4vv8OGBpG7IYp5fRa1e8tRT0WVLTyQGsJQjb4CWZ8pyCbQ8mK+6U1vs\nMWKUEXeMOOLQ5F55MCxeMo8IzJkzR/Mp1tT0CP3sWUDyNJQxo5AACZAACZAACZBAshOgQp2ZJwAu\nwlBqoeA++GDAjTv0/PXrRR59NLAX5aeQZAsu0dkRWIu1fI/V3M5OP/F8rpb9SSSFM2qUsN7jeYlk\nDY+6o9xviHJR32iWfCQGQ1bsappVXeOCc38gvGKeEVizZo2mSLjGrNIoSwb3+luQkJFCAiRAAiRA\nAiRAAiRgBKhQZ+ZBOP98Ec0GbC9kiA4nJ50kmthMBDWHYdFu3Tp8nelw52a0L1yMdUbn8HjeEkAs\nPVzFE1QQp/vII48ISjYhMzayViOeGxmlQ9IvJOgMOexwBHC/NSmcZSjH9lQtcYes6y6jerhzuI8E\nSIAESIAESIAEkpEAFerM3nXEcaeXeAsWScTn+l8JrFBlFg/b508CUKTe1TjwJZo7ANutWrWyck+D\nNGkeEmxREp8AFkhQLgyLJijlpdnO7Z4vXrxYqxRenvgT5AxIgARIgARIgARIIAcIUKHOAajskgTy\nK4FzNHM+4mdXrFhhNZXvuusuOUm9Mm7TOvPI/kxJPAKbN2+2jO5naTLHyy67TMup/2XWaNTIhrs3\nErtRSIAESIAESIAESIAEwhOgQh2eC/eSAAmkQ+DMM8/UkuODZOPGjfL4449rCfivLPMzLJt9+/aV\nVatWpXM2D+U1AZTdGq6x/VdccYVl6kayMWwjRvrTTz+V5s2bU5HO65vE65MACZAACZAACSQEASrU\nCXGbOEgSiE8CKN90p2a9X6q10mGhhoXz1VdftdhbJDF7+OGHNY/fAsZbx8Ht++WXX6wkGhTn448/\nXrp37655AI/Uam6jrFb3wIEDzdU7DobKIZAACZAACZAACZBAwhAooHFznn+0J2gm1y09eoim9vXv\n5jYJkEBuE9CSVahRPm/ePEsEltuXz+r1/tFs+F988YWMHz9ePvzwQ/n555+tBjPicJs0aSINGzaM\nWDc6q9fkeWkJwHV71qxZMn36dEsqtmzZMquDjXvQWpMltmjRQlDHm0ICJEACJEACJEACJJB1Apph\ni0ICJEACsSNwmCbtg9KMF6yeiMWdPHmyfPLJJ3LzzTdrFbm/5fTTT5f69etbOaaLLrpI4EJOyR6B\n7du3C+pFz54921zw4Rlw4MAB8xaAEv3cc88Z8yJFimTvQjybBEiABEiABEiABEggSIAKdRAFN0iA\nBHKCAFy/8brvvvtkz549ZjX97LPPTOkbMWKE7N+/X0qWLCmoe12jRg2pWbOmvZ9xxhmM441wQ7Zt\n22Y1wpGJG7XC8frxxx+tNZKLXXzxxXLrrbdKo0aNLGlchG64mwRIgARIgARIgARIIJsEqFBnEyBP\nJwESiJ7AUUcdZSWYXBkmKNNQChF/jRdcxJ9//nmLuT766KOlatWqZmGtVKlS8L1ixYpSCOXrkkCQ\ngRt1oP2v77//XhAPDSldurQtQHTs2NHCAi688ELblwRoOEUSIAESIAESIAESiAsCyfGrNC5QcxAk\nQAKhBI444gipW7euvdyxXbt2Wb1r1LxGeS4ok1OnTrXEWWhTuHBhqVChgpx88snmOo662HiV03hz\nvKOMF/qNd0GsOSzNP2msPF4bNmxI9b527VrZuXOnTQOLC1hUOPvss6VBgwaC8mXVq1dnLHq832SO\njwRIgARIgARIIN8ToEKd728xJ0gCiUUAymO9evXs5R/5n3/+acr1woUL5cUXXxQk2YKgzBMSnyFe\n2Enx4sUtEVqZMmVSvR977LFSrFgxwTXw8m/Deg5lHdZv/wv7ChYsKFCADx48aC9cy23jfd++fYKF\ngN27d9u7fxtKMRRnvLZu3Rp8R8wz+oSg1jMyb7uFAbhqd+nSReC+DSUaiwcUEiABEiABEiABEiCB\n+COQJsv3qepO+cu/sXjxN1yOiASSjwAUSMQVU8Qs123atLG467Fjx1rta3CBYgr3aFh6t2zZkkpx\ndUosFFrUX3bKrl8BjzVbJGYrWrSoKe1Q7uGafdxxx4lfwcc2Xqeccoop0olgVY81J/ZHAiRAAiRA\nAiRAAolOII1CjXjGdevWJfq8OP5MEli8eLEMHjzY4ldRm5YSHwSQkfnKK68UKGjJLkhg1q1bN1Oi\nx4wZY8podpggfhvKtVOwkTDNb3UOtULDSu23XGPbWbShDIdau2F1ppAACZAACZAACZAACeRvAmkU\n6vw9Xc4uEoEdO3YIkj310Brkjz32WKRm3E8CuU4Aim3v3r3lpZdesvd+/folTVKyXIfNC5IACZAA\nCZAACZAACWSKABXqTOHK342hqDz55JOCZEhwRaWQQF4TgBt3u3btBB4Uw4YNk/bt2+f1kHh9EiAB\nEiABEiABEiABEggSoEIdRMGNvXv3WtZkxKjCGkghgbwkMGvWLFOmEYM8btw4qVKlSl4Oh9cmARIg\nARIgARIgARIggTQEGJiZBkny7kDs9KOPPiqDBg1iHH3yPgZxMfOBAwcKMl3Xrl1bFixYQGU6Lu4K\nB0ECJEACJEACJEACJBBKgBbqUCJJ/hlJmWAJPP/88wVJoCgkkJsEkBisa9euMnr0aOnbt6/cf//9\nVlIqN8fAa5EACZAACZAACZAACZBAtASoUEdLKonavf/++3LNNdfIt99+K+eee24SzZxTzUsCiN1H\nuMHGjRtl5MiRcvnll+flcHhtEiABEiABEiABEiABEsiQABXqDBElXwPP8+SCCy6wurmTJ09OPgCc\nca4TmDRpknTs2NEyzSNeuly5crk+Bl6QBEiABEiABEiABEiABDJLgDHUmSWWBO1RPxcZv6dMmSJf\nfPFFEsyYU8wrAli86dOnj7Ro0UJatWols2fPpjKdVzeD1yUBEiABEiABEiABEsg0AVqoM40seU64\n7LLLZPfu3TJ37tzkmTRnmmsEUPscVukZM2bIgAEDpHv37rl2bV6IBEiABEiABEiABEiABGJBgAp1\nLCjm0z4WLVpkycngggvrIYUEYkVgyZIlFi+9f/9+GTt2rGXzjlXf7IcESIAESIAESIAESIAEcosA\nFercIp2g10FysqVLl9qrYMGCCToLDjueCCB7fLdu3UyJHjNmjJQpUyaehsexkAAJkAAJkAAJkAAJ\nkEDUBBhDHTWq5Gz4xBNPyOrVq+Xtt99OTgCcdcwIHDhwQHr06CGdOnWS2267TaZPn05lOmZ02REJ\nkAAJkAAJkAAJkEBeEKCFOi+oJ9g1EduKbN8//PCDFClSJMFGz+HGA4HNmzdLu3btZPHixTJs2DBp\n3759PAyLYyABEiABEiABEiABEiCBbBGghTpb+JLj5EcffVS2b98ur7zySnJMmLOMKYFZs2ZJjRo1\nZNu2bTJv3jwq0zGly85IgARIgARIgARIgATykgAV6ryknyDXPvHEE6Vnz57y9NNPy86dOxNk1Bxm\nPBAYOHCgNGzY0OKlFyxYIFWqVImHYXEMJEACJEACJEACJEACJBATAlSoY4Ix/3dy7733CmoGP/vs\ns/l/spxhtgns2bNHOnToIL169ZLHHntMxo8fL8WLF892v+yABEiABEiABEiABEiABOKJAGOo4+lu\nxPlYoEz36dNH1q5dKyeccEKcj5bDyysCeD7atGkjGzdulJEjR8rll1+eV0PhdUmABEiABEiABEiA\nBEggRwnQQp2jePNX53fccYcce+yx8vjjj+eviXE2MSMwadIkqVWrlhQqVEhQx5zKdMzQsiMSIAES\nIAESIAESIIE4JECFOg5vSrwOCRm+YaEeOnSorFmzJl6HyXHlAQGEA+DZaNGihbRq1Upmz54t5cqV\ny4OR8JIkQAIkQAIkQAIkQAIkkHsE6PKde6zzxZUOHTokVatWlerVq8uoUaPyxZw4iewR2LFjh3Ts\n2FFmzJghAwYMEJRZo5AACZAACZAACZAACZBAMhCgQp0MdznGcxw3bpy0bdvWXHrPO++8GPfO7hKJ\nwJIlSyxeev/+/TJ27FjL5p1I4+dYSYAESIAESIAESIAESCA7BKhQZ4deEp9bu3ZtKVGihEydOjWJ\nKST31EeMGCHdunUzJXrMmDFSpkyZ5AbC2ZMACZAACZAACZAACSQdAcZQJ90tj82E+/XrJ9OmTZOZ\nM2fGpkP2kjAEDhw4ID169JBOnTrJbbfdJtOnT6cynTB3jwMlARIgARIgARIgARKIJQFaqGNJM8n6\nuuKKKwTxs/PmzUuymSfvdDdv3izt2rWTxYsXy7Bhw6R9+/bJC4MzJwESIAESIAESIAESSHoCtFAn\n/SOQdQBPP/20LFiwwGJns94Lz0wUArNmzZIaNWrItm3bbBGFynSi3DmOkwRIgARIgARIgARIIKcI\nUKHOKbJJ0C8Skl177bXy4IMPCrJ/U/IvgYEDB0qjRo0sXhqLKFWqVMm/k+XMSIAESIAESIAESIAE\nSCBKAlSoowTFZuEJ9O3bV9atWydvvvlm+Abcm9AE9uzZIx06dJBevXpZnenx48dL8eLFE3pOHDwJ\nkAAJkAAJkAAJkAAJxIoAY6hjRTKJ+7n99tvlo48+ktWrV8uRRx6ZxCTy19TXrl1rJbE2btwoI0eO\nlMsvvzx/TZCzIQESIAESIAESIAESIIFsEqCFOpsAebrIww8/LH/88Ye89NJLxJFPCEyaNElq1aol\nhQoVsnrjVKbzyY3lNEiABEiABEiABEiABGJKgAp1THEmZ2cnnHCCuQSjlBYUa0riEvA8z1y7W7Ro\nIa1atZLZs2dLuXLlEndCHDkJkAAJkAAJkAAJkAAJ5CABunznINxk6vrPP/+UihUrSteuXQXZv6OV\nX3/9VVauXCkNGjSI9hS2yyECKIHWsWNHmTFjhgwYMEC6d+8e1ZV+/PFH+eSTT8zdv1mzZunWpJ47\nd66sX78+w36POOIIczfPsGEeNdi9e7dMnDgxqqvD0n/GGWdE1TbWjRYuXCiVK1eWo446Ktj1999/\nL1OmTJEffvhBLrzwQouJhyfCVVddFWyTWxtLliyRL7/8Ug4//HC58sor5ZRTTgl76ffee0/Kly8v\nF1xwQdjjibDzhRdekCJFiljt9mjH+80330jp0qWlbNmy0Z7CdiRAAiRAAiRAArlMgBbqXAaeXy+H\nRFUPPPCAKWKbNm3KcJoovXT33XebEo5EV5S8JQDFBoqfU3CiVaafeeYZ6dKli1x66aVy+umn28LI\nV199FXEyL774ot13KApYTPniiy/k+uuvl8GDB1s5rlWrVgna/Oc//4nYRzwc+Omnn2zcY8aMsaR8\nv/32m/zvf/+zfb/88ovghblhgWny5Ml5MmQo/BiXX5lGzXiw7dmzpymnPXr0kLZt2wruR24KxnXz\nzTfL/fffb4r8LbfcElGZxqIAFnpye4yx5oG67W+//Xamuq1WrZotUGLRgUICJEACJEACJBCnBNTF\nk0ICMSGwb98+Ty0pXrdu3TLsb/78+Z4qb55+LTz9UZ9hezbIOQLvvPOOp8nkPPUS8LZs2RL1hdTK\n6R122GGeKjrBc4YMGeKVKlXK+/nnn4P7/BstW7b01EIa3PXxxx/bM3DnnXcG9+E5Uqtq8HM8bqiS\n52nJuFRD0wUJm4uGPQT360KBp6EQwc+5tfH88897r7zySprLqSu/pwtZwf2q+NuYH3nkkeC+WG68\n9dZbabpTjwZPra6eKslpjoXuUE8ATy3XNsbXXnst9HCefw43v0iDwlw0a36kwxH3Hzx40GvatKn3\n3XffRWzDAyRAAiRAAiRAAnlHgBbqOF3oSMRhwU23T58+AksM3EnTk/PPP18qVaqUXhMey2ECBw4c\nkDvuuEM6depkbqjTp09P1107dDiImUctcrycwJIId+g33njD7Ur1Xq9ePTn77LNT7Qv9gOfopptu\nCt0dV58LFiwYlRX9mmuukZIlS+bq2JctWyaqTMutt96a5rrTpk2TEiVKBPe77QIFCgT3xWrjs88+\nM68Vf39///23tG/fXo499lh5/fXX/YfCbsOCjTr38Sjh5pfeOIsWLZqlKgh41u666y7Rhcr0uucx\nEiABEiABEiCBPCJQKI+uy8vmUwI33HCDPPfcc/LQQw8J4h4p8Ulg8+bN0q5dO1m8eLHAbRlKTmYE\nLrtw7cb99gtiRE877TS7948++qj/kG3fc889afaF24FwAAjCBxCfDRfqiy66yFzLXXu13AmUGrWS\nS506dSymGS7jajmWM8880zUTXa8092vMFcoJFnIuu+yy4PFdu3aZW/aKFSvk1FNPtfJgePfLnDlz\nBMogFgPUKmmu7Y0bN/Y3CbuNRQvEBw8fPlygtMKFFwsQf/31l3z44YeC4w0bNrTEb5jjhAkTTBGG\nu/jUqVPl5JNPNsU9tBwd4tzhvg1lHUq7egUEr+9cz/1KMuLcZ82aJfv377ecBR988IG1V2+A4Hmh\nG3Cxxj1GLfIaNWoYF3+fe/fulc8//9xcscEVCzMYLwT3BTHZaD9o0CA56aSTBInuoBwvWLBAhg4d\nKlAw0xOEguA+VqlSJb1m6R7DGFHSTz0jZOvWrXaf3VgwZvXIMOZ4hvB98NdYz8r8kIdg1KhRtkCF\nOHW1Kkvv3r0tWz6urx4ZFiJx6NAh+97hmYLgecOzhfv6zz//SPXq1e3lJodnTb04ZNy4cXGdW8CN\nl+8kQAIkQAIkkEwEaKFOprudC3PFj9SnnnpK8IMdsY+U+CMAxQoKEuLYoZRlVpnGjNatW2c//E88\n8cQ0EyxTpoysWbPGFNk0BzOxA0oZPB6ggELZQNZx1DyHQHGBAodyXm+++abFKiPh2auvvmrK7u+/\n/x68EhZ3MB4oJFC88dkJYsahqBcuXNj6RpZ6JPFysa4bNmywZFloAwUPsb6PPfaYwDofjUDRhbIG\ni/unn34atOZDmYTiBMUZCafeffddU7axkHDbbbeJuuGbMgYPggYNGpjijetBAUNcNhY0mjdvboor\nFgiQaAwC6zRitq+44gr77P7B9Y455hj7eNxxx5niC+UXymU4gUUU8fFQgtHXvffeK40aNZLt27db\nc3ghINEaFP377rtPsLgBRlBCIVD0sXgAb4OzzjrLFEbsh7KJBGhLly61/ooVKyaXXHJJmvhoLKRA\nefzvf/+L07IkYHvuuefKddddZ9ZwJEtcrwnxOnToYIsQUOqh7M6cOdOYwrvCSVbmh4UWJFVDfPrL\nL79s8eFgg7liQQU5BpBnAoK/k2CLfAF4NsprwjXcCw2ZMKZQqEMFfJ988snQ3fxMAiRAAiRAAiSQ\n1wTyztucV87PBFRx8TRRVbpTVGuZxUYyhjpdTDE9qNm7PVUePbUeejt37sxy32pJtXv3+OOPp+lD\nM33bMVXY0xwL3REuhhpt1GrsadZ4D3GnTjSZlvWrirPtUuXNPquF11NLr+1z49KEXPZZlVaL11Xl\n3D7jnyeeeMK28fypMuqFxg9rkjRPrcre8uXLrd3q1avtOroI4SGeVS2NXri5hYuhtg70H5yr5ceC\n48R+dcm2PAKuDWKK1aLrqVLsdnla492ure7Rtk+9Pzy1/AePI1Zd/w/xmjRpYvtUMbfPuuARbOM2\nNm7caMcGDhzodhlfnO/vE3HBaqn1/LHgavm3c13c84gRIyx+XhPLWV9q/bfjyI3gRBdAPLW8uo+e\ni9dWZdFTxdz2o19dlPFUsbbj2Il7pkqw5/rGc4oxZiWGWjNr27nvv/9+cByq5Nq+sWPHBvep5dxT\n5d9Ty7Hty8r8cKIq69a3LgZYP+r1YO/4p02bNt7xxx8f/IwNPGO4LvJO4JkNfRb9jfHd1cUID88t\nhQRIgARIgARIIH4I0EKd1ysa+fT6sODBIgcXRkreE4DbLixzvXr1MqsvrK1+99bMjhCWRYjfBdj1\nAXdWWCazEzsMSyasnbCMwiqNF7KCw50c1mYI3MtxfeyD1RMC6zIEWbghOA4LKdyi4foLce7kcCVH\nyTaUjvKLKqdmCXZx4M6Ki7JOsCzCwotSRpkRzAPWbudqDVdvzANWXCewImMefhdnWDixz2V5Ruml\nb7/9NsgEVlfMz1nk4bYOQW34rEr//v3NLd5ZtNEPXK8rVKggqmgKSuTB6gtruCqIArdxWIMhuvhg\n7+4f//PhsnTD0wAx1BD0iznBIqwKs+2D1Rb9o+/sipvDOeecE+wKvCCwXjuBlR/u8K5CQVbmh77c\ns+JKkKFfJ/hOhAqeV1WizTKtCx2iCyihTYKfMRd4ArjnP3iAGyRAAiRAAiRAAnlKgDHUeYo//14c\nbpyoSQyFADGT/h/W+XfW8TmztWvXWtylWiit/jDcpLMrLsYYscChgphkKEpQPrMqarkTuJMjuVZm\nxF1T1yyDp8H9FvGxUORQ3gvu1VDWnJu0WxxwJ1x88cW26ZRTuGxDXN/2IZP/oDQV6rRr9m2L8YZb\nNuJ6MxKUvIIbMdzz4Y4OhQ/lpuAuHE7QDt81LDZkRcAN865bt26a08EFsdhYhEA9aDCEMohrIckg\nBG7sfvF/751yG7oYATd8CPpFMkMsOmDRAy7fECwGQbCQgH1oHy7UwBpF8U84xRYu/xD3POOeZ3Z+\nON89K+4d+zISLLbA/Rwx9FiMcotDoee55xTt3MJRaBt+JgESIAESIAESyH0CtFDnPvOkuSKsZ/gR\nrO6WSTPneJvopEmTrL40fqQjpj0WyjTmCIUaFlV1OU4zZcT3ZvcHP5RXJBiDJTe7gnhUWEcRm4wk\nWogfh0XXWUkRe+0Xdc22mOrsWNj9/WEb80G8Lu4BrM34TsAKmpHAagrLPJRxp6QhJjeSwCIKpdgp\nhpHaRdoPBRjzxiIYlDu/IGYaguNQrBHbDsUaccFgFk78CjUWWSCLFi1K1RQx5FBojz76aFMq4V2A\n+tjuhSRrECQ5xD4k+sqO+McU2o87lpX5hfYV7Wc8k/i+YEEB8fmRBHkDIG4xK1I77icBEiABEiAB\nEshdAlSoc5d3Ul0N7qxQGpAECq6KlNwjAKWqjyb0giUTltnZs2dLeU18FCuBlU9jmuXrr79OZZWE\nOzDcfqNNdOa3JPvHBndcKIWhpZVgpUXisWgFCikSfEFZg7UbCwzIcA5LZ+3ata0b507t+oQrMxR5\nZzl1+zN6jzQXdx6ST8FdHPcFips/M7drE/oOZR8u1UhABhd9uF3DNdol/3Lt4YoNRbRq1aq2Cxml\nsyrgAi8DLIb5BYsSSDgH5R5zACOMCxJqmcY+zNGvlMMNHe70eGb8gucFfSHpFhKfwQLrfzk3cizQ\nYT/6yGnJyvyyMiY8z0j+pvHclt392WefTbPg4PrFcwumeAYoJEACJEACJEAC8UOACnX83It8OZK+\nffta7KiLR/VP0llc0ivd42/P7egIgCsUHSggUD6RBTurLsDpXRGZoHEtKANOUIILCrwmYHK70n2H\nQgHRxFOp2iHmGZY4uP5CyYAbMiyUqMWL7N4QxN1CiXWlh7AP1nGIUzhxHEq5U3ZhoYfLMV5Q2jt3\n7mwWYxdzjXORBR3WWFf311l7Xd9oE04izcW1RUZsZK1G9vJI1mksPDlXc5wHtvXr1w8qrig7BqUS\niicsm1B6NaGY8YOlF9Z3uImHs2K775ljg/6xAAJxx7CN/AdYMMFChBMozFDucQzWdjCBggfXdXBx\nixxwSXcc4JYN6zoywiPsAOfA5R1eDShD5gQ8kMX9xhtvdLuiesd4YCFHZuxIgoUBCBZWnOC5gbi4\nc2y7e+w4ZHV+rh+XDR19O8EY8Jz7FxeRxR1u8+ANtvCawMKL/x6589evX28eJjnxXXbX4DsJkAAJ\nkAAJkEAWCOgPTQoJ5CgB/dFomXz1x2bwOvpD3FOlyTLiqtXL0x/Fnv5ADx7nRtYIINsysmNrSSRP\nLYFZ6yQTZyEjtSp8nrrlesiorKWporqPqgR7L730kqeurvYMaHytZd9WxSt4dY1x9tRN2I7rnzZP\nra+eWkntOLJ/Izs89qvl0zIkI4t169atbZ8qy566V3uqmNizp7WpPWR6VuU8VSZlHNeEZ54mAvO0\ntJGnsayeJh/zVMG26yALtdbatj7xnGrCLg9j94uWHvO0VFJwnMhyrknV/E2C28hcjazWqlQF97kN\nLcnlqbLqqdLtqeLsYczqYeCp0uuaWAbs+++/37I9Y+7qyu8ha7VagoNtdBHLxhzcoRvI+o3s5ThH\nlVdPLfWWRVuVWNunibo8TSAYPEXrT3vq0WD3U5O5WX9q4Q8eV4XYsparImjMwatmzZqeuoN7uoBj\n7VRRtvGVKFHC82cW11JlVgEAGa21DJSniz+eKuLBvkM38HcD4w7N8q2lzWw/+g/HE2PEc4BzdeHE\nGGBMyLiOfbjPyLKNdpqYzvapZ4Wncdy2D1nZMzM/PDv43qFv9IPnAqIx4DZ/9UiwYxoz7eE5x31G\ne11AsXZaE9tTK7210VJlnlrmbT/+UWXcw/nTp08P7uMGCZAACZAACZBAfBAogGHoDwAKCeQYAbif\nIhMzYi1VGcix6yR7x3D7hVUVLruwFMM9N7cEVkoknXLJnWJ5XWTHhqsrLLBZEVgEYWGFtTRSH7Ac\nIhEajiMJWE4Jst6j7jFqtYdK9+7dZdiwYWZxhxUXPCNlYocFE5ZfuP/CIu0XWFlhfYfl12Wd9h+P\ndhv/NSBJGKy8yJINK6pfwBTjQCw9BO3huq0lx4LNwBWx33C5DxVYs2G1z06sOpKwwcLrMoSHXiM7\nn7M7v+xcO/RcxNwjmd6HH34YeoifSYAESIAESIAE8pgAFeo8vgHJcnm4paIsDFw/XTKoZJl7Ts8T\nSgwSXqnF197hOhopU3BOj4X9p08AseVwew6XWMqvUKffS8ZHERcOl+1BgwYFk5llfFbitUApNMRp\nRxtikHgzDGQ/R7UElJLDAgSFBEiABEiABEggvggwhjq+7ke+HQ1iYWG9hLJHiR0BxLE2bNjQLJuw\nSj/33HNUpmOHNyY9qTu4qCu6dO3a1WK3wynTuBDKQ8Ga7mJ8s3NxlK2D8o7vHSyt+VEQ/w0rfn5W\npuGdgVwI8FygMp0fn2LOiQRIgARIID8QKKjZTPvkh4lwDvFNAO6icAWFqyuSD0VyZY3vWcTX6JA8\nq3HjxmahgysxFGtK/BF46623LKs4MnzDYhzqOo0Rw50XbstQpuEmrbG1gqzY2RGEWcD1G9dDIrH8\nJpiXxnnnt2mlmg9c6jt27JjGrT9VI34gARIgARIgARLIUwJ0+c5T/Ml1cWRjRi1aKIGawCe5Jh/j\n2cJ9Hm7emlhJNDkTFyhizDfW3SHDczhF2l0HSrQ/nQXa0iLp6PCdBEiABEiABEiABOKXABXq+L03\n+XJkUP66dOkiqPVbqVKlfDnHnJwU3ILhOjx69GhBSTIkeUPCLgoJkAAJkAAJkAAJkAAJkEDuE6BC\nnfvMk/qKiOesXr261fn11y9OaihRTh4J3RAvquWhZOTIkVaTNspT2YwESIAESIAESIAESIAESCAH\nCDApWQ5AZZeRCaCEDuKox40bJ1qnNXJDHklFQOsGS61atSzh2KJFi6hMp6LDDyRAAiRAAiRAAiRA\nAiSQNwRooc4b7kl/1YsvvtiUQ9TKpUQmgLjaxx57TB5//HHp3LmzJa4qUqRI5BN4hARIgARIgARI\ngARIgARIINcIUKHONdS8kJ/A7NmzpV69evLJJ59IkyZN/Ie4/S+BHTt2WIZfZPAeMGCAoE4xhQRI\ngARIgARIgARIgARIIH4IUKGOn3uRdCNp2bKl/PLLLwIXZibWSn37lyxZYvHSyA6NWPPatWunbsBP\nJEACJEACJEACJEACJEACeU6AMdR5fguSdwCIpYbiiIzVlBQCI0aMkDp16kjZsmXlm2++oTKdgoZb\nJEACJEACJEACJEACJBBXBGihjqvbkXyDufHGG2XWrFmyYsUKKVy4cPIB8M34wIEDVlv6pZdesvd+\n/fpZnLmvCTdJgARIgARIgARIgARIgATiiAAt1HF0M5JxKEi4BbfvIUOGBKc/ceJEOfvss+Wmm24K\n7svvG5s3b5aGDRvKsGHDZMyYMfLcc89Rmc7vN53zIwESIAESIAESIAESSHgChRJ+BpxAQhMoV66c\n3HrrrZbF+swzz5QHH3xQ5s+fb3OCxTYZBBb6du3aSfHixa2UWJUqVZJh2pwjCZAACZAACZAACZAA\nCSQ8AVqoE/4WJv4E2rRpI3v37pXLLrvMEpS5GW3YsEEOHTrkPibk++7duwWlryLJwIEDpVGjRhYn\nvWDBAqEyHYkU95MACZAACZAACZAACZBA/BGgQh1/9yRpRgSFuVOnTlK/fn3Zs2ePzduvQB88eFDW\nrVuXsDxQ9qpixYrSrVu3NHPAfDt06CC9evWSPn36yPjx481CnaYhd5AACZAACZAACZAACZAACcQt\nASrUcXtr8vfA+vbtK6eddppl+IYFF8pzOFm1alW43Qmx76677pLff/9dhg4dKm+88UZwzGvXrrUs\n3lOnTpUpU6bIAw88wLJhQTrcIAESIAESIAESIAESIIHEIUCFOnHuVb4aKSzPsEZHUqQxWWT9Xrly\nZULO+7PPPpPhw4cHXda7d+8uCxculEmTJkmtWrUs4Rjqb19++eUJOT8OmgRIgARIgARIgARIgARI\nQIRJyfgU5AkBWGyPOOIIGTx4cMQYY1iuE1Gh3rdvn2UoP+yww+Sff/4xvphLkyZNzGKNUmGvvfaa\nFClSJE/Y86IkQAIkQAIkQAIkQAIkQAKxIUALdWw4spdMEoCy+frrr1tW70inwnq9dOnSSIfjdr8r\nBeaUaQwU1vg///zTko7BBZzKdNzePg6MBEiABEiABEiABEiABKImUEAtZ5FTEEfdDRuSQNYJINN1\nz549w3ZwzDHHyB9//BH2WDzuXLJkidSoUSNomQ4dIxYS7r77bnnmmWdCD/EzCZAACZAACZAACZAA\nCZBAghGgQp1gNyy/Dvfdd9+VG264wdy/Q9d4fvvtNylVqlTcTx1W6Jo1a8ry5cvTjQ3HRMaOHSso\nF0YhARIgARIgARIgARIgARJIXAJ0+U7ce5evRo4SUhMnTrREZLDi+iVRMn0PGDDAXNTTS7Tm5tWx\nY0f59ddf3Ue+kwAJkAAJkAAJkAAJkAAJJCCB1JpLAk6AQ84/BJo1aybIjn3UUUdJwYIFbWJQrhMh\nMdn69eut/JU/bjr0zhQqFMgBePTRR1v9bbxTSIAESIAESIAESIAESIAEEpcAFerEvXf5cuR169aV\nOXPmSMmSJa20VKIo1DfffHOwRJb/xjglumjRonLttdfK5MmTZfv27TJo0CDBPgoJkAAJkAAJkAAJ\nkAAJkEDiEmDZrMS9d/l25Oecc47Mnz9fGjZsKBs2bLCY5Hie7IgRI+TTTz8NDhHWdViqDz/8cLnq\nqqvkuuuuk6ZNm1qZsGAjbpAACZAACZAACZAACZAACSQ8ASYlS/hbGL8TQD1mZOjesWOHvaNsFF67\ndu2yF7b37Nkje/fuTfPCuTt37pRly5ZZorITTzzREn0h8ReUVbxHeiGpGSzbUGwjvdzxwoULy5FH\nHpnqhZJWofvwuVixYgI3bbyKFy9u77gWkothTgUKFDCrOlzXr7/+emnevLm5r8fvHeLISIAESIAE\nSIAESIAESIAEskOACnV26CXZuVCAN2/eLFu2bEn1QhZu94I7M7ahREMpDieIkXZKKZRUp7yGU2Sh\nEENxPumkk0xZjaQg+/dDsc1I6XbK+IEDB9Io834FH3PAZyj+biEA73///Xe4qZnSXbp0actKjne3\nXaZMGTn++ONTvbBIACs2hQRIgARIgARIgARIgARIIDEJUKFOzPsW81HDkvzTTz+lev3888+yadMm\n2bhxo73/9ddfqa5bokQJUxChLDrF0b2jzBWOIxbavaOmNBRpKL+JLvv37zdrOxYOsMAApdtZ492i\ngnvHAgPabN261dr55w5eWCw4+eST7b1s2bLif5166ql0FfcD4zYJkAAJkAAJkAAJkAAJxBEBKtRx\ndDNyeihQjn/44QdZvXq1rFmzRtatW2evH3/80SzK7vpQeqHIQbFzip5T+mBVPeGEEwRKNK2rjlj0\n77BuQ7lGySzcD/fCosUvv/xiCxrYhuUcAtd0sK9YsaJUqFDB3s844ww588wzBe9wPaeQAAmQAAmQ\nAAmQAAmQAAnkDQEq1HnDPceuCldnKMvff/998LVixQpBLWdnYYZr9WmnnWYvKGnuVb58eVOiYVGm\n5B0B3EMo3PAYwGKHe2EBZO3atQLPAbSBwI387LPPtlflypUFrypVqtj+vJsBr0wCJEACJEACJEAC\nJEACyUGACnUC32fE9S5ZskQWLVpk79hevny5xftiWqecckpQ2apUqVLQqgnrM+KMKYlJAHHdUK7h\naYCFEiyY4IV63UjkBoGiXa1aNXtVr15datWqZfcfFm8KCZAACZAACZAACZAACZBAbAhQoY4Nxxzv\nBUm0kPH666+/tteCBQtMgcJ+uP1CaUK5KShReK9atarFK+f4wHiBuCIAd/GlS5fKd999Z+9YZIGy\nffDgQUuYhuekdu3acuGFF9oLiy4UEiABEiABEiABEiABEiCBrBGgQp01bjl+FqyQ8+bNky+//NIv\nf+hTAAAwGklEQVReUKR3795tSlHNmjVNKcJ7jRo1zHWbFuccvyUJewE8S1Cyv/nmG1m4cKE9VwgJ\nwGIMFOp69erJJZdcYi+4jPNZSthbzYGTAAmQAAmQAAmQAAnkMgEq1LkMPNLlEBMLhWf69OkyY8YM\nmT17tiCTNOKaofDgVbduXYuPpdtuJIrcHy0BLM5AucZzNmvWLJk7d665iyPZ3KWXXiqNGzeWyy67\nzJLTRdsn25EACZAACZAACZAACZBAshGgQp2HdxwZnz/55BOZNGmSTJkyxcoqIbN2o0aN7NWwYUOz\nIObhEHnpJCGABR24h8+cOdNe8IyA0o3wgSuvvFKaN28uderUsazjSYKE0yQBEiABEiABEiABEiCB\nDAlQoc4QUWwb/Pnnn/Lhhx/K2LFjZerUqeJ5ntSvX1+aNm0qV1xxhSURi+0V2RsJZJ4AynbBco0F\nn8mTJ1v8PsqltW7dWtq2bSsNGjSgcp15rDyDBEiABEiABEiABEggnxGgQp0LNxSxqrBAv/POOzJh\nwgQpWLCgWfxatWolzZo1Yy3hXLgHvET2CCCrOBaCxo0bJ3PmzLHa2Ndff7107tzZwhCy1zvPJgES\nIAESIAESIAESIIHEJECFOgfv26ZNm2TIkCEydOhQqysM5RlKSIsWLeSoo47KwSuzaxLIOQKogz16\n9GgZMWKEZRO/6KKL5JZbbpFrrrlGDj/88Jy7MHsmARIgARIgARIgARIggTgjQIU6B24Iyls999xz\nMnLkSEFMNJSNG264wWoD58Dl2CUJ5BkB1EDHghGU62LFikmPHj3k1ltvlRIlSuTZmHhhEiABEiAB\nEiABEiABEsgtAlSoY0h65cqV8uijj8r7779vMaa9evWyhE7Myh1DyOwqLgns3LlThg0bJv3797ds\n4b1795Y777yTtdDj8m5xUCRAAiRAAiRAAiRAArEicFisOkrmfv744w+zzFWtWlV+//13+eqrryxT\nMly7qUwn85ORPHM/5phjBAtIa9asMe+MN954Q8444wx56623LPFe8pDgTEmABEiABEiABEiABJKJ\nAC3U2bzbH3/8sdx8881y7LHHygsvvGCZurPZJU8ngYQnsG/fPrNWP/nkk1KzZk1TrMuVK5fw8+IE\nSIAESIAESIAESIAESMBPgBZqP41MbB88eNCs0igj1K1bN1m8eDGV6UzwY9P8TaBIkSJy3333Wbkt\nJCqrVq2afPTRR/l70pwdCZAACZAACZAACZBA0hGghToLt3zPnj2CkldLly6V9957Ty7+//bOA1qq\n6l7jm46AIA9QAUFEQQELooDYyxON+jSPaOw9atTYazSxJbZnjxjFEnuMDVusURGiomCXbgELBEHR\nWIKIOO/7NvfMmjvMXG4Z7p258/uv9d1zzj7n7LP37wwuv7PbVlvVIhdugUB5EPBa6xdddFE477zz\nwmWXXRbHVpdHzaklBCAAAQhAAAIQgEBjJ9C8sVew0PVbvHhx2GOPPYLX5R0/fnzo1atXoR9BfhBo\nVASaNGkSzj777LDOOuuEAw88MDRv3jz85je/aVR1pDIQgAAEIAABCEAAAuVJAENdw/d+xhlnxO7d\nEydOLFoz7e7n7l777bffxvGrO+ywQ3j66afDAQccUMPaLr3866+/Tq857MmnzMBjxospRo8eHRYt\nWpQuksfrDhgwIDzxxBPpNO94Oaef/exnMW327Nlh3Lhx6fNDhgyJ3Nxd+ZhjjkmnZ++4h8Jzzz0X\nP6i45TVXeKK6J598cplTXn98tdVWi2VbeeWVlznvDzV//OMfwwUXXBDWWGONZc6XcoLXqTY7D5EY\nOHBg2HLLLUu5OpQdAhCAAAQgAAEIQAACgTHUNfgRvPPOO+Gaa66J6+4Wa8v0HXfcEbbeeutoeHff\nffcwYcKE0L9//yoN4vIQHHbYYdEAnn/++eHOO++Mk00t7576Pr/66qvHLsX77bdfeOaZZ8Kmm24a\nbP4HDx4cW0eT9O222y5dtG7dukWD7XNz5syJa4Z76SczrCr8ceK4446LLPJdZ+O+8cYbh1GjRgXn\nf8MNNwRP1OWPHe72bFNtrpkfAZzXG2+8EW699dY4nCBf3qWcfuihh4Zf/vKX4de//nX46aefSrkq\nlB0CEIAABCAAAQhAAALBS9oQ1SRw8MEHpzbbbLNqXl3/l8mwpdTqmTriiCMqPXzKlCkpmcvUN998\nUym9OgevvvpqSl10UzI/8fL58+en/Jx58+al1AJbnSzq7ZqHH344pX/Tqb322qvSM//2t7/FdBnb\nSuk+mDVrVkot0+l0teqn1IqaPk52tPxTshu36rqcUgtypbRcB5r5PT7797//faXTSbpawiul+8CM\nG3OYubqBpx5//PHGXE3qBgEIQAACEIAABCBQBgRooa7BV5WnnnoqyKzV4I76vdTdhWWag7sbZ0a/\nfv1iN1u3wtY0Jk+eHNfS9jhYR+fOneMYWLe6yhjFtGL543W/3U360UcfjeuBJ+XyTOydOnUKDz30\n0DJs3DXe43qTaNu2bVhppZWSw7gdM2ZMOOussyqlNWvWrNJxvgO3kueKgw46KCa763h2mHFjDnfH\nd/d6/3siIAABCEAAAhCAAAQgUMoEGENdzbfnycg+++yzsNZaa1Xzjvq/bN111w02KzaOI0eOrDTx\n00knnRRatGhRqVA23x5jPHXq1NCjR48wfPjwuPVFHn999913R3PqrrnuuuzwNaeddlp49tlnw6qr\nrhpstN21vGvXrjGfuXPnhm222SaOH54+fXr8AOG8ncdLL70Uxx27S7pa+mN+yZ8ZM2aEV155Jbhb\n/RZbbBFsgh1LliwJ9957b/jhhx/isfPyBwI/33l6LK7laNq0aXCX4j/84Q+x7O6W7fCyTX5vr732\nWrjnnnvC0UcfHdP9x8c24Emo5T14bXF3x3bYTHsSOtfTDNxN3MY9CX10i93q3Q187bXXjt27k48P\nyTW5th5L7GjXrl2l067T2LFjY7q7qyeRj09y3uVWi2/w1uUYNGhQ6N27d3K66LYu2yeffFJ05aJA\nEIAABCAAAQhAAAIQqAkBWqirSctm1BNKffnll9W8o/4vs6E89dRTg9fItpn8xS9+ETzxlsOGN7Pl\n8+23347G1fU69thjY8utx1on44dtQjfZZJM4Dtmm1vuWr995551jnt27dw828X6en+v7beT9bJtn\ndcGORtam3ROiuTX42muvjcuMqSt5zMN/rr766nDUUUfFlmLP/nzyySeH66+/Pp53S7AN7FVXXRXN\nsseu29TedNNNsSU5MdNJZuqWH3dvueWWJClMmzYtPVY5M11d4eNY8y5dukTjftttt8WZqDNbozt2\n7BjXUG7VqlWsqw19EubiurosHvvsOuabpCy5x9sFCxbENczN+Nxzz02fcnk8cdf2228fXn/99XR6\nVXx8kXsk7LLLLvHjhd+DJ2hzeYo5zMDjzAkIQAACEIAABCAAAQiUNIEy6NZesCpqtuzUvvvuW7D8\nVlRGMsVxzLR+mHFMtQxfpUdpIqzUeuutlzrnnHMqpXuMsUxeSt280+lq2U7JqKePvaOJteK4YJnT\nSukep61W1fQYZM0OnpIBTw0dOjSd9t1338VnaCbr9L1aTiklU58+1hrfKRnE9LF3XCaZ2pRmiE49\n9thjy5Q982K1cMfyyZTGZM1KnlIrd2rzzTeP6fqYkE5XK3zmrakRI0akNGFYpTSXR0a6UtohhxwS\ny6NW+HS6PjikrMwwI78HtRqnXC71IIjHaqFNZd6b3KMW+nheHxSSpNTy+OgjRUq9AtLXq+t/6q9/\n/Wv6uNh2PEbdY/3V4l9sRaM8EIAABCAAAQhAAAIQqBEBWqhr8Dnk8MMPDw8++GB4//33a3BX/V/q\nMcFulfV4b3fr1iRlcQy1fhmxMB676vPZ3a532mmn2LU6sxW3qtJnd21u37597G6cjEH2slBuTe7T\np096XLJb+d3KO3PmzHTWL7zwQlwqyglupXVX4Pfeey993jtu/dYHgNga/Kc//Slokq9K5zMPkvHJ\nnrHbrcju0u1u6X5/DtfPXavdgi6znHlrcEt0rsiuq69xPfv27Zu+fP311w8ffPBB+jhzx2POX3zx\nxbjclruw+z536b7wwgszL8v5/OXx0ceR2E3cLeSa0Cz2CtCHgUr5FtOBex+Y55577llMxaIsEIAA\nBCAAAQhAAAIQqDEBDHUNkO2zzz5xbKqNmcdUF3N4Gan77rsvaIbr4HWV3S355ZdfjkW2aXVkj9/d\naqutYrrHVFcncpnM7PtyGVR3G1dLdfpSdx338l7HH398HIftMcA2vNlx+umnB3f5/vTTT6NRzj6f\nHHtZJj9XrbTRTKtlOjJwuuvsseHuhq6W89iNP7mvqm116qrZ0Kssl/N33VwOtbLHpbN+97vfxTHb\nVT17eXzcRdxdvV1f5+9lt3Jxr+oZ9XXOv63zzjsvfhwptrXM64sBz4EABCAAAQhAAAIQaDwEMNQ1\neJc2VTaoNqSetMqtn8UUHp+cXSaPyU1msfZkZY7EyIwfP75S8T2hmc2uxw1XJ6pjMvNdk5nu1mZ1\nAQ+XXnppHPedbwZtt9S6pdqt614TO194bK7HXXu8u9c7TupvM20eX3zxRUx3i251I7O81b2nquts\nvj3TtSNzvHSue5bHx2Pnvba1J0bzWHn/Ns2y2OLjjz8Ou+22W5y0zuPkCQhAAAIQgAAEIAABCJQ6\nAQx1Dd+gTadnmHYLp7tUezbsYomPPvoodmfOLs+OO+4Yk9xS7XDLrGPcuHFxm/yZNGlSbHkfNmxY\nkpRzm5jLbPOe8+LlJLrrt820zW3SVTxX67Qn3rJJdJd7z9JtA1mVEdVY9/hk5+lZxZNIun171nC3\n7FYnXN9C1DX7WckyZp7sLV9Uh0/Shd3v+c033wwa6x8nf8uXZ0OkexI894Dwvx/3nEh+Qw1RFp4J\nAQhAAAIQgAAEIACBQhHAUNeC5EYbbRSXf3JLtcfB2sQUQ2jyqrhesmfYzgy3qnvs8v777x+TXX7P\nhm1D7VbDJDzG1+OdNfFXkhRnCbfB9djcJNwK6nALt8dle6krb92NWxOeJZfFrT84eEbnzPB133//\nffq8d1xGTWIW/vnPf8ZyuXXZ93oMuMOzaXsMtbsyX3LJJbGV3UtkLVy4MJ7P/uNZrz2G23XONG/+\nWOA6elmuXC3hLv+///3vOHN5kqfr6+XAvM63x0i7/G7ldvky6+t6ejmspG6+3/c4Mru4+7xnFPfy\nWF7earvttovX+E+S3+effx7Tkg82VfHxePN//OMf8Xq/Z48Lz5zRPZ5owD833nhjMPdkObXkw0kD\nFolHQwACEIAABCAAAQhAoDAEajSFGRdXIiDjldIEWCl1302deeaZKZm/Sufr++CZZ56Js2yrJTCl\n1vOUxufGGbY1AVbqueeeq1QcGdE4s/aAAQNSMnepm2++ObXrrrumZLDjdZ6JWcs1pdQ9PM46ra7T\nKRnodB6e8Vy/wJTMYJyBW2s/x2MtQZWS+YssPIu4r/GMzp6J2nnKDMc0dctO3X777TE/dVGODD2b\n9Q033JB64IEH4kzgakFOzZo1K6WltFIaR5zS+Nt4vdYDjzNmO28t4ZWSoUyXK3PH7ya5JzNdS1Wl\nZEAzk2LZNNlZqlOnTrF8Gq+d8nMcWos6ls9l9jVauzrN5ZRTTkl5NnPPFp7cq/HM8V4/Z4011oj5\nqbt5ysw0EVyqZ8+eKddNXblTMtfpcmgd7pQm6orXa4KzlNbDjueq4iNjH2c896ztZuzZvTUWPaVl\ns9L5NtSOuubHerZt25YZvRvqJfBcCEAAAhCAAAQgAIEVSqCJcy+MNS/fXDyL9IknnhhbSy+44IKg\nJZXiWOT6JuLWUU+WpuWrYlk81tjjpWXgKrXSZpbLrbFakipeI/OXearKff9s3GXZE2YVItwS7Rbl\nJNxSW9eJtdzKm6ul1t3H/axcLdTJ87O35uSxypllzL5mRR5XxcfrgHtM9rx58yIzv/+GDLfme/Zy\nfRwJnjnes7JrmbCGLBLPhgAEIAABCEAAAhCAwAohgKEuEFZ3473yyivD5ZdfHrx8lNY+jsaa7q0F\nAkw2RU/AY/ivuOKKOKO8lwW76KKLgno9FH25KSAEIAABCEAAAhCAAARqSwBDXVtyee5zS+ZVV10V\nRo4cGccVew3oo446Kq4NnOcWkiFQsgTcU8Gzr/v3/sgjj4QNN9wwaPhDnLAvc+x6yVaQgkMAAhCA\nAAQgAAEIQKAKAhjqKuDU5ZS7X2uMcLjuuuviMlueeMqTaHnCqOz1n+vyHO6FQEMQ0Nj2cNddd8U1\nr90y7UngTjjhhDjDeEOUh2dCAAIQgAAEIAABCECgIQhgqOuBumfPvummm8Lo0aODZ8z2WrxeD9nj\nSzVhUz2UgEdAoO4EPCP8ww8/HGdk9wzva621VtDEb8FLkfXo0aPuDyAHCEAAAhCAAAQgAAEIlBgB\nDHU9vjC3Wj/00ENBs0THtazdJdZrB+++++5Bs1WHmkwKVo/F5lFlSsDdub3Wt9dcd3duzRweVltt\ntbjkmJcj22KLLfJOdlemyKg2BCAAAQhAAAIQgECZEcBQN9AL95rLWhYptvhpuau49rGWSoqt1lpS\nKWy99dZ0DW+gd1POj3Ur9PPPPx+0zFp4+umn4/rja6+9duxVMWLEiLDlllvG2c7LmRF1hwAEIAAB\nCEAAAhCAQEIAQ52QaMCtl7pyt/Ann3wytly/9dZbcUmnwYMHB60pHU2MWwO9BBYBgUIS0Bre8bfn\n39/YsWPDBx98ENq0aRN/d8OHD49jo7XGdSEfSV4QgAAEIAABCEAAAhBoNAQw1EX4Kr1+slsJbXDG\njRsX14l2Mdddd90wZMiQMHTo0Lj1jMotW7YswhpQpGIksGDBgvDaa6+FCRMmhFdffTVq/vz5wUu7\nbbbZZrFXxLbbbhs233xzflfF+AIpEwQgAAEIQAACEIBA0RHAUBfdK1m2QDZCL7/8cnjllVeCJ4Oa\nOHFi+Oabb0KLFi3CgAEDwqBBg8LGG28clyzaYIMNQseOHZfNhJSyIeCxz555+9133w1vv/12HPvs\n8c9Oc3gCMRtoa9iwYWGTTTbBQJfNr4OKQgACEIAABCAAAQgUkgCGupA06ykvzxQ+ffr0OGGUJ42y\n3nnnnTgO20Xo3r17sLHu169fJXXq1KmeSshj6oOAfwc2yVOnTg3Tpk2L28mTJ4dJkybFDy4uQ8+e\nPcPAgQOjabZxtlZfffX6KB7PgAAEIAABCEAAAhCAQKMngKFuRK/Y5srG2rKxSozW999/H2vpMdh9\n+vQJ66yzTtx6sikvfWR17dqVGZuL8Lfwww8/RNM8c+bMYL3//vvB454tj3detGhRLHXnzp3jx5P+\n/fsHT27n4QDWKqusUoS1okgQgAAEIAABCEAAAhBoHAQw1I3jPeathVsxbcTcom0TNmPGjCgbs08+\n+SQsWbIk3tu6deuw5pprxhZNdwl2y6a3XsqrW7duUUyKlhdzrU6Y/dy5c8OcOXOi/D4sz7TtrT+Q\n+JzfocOThfXu3Tt+DOnbt29660nDunTpUqsycBMEIAABCEAAAhCAAAQgUHsCGOrasyv5O3/88cdo\n3j788MNoum3gEjPn7aeffhrcQpqETbdbsr0WcaJVV101WG4htdyt3Fub73bt2iW3lsXWxverr74K\nX3zxRZQnl/O+J/6aN29e+Oyzz9KykXZaYpYNqH379ukPGf6gYfXq1Sv2ILCRNnMCAhCAAAQgAAEI\nQAACECgeAhjq4nkXRVcST25lU5i0oM6ePTu2qGYaQ+/bMNpIZppDV6Z58+axy7EnSXPXY2vllVeO\nsnn0vk23Z5nOls17dprza9asWVTTpk3T+0lasvU5t/7mk8uZnPMHg4ULF1aSu8hnp/nYE8F5/XBv\nk33X+8svv4z19zkzywzPwu6PDG5BTj5CeAyz9/1xwq3/HvPubbl9gMjkxD4EIAABCEAAAhCAAARK\nkQCGuhTfWhGW2SbVs5EnrbLezzSbNp2JGU22NqXfffddJfOajAlu6CralGebehtefwRIPgZ426FD\nh0ofDfzxwK3zSWu9ryEgAAEIQAACEIAABCAAgcZJAEPdON9rydbKLby5Woid5i7qma3LSStz5vbF\nF18MV1xxRXjwwQfztmC7JTtp4XYLcrZx9nGrVq1KliEFhwAEIAABCEAAAhCAAATqh0Dz+nkMT4FA\n9Qg0adIk3dW7endUvmrx4sUxYcSIEZVPcAQBCEAAAhCAAAQgAAEIQKDABJoWOD+ygwAEIAABCEAA\nAhCAAAQgAAEIlAUBDHVZvGYqCQEIQAACEIAABCAAAQhAAAKFJoChLjRR8oMABCAAAQhAAAIQgAAE\nIACBsiCAoS6L10wlIQABCEAAAhCAAAQgAAEIQKDQBDDUhSZKfhCAAAQgAAEIQAACEIAABCBQFgQw\n1GXxmqkkBCAAAQhAAAIQgAAEIAABCBSaAIa60ETJDwIQgAAEIAABCEAAAhCAAATKggCGuixeM5WE\nAAQgAAEIQAACEIAABCAAgUITwFAXmij5QQACEIAABCAAAQhAAAIQgEBZEMBQl8VrppIQgAAEIAAB\nCEAAAhCAAAQgUGgCGOpCEyU/CEAAAhCAAAQgAAEIQAACECgLAhjqsnjNVBICEIAABCAAAQhAAAIQ\ngAAECk0AQ11oouQHAQhAAAIQgAAEIAABCEAAAmVBAENdFq+ZSkIAAhCAAAQgAAEIQAACEIBAoQlg\nqAtNlPwgAAEIQAACEIAABCAAAQhAoCwIYKjL4jVTSQhAAAIQgAAEIAABCEAAAhAoNAEMdaGJkh8E\nIAABCEAAAhCAAAQgAAEIlAUBDHVZvGYqCQEIQAACEIAABCAAAQhAAAKFJoChLjRR8oMABCAAAQhA\nAAIQgAAEIACBsiCAoS6L10wlIQABCEAAAhCAAAQgAAEIQKDQBDDUhSZKfhCAAAQgAAEIQAACEIAA\nBCBQFgQw1GXxmqkkBCAAAQhAAAIQgAAEIAABCBSaAIa60ETJDwIQgAAEIAABCEAAAhCAAATKggCG\nuixeM5WEAAQgAAEIQAACEIAABCAAgUITwFAXmij5QQACEIAABCAAAQhAAAIQgEBZEMBQl8VrppIQ\ngAAEIAABCEAAAhCAAAQgUGgCGOpCEyU/CEAAAhCAAAQgAAEIQAACECgLAhjqsnjNVBICEIAABCAA\nAQhAAAIQgAAECk0AQ11oouQHAQhAAAIQgAAEIAABCEAAAmVBAENdFq+ZSkIAAhCAAAQgAAEIQAAC\nEIBAoQlgqAtNlPwgAAEIQAACEIAABCAAAQhAoCwIYKjL4jVTSQhAAAIQgAAEIAABCEAAAhAoNAEM\ndaGJkh8EIAABCEAAAhCAAAQgAAEIlAWB5mVRSyrZaAlMnjw5zJs3L12/SZMmxf0xY8ak07yz/vrr\nhy5dulRK4wACEIAABCAAAQhAAAIQgEBdCDRJKeqSAfdCoCEJdOjQIXz99dfLLcKRRx4ZRo0atdzr\nuAACEIAABCAAAQhAAAIQgEB1CdDlu7qkuK4oCey0006hWbNmyy2bryMgAAEIQAACEIAABCAAAQgU\nkgCGupA0yaveCRxwwAFhyZIlVT63TZs2YZdddqnyGk5CAAIQgAAEIAABCEAAAhCoKQEMdU2JcX1R\nEdh5551Du3bt8papRYsWYc899wytW7fOew0nIAABCEAAAhCAAAQgAAEI1IYAhro21LinaAi0bNky\n7L333sHGOVcsXrw47L///rlOkQYBCEAAAhCAAAQgAAEIQKBOBJiUrE74uLkYCDz//PNhhx12yFmU\njh07hvnz51drnHXODEiEAAQgAAEIQAACEIAABCCQhwAt1HnAkFw6BLbddtvQuXPnZQrsVmu3Tldn\n0rJlbiYBAhCAAAQgAAEIQAACEIDAcghgqJcDiNPFT6Bp06bhwAMPXKbbt7t777fffsVfAUoIAQhA\nAAIQgAAEIAABCJQkAbp8l+Rro9DZBCZOnBiGDBlSKblbt25h9uzZldI4gAAEIAABCEAAAhCAAAQg\nUCgCtFAXiiT5NCiBwYMHh549e6bL4O7eBx98cPqYHQhAAAIQgAAEIAABCEAAAoUmgKEuNFHyazAC\nNtDJbN90926w18CDIQABCEAAAhCAAAQgUDYE6PJdNq+68Vd02rRpoV+/frGiffv2DdOnT2/8laaG\nEIAABCAAAQhAAAIQgECDEaCFusHQ8+BCE1hvvfVC//79Y7aHHHJIobMnPwhAAAIQgAAEIAABCEAA\nApUINK90VKYHkydPDlOmTCnT2jeuag8aNCi+y/bt24f777+/cVWuDGvTpEmTsOOOO4YOHTqUYe2p\nMgQgAAEIQAACEIBAsROgy7fe0NChW4YJE14q9ndF+SBQlgSuueaacPzxx5dl3ak0BCAAAQhAAAIQ\ngEBxE6CFWu9n8eIl+nuSdGVxvy1KB4EyI9CyZY+wZIn/fRIQgAAEIAABCEAAAhAoPgKMoS6+d0KJ\nIAABCEAAAhCAAAQgAAEIQKAECGCoS+AlUUQIQAACEIAABCAAAQhAAAIQKD4CGOrieyeUCAIQgAAE\nIAABCEAAAhCAAARKgACGugReEkWEAAQgAAEIQAACEIAABCAAgeIjgKEuvndCiSAAAQhAAAIQgAAE\nIAABCECgBAhgqEvgJVFECEAAAhCAAAQgAAEIQAACECg+Ahjq4nsnlAgCEIAABCAAAQhAAAIQgAAE\nSoAAhroEXhJFhAAEIAABCEAAAhCAAAQgAIHiI4ChLr53QokgAAEIQAACEIAABCAAAQhAoAQIYKhL\n4CVRRAhAAAIQgAAEIAABCEAAAhAoPgIY6uJ7J5QIAhCAAAQgAAEIQAACEIAABEqAAIa6BF4SRYQA\nBCAAAQhAAAIQgAAEIACB4iOAoS6+d0KJIAABCEAAAhCAAAQgAAEIQKAECGCoS+AlUUQIQAACEIAA\nBCAAAQhAAAIQKD4CGOrieyeUCAIQgAAEIAABCEAAAhCAAARKgACGugReEkWEAAQgAAEIQAACEIAA\nBCAAgeIjgKEuvndCiSAAAQhAAAIQgAAEIAABCECgBAg0L4EyFlkRx6s8s6pRpla6ZkQ1rmuoS77V\ngx+r5sM31XV9qnltoS97TRn2l9pkZDxF+09KM6TNpPaSf8p7SPUdb+uB46SW0q7SGlKuuE+JvaQh\nuU6WSNqVKmdr6ZgalPcNXdtZ6lmDe7gUAhCAAAQgAAEIQAACpUGAFuoav6erdMepko3CXGmstJ90\nozRfmi75msOlYo6PVTiX+17pQ+lz6QzJaZ9WyHU7QnpCaoiw4Xe5Ms30qzo22xMkm9PjpT0lv4/6\nDJfrV9JvJRv5o6R8ZtofBQ6Q6ruMemRB4y/K7Y4a5rihrr9Y8kcHAgIQgAAEIAABCEAAAo2LAC3U\nNX6fi3THs1K/ijsf13aUNFCyuXPYZA2Ke8X7Z6GKto90T0YRbZY+kY6UOlSkb6Ltgor9+txcqYfl\nag29UOlbSv7p2ljvLOUzsjpV5zCTg7JymaXjwZKfvbyPDd/pmvOkxVIxRq765SunP2Y0zXcyT7rf\n00jpf6SO0gYSAQEIQAACEIAABCAAgcZBoKb/d9w4al2nWtjMJWY6X0bu7n1ovpNFkt5M5bAhXV7s\nrQtshOozJulh10lH53joM0pbJSM92W+SkVao3THK6KyszH7Q8S+l/5JuyDqX69AfV87OdaII0nLV\nr6pitdXJlaq6IM85/9ZOlvyhhoAABCAAAQhAAAIQgEDjIUALdY3f5WnVvMPdwh1zpKekT6UtpB2k\nJH7Ujk2Nv2sMk9zFebrkluO+UhIp7bj79VuSzcl60o5SEt9oxy2lU6Ue0vCKrTbpeFl7NoP+GHC7\ntK3039Lyor0uWFu6reJCfyzw2HBvJ0hTJBtud3t2HR+VbIRd3qel7tLhUrYRe1Zpr0q+16a9k5TE\nGdrZT8o0yTN1/KK0SJomPSA5vl+6yfn3DaX+U/qPNEgyl8w8F+r4BcnXmeuBksvr8HtxnXz9KKmb\n5FZWm+OJ0s2SDWZV8ZBO9pUGVHXRcs65jI9Iu0vzJL/npCwu82eSmfs3tJfk95VEber3pW52rwWP\nk35Sekc6RWou+fl/lw6Tlkj3Sv5NOfy76yf5vf4kuceGlYR/aydKo6URSSJbCEAAAhCAAAQgAAEI\nlDQB/184scII2JSdJ20s2Wz8XDpWcti42MDZ5N0qeazyeOnP0rbSAimJ32nnfcmGZJjk4yTe1o6N\negvJeX8l9ZfukBwfSbtKvsYG7yjpfOkSqbrhZ14uHSoNlWymHUOkSyXX7W5pQ8kfEmzG7pRsxo6T\ntpUWSw4bMNfVY5B3k8zIHwimSA63Tts0ujt1ZrTVQYeKhC7adq+QzWWuOFmJLptNsPM6Xdpe+kJy\nfCv1kVaSzpR+lMzIJtRho+/6uK7rSjaMjnskm8t3JefXTtpaekPKjDk6GC39JjOxhvtjdf1G0r7S\nDdLF0ixpf2lv6WbJZvd5yUwPkJKoTf1u181rSCdII6XfSmbjut4mrSOdJTls5s32Ksm/i16S38VN\nkpkOlLLDfC/MTuQYAhCAAAQgAAEIQAACJUugacmWvOgLbkPzK8mGw4barYc2QX+WXpFs2GykHTZf\nNjNXSzYk/5Jelhwp6UbJZsaxqbR73FtqTvfR/v9KbvWz0bTB8nkbLJvUNaVrJMeL0oPSLMl5Vjfa\n6EKbOYfNWxIu5/pSX8kmz8b9e8km8hbpcen30gTpL5LjWqm75HLbLJrP55INsMMm3GFzlhmr6sB1\nd6wl2eRbNvjZcYcS/HzXsbdk/vdLL0j+KOF4RHL5/TEgMYcfaX+S5LAhNM/W0raSj2dXyHU+RzIL\nG+n3pW0kn3f4nZ0qXe6DOoTzPLri/p7ajpL+Tzpe8nv8L+ku6R7pLOkZ6SfJUZv6Haz7/lf6UfI7\nekuaKpnfIdKOUmasrAM/u5Xkcv1d2l7y7zxXDFCi3+8PuU6SBgEIQAACEIAABCAAgZIj0LTkSlwy\nBbbRWCi5ZfTYCs3Vdm3JBsxhs9ZEclpzydF/6SZ8XLH1+XUlmxSbJIfNmuMpaZq0mQ8yYift27TY\nVDq6Ld1Ew2vzaKPYuSKtupvddKHN55WSDaPjr9JBcW/pn7bauB42TkmcqR2njatI8P1vSgmTi7Xv\n+i2QHDZwjtWXbmr192rdtZ7UIeNum34bcRvQr6V9pUnSatL30ljJ8d7STfqv+SfxRsXOz7W1mXU4\nX9fpW+l6yeGPBM7fedc1kjpskJGReTk2WrqJf13fRdKcirTa1M+3Jr+VPSrycb5JtEp2Mrb+vZ4j\n3ST9SfIHlHzhutisJ7//fNeRDgEIQAACEIAABCAAgdIgkLi40ihtSZVyskrbVbquhqW24XUkptX7\nI6W9JBu5HaS7JZs1t0A72i3dpP9uVbE3tWKbfDdJ8k5fWIMdG8vTpMOkJ6RdpWelE6Sqoo1OriHN\nl76SbPh+Jf2PlCt8nZ/ljw21CXNzvTfPcbO5zJSmSUMkM7QZ9LMGS46khXfpUeUx1zaEjuyPEcOW\nJsd8Z2j/AelUaXRF+n8qtm9WpPl6/zZqG7mMbYuKzL6r2Pqd17R+vjX5rSTbiuyq3JyuszdLn0pL\npHz/WUl+p74u+XCkXQICEIAABCAAAQhAAAIlSqAm/9dcolVsqGLbvE6XFhegAAOVh1tHj5FekAZJ\nC6SklXS89jNjTR3YYHXMTCzA/v7Ko7t0hTRZGiDlM086FWOR/s6VekvJz81jcvOFW0RtihNjmO+6\nfOk24673RMnmLjP6VBz4vI31xpKN9VmSmeWKzBZqt0Y7Xl+6Sf/tqT3zXlmyWfxYOj5DZ2jfcZ/k\n9Hd8UIfILFN2Nsm52tQvO6/qHr+gC22Q/aHifClffFlxoke+C0iHAAQgAAEIQAACEIBASRFIHE5J\nFbq4Cmvzlys2UqJN4Q1ZJ91K++estKoObUjvlGzWrpMel/4ljZaGSo5xSzfpv5O0ZyM/LJ1SvZ18\ndUnubqmdE6Ux0mnSodLywmbfXardZby9tJZ0vbRQyoy7dGAjun5F4rzMkzXcN5dvJLcIZ8YbOlhV\n6i2dJ5mRy+XIbpl2ms1ppilfXcc7Sa9ImfGeDpzXFtL2kk11pnzecbHkdOexouM8PcBlqkn9alMm\n/54vlR6UPN77Min7g4OSYvxLf83UvwECAhCAAAQgAAEIQAACpU+gaelXoaFrYEPh+PfSTfrv3tpz\nS5y7/tpkTJXcQnmkdKDk+Fayif3BBxXxecU2MZw+b1OemN3h2u9cIZv2g6Vx0sdSEi9qx62xfpbD\nxt6R5L30aNm/+eqSeeVROuggOS+3UGfHj0pwXZOw0dpGSoydjbhNpY3nC5JN77mS+bml163vbaRc\nrdg25o6Ejfe/9h9Fcs77l0itJH+ISMKGebzkc+49YCY2eE9IrkvykWOO9hMOXbU/V/pQ+kDyPVdI\nn0gvS0mM0Y7Hlx+SJNRg63e0i/RZnnv8YcDhDytJ+HfjWLB0E/8m7zjhUNv6Jfl8kZF3susy+D35\nHSdxnHbOkczbbN1r4lAp8x3pMMYs/R0utY5H/IEABCAAAQhAAAIQgECpE8BQ1/oNuvVvpHRxRQ5u\nMb5Qsvly2GA8LfWSTpf6S3+QfiutLNm4nC05npH+LtnMXSQ57pJej3tLuyfvp/0HpCsktwT+XHLY\nbB8k2ZTdLt0i2SQ+J7WUZkgnS477pGsklz0zJujgRMmm0eH8/xb3lv3jsu8rHbLsqZjin5TNqevs\n6z6SHpOS+LV2zOA1aTtpiOQPCn6mw4bM580zM2bq4PcVCbdp6zrahJ4lOR6WXGfHutKz0qPSSRXb\nQ7X1/d46TpHWlEZIR0qnSZtINoXOy7GXlJKc7ue1lfwR4SXJJvJcye/L787Pbi7VNJ7XDU9Kd+e4\ncbzSbq1Iv1LbmdIL0vWS43xpiuTrbpIc/g2+J9Wmfn7nD0mOYyT/Lhw2x9dKYyUbdv9u/Ts/Thoj\ndZEcvq6P9K5kru9LSfgdPyKdmiSwhQAEIAABCEAAAhCAQMkTaJJSlHwt6liBQYOGhTffHKZcbFpW\nRHykTJtIPWuZuVsEf5LmVpGHWw4nV5xfQ9sVGcOVuc35KlkPsVn+i2Tz5FZct2S3l3KFzZdN2VpS\nm6wLbNo2kmzWumWdq8mhf9ozpG+kDSR/5MgMM3U5bJQdvt4fG1r6oCLM1R8J/CEhO+YoYSWpY/aJ\nGhwv0rU2mq2l3WtwX3UurWv9qvOM6l5zvy70R4PkY0X17mvZske45JKTw0knnVS9G7gKAhCAAAQg\nAAEIQAAC9UigNk1q9Vi8xvKoNetYkeQ19awiH5vXzas4X6hTbyuj3lK2mc7Ov0d2Qtaxjahbe3OF\nzaVbXM+VRkm17Ujhjxhurc4Xzjcx077G12eaaaeZa76oi9lP8rShdgvzZUlCAbd1rV+hijJNGdlM\n31OoDMkHAhCAAAQgAAEIQAACRUEgcWpFURgKUawEXlfBTpfcyvuClK+V8T8659b0b6V2Ul1ia91s\ns+kuwpdLtTXVurWow92qL5Ia6z/Fj1S3i6W/SP6IQkAAAhCAAAQgAAEIQKDxEGis/xffeN5QUdTE\nXYcnSjbWbjnuJWWHWyCfkdxt+gzpCGmgVJfYUTfbxNukZ7cc1yXfYrr3v4upMCugLH5vt0lu/Scg\nAAEIQAACEIAABCDQuAhgqBvX+1xBtRmsfBdIbiXO11K8m87tKiXRKtmp43b1Ot7P7Q1LoGvDPp6n\nQwACEIAABCAAAQhAYAUSwFCvQLiNK+vl/VSqGmvcuEhQGwhAAAIQgAAEIAABCEAAAiaQr7kROhCA\nAAQgAAEIQAACEIAABCAAAQhUQQBDXQUcTkEAAhCAAAQgAAEIQAACEIAABPIRwFDnI0M6BCAAAQhA\nAAIQgAAEIAABCECgCgIY6irgcAoCEIAABCAAAQhAAAIQgAAEIJCPAIY6HxnSIQABCEAAAhCAAAQg\nAAEIQAACVRDAUFcBh1MQgAAEIAABCEAAAhCAAAQgAIF8BDDU+ciQDgEIQAACEIAABCAAAQhAAAIQ\nqIIAhroKOJyCAAQgAAEIQAACEIAABCAAAQjkI4ChzkeGdAhAAAIQgAAEIAABCEAAAhCAQBUEmldx\nrsxOzVB97y+zOlNdCBQ3gSVL/lPcBaR0EIAABCAAAQhAAAJlTQBDrde/5prdw5tvPqi9x8v6x0Dl\nIVBsBJYsaRK6du1abMWiPBCAAAQgAAEIQAACEIgEmqQUsIAABCAAAQhAAAIQgAAEIAABCECgZgQY\nQ10zXlwNAQhAAAIQgAAEIAABCEAAAhCIBDDU/BAgAAEIQAACEIAABCAAAQhAAAK1IIChrgU0boEA\nBCAAAQhAAAIQgAAEIAABCGCo+Q1AAAIQgAAEIAABCEAAAhCAAARqQQBDXQto3AIBCEAAAhCAAAQg\nAAEIQAACEPh/T7LfyDXwmeQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "image/png": {
       "width": "80%"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image('examples/mlp.png', width='80%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To visualize it interactively, import the `d3viz` function from the `d3viz` module, which can be called as before:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pytensor.d3viz as d3v\n",
    "d3v.d3viz(predict, 'examples/mlp.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Open visualization!](examples/mlp.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When you open the output file `mlp.html` in your web-browser, you will see an interactive visualization of the compute graph. You can move the whole graph or single nodes via drag and drop, and zoom via the mouse wheel. When you move the mouse cursor over a node, a window will pop up that displays detailed information about the node, such as its data type or definition in the source code. When you left-click on a node and select `Edit`, you can change the predefined node label. If you are dealing with a complex graph with many nodes, the default node layout may not be perfect. In this case, you can press the `Release node` button in the top-left corner to automatically arrange nodes. To reset nodes to their default position, press the `Reset nodes` button."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can also display the interactive graph inline in\n",
    "IPython using ``IPython.display.IFrame``:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"700\"\n",
       "            height=\"500\"\n",
       "            src=\"examples/mlp.html\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x10f664390>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import IFrame\n",
    "d3v.d3viz(predict, 'examples/mlp.html')\n",
    "IFrame('examples/mlp.html', width=700, height=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Currently if you use display.IFrame you still have to create a file,\n",
    "and this file can't be outside notebooks root (e.g. usually it can't be\n",
    "in /tmp/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Profiling "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PyTensor allows function profiling via the `profile=True` flag. After at least one function call, the compute time of each node can be printed in text form with `debugprint`. However, analyzing complex graphs in this way can be cumbersome.\n",
    "\n",
    "`d3viz` can visualize the same timing information graphically, and hence help to spot bottlenecks in the compute graph more easily! To begin with, we will redefine the `predict` function, this time by using `profile=True` flag. Afterwards, we capture the runtime on random data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "predict_profiled = pytensor.function([x], y, profile=True)\n",
    "\n",
    "x_val = rng.normal(0, 1, (ninputs, nfeatures))\n",
    "y_val = predict_profiled(x_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "d3v.d3viz(predict_profiled, 'examples/mlp2.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Open visualization!](./examples/mlp2.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When you open the HTML file in your browser, you will find an additional `Toggle profile colors` button in the menu bar. By clicking on it, nodes will be colored by their compute time, where red corresponds to a high compute time. You can read out the exact timing information of a node by moving the cursor over it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Different output formats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Internally, `d3viz` represents a compute graph in the [Graphviz DOT language](http://www.graphviz.org/), using the [pydot](https://pypi.python.org/pypi/pydot) package, and defines a front-end based on the [d3.js](http://d3js.org/) library to visualize it. However, any other Graphviz front-end can be used, which allows to export graphs to different formats. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "formatter = d3v.formatting.PyDotFormatter()\n",
    "pydot_graph = formatter(predict_profiled)\n",
    "\n",
    "pydot_graph.write_png('examples/mlp2.png');\n",
    "pydot_graph.write_pdf('examples/mlp2.pdf');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MBhnFkGXZsstkHQ8Bv48//thheRWOfsVCmUklUsWf/o7tHXfcQazIJVbUyg7T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\nrWhDwBAwBMKOwP8DrXczAz5Oep0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image('./examples/mlp2.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we used the `PyDotFormatter` class to convert the compute graph into a `pydot` graph, and created a [PNG](./examples/mlp2.png) and [PDF](./examples/mlp2.pdf) file. You can find all output formats supported by Graphviz [here](http://www.graphviz.org/doc/info/output.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## OpFromGraph nodes "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "An `OpFromGraph` node defines a new operation, which can be called with different inputs at different places in the compute graph. Each `OpFromGraph` node defines a nested graph, which will be visualized accordingly by `d3viz`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "x, y, z = pt.scalars('xyz')\n",
    "e = pt.sigmoid((x + y + z)**2)\n",
    "op = pytensor.compile.builders.OpFromGraph([x, y, z], [e])\n",
    "\n",
    "e2 = op(x, y, z) + op(z, y, x)\n",
    "f = pytensor.function([x, y, z], e2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "d3v.d3viz(f, 'examples/ofg.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Open visualization!](./examples/ofg.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example, an operation with three inputs is defined, which is used to build a function that calls this operations twice, each time with different input arguments. \n",
    "\n",
    "In the `d3viz` visualization, you will find two OpFromGraph nodes, which correspond to the two OpFromGraph calls. When you double click on one of them, the nested graph appears with the correct mapping of its input arguments. You can move it around by drag and drop in the shaded area, and close it again by double-click.\n",
    "\n",
    "An OpFromGraph operation can be composed of further OpFromGraph operations, which will be visualized as nested graphs as you can see in the following example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "x, y, z = pt.scalars('xyz')\n",
    "e = x * y\n",
    "op = pytensor.compile.builders.OpFromGraph([x, y], [e])\n",
    "e2 = op(x, y) + z\n",
    "op2 = pytensor.compile.builders.OpFromGraph([x, y, z], [e2])\n",
    "e3 = op2(x, y, z) + z\n",
    "f = pytensor.function([x, y, z], [e3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "d3v.d3viz(f, 'examples/ofg2.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Open visualization!](./examples/ofg2.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feedback "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have any problems or great ideas on how to improve `d3viz`, please let me know!\n",
    "\n",
    "* Christof Angermueller\n",
    "* <cangermueller@gmail.com>\n",
    "* https://cangermueller.com"
   ]
  }
 ],
 "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": "3.5.1"
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 },
 "nbformat": 4,
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