225_批量归一化.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 正态分布"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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1AAiFwo5OsWzZMg1injZtmoODw/jx43/44QfNrtp44XKECBkuhZIge2dnBGh5/LO66QEu57NLz94tWfeqD4Pe3VpOXyeXwDaddAoAAHxYAmxzDfY7evSoVCrtpEBZWZmDg4PqR1tbWzabXVbWdkbSkydPMhiMY8eOmZmZAcCePXumTZsWHh4OAC4uLllZWc89uJWVVY+itbCw2LVr1/jx4+l0+tmzZyMjIxMSEubPn9+jgxg1TMAIGa60fFFlfbONGesl7/66O8vEIQ42ZqyK+ub0/KoXB9vr7kRI11xdu/5DrU1LMkEQ7duWHz16FBAQQGZfABg/fnxLS0teXp6DgwOTyRw0aJBWorW3t1+1ahX5Ojg4WCwWx8fHYwJGCBmEnzNLAOA1f2c2U4e9RWwm/VV/55O3hD9nFWMC7i6WGXyos6HjLLMeFVcoFOSLiIiI69evP7dMQ0MDADg5OaWnp6s2isViuVzu6OjY9vwsluqYquMzGAwAEAqFvr6+zz3F/PnzDx061KPI1Y0ZM+bo0aMa726MMAEjZKCkMsWFnDLQwfwb7c0MdD15S5h0v2zLDD+N11nqW2g0zVqJtUXVbiyXy4uKisjXXTZBjxkzZtu2baWlpWRdOTk5mcPhBAUFtSk2bNiwY8eONTY2mpubA8DNmzfpdLq3tzdotQm6jczMTGdn594cwehgAkbIQF3MK29obhlgywvia236yY4Eudu62vCKa6QX88pfH66zrk2kPV9++WVoaCifz9+zZ09tbW1+fn55eXmXTdDh4eFDhgyJiorasWNHdXX16tWrlyxZ0j5xzpkzZ8OGDVFRUXFxcZWVlcuXL1+4cCHZedydJmiZTJabm0u+KC4uzsrKsrCwIPfav3//mTNnLl26BAAJCQksFiswMJBOp587d27v3r2ffvqpxjfEGOEoaIQMFDn/xvQAl+4//qExOp1GPmdMNnojwzd16tTly5f7+/tXV1dv3rz5p59+unjxYpd7MRiM06dPczic8ePHv/XWWzNmzNi5cyf5FjktRmpqKgBwudykpCSxWDxq1KjZs2eHhYXt3bu3+7GVlJQEBgYGBgaWlpbu3LkzMDBw8eLF5FsikSg/P19VcsuWLcHBwaNGjTp16tTx48dVXcJ9BNaAETJE1Y2y1IeVoOPxz+pmBroeSM1PfVghbpTZmvetxzGNkZ+fn3qP6fr167u5o5ub27lz5+j0trUvgUBgY2MzYsQI8kdfX1+ynqoBDw+PjuZ1iYuLUz2yHBUVFRUVpdkpTAPWgBEyRKrljwY7WurnjIMdLXFxpL4sKSnpww8/tLXVeX8HUsEaMEKGSEfLH3VuZqBrbmndz5nF88fw9XleZAg++eQTqkPoczABI2RwdLf8UeemjnDZ9mseuTiSm13PnoRB+iQQCKgOAWkBNkEjZHB0t/xR53BxJIT0CRMwQoZF18sfdQ4XR0JIbzABI2RYdL38Ueem+DmxcXEkhPQCEzBChkXXyx91zorLCsPFkRDSC4oT8IEDBzw9PblcblBQ0HOnMP3pp5+Cg4NtbGzMzc0DAgLI9bBICxcuVF+ocsyYMXoMHCGd0M/yR50jm77P3i1RKLEVGiEdojIBnz59euXKlbGxsZmZmSEhIREREUKhsE0ZOzu72NjY9PT0e/fuvfPOO++8886FCxdU706ZMqX0mcTERP2Gj5D26Wf5o86pL45EVQwI9QVUJuBdu3YtWrRo8eLFPj4+u3fvdnNzO3jwYJsyEydOnDlzpo+Pj5eX14oVK4YPH37jxg3VuxwOx+kZOzs7/YaPkPbpZ/mjzpGLIwHAz1nYCo2QDlH2HLBMJsvIyFi7dq1qS3h4eFpaWkflCYK4fPnyw4cP1WfrTk1NdXBwsLGxeemll7Zu3aq+0LRKc3Nzc3Mz+bqurg4A5HK5XC7X2pVQhLwEE7gQrTCNu9HcokzKKQWA1/0de3Mtvb8br/s5nrwl/PV+adzrQznU/SmgFVr8bMjlcoIglEqlUqns/dEokZWVtXXr1t9//10kEnl4eCxdunT58uVaP0tOTs6GDRvu3LlTWFi4a9euFStWPLeYQCDw8vJS33L+/PkpU6a0L6lUKgmCkMvl5JKIJGP/fQcKE7BIJFIoFOrrUDo6OqoW2FJXW1vr6ura3NzMYDAOHDgQFhZGbo+IiHjzzTf5fH5BQcFHH300adKkjIwMDofTZvft27dv3LhRfUtycrJqoWljl5KSQnUIBsTY78ajWlpjM8OSRZTdT0/M6e3RenM3lARYshj1zYovvk8aZN3bSAyBVj4bTCbTycmpoaFBJpP1/miUSEtLs7e3P3TokKur661bt1atWiWTyd59913tnqWystLV1fW1116LjY1tamoiaz7tkUsU//zzz0OHDiW32NraPrewTCaTSqXXrl1raWlRbZRIJNoNW/8onglLfZkXgiCeu+qLpaVlVlZWQ0PDpUuXYmJiBg4cOHHiRACIjIwkC/j5+QUHB/P5/PPnz8+aNavN7uvWrYuJiSFf19XVubm5hYeH93LdSkMgl8tTUlLCwsJYLArGyhoa07gbuy4+Aih42cfl9df8e3McrdyNy5J75+6VKfp7vxraxdpzBk6Ln42mpqaioiILCwsuV68TpLQ3cODAFStWqGqWI0eOnD59+oYNG7rc8R//+Ed9fb2lpSWNRhs+fPjdu3eTkpJWr17dvuTFixfXrVt3//599b82FApFd8KbOHEi+S29efNmLpfb0fethYUFALi5uQ0ePLjzAzY1NfF4vAkTJqjf+Y7yuhGhLAHb29szGAz1Km9FRYV6hViFTqeTC0kGBATk5eVt376d/K9V5+zszOfzHz161H53DofTplrMYrGM+mtanSldS+8Z+91IfyIGgBDv/lq5il7ejRBvh3P3ytILqtcY8y1V0cpnQ6FQ0Gg0Op1Op9MJgpC2SLUSW3s8Jq/LNSjJSNr8GBER8dzHSeBZdZNsPFftW1dXZ2dn135lpOrq6rfeeisiIuLEiRMikWjJkiVcLnfNmjV0Ol0oFPr6+j73FPPnzz906FDncaojt8+YMaOpqWnw4MGrVq2aPXt2RyVpNFqb/0Sj/mUnUZaA2Wx2UFBQSkrKzJkzyS0pKSnTp0/vfC+CIFQduuqqqqqKioqcnZ21HyhCelHXJL/3tAYAxg+ypzoWgGdh3HtaW9ckt6LiiWQDJ22Rjj45WkcHvzX3lhlLk26yo0ePSqXd/bMgPT39v//97/nz59u/dfLkSQaDcezYMbK3bs+ePdOmTQsPDwcAFxeXrKys5x6wpy2LFhYWu3btGj9+PJ1OP3v2bGRkZEJCwvz583t0EKNGZRN0TEzM22+/HRwcPHbs2MOHDwuFwmXLlgHAggULXF1dt2/fDgDbt28PDg728vKSyWSJiYknTpwgR0o3NDTExcW98cYbzs7OAoHgww8/tLe3V+VyhIzOb/lVSgIG2pu72PCojgUAwNWG52lvXiBqvPWkOsz3OU1TyAC5unb38fGcnJzp06d//PHHqlE16h49ehQQEKAaKzN+/PiWlpa8vDwHBwcmk0k2Sfaevb39qlWryNfBwcFisTg+Ph4TsJ5ERkZWVVVt2rSptLTUz88vMTGRz+cDgFAoVDVZNDY2RkdHP336lMfjDR069JtvviG7fhkMRnZ29okTJ2pqapydnV9++eXTp09bWupp5VSEtO7mYxEAjBvUj+pA/mecV78CUePNxyJMwO3xmLxbc2/p7uA9Kq/qmu2yCZqUm5v7yiuvLFmyZP369c8tzGKx1Lt7ydfkCOSeNkF335gxY44eParx7saI4kFY0dHR0dHRbTampqaqXm/ZsmXLli3td+TxeOozciBk7G7mVwHAi4bR/kx6cZD9t7eE5F8GqA0ajaZZK7G2qAbQyOXyoqIi8nV3mqDz8vJmzJgRFRW1devWjsoMGzbs2LFjjY2N5ubmAHDz5k06ne7t7Q1abYJuIzMzs691I+J6wAhRr6y26XFFA40GYwcaUAIe69WPRoNHFQ3ldU16XhgRdenLL78MDQ3l8/l79uypra3Nz88vLy/vsgk6JyeH7M2NiYkhUziDwejfv+20a3PmzNmwYUNUVFRcXFxlZeXy5csXLlxITrTQnSZomUyWm5tLviguLs7KyrKwsCD32r9//5kzZy5dugQACQkJLBYrMDCQTqefO3du79696tM89AXG/Yg9QqaBrGX6u1pbmxnQcCcbM7afizU8Cw8ZlKlTpy5fvtzf37+6unrz5s0//fTTxYsXu9zrhx9+EIlEJ0+edH5m1KhR5FsCgYBGo5ENkFwuNykpSSwWjxo1avbs2WFhYXv37u1+bCUlJYGBgYGBgaWlpTt37gwMDFy8eDH5lkgkys/PV5XcsmVLcHDwqFGjTp06dfz4cVWXcB+BNWCEqHczXwQGM/5Z3fhB9tnFtTcfV80aOYDqWNBf+Pn5qfeYdtSb28aGDRtWrVplZWXV/tEggUBgY2MzYsQI8kdfX1+ynqoBDw+PjtaTjouLi4uLI19HRUVFRUVpdgrTgDVghChGEARZxTSoDmASGdLNx6KOvk+RyUhKSvrwww9tbW2pDqQPwRowQhTLr2wsr2tmM+lBfIP77gv2sGUz6WV1TU9EjV79LagOB+nQJ598QnUIfQ4mYIQoRlZ/R3nYclmMLgvrGZfFCObbpuVX3XwswgRsOAQCAdUhIC3AJmiEKHbjsYF2AJPIwG48wnFYCGkZJmCEqNSiUP72pAoAxnsZdAJOf1KlUGI3MELahAkYISplF9fWN7VYcZl+rga67J+/q7Ull1nf1JJdXEt1LAYBx6Ppn6nec0zACFGpdQZKL3sGvYvVb6jCoNPGefUDfBr42fI7JrAMrdEh77kJLH/UBg7CQohKNx9XAcB4Q5oCur3xg+wv5JTffCx672XjXhu4lxgMho2NTUVFBQCYmZl1uWKgAVIqlTKZrKmpqaMlAg0NQRASiaSiosLGxoacjNqUYAJGiDJSmSKjUAwGPAKLRIZ3WyCWyhQ8tql9CfaIk5MTAJA52BgRBCGVSnm8rtcbNig2NjbknTcxmIARoswfgmqZQulizfW0N6c6ls4MtDd3tuaW1jbdLqwOGdx23uA+hUajOTs7Ozg4yOVyqmPRhFwuv3bt2oQJE4yoOZfFYple3ZeECRghypAzUI4bZG/g1REajTbOy/7HO09vPq7q4wmYxGAwjDQlMBiMlpYWLpdrRAnYhBlHNwBCJslgZ6Bs78XBOA4LIS3DBIwQNcSNspySOgAgxxgbuHFe9gBwv6S2RiKjOhaETAQmYISokf6kiiDA29HCwRiW2nW04g52sCAISM+vojoWhEwEJmCEqGHgM1C21zonJbZCI6QlmIARogbZn2qwM1C2N/7Z0oRUB4KQicAEjBAFiqolhVUSBp02eqAd1bF01+iBdgw6TVAleSrGqaAQ0gJMwAhRIC1fBAABbjaWXKN5GsSKyxoxwBoA0h5jNzBCWoAJGCEKtM5AaQzjn9W1tkLnYys0QlqACRghfVMqiZvGNgKLpOoGNtXVaRDSJ0zACOnbw/L6qkYZj8UIdLelOpaeCXS34bEYogbZw/J6qmNByOhhAkZI38jq7wuedmymkf0CcpiMUZ528KwJHSHUG0b2+4+QCTCiGSjbe3EQzkmJkHZgAkZIr2QtylsF1WCEHcAkMuxbT6rkCiXVsSBk3DABI6RX957WSGQKO3P2UCdLqmPRhI+TlZ05u1GmuPe0hupYEDJumIAR0qs/BGIAeMHDjk436CUIO0Kn00Z52MKzC0EIaQwTMEJ6lVEoBoAgvpGNf1ZHBk9eCEJIY5iAEdIfgiDuCMUAEORh1AnYDgDuFIrxaWCEeoP6BHzgwAFPT08ulxsUFHT9+vX2BX766afg4GAbGxtzc/OAgICvv/5a9RZBEHFxcS4uLjweb+LEiTk5OXoMHKEeeyJqrG6UsZl0PxdrqmPRnJ+rFZtJr7mvoCAAACAASURBVGqUFYgaqY4FISNGcQI+ffr0ypUrY2NjMzMzQ0JCIiIihEJhmzJ2dnaxsbHp6en37t1755133nnnnQsXLpBvxcfH79q1a//+/X/88YeTk1NYWFh9Pc4PgAwX2Ww7YoC10T0BrI7DZAx3tQZshUaodyj+Fti1a9eiRYsWL17s4+Oze/duNze3gwcPtikzceLEmTNn+vj4eHl5rVixYvjw4Tdu3AAAgiB2794dGxs7a9YsPz+/hIQEiURy8uRJKq4DoW7JEJAdwEazAlJHyCZ0TMAI9QaTwnPLZLKMjIy1a9eqtoSHh6elpXVUniCIy5cvP3z48NNPPwWAgoKCsrKy8PBw8l0Oh/PSSy+lpaUtXbpUfa/m5ubm5mbydV1dHQDI5XK5XK71y9Ez8hJM4EK0wljuxh+CagAIGGCp01D1cDcCXa0A4A9BteHfc2P5bOiHKd0NE7gKKhOwSCRSKBSOjo6qLY6OjmVlZe1L1tbWurq6Njc3MxiMAwcOhIWFAQBZss3uhYWFbfbdvn37xo0b1bckJyebmZlp8UIolJKSQnUIBsTA70ajHJ6ImABQ9fB24hOdn06nd6NBDgDM/MrG7/8v0dwYFlQ08M+GnpnG3ZBIjH5daioTMIlG+9/TkARBqP+oYmlpmZWV1dDQcOnSpZiYmIEDB06cOLGbu69bty4mJoZ8XVdX5+bmFh4ebmVlpeXL0Du5XJ6SkhIWFsZiGcP3n44Zxd24/LASbmcOtDd7a/qLOj2Rfu7G0YIbBVUS+6GjXh7SX3dn6T2j+GzojSndDbJF06hRmYDt7e0ZDIZ6lbeiokK9RqtCp9MHDRoEAAEBAXl5edu3b584caKTkxMAlJWVOTs7d7I7h8PhcDjqW1gslgl8+EimdC29Z+B3I+tpHQAEe9jpJ0hd341gD7uCKknW07pwPxfdnUVbDPyzoWemcTdM4BKoHITFZrODgoLUG0NSUlLGjRvX+V4EQZB9up6enk5OTqrdZTLZ1atXu9wdIaqYwBQc6nA6DoR6ieIm6JiYmLfffjs4OHjs2LGHDx8WCoXLli0DgAULFri6um7fvh0Atm/fHhwc7OXlJZPJEhMTT5w4QY6UptFoK1eu3LZt2+DBgwcPHrxt2zYzM7O5c+dSe0UIPZesRXm3qAZMYgg0KdjDFgDuPq2RK5QshhE/VYUQVShOwJGRkVVVVZs2bSotLfXz80tMTOTz+QAgFArp9NZf6cbGxujo6KdPn/J4vKFDh37zzTeRkZHkW2vWrJFKpdHR0WKxePTo0cnJyZaWRjnBPTJ5OSW1zS1KGzOWV39zqmPRjoH2FjZmrBqJPKekLsDNhupwEDI+1A/Cio6Ojo6ObrMxNTVV9XrLli1btmx57r40Gi0uLi4uLk6H8SGkDa3tz+62zx1maIzodNpId9vLDyoyCsWYgBHSADYcIaQPrQnYmKeAbu9ZN3A11YEgZJQwASOkcwRB3C4UA0CwqXQAk4L5tgBwW4CrMiCkCUzACOncU7G0sr6ZxaANH2DEazC0N3yADZNOq6hvfiqWUh0LQsYHEzBCOne7sBoAhrlYc1kMqmPRJh6bMQxXZUBIU5iAEdK5jNb2Z5PqACYF49PACGkKEzBCOndbYFJTcKgjL+o2JmCEeg4TMEK6Vdckf1heDyY3BJpE1oAfltXVNxn90jQI6RkmYIR0K0tYQxDgbmfmYMmlOhbtc7DiutnxlARkFdVQHQtCRgYTMEK6ddu0poBuL8i99WEkqgNByMhgAkZIt8h5Kkw5AXvYAY7DQqjnMAEjpEMtCmWWsAaeLV1gkshu4EyhWKHE6TgQ6gFMwAjp0IOy+kaZwpLDHOxgssuEeDtaWnKYjTLFgzKjXyAdIX3CBIyQDpENs4F8WwbdRNZgaI9BpwW42wC2QiPUQ5iAEdIhE56CQx05xzUmYIR6BBMwQjqUYepDoElBfBwIjVCPYQJGSFdKa6XFNVIGnWbyy+UGuNvQaVBcIy2rbaI6FoSMBiZghHSFrP76OFuac5hUx6JbFhymj7MVYCs0Qj2BCRghXWmdAtrdxNufSc8mha6mOhCEjAYmYIR0pbUD2MOO6kD0IQiXRUKohzABI6QTEllLbmkd9IEh0KRgDzsAyCmpk8haqI4FIeOACRghncgqqlEoCWdrrosNj+pY9MHFmutkxVUoibtFtVTHgpBxMPGxIQhRJUOfawA310PR76BUkD/RFC0OtXdpj1nAYAIA0Bng9gJwdDsVF41GC/KwPX+vNKOweqxXP52eq0sSueSS8FJmRaYl29KGbVMkK+pX1s/RwrEfr58Nx4ZOw4oHMgiYgBHSiQyhXqbgqH0Ktw5BRgI0/28aSCbAWAB4olaMYwVBUTB6GVgP0F0swXwyAVPWDdyibPmt9LdfnvxyWXhZ2iJVf+v7y9+TLxg0hi3Xtj+v/xTPKXOHzuUyTXCNSGQsMAEjpH1KJXGndQoOnY3AKsmEtP2QcwYIBQCAtTuYt9Y7lQRRW1trbW1Np9EAABqroFYIafvgt4MwbCaMfQ9cAnURkWocllJJ0PU49SZBELlVub88+SWxILG6qXUYtrul+yT3SS3KlkpJ5Z/Ff9LMadVN1TXNNQpCIZKKRFJRXnXet7nf/iPgHzMGzWDS8ZsQUQA/dghp36OKhrqmFjM2w8dZ2w2/SiX8mQTp+6HwZusWjxAY9y8YFAb01pZVhVx+LTHx1VdfpbNYrbs8ToG0fSC4DtnfQ/b3wH8Rxr4H3lNUu2iFj7MVj8Woa2p5XNng7aiPxSdEUtGPf/74y5NfBHUCcostx3aK55TXB77ub+9Po9EAQC6XJyYmvvrqqywWS66UV0urq5qq8qryDt87XNJYsjF9Y0JOwvKRy0PdQ8nyCOkNJmCEtI9shg1ws2EytJfh5FLI+hbSD0B1PgAAnQl+b8DY98B5RBc70ungPRm8J0NJFqR/Djk/QeENKLwB/QbBmGgImAss7QwTYzHoAW426U+qbgvEekjAv5X+tubqGnGzGAA4DM4kt0mve70+1mUsi87qMEI6y9Hc0dHc0bef71Svqacfnj5877CgThCTGuNv779y5MoXnF/QddgIqWACRkj77gjFADBSi1NwiAXw7Zsg+hMAgGsNQe/AC++CtWvPDuISAG8cgdA4+P0LuP0VVD2G8zFw6xDM+x5sPbQSZhDfNv1JVaZQPHe0u1YO+FwEQXyV89XuO7uVhNLb1nuB74JX3F+xYFv06CBsBvtt37dnDpr5Vc5XJ3JPZIuyFyUvGu8yfsXIFT79fHQUOULqcDQgQtrXmoD5WpoCujgDjoaC6E+wcIIpn8KqXAjb2OPsq2LtCmGbICYXpnwKFk4g+hOOhkJxhlYiDXS3gWeXryON8sb3r76/K2OXklDOGDTj5Gsnpw+a3tPsq2LBtvhn4D8TZyX+bcjfmDTmzZKbb/3y1pbftiieDSlHSHcwASOkZTUS2ZPKRgAIdNNGDfjBefjyNWisBCd/eDcVxiwDjobJ5i84FjBmGbx7BRz9obESvnodHiT2/qiB7rYAkF/ZWCuR9/5o7QlqBfPOz0spTGHSmR+N+WjTuE0cBqf3h7Xn2ceOiT0742yEZwQAnH54+t/X/y1X6OQSEFLBBIyQlmUW1QCAp725rTm7t8e69QWcmgctUhgUCu/8ClbOWohPnZUL/P1XGBQKcgmcnge3DvfyeHbmbI9+ZgCQWaT9SvBl4eU55+fk1+Y78By+nPzlW0Pe0u6wKTcrt/gJ8Z9N/IxJZ14QXFiZurKpBRd3QjqECRghLcsU1sCzxljNKZWQ9CH8ugaAgKCFMOe0rmbS4FjCnFMwMgoIJfz6AVyIBaWyN8cje77Jm6AtCqViX+a+FVdWNMgbRjqMPD31dIBDgBaPry6UH7pv0j4Og3Pt6bX3Lr0nkUt0dCKEKE7ABw4c8PT05HK5QUFB169fb1/gyJEjISEhtra2tra2oaGhv//+u+qthQsX0tSMGTNGj4Ej1KFMoRieNcZqSC6F7xfAb58DALyyAV7f3TqnlY4wWDB1D7zyMQBA+n74Pgrk0q726ZDWu4Frm2vfu/ze4XuHAWC+z/yjk4/a8+y1dfDnetH1xYOhB82YZr+X/f5uyrt1srqu90Go56hMwKdPn165cmVsbGxmZmZISEhERIRQKGxTJjU1dc6cOVeuXElPT3d3dw8PDy8uLla9O2XKlNJnEhO10IOFUC8plUSWsAYARmpcA24UQcJUyDsHDDa8cQxCYkAPz6fSaBDyPsw6Cgw25J2FhGnQKNLsSORfHllFNUol0fu4xE3i+Ynzbxbf5DK420O2//uFf3fylJEWjXIadTT8qBXb6m7l3UUXFqnm90BIi6hMwLt27Vq0aNHixYt9fHx2797t5uZ28ODBNmW+/fbb6OjogICAoUOHHjlyRKlUXrp0SfUuh8NxesbOrk8s+oYM3OPKhvrmFjM2Y4hmD8KKHsPRUHj6B3Bt4O2fwX+2tgPs1PA34e0zwLWGp7/D0VCoytfgGEOdLHksRn1TS35lQy/DkSlkK6+sFNQJnM2dv3n1m9cHvt7LA/aIf3//45OP23HtHlQ/WJi0sLyxXJ9nR30BZQlYJpNlZGSEh4ertoSHh6elpXWyi0Qikcvl6ok2NTXVwcHB29t7yZIlFRUVOgwXoe4hZ6AcPsBakyk4aorgyykgLgAbd1iUAh7jtR9flzxehEUpYOMO4gI4Phlqinp6ACaDPnyANfS6FZogiA1pG+5U3LFkWR4KPTTEbkhvjqaZIXZDvprylaOZY0FtQVRS1NP6p/qPAZkwyibiEIlECoXC0dFRtcXR0bGsrKyTXdauXevq6hoaGkr+GBER8eabb/L5/IKCgo8++mjSpEkZGRkcTttnEpqbm5ubm8nXdXV1ACCXy+Vyo3/AgLwEE7gQrTCcu5FRWA0AAQOsexyMXMo8NZfWWEk4DGuZ8z1YOICml9Pbu2EzEKKSmN+9SavIIU7NbVlwvqdTZQUMsL5VUJ0hqJ4VoPmw7aP3j/7y5BcGjREfEu9m7qbx5fTybgwwG3As9Niyy8ueNjyN+jXq4KSDntaemh3KEBjOb0rvmcBV0AhCC/00GigpKXF1dU1LSxs7diy5ZevWrV9//fWDBw+eWz4+Pv6TTz5JTU0dPnx4+3dLS0v5fP6pU6dmzZrV5q24uLiNGzeqbzl58qSZmZk2LgKhtrZnMcqktMVDFP52PfnNIoiRhV+4idOamZZXh2yUsnU7yKg7eDLRSw83cFrqi2zH3+G/26N+6Oxq2tGHDCcesS5Aw+ks7snu/VfyXwCYzps+ijNKs4NoUZ2y7quGryqUFRY0i2jLaCu6FdURIZBIJHPnzq2trbWyMtb/DspqwPb29gwGQ73KW1FRoV4hVrdz585t27ZdvHjxudkXAJydnfl8/qNHj9q/tW7dupiYGPJ1XV2dm5tbeHi48f6Hqcjl8pSUlLCwMBZLH2NSDJyB3I06qbws/QoALJ4xqZ9FDyaIoP9+iJGVRtAYjL99/TL/xV6Goa27QRN4Eidnu4lvugS/qnxhafd3fKGh+einV8ubaCGTwiy5PY7hbuXdTZc2AcD8ofNjRsb0dPc2tHU3JjdNXnpp6ePaxymclC9e+cJIF1AykN8UrSBbNI0aZZ8hNpsdFBSUkpIyc+ZMcktKSsr06dPbl9yxY8eWLVsuXLgQHBzc0dGqqqqKioqcnZ/T3sXhcNq0S7NYLBP48JFM6Vp6j/K7kVNQAwDudmZOtj2ZrKrgGlzcAAC0yVuZg17WVjBauBuDJ0H4FriwjnHxY4bLcPCc0M39nG1Zbna8omppTlljyOD+PTrn0/qn719/X6aUTXSbuHrUagad0fO4n6P3d8OB5bB70u7IXyIzKzMP3T+0KmiVVgKjBOW/KVphApdA5SjomJiYo0ePHj9+PC8vb9WqVUKhcNmyZQCwYMGCdevWkWXi4+PXr19//PhxDw+PsrKysrKyhoYGAGhoaFi9enV6erpAIEhNTZ06daq9vb0qlyNEiUwNHkASF8J/o4BQwIg5MHqZriLT2Jh/wPBIIBTw/UKoafuUYCc0m46jXlb/z0v/rG6qHmo39NOQT7WVfbWFb8XfNG4TABy/f/xq0VWqw0FGj8oEHBkZuXv37k2bNgUEBFy7di0xMZHP5wOAUCgsLS0lyxw4cEAmk82ePdv5mZ07dwIAg8HIzs6ePn26t7d3VFSUt7d3enq6paU+liBFqCPP1mDo9hQcMgmcngfSanAOgNc/08fzvj1Fo8HUPeA8AiRVcGoeyLo7LRSZgHs0ELpF2bL66mpypsl9k/aZsQxxoEa4R/g8n3kA8OGND4sbirssj1AnKO7GiI6Ojo6ObrMxNTVV9VogEDx3Rx6Pd+HCBR1GhlAPKZVE6xxY3VyDgSDg3HIoywYze4j8RluL8mofiweR38LhiVB2D86tgFmHu/OHAjkfVqawRqkk6PSuyxME8cnvn6SVpPGYvH2v7HMyd9JC5LrxftD72ZXZ90T3VqeuTohIYDN6PeM36qtwLmiEtOOJqLGuqYXLog917l5LTPrnkP090JnwVgLYuOk4ut6xcYM3vwIaA7L/C78d6M4ePs5WHCa9ViovqGrsTvlv8749/fA0DWjbQ7b79vPtXbi6xWKwdr6005pjfb/q/s7bO6kOBxkxTMAIaQfZ3Drc1YbVnSk48q9AykcAAJO3gUdvhz3rg2cITN4GAJD8ETxJ7ao0sFTTcRR23Qp9p/zOjts7ACAmKOYV91d6G6ruOVs4b3txGwB89+C7JEES1eEgY4UJGCHtaF0Eid+NEVhiAfzwDhBKGDEXXnhX55Fpy+ilMGIOEAr4/h0QF3ZZvHUcVlEX47CkLdKPbn6kJJRTB06NGhalnVB1b8KACYv9FwNAXFqcoPb5PWUIdQ4TMELa0d0OYLkUTs0HqRhcAg104FVHaDR4/TNwDgBpNZya1+WKSa3LInVVA96XuU9YL3Qwc1g7eq121/fVtfcC3gt2DG6UN8ZcjZG2aL5+FOqzMAEjpAUNzS0Py+sBYGSXNeDU7VCuGnjF1UdwWsTiwd++BTN7KM+G1E86L0vWgP8sr29obumozJ3yO9/kfgMAcWPjrNhGNj0Ok86MnxBvx7V7JH60/dZ2qsNBxgcTMEJacLeohiBggC3PwbLTnFqSBWn7AQCm7QPrAfqJTcusB8C0vQAAafug9G4nBR2suK42PCUB9zpohZa2SD9O+5gAYsagGSEDQnQRrK71N+sfPyGeTqOfeXzm58c/Ux0OMjKYgBHSArKhlVwKt0OKFjj7LyAUMGwmDH1VT5HpwtDXwHcGEAo4+y9QdFi7BVUrdAdPA+/P3F9YV+hg5vDBqA90EqdejHYeHT0iGgC2/rb1Se0TqsNBxgQTMEJaQA416mIOrN8+h7J7wLWBiHg9haU7EfHAtYbSu50/ldTJfFiZFZlf534NABvGbjC6xuc2lgxfMtZ5bJOiaXP6ZqqWt0HGCBMwQr1FEM+m4OikBlyVD1e2AQBM3goWDvoKTWcsHSF8KwDAlW1Q3WG1r3U6jqKaNmmpqaXpo5sfEUBM95o+YUB3p5g2WHQa/eOxH3MZ3Nvlt889OUd1OMhoYAJGqLcEVRKxRM5m0n2dO6jJEQT8shJamsBzAgTM0290OhM4HzwnQIsUzq2ADqp9w1ys2Ux6daOssOovc1i2Nj7zHNa8sEYvsercAMsBS0csBYCdf+ysaerZDNioz8IEjFBvkR3A/q7WbGYHv1CZ30DBNWDyYOoeY3ruqHM0Gry+G5hcKLgGWd8+twibSfdzsYK/dgNnVWSdyD0BABvGGX3js7qoYVGDbAaJm8Wf3fmM6liQccAEjFBvZRaJoZMO4PpySI4FAHj5Q7AbqMe4dK+fF7z8IQDAhVioL39ukTbdwKrG52le00yg8Vkdi876eOzHAPDTo58yyjOoDgcZAUzACPXWnUJyBFYHHcC/roGmWnAeAWParjtiCsa8B07DoakGkv793PfJtaFUNeDPsz4X1AkceA5rRplI47O6QIfANwa/AQBbftsiV8ipDgcZOkzACPVKY3PLg7I66GgE1oPzkPsz0BgwbR8wKF58TCcYTJi2D2gMyDkDDxLbv0+Ow3pQVi+RtWRVZCXkJADAhnEbrDnW+g5VL1YFrbLl2D6ueZyQm0B1LMjQYQJGqFfuPa1VEuBizXWybjcFR1MtnH8fAGDcv8B5hP5j0xOXABj3TwCA8+9DU12bN52tec7WXIWSuF1YYaqNz+qsOdarR60GgC/ufvG0/inV4SCDhgkYoV6508kDSBfjoL4U7AbCxLX6DkvPJq4DW0+oL4GLce3fJCvBx3OOCeoE/Xn9TbLxWd3UgVNfcHqhSdG09dZWfCwYdQITMEK90roIUvsRWIVpcPs4AMDUPcDi6T0u/WLxWuenvH0MCtPbvDnS3ZbGrLlTewYA1r6w1lQbn1VoNNr6MetZdNaN4hsphSlUh4MMFyZghDTX4RQc8iY4uxwAYOQC8DTZ5ta/8JwAgW8DAJxbDvIm9XcC3W04DkkEyIMcg8L4YdSEp1+e1p6L/BcBwKe/f9oga6A6HGSgMAEjpLmiamlVo4zNoPu5/vV51rR9UPUILBwhbBNFoVEhfDOYO4DoT0jbp75ZwRKwrLMIghblvdy4FhzsjcX+i90t3SukFfsy93VdGvVJmIAR0hzZATzM1YrDZPxva3053PgMAGDyNuB1tTywKeHZwuRtAAA3PlM9FqwklHsy/wMA8tqgujpHCqPTMw6Ds37MegA49fBUjiiH6nCQIcIEjJDmWkdguf01y17ZCvJGcA0GvzeoCYtC/rPBNQjkjZC6jdyQWJB4T3SPCVxZZTg5ZVjfMdZl7KueryoJ5abfNimUCqrDQQYHEzBCmiNHYI3kq43AKs+FzK8BACZvNZ1ZJ7uPRmtdpOHOCSjPlcgln2V8BgCTnOcQLVaZHSwMbMI+GPWBJcsytyr3+z+/pzoWZHAwASOkIalMkVfabgqO5PVAKMFnGriPoSwyavHHgs9UIJSQ8lFCTkKFpMLF3OW9ke8AQG5JXZO8b1UE7Xn2/xr5LwA4ePdgo7yR6nCQYcEEjJCGsotrW5SEoxXHRTUFx+OLkH8J6CwI20hpaFQL3Qh0VlnBlePZRwAgJjjGs5+NgyWnRUlkF9dSHZy+zfae7WHlUd1U/eX9L6mOBRkWTMAIaUjVAdw6slepgOSPAQBeeNfUFl3oqX5e8MKSPXY2TUr5SIfAcH44jUYjH5Xua93AAMCis1aOXAkAJ3JPVEgqqA4HGRBMwAhpiMwl/+sAzvwGKnKAawMTVlMZlmG4N+y1XyzMaQSxxsqP/AOFXKxCfV3CvmOS+6SA/gHSFumBrANUx4IMCCZghDRBEERGoRgAgvi2AADNDXBlKwDAS2vAzI7S0KhHEMSn2QcBYFpD47D0o9DcAM9uVEahuA/Ozkij0WKCYwDgzOMz+TX5VIeDDAUmYIQ0USBqrGqUsZl0P1drAIC0vdBQDraeMGoJ1aFR79eCX+9V3uMxecuVltBQTs7L4T/Ams2kixpkgioJ1QFSINAh8BX3V5SEcnfGbqpjQYYCEzBCmrhdKAaAEQOsOUwG1JXAzb0AAGEbgcmmODKqSVukn935DAAW+y92eGUTAEDaXqgr5TAZw12tAeC2oJraCKmyYuQKBo2R+jT1dtltqmNBBgETMEKayBCQ7c92AACXt0CLFNzGgM80isMyAAk5CWWNZc7mzgt8F4DvdHAbDXIJXN4CAEEera3QVMdIDU9rz9neswFgV8auPtgOj9rDBIyQJm4XVgNAMN8WSu9B1kmAvjrzxl+VN5Yfv38cAGKCYrhM7v/m5cj6FkrvBfPt4FnjQd+0bMQyHpOXLcpOLkymOhZEPUzACPVYdaMsv7IRAILcbSA5FoAAvzdgQDDVcVFvf9Z+aYs0oH/AZI/JrZvcRsGwWQAEJK8PcrcBgMcVDeJGGZVRUseeZ/+O3zsAsOfOHrlCTnU4iGLUJ+ADBw54enpyudygoKDr16+3L3DkyJGQkBBbW1tbW9vQ0NDff/9d9RZBEHFxcS4uLjweb+LEiTk5OOM50geyEXWQg4VtSSoUXAMGG17ZQHVQ1HtS++Rs/lkA+GDUB39Z9Sh0AzDYUHDVruSqV39z6MOt0AAQ5Rtlz7Mvqi/675//pToWRDGKE/Dp06dXrlwZGxubmZkZEhISEREhFArblElNTZ0zZ86VK1fS09Pd3d3Dw8OLi4vJt+Lj43ft2rV///4//vjDyckpLCysvr5e7xeB+hyy/fkFd0tI/ggAYPQysOVTHJMB+DzzcyWhfNnt5eH9h//lDVsPGL0UACB5/QvuVtC3W6HNWGbRAdEA8MXdL+pl+H3Vp1GcgHft2rVo0aLFixf7+Pjs3r3bzc3t4MGDbcp8++230dHRAQEBQ4cOPXLkiFKpvHTpEgAQBLF79+7Y2NhZs2b5+fklJCRIJJKTJ09ScR2obyFHYL1Buwyih8Czg5D3qY6IenlVecmFyTSg/TPwn895O2Q18OxA9HA2/TIAZBT20YHQpJmDZnpae4qbxTg5ZR/HpPDcMpksIyNj7dq1qi3h4eFpaWmd7CKRSORyuZ2dHQAUFBSUlZWFh4eTb3E4nJdeeiktLW3p0qXquzQ3Nzc3N5Ov6+rqAEAul8vlRt/7Ql6CCVyIVujzbjTLFXef1nBANiL/CwBQhHygZJqDIf1HUPLZ2HtnLwBM5k/2tPB8zqmZ5vSQDxjJ60bkf8GB+LtPaxukzRymPioAhvmb8q8R/4q5FnMi98Qsr1mOZvpbJtkw74ZmTOAqqEzAIpFIoVA4Ov7vw+fo6FhWVtbJLmvXrnV1dQ0NDQUAsmSb3QsLC9vssn379o0b/zIzfnJyspmZWe/jNwQpKSlUh2BA9HM3ntSBLOfGNgAAIABJREFUXMGMZqcwJRUStv3FckciMVEP5+0pfX42hC3CGw036EAfWj00sYO7QVc6vMLqZyap+Dvr4kH5q0d/TPK01FuABvebQhAEn8EvVBTGJsbOMpul57Mb2t3QjERi9DO6UJmASeqDNQiCoHX8IEd8fPx3332XmprK5XJVG7vcfd26dTExMeTruro6Nze38PBwKysr7URPHblcnpKSEhYWxmKxqI6Fevq8G4evF5jlZP+D+QsogR32UUSAwT37q+fPBkEQSy8thQaY7jV9wegFnZSkDaiH8yv/wfolQT6J7er/6oueegjPYH9T3ERuC5MXZsmz1o5bO8hmkH5OarB3QwNki6ZRozIB29vbMxgM9SpvRUWFeo1W3c6dO7dt23bx4sXhw1vHdzg5OQFAWVmZs7NzJ7tzOBwOh6O+hcVimcCHj2RK19J7+rkbmUV1CxkXLJW1YDeQOXI+MKj/K/a59PbZSC9Jv11xm0Vn/SPgH12cceR8SN9rVf0kipGcWcTX50fXAH9TgpyDwvhhKYUpB+4d2PfKPn2e2gDvhgZM4BKoHITFZrODgoLUG0NSUlLGjRvXvuSOHTs2b96clJQUHPy/Ry09PT2dnJxUu8tksqtXrz53d4S0hSCIh4KipcxzAAAT1xls9tUbgiD2Ze4DgLeGvOVs4dxFaQYLXloLAEuZ5x4KnuJsUMsDl9Np9NSnqfdF96mOBVGA4lHQMTExR48ePX78eF5e3qpVq4RC4bJlywBgwYIF69atI8vEx8evX7/++PHjHh4eZWVlZWVlDQ0NAECj0VauXLlt27YzZ87cv39/4cKFZmZmc+fOpfJ6kKnLr2ycLT9rTZMo7YeC3xtUh0O9K0VXskXZPCZvsf/ibu3gP1tp721Da5wl+78nokYdR2foPKw9Xh/4OgB8nvU51bEgClD893tkZGRVVdWmTZtKS0v9/PwSExP5fD4ACIVCOr31j4MDBw7IZLLZs2er9tqwYUNcXBwArFmzRiqVRkdHi8Xi0aNHJycnW1rqcVwH6nuyHz35O+NXAKBP+hDoDKrDoZiSUO7P2g8A83zm2fPsu7UPnUF/ORa+j/o749fLfxZ49ffXbYgGb9mIZeefnL9RfCOrIivAIYDqcJBeUd+AFh0dHR0d3WZjamqq6rVAIOhoXxqNFhcXRyZjhPTAOvOgJU1abubtOHQq1bFQL6kg6ZH4kSXLcuGwhT3YzWdaudlgR8kjq8yDML6vL1DvZuk2Y9CMHx/9+HnW50fCj1AdDtIr6qeiRMhoNFSMFf0IAGVB7wO9r//uyJVysuE0aliUNce6B3vS6WUj3weAsaIfoKFCR+EZkXeHv8ukM38r/Q2XKexr+vqXCELdJ72ykwfNmcpBHmP0/eCmATr7+KywXmjHtZvvO7+n+/LHzspSevGgWXplpy5iMy4uFi5vDH4DAD7P+hwHpvUpmIAR6p7aYnbmlwBwynKBtTmb6mgoJlPIDt07BACL/BaZs8x7uruNOec7iwUAwM78EupKtB+fsVnsv5hFZ90uv/172e9dl0amAhMwQt1zfSdDKbulHEof+DLVoVDv+z+/L2ssczBziBwaqdkR6F4v31IOZShlcA0rweBk7vSm95uAleA+BhMwQt0gFsCdrwHgP/I3gz3sqI6GYhK55PC9wwCwdPhSDoPTZfnnCvLo9x/5mwAAd06AuO0Msn3QYv/FHAYnsyIzraSz+fCRKcEEjFA3XN0BSvl15fDfCZ9gD1uqo6HYyQcnq5uqB1gMmDl4psYHCebb/k743FD6g1IO1+K1GJ6R6m/WP3JIJGAluC/BBIxQV0SP4e5JANgpn93fkuNuZyIreWimQdZALqIXHRDNoms+FyC/n5m9BWcnWQnO+g6q8rUVofH6u9/feUxetij7evF1qmNB+oAJGKGuXP0ECGVBvwl3iUHBfNtO1gvpC04+OFknq/Ow8njV89XeHIdGowXzbbOIQYJ+IUAoIPUTbUVovPrx+s0ZOgcA9mfux0pwX4AJGKFOledC9g8AkMCeCwBB/D7d/twgaziRewIAlo1Yxuj1RGBkY34CZy4AQPb3UJHX6wCN3sJhC82YZnnVeZeLLlMdC9I5TMAIdSp1GwBB+Ez/ubwfAPTxEVjfPfiutrnWw8pjiseU3h+N/Gvm5zJ7wmcaAAFXtvX+mMbOlms7z2ceABzIOqAklFSHg3QLEzBCHSu7D3nnAGjC4ctrJHIuiz7MxehXktZYg6whITcBtFT9BYBhLtZcFl0skReNWAFAg7yzUIaLAkHUsCgLlsWf4j9TClO6Lo2MGSZghDp29VMAgGEz0+odACDAzYbF6Lu/Mtqt/gIAm0kfMcAGANLqHGDYDADA4dAAYM2xXuC7AAAOZh1UKBVUh4N0qO9+myDUhfIcyDsLQIOX1twWiAEgmN93258b5Y1k9XfpiKVaqf6SyG7g24VimLAGgAa5/wfludo6uPGa7zvfim2VX5t/QXCB6liQDmECRqgDrdXfGeDgk1FYDQBBffgJYFX1N8IjQouHJf+mySgUg6Mv+E4HeHbb+zZLdusCUwfvYiXYlGECRuh5ynMh9/8AACasqaxvFlRJaDQY6d5HE3CjvPGrnK9A29VfgNZbWiBqrKxvhpfWAADk/h8OhwaAuT5zrTnWgjpBkiCJ6liQrmACRuh5yM5I3xng6EtWf4c4WlrzNJ93wqjpqPoLANZmrCGOltBaCR4GvtMBCLiKPcFgzjKP8o0CgC/ufYGVYFOFCRihdiryIOdnACDrZGQHcJ99ArhR3piQkwAA7w5/V7vVXxLZsE/+lQMv/RsAIOcMVDzQ+omMzpyhc6zYVgW1BdgTbKowASPUztV4AAJ8poHjMCCHCD0bLtQHfffgu5rmGg8rjwhPLVd/ScH8Z+OwAMBxGPhMBSBwODQAWLAtyOHQWAk2VZiAEfqrigeQcwagtTYmlSlySmqhrw6Blsglquovk87UxSnIG3u/uLZJrgB4Vgm+/xNUPtTF6YzLXJ+5lmzLJ7VP8Jlgk4QJGKG/urYDgACfqeDkBwB3n9bIFYSjFWeALY/qyChAVn/5VnwdVX8BwM2O52DJkSuIu0U1AABO/jD0dQACru3Q0RmNiCXb8m3ftwHgi3tf4MRYpgcTMEJqKh/C/R8BntXDyMFBAMF8uz64BoNELmkd/Dx8qY6qv0CuyuCh1goNz25+9g9Q+aeOTmpE5vnMs2RZPq55jJVg04MJGCE1ZPV36Ovg5E9uuC2ohr46AksP1V9SkOppYJLzcBjyGlaCSVZsq/m+8wHg0N1DWAk2MZiAEXqm8s9n1d815IYWhZIcAj2q763BoJ/qL2mUhy0A/CGoblE8SzDkf8H9H0D0SKenNgrzfOZZsCwe1zy+JLxEdSxImzABI/TMtR1AKGHIa+A8gtxwv6SuvrnFisv07XtrMJx6eKqmucbd0l3X1V8AGOZibcll1je15JTUtW5yCYAhrwKhxEowAFhzrMklkrASbGIwASMEAACix3D/B4D/VX8B4OZjEQCMGdiPQe9bHcASueSr+61TX+m6+gsADDptzMB+AHAzX/S/reR/RPb3IHqs6wAM39u+b5uzzP8U/3lFeIXqWJDWYAJGCACeVX+9I8AlQLUtPb8KAMYPsqcuLGqcenhK3Cz+f/buOy7q+o8D+Ot7gzv23iBLUBBUBEVxD3BbbhuOUsvUXJUjNUemOTL6Wa5MS7M0s1ILE9QUFVwIqCioCLJlc4zj1vf7++MQiRyMu/veHZ/nw4cP+N53vPlw3Pv7+X5WG9M2wzyGaeaKPb2s8aTAazkFwmcIGBoXtmgmBm1mLjB/vf3rAHbe3MkwDNvhEKpBEjBBAEUPcOsXAOi3pG5bjUxxLaMEQKiXNVtxsaKu+qu+sb//FdrWBsC1jBKJvN6ME8ru0DcPozhNM2Fosyl+U4x4RiklKf9kkUqwniAJmCCAC1vA0PAZAqfAum0JmWUSOW1rKmhrZ8JiaJp3OPVwqaTU1dR1uOdwjV3U287ExkRQI6MTMsuebnXuAu/BYGjEkEowLIQWr/u+DmBnEqkE6wmSgIlWrzgNN38Bno79VYpLKwIQ6mXdqkYA13V+1mT1FwBFUconDbH1n0LjyTMJUgkGAEzxm2LIM7xbcvdc1jm2YyFUgCRgotWL2QJGAe9wOHepv/mSsgHYq3U1AB+5d6SkpsTFxGWE5wgNX7pnW2sAsQ+K/rXVOQje4WAUuPCFhuPRQpZCy9favwZgR9IOUgnWAyQBE61bcRpuHgaAfkvrb66UyJUzI/ZoTQ3AYrl47+290Hj1VynUywZAYlZZlUT+rxf6LgWApEOkEgxgaoepykpwTHYM27EQLcVyAt6+fbuHh4dQKAwKCrpw4cJ/d0hOTh47dqy7uztFUREREfVfWr16NVWPg4ODpqIm9Eht9XcwnIPqb76WXiKnGVcrQ1crI7ZC07xfUn8pqSlxNnEe4aXp6i8AVysjF0tDOc1czSj51wsupBL8lJXQalK7SSCVYL3AZgI+fPjwggULli9fnpCQ0Lt376FDh2ZmZjbYp7q62tPT8/PPP39mfu3QoUPeE7du3dJI1IQeeVr9XdLgldi0IrSy58/1q798Dp+VGJQFHtegGRikEvwvykpwcnHyhZxnVFoIHcJmAt66dev06dNnzJjh6+sbERHh6uq6Y8eOBvt07dp18+bNkyZNEggE/z0Dj8dzeMLW1lYjURN65Gnrb1CDVy49KEYre/58JPWIsvo70mskWzGEtrXGk/lP/sUlCG3DSCVYydrQemK7iQC2J24nlWCdpulmnjpSqTQ+Pn7p0qcNb+Hh4bGxsU06yf37952cnAQCQUhIyPr16z09Pf+7j0QikUgkyq9FIhEAmUwmk8laELtWUP4IevCDqERzSqPkIe/mYQqQ9/yQ+feBpdXSO3kiAN3czHWxhJtRGnXV37f93oYCMgU7P3XXNuYA7uSJCsqrLI0M6r9E9fqQ9yCaSTok7zEfVs/4S38evfxLebPdm4dSDiUXJ599dLaPc5/GH6hPpaEHPwVrCbioqEihUNjb29dtsbe3z8/Pb/wZQkJC9u/f7+Pj8/jx43Xr1oWGhiYnJ1tbN6yybNiwYc2aNfW3REVFGRnpScNedDRZoeypJpVG4KPdbRhFvlmnK0n5SIqs/1JiMQVwHQyZqzE6PPd9k0ojtia2uKbYgmPBTeVG3ot8+QFq42DIzRdTO46e6WzdsG7X3ayjvehm3uEPEtxmNvW0+veXEswLvqi4uOnipgqTiqaOlNOP0qiurmY7hJZiLQEr1X/fMAzTpLfR0KG1c8QHBAT06NHDy8vrhx9+WLRoUYPdli1bVrdRJBK5urqGh4ebmen83PoymSw6OjosLIzPZ6e5Tqs0uTRKHvIS4wDYjNk87N+jjwBcOXEHyA7v5DZsWHuVh6oBTS2NGnlNxPEIAHOD545qO0rN0b3EdSblwOVMqYX7sGG+DV6icuzx/WDX0ljHiV80vhKsr38pPWp6jDg+Ileea9LJpK9L30YepU+loXyiqdNYS8A2NjZcLrd+lbegoKB+hbhJjI2NAwIC7t9/xsplAoGgQfsxn8/Xgzefkj79LC3XhNKIjVC2/vLcQ/774uWHpQB6edvqdNk2vjQO3z9cVFPkaOw4xmcMn8vyj9zL2/bA5cy49JJnBO/eHW3DqAfR/Liv8Or2Jp1W//5S7Ph2r7V/be/tvbtv7x7oPrBJtRf9KA09+BFY64RlYGAQFBRU/0lIdHR0aGho884mkUju3r3r6OioougIvVbX+bnv0v++mFcuflhUxaEQ4tkqemDVyGuUrb8zO85kPfsC6O5pzaHwsLAqv7zmGS/3e9IduuShhgPTQtM6TCMTY+k0NntBL1q0aM+ePXv37r179+7ChQszMzNnzZoFYMqUKcuWLVPuI5VKExMTExMTpVJpTk5OYmLigwe1a5N9+OGH58+fT09Pv3Llyrhx40Qi0dSpU1n7YQgdcuGL2s7PLg07PwOIfVAMIMDZ3NyQ/WykAUfvHy0UFzoaO77q9SrbsQCAuSHf39kcT0aCNeQSXNsdOoZ0h4al0FK5RBIZE6yj2EzAEydOjIiIWLt2befOnWNiYiIjI93c3ABkZmbm5eUp98nNzQ0MDAwMDMzLy9uyZUtgYOCMGTOUL2VnZ7/22mvt2rUbM2aMgYHB5cuXlYcTxIsUpyHpEPDs6i+ezEUc2jqWIJQoJN/d+g7AjIAZ2lD9VVJOidVwUug6tZXgn0klGMDUDlONeEZ3S+6SJZJ0EcudsGbPnj179uwGG8+de/o4xd3d/Xl3docOHVJjZIS+emH1l2GY2CdrMGg8Mhb8eu/XQnGhg7HD6Laj2Y7lqVAv653n02IfFD27Y6ayEvwgGjFf4NVv2AhQi1gKLV/3fX3PrT07knb0d+3fqhYO0QNkLmiiNXlZ9TejuDqvvMaAywl2s9JoYGyQKCR7b+0FMDNAK1p/63R1t+JzqdzymkfFzxlnQirB9Uz1m2rMN04pSTmbeZbtWIimIQmYaE2U1d+2Yc+s/uLJHEyBbSwMDbiajYwFv977tUBcYG9k/2pbrWj9rWNowA1sYwng0jObgaGsBA8iLcFKFkKLupZgmqHZDodoApKAiVajrvrb79nVXzyZhbhnK2gAFsvF3978FsA7Hd8x4Bq8dH8N6/niZmDUzQ5NKsEAMLXDVGO+cWppKqkE6xaSgIlW42n1N/iZr9M0E/ewGK2jAfhQyqHimmJnE2etav2to5wU+nJaMU0/p3Ova1dSCa5jLjB/w/cNkEqwriEJmGgdGlH9TcmvKKmSGhlwO7laaC4wNlRKK5Vjf9/r9J5Wtf7W6eRiYWTALa6Spj6ueO5OdZVgskQSMMVvignf5F7pvTOZOjx/amtDEjDROpz7/MXVXzwZeNrNw4rP1fO/ix/v/lgmKXM3cx/uOZztWJ7NgMfp6m6FFz+FrqsEn9+ouci0VV0leHvidlIJ1hV6/kFDEADw+A5uHQGAAStesJfys17v1wAul5TvT94PYHbn2TwOywMRX6BnW2sAsf9dmrA+5S/05i8ouKuRoLTaZL/JpnzTB2UPTj86zXYsRKOQBEy0Av98BjDwHQWnzs/bRaagrzxsFWsA/5D8Q4Wsoq1F28Hug9mO5UWU03FcSS+RK55fn3MKhO9IgME/n2kuMm1lLjB/0+9NkJZg3UESMKHvcm4g5U+AQv/lL9jrZnZ5lVRhYcT3c9T5lbJeoKSm5Me7PwKYGziXQ2n1n7+vo5m5Ib9SIr+ZU/6i/fovByjcPYHcBE2Fpr3e9HtTWQk+lXGK7ViIl9Pqv0CCUIGz6wCg40TYvWhtwbi0IgA9PK05HH2eS2jf7X1iudjP2m+A6wC2Y3kJLofq4WmNJ2PDnsvOFx0nAE9+0a2bmYHZlA5TAHyd8LWM1vn16vUeScCEXsu4hLQz4PBe0PlZ6dID/R+AVFhd+HPKzwDmdp6rE3MWKgcjXXpxMzCAfkvB4eHBaTyK1URY2m2y32QroVVmReaxB8fYjoV4CZKACf3FMDj7KQAEToaVxwt2rJEp4jNLoe9rMHx761uJQtLZtnMv515sx9Ioymbg649Ka2SKF+1n5YnANwHgzKdo9YsCGfONZwTMALAjaYdEIWE7HOJFSAIm9NeDM8iMA1eAPh+9eMf4R6VSOW1vJvC0MdZMaJqXV5n3671fAcwN1I3qLwAvW2M7U4FUTt94VPqSXfssBleAzFikkVGwmNBugoOxQ0F1waEUsmKNViMJmNBTddXfrjNg7vzifZUjgHt62ehKZmqGXTd3yWhZN4duIY4hbMfSWBRFKacFfdFoYCVzZ3SdDgBn15FKsIAreK/TewD23NpTKa1kOxziuUgCJvTU3RPISwTfGL0WvnRfZQOwHg9AyhRl/vHgDwBzA+eyHUvTKH8pz12Vob5ei8A3Rm4CUv5Ue1hab5TXKHcz9zJJ2YE7B9iOhXgukoAJfUQrageGdn8PJrYv3rdcLLuVUw69bgDembRTwSh6OfcKtAtkO5amUXaLu5ldXi5+WZ9eE1t0nwUAZz8D/cI241aAx+Epb7Z+uPNDac3LHuATLCEJmNBHt35FYQqE5gh9/6X7nkstUNCMt52Js4WhBkLTvIdlD/9K/wvA3M46Vv0F4GJp5G1noqCZc6kFL9879H0IzFF4F7ePqj80bRfmFuZr5Vslq9pzaw/bsRDPRhIwoXcUMpxbDwCh82D48mUVopIfAwjvYK/uuNiyPWk7zdADXAd0sOnAdizNEeZnDyDqzuOX72poiZ7vA8A/66Fo7aNgORRnXpd5AA6lHMqvymc7HOIZSAIm9E7CjyjNgLEtQma9dF+JXKGsWoX5Oag/MhaklqSeyjhFgZoTOIftWJpJmYDPpxZK5I14sBzyHoxsUJqOxINqj0zr9XTq2cWui5SW7kzayXYsxDOQBEzoF1kNYjYDQO8PIDB56e6xacVVUoW9maCjs7naY2PDlze+BDDYfbCPpQ/bsTRTJxcLO1NBpUT+kimxlAQm6P0BAJzfBFmNumPTchRFze8yH8AfD/7IKM9gOxyiIZKACf1yfS9EOTBzRtBbjdk9+s5jAIN87fVyBsq43LhLOZd4HN77gS9vC9daHA41yM8eT35ZLxf8NsycIcpB/D71RqYLuth36e3cW8EotiduZzsWoiGSgAk9Iq3EhS8AoO9i8IUv3Z2mGeVnengHPXz+TDP0l/FfApjYbmIbszZsh9Mi4U8SME03YowvX1g79cqFLyCtUnNoOkDZEnwy42RKSQrbsRD/QhIwoT84V3aiugiWHuj8RmP2T8ouK6yQmAh43T2t1B2b5p3MOHm35K4J3+Tdju+yHUtL9fCyNhHwCiokL1kZqU7gm7D0QFUh4ki1D+2t2g91HwpgW8I2tmMh/oUkYEJPCGRlnLhtADBgBbj8xhyirP72bWcr4HHVGpvmyRjZN0nfAJgeMN1SaMl2OC0l4HH7+tgCiL7TuN68XD4GrACAi1+isnEPrvXanMA5XIobkx2TWJjIdizEUyQBE3qifd5vlKwKzkHwH9vIQ5QjW5SPN/XMFcmV/Op8eyP7N33fZDsW1VCOE1OOGWuUDmPg1AWyKk7MRjWGpSPczNxebfsqgG2J25hWP1Wn9iAJmNALBXfdis8DwOD1aNx8zg8LKx8UVPI4VL92duqNTePKJeXnJOcAzA2cK+S9vC1cJ/RrZ8fjUPcLKtOLGtesy+Fg8HoAnMQfTcXZ6g1OF8zqNMuAY5BQmHBPfo/tWIhaJAET+oB7ZhUFhm4/Em26N/IQ5fPnHl7W5oaNel6tQ75L/q6GqfG28B7pOZLtWFTG3JDf3dMajX8KDcCtB3xHUgzdIYcsCgQHY4fX2r8G4JT4lJyWsx0OAZAETOiDB6c5D8/SFFfRf2XjD1Im4DC9e/6cXZF9+N5hAPM7z+dy9KptO6xJg5GUBq1hODz7ipvUw3/UFZbumNlxprmBeQFd8Hva72zHQgAkARM6j1Yg6hMA6TaDYOXZyIOKKiXxmaUABvnqWwL+X8L/ZLTMi+cV6hTKdiwqphwNHP+otKiy0evMW3vRQdMBcM+sIis0mAvM3w14F8COmztEUhHb4RAkARO6LuFHFCQzQotUh1caf9CZu48ZBgHO5k76tQBDclHyyfSTFKjBwsFsx6J6zhaG/s5mNIOzdxuxMMMTdO8PpVwjquAOmZwSwFjvsbYc2zJJ2e6k3WzHQpAETOg0SaVy2UG61wcy3ssnnqyjl8+fGYb5Iv4LAMPchznxnNgORy3CfB3QyIUZ6hha3lPenJ1dB0lrX52ez+EPMRwC4GDKwUxRJtvhtHYsJ+Dt27d7eHgIhcKgoKALFy78d4fk5OSxY8e6u7tTFBUREdHUwwk9F/s/VD6GpTsd9HbjD6qWyi/cL4LerYB0IefCtfxrBhyD2Z1msx2Luih/ZRfuF1ZLm9CNKN1mEGPhjsrHiCUzUcCH59Pdobuclm+N38p2LK0dmwn48OHDCxYsWL58eUJCQu/evYcOHZqZ2fCOrLq62tPT8/PPP3dwaDhZYGMOJ/SZKBeX/gcAg9aAJ2j8cTH3iiRy2tXKsJ29qbpi0zg5Ld96fSuAN/zecDR2ZDscdWnvYOpiaSiR08pbqEaiOXzFgJUAEPs/iPLUFZyOoCjqgy4fcCjOmcwz1/KvsR1Oq8ZmAt66dev06dNnzJjh6+sbERHh6uq6Y8eOBvt07dp18+bNkyZNEggafsI25nBCn51dB7kYrt3h14TWX9Q9f/Z1oBo3YlgnHHtwLK08zVxgPiNgBtuxqBFFUc3pCw0w7UfBNQSyapxdp57QdImXhdd4n/EANl3bpGj1fdNYxFoClkql8fHx4eHhdVvCw8NjY2M1czih8/JuIvEnABj8WSNn3lCSK+gzKcoFGPTn+XO1rPqbxG8AvNvxXTMDM7bDUa9wPwcAZ+4+livoJhxGUQj/DAASDyLvpnpC0yWzO8825ZumlKQcTzvOdiytF4+tCxcVFSkUCnv7px+C9vb2+fmNHWLf+MMlEolEUjtoQSQSAZDJZDKZrPmhawflj6AHP0hzMAz31MccMLTfqwr7TnjyC21MaVxJLymrllkY8js5mehN6e27ta9QXOhs7DzGc4ysKaWhizo7m1gY8kurZVceFnZzf/kqGk9Lw6Ez1/cVzt1j9KnlitePNum+TW/UlYYp33S6//SIhIj/3fhff+f+xnxjtkNrMj14h7OWgJXqPwNkGKapjwQbc/iGDRvWrFlTf0tUVJSRkVETI9VS0dHRbIfAAvvyxO4ZFxQU7yx6V0dG1m1vTGn8lsEBOD4mkqhTf6szRs0pVZTuqdgDoBfT6/Sp03Xb9fi94W3CuSbmfBt5tci9sZVgZWkYUX0GUH9xM2KuHPq8wLyTOmPUasrSsGAsrDhWRTVdDgvwAAAgAElEQVRFK46vCDMMYzuoJquurmY7hJZiLQHb2Nhwudz6ddaCgoL6NVpVHb5s2bJFixYpvxaJRK6uruHh4WZmOv+YTiaTRUdHh4WF8fn6NpPiS9By3rfrACBkVr+BU5XbGlkaDMNs/vIiIJ46KFBv1mBYFLNIXiEPtg9ePGCx8h5U798b3OTH1w4lpdUYDx3a66V37Q1Lw+whLn/TXXRCPvEjcFiugWheg9IwyTL58MKHl+WXP+r7kZOxjg1dUz7R1Gmsvf8MDAyCgoKio6NHjx6t3BIdHf3KK43tTdP4wwUCQYMOXHw+X28+mPTpZ2msaz+g6B4Mrbh9P+L++2d/aWnczRNll4oFPE5/Xwc+Xx8+fGOyY85ln+NRvBXdVxgYGNR/SY/fG/19HQx4t7JKxQ9Lato7NOpm+mlp9P0IST9RRff4Nw+iqz53WHuButII9wgPvhd8/fH1b5K+2dR3E9txNY0evL3Z7AW9aNGiPXv27N279+7duwsXLszMzJw1axaAKVOmLFu2TLmPVCpNTExMTEyUSqU5OTmJiYkPHjx48eGEPqssxJlPAaDfUhhaNPVoZdfZ3t42Rgb6kH1r5DUbrmwAMNlvspeFF9vhaI6xgNe7rQ2A6MavTljH0BL9lgHAmU9R1YSxTHqJoqjFXRdToE5mnEwsIEsFaxqbCXjixIkRERFr167t3LlzTExMZGSkm5sbgMzMzLy82rF6ubm5gYGBgYGBeXl5W7ZsCQwMnDFjxosPJ/RZ9CeoKYN9AIKnN+do/ZoAa9/tfdmV2XZGdrM6tbpbz9rBSHebnoABBE+HfQBqyhD9iYrD0kG+1r7KpYI3X9tMM03pWE60GMv1gNmzZ8+e3XDWnnPnztV97e7u/oLlo595OKG3Mi4i6SeAwsgIcJv81s0tE9/KKacoDNSLBRiyKrL23NoDYHHXxUZ8PelU2HgDfe0p6tbN7PK8crGjeRMn9ObyMOJLfBeGxIPo/Abce6onRp3xfuD7f2f8fbPoZmR65AjPEWyH04qQuaAJHSGX4s9FABA0DS7BzTjB6buPAQS1sbQxacK0WVpr49WNUlra3bF7uFv4y/fWO7amgi5tLAGcbuKMHLVcuyJoKgD8tQhyqUpD0z22RrbK+Vu+uP4FWSVJk0gCJnRE3DYUpcLIBoNWNe8EUcn68/z5XNa589nneRzespBl+jSfV5Mof5VNW5ihvoGrYGSDwhTEfa3KsHTT1A5T3c3ci8RFX8V/xXYsrQhJwIQuKM3A+c0AMPgzGFo24wTlYtnlh8UAwjs0nFRc59TIaz6/+jmAqX5TPc0buwSy/lEOJLv8sFhU06wJGYysEL4OAM5vQukjlYamewRcwSc9PgHwy71fEgoS2A6ntSAJmNB6DIPIxZCL4d4bHSc27xx/386T04y3nYmHje7N+NPAd7e/y6nMcTB2eKfjO2zHwiZPW5O2diYyBXPyVnPXV+g0CW69IBfj5GI8v69JK9HVoevotqMBrIldI1Po/CRTOoEkYELrpfyJ+6fA4WP41mZPH/jz1SwAY4NcVBoZCzJFmXtv7UVr7XvVwNguLgAOXctq5vEUhRFbweHj3t9I+UuVkemmD4I/sBJapZWn7Uvex3YsrQJJwIR2k1Ti5BIA6Dkftj7NO0dKvigxq4zHoZSf17qLYZgNVzdIaWmoU+igNoPYDod9Y4OceRwqIbMsNb+imaewbYee8wDg5GJIKlUYmy4yF5h/1PUjALuSdj0StfbH8hpAEjCh3c5tgCgHlu7o82Gzz3H4WhaAQb72tqa63f/5bNbZizkX+Rz+xyEft9q+V/XZmQoH+trhya+4mXp/CAs3iHJw/nOVRaazhnsMD3UKldLST+M+fcEQUEIlSAImtFj+bVzeAQDDtoDfxLGeT9TIFL8n5ACY2M1VhaFpnlgu3nh1I4BpHaa5mZE5Z2pN6toGwG8J2TWy5q5ra2CEYVsAIG478m+rLjSdRFHUiu4rhFzhlfwrZKVCdSMJmNBWNI0/F4JRwO8VeDd/qZZTyfll1TInc2Efb1sVRqd53978Nq8qz9HYcWbHmWzHokX6+Ng6mgvLqmXNH48EwCccvqPAKPDXItCtfTYoV1NX5dxqW65vKa0pZTscfUYSMKGtEvYj+yoMTDCkRQ8GD13NAjA+2JXL0eFntneK7+y7vQ/Akq5LDHnNfBigl7gcanywK4BDVzNbdKIhn8PABFlXkHBANZHpsikdpvhY+pRJyrZc38J2LPqMJGBCK1UVIXoVAPRfDrPmr5KWUVQV97CYojChqw4/f5YqpMsvLpcz8nC38AFtBrAdjtaZEOxCUYhNK35UXNX8s5g7o//HAHB6FVmkgc/hr+6xmgJ1PO345bzLbIejt0gCJrRS1ArUlMEhAN1aNNT18PUsAH28bZ0tdLjW+E3iNw/KHlgJrVZ0X0H6Xv2Xi6VRb29btLArFoBu78I+AOJSRK1QTWS6LMA2YFL7SQA+jfu0Rl7Ddjj6iSRgQvvc/RNJPwMUhn/ZjEUX6sgU9K/x2QBe0+XuV4kFid8nfw9gdY/VlsLmzALWGrzW1RXAkfhsuaIFLbjKRRpAIeln3P1TZcHprHmB8+yM7DIrMnff3M12LPqJJGBCy1Q8xol5ANBzPly7tuRMZ1MKCiskNiYGA9rr6vzP1bLq5ReX0ww9ymtU/zb92Q5Hew30tbc2NiiskJxNKWjRiVy71g4LPjEPlS07le4zMTD5OORjAPtu77tfep/tcPQQScCENmEYHJ+L6mLYB6D/8haeTPlAcmyQiwFPV9/nX934KrMi087Ibkm3JWzHotUMeJxxQS5o+VNoAP2Xwz4A1cU4NpfMTzmwzcABrgPkjHx17Go5LWc7HH2jqx9MhH66vhf3o8AVYOy34Bm05Ex55eJzqQUAJgbr6vPnK3lXfkr5CcCnoZ+aGZixHY62U/az+ye1IK9c3KIT8QQYsxtcAe6fQjyZkRHLQpaZ8k1vFt3cdXMX27HoG5KACa1R9KC288ug1bDzbeHJjlzPphmEeFh52pqoIDaNq5RWrry0EsAEnwmhzqFsh6MDvGxNunlY0Qx+vZ7d0nPZ+9WuenlqOYrTWh6bTnMwdljZYyWA3Td3xz+OZzscvUISMKEdFDL8/g5k1fDoi5BZLTwZTTPKR5GTdLb71ZbrW/Kq8pxNnD8I/oDtWHTGpK6uAA5fz6LpFj86DnkPHn0gq8Zv70DR2h+9DvUY+orXKzRDL7uwTCQVsR2O/iAJmNAOMVuQEw+hOV7dAU5L35YXHxTllInNhLyh/o4qiU7DYrJjjt4/SoFa13MdWfKo8YYFOJoKedml4ktpLR7Iy+Hg1R0QmiPnOi6QySiwLGSZq6lrXlXe2ri1ZI5oVSEJmNAC2dcRsxkAhm+FuXPLz3foWiaA0YHOQj635WfTsHJJ+erY1QDe9Hsz2CGY7XB0iZDPHR3ojCfTn7WUuQuGbwWA85uQ3dofvRrzjTf23sijeKcyTh1LO8Z2OHqCJGCCbdIq/PYOGAX8xyFgXMvPV1Qpib7zGMCkbm1afjbNW39lfaG40N3MfV7gPLZj0T3KtRmi7uQXV0pUcLqAcfAfC0aB32ZC2oJptvRCgG3AnMA5ANZfWU8WK1QJkoAJtp1ajpI0mDljuGoe9P12I1umYDq5mPs66l7P4aiMqMj0SA7FWd9rvZAnZDsc3ePnZNbRxVymYH67kaOaMw7/AmbOKEkj02MBeKvDW90cuonl4iUxS2QKGdvh6DySgAlW3Xsy0uPVHTBUwTRPDMMcqu1+pXvV3/yq/E8vfwpguv/0ANsAtsPRVcpK8KFrmappqjS0xKvbAeD6XtyLUsEJdRmXw/2s12dmBmbJxclfJ37Ndjg6jyRggj1VRTg2FwC6z4FnX5Wc8lpG6cPCKiMD7shOzV/CgRUShWThPwvLJGW+Vr7vdXqP7XB02MhOjoZ8blph1fVHKlpKz7Mfus8GgGNzyDoNDsYOa0LXANh3e9+VvCtsh6PbSAImWMIwOD4PVQWw9cXAT1R1VmX3qxEdHU0EzZ9EmhUbrmy4XXzbzMBsa7+tfC6f7XB0mKmQP6KjI1TVFUtp4CrYtkdVAU7MJ9NjDXIbNM5nHAPm4wsfl9WUsR2ODiMJmGDJxS+R+hc4fIz9FnzVNHaKxLLIW3nQwefPv93/TTnuaFOfTS6mLmyHo/OUb4C/buWKalTUTskXYsy34PCR8icuRajmnLrso+CP3M3cC8QFq2JXkVFJzUYSMMGGe1E4sxYAhm6Eg8oaO48m5NbIaB97k0BXC1WdUwOSi5I/u/wZgLmBc3s692Q7HH3QpY2Ft51JjYxWwaxYdRw7YuhGADi9hjQGG/GNNvXZxOPwzmadPXLvCNvh6CqSgAmNK7qPo9MBBkFvoet0VZ1VosCumHQA00I9dGjR3NKa0oXnFkppaT/XfjMCZrAdjp6gKGpaT3cA28+lVUtVN49V1+kImgYwODoDRa19dSBfa98FXRYA2HRtU3JRMtvh6CSSgAnNEpfh50mQiNCmB4ZuUuGJY/Kp4ippGyuj8cE68whXQSsWxyzOq8pzM3Nb32s9hyJ/jyozPsi1jZVRUaXkwGXVtQQDGLoZrt0hKcfPr6GmXJVn1kGT/Sb3cekjUUjeP/v+46rHbIeje8gfPKFBtAK/zUTxA5i5YML+Fq53VF+5WHYmhwNgUZgPn6sz7+ptCdsu51025Bl+2e9LUwNTtsPRKwY8zsIwbwC7L6RXq3AuZ54BJh6AmTOK7+PoTNAK1Z1a93AozsbeG9tatC0UF75/9v1qWTXbEekYnfmoIvTB2U9xPwo8ISYdhImdCk/83cUMsYLysTPRodFHpx+d/u72dwDWhq71tvRmOxw9NKqTs4+9iahG/k+uSj/oTOww6SB4Qtw/hbPrVHlmHWRiYLJtwDZLgeXdkrvLLy6nGZrtiHQJScCEptz6FRe/BIBXvoFTZxWeuLBC8n3cIwALB7XlcnSj9fdh+cPlF5cDmOw3eYjHELbD0U9cDvVBeDsA5/KoIpXMTFnHKRCjvgaAi1tx+6gqz6yDXExdIvpH8Dn805mnv04gs3M0AcsJePv27R4eHkKhMCgo6MKFC8/c5+jRo35+fgKBwM/P7/fff6/bPm3aNKqe7t27aypqounykmrn3Og5XyUTPtf3zT8PxDLazYQZ2N5WtWdWkypZ1YJ/FlTLq4PsgxYGLWQ7HH0W7mff0dlMSlM7Y9JVfOqO4xE6DwD+mIO8myo+ua7pYt9ldehqAN/e+vZE2gm2w9EZbCbgw4cPL1iwYPny5QkJCb179x46dGhmZmaDfeLi4iZOnDh58uSkpKTJkydPmDDhypWnc68MGTIk74nIyEjNhk80WmUhDr0BuRhtB2HgKtWeO7u0+qcrmQCGt6F1ovMzwzArL61ML0+3M7Tb0ncLn0Pm3FAjiqIWhXkD+OlqVk6ZWMVnH7QabQdBLsah18kMWaO8Rk33nw5gVeyqxIJEtsPRDWwm4K1bt06fPn3GjBm+vr4RERGurq47duxosE9ERERYWNiyZcvat2+/bNmygQMHRkQ8HQUvEAgcnrCystJs+ETjyKX4ZQrKs2DlhbHfgaPi9QG/On1fqqBDPa3amevAbAAMw2yN3xr9KJrH4W3tv9XG0IbtiPRfTy9rbzNapmC+On1PxafmcDF2D6y8UJ6FX6ag1S9OMK/LvAGuA2S0bP4/83Mrc9kORwewNl2fVCqNj49funRp3Zbw8PDY2NgGu8XFxS1c+PQZ3eDBg+sn4HPnztnZ2VlYWPTt2/ezzz6zs3tGvx6JRCKR1Db/iEQiADKZTCbT+T8V5Y+g/T8I5+RibmYsIzCVj/8RPGOoNOC0wqqjN7IBvN/PveBugfaXxt7kvd8nfw9gedflfhZ+agpYV94bmiGTyUa0ob+8zfk1Pnt6qJunrbEqz84zwfgDvH3h1KNLisjF9BBVjqxTB3W/N9Z2X5tTmZNamjrn9Jx94fuM+Sot7X/Tg3c4awm4qKhIoVDY29vXbbG3t8/Pz2+wW35+/vP2GTp06Pjx493c3NLT01euXDlgwID4+HiBQNDgDBs2bFizZk39LVFRUUZGRqr8YdgTHR3Ndggv4p1/wi/vCAPqivOMx1fvAyqeu2DfPQ7NcAIs6YK7V6H1pXFFcuWE+ASAocKh/FR+ZKp6G020vDQ0yd0U/pb07VLO0oMXpvmovpuuvcvMkIcR3Pi9qbkV9x1Gqvz8KqfW98ZIemQOlfOg/MGM32e8YfyG+ka3V1fr/Kgnliesr99oxzDMM9vwnrfPxIkTlV/4+/sHBwe7ubn99ddfY8aMaXD4smXLFi1apPxaJBK5urqGh4ebmeneSrENyGSy6OjosLAwPl9LGxE5V3ZwE44AoAeuCuo+V+XnT84VJcZdpihseL2np7VQy0vj74y//4z9E8CMDjNmd5qt1mtp/3tDk5Sl8emEkDG7ryUUc1Z1Du3gpPI//2H0ZXPumdV+eUfa+Xeiu81S9flVRjPvjY5FHWeemZkqT73veH9hF3V1M1Q+0dRprCVgGxsbLpdbv8pbUFBQv7Kr5ODg8NJ9ADg6Orq5ud2//4wKlkAgaFAt5vP5evPBpL0/y7U9OL0SAPot4/ZeqOKGXwBAxNk0AK90cvJ3tVI+jNLa0ojJjvkk7hMGzKR2k+YFzdNMZzGtLQ1W+LtYjurkdCwx96uzafve6qb6C/ReCHkNzn/OjV7BNTBS4Ryr6qDu90agY+C6nus+ivnoQMoBG2Obt/3fVsdV9ODtzVonLAMDg6CgoPpPQqKjo0NDQxvs1qNHj/r7REVF/XcfAMXFxVlZWY6OjmqKlmiaGwfw1wcA0Gsh+i5RxxWuppecSy3kcagFg3zUcX4Vin8cv+jcIjkjH+45fFnIMp3oqq2XFg7y4XKof1ILr2WUqOUC/Zai5wIA+GsREn5UyyV0xxCPIfO7zAfwZfyXe27tYTscLcVmL+hFixbt2bNn7969d+/eXbhwYWZm5qxZswBMmTJl2bJlyn3mz58fFRW1cePGlJSUjRs3nj59esGCBQAqKys//PDDuLi4jIyMc+fOjRw50sbGZvTo0Sz+OEStm0dw/H0ACHkPA1dBDfmGYZjNp1IATOjq6m6jxl4eLXen+M7cM3MlCklfl76f9vyUzPbMIncb4wnBrgA2/52qlhX0KAqDViNkFgAcm4tbv6r+EjplRsCMOZ3nAPjqxlckBz8Tm23AEydOLC4uXrt2bV5enr+/f2RkpJubG4DMzEwOp/ZzKjQ09NChQytWrFi5cqWXl9fhw4dDQkIAcLncW7du7d+/v6yszNHRsX///ocPHzY1JbPpsu3OMfz+LsAg+G0M2aCO7Avg/L3CaxmlBjzOvAFaPYNjenn6e6ffq5RVBtsHkyG/2mDewLZHb2RfzSiJuV/U10cN07ZQFIZ8DrkE8fvw2zvgGsBvlOqvojtmdZpFgfo68euvbnzFMMzMjjPZjki7sNwJa/bs2bNnN+yQcu7cufrfjhs3bty4hnMnGRoanjp1Sr3BEU2V+jd+fRuMAp3fwLAv1JR9aZrZfCoVwNQebg7mQnVcQiXyKvPeiX6npKbE18p324BtQp72htp6OJobTunutudi+uZTKX28bdTSHEBRGL4VcgmSfsKvb2PSQfgMVv1VdMe7nd6lKGpbwrb/JfyPAfNOx3fYjkiLkAdihIo8OINfJoOWw38sRm0DR11vrZO385NzRcYG3Pf6tVXTJVquSFz0TvQ7+VX5HuYeO8N2mhiYsB0RUeu9fl7GBtzbOaKTtxsOelQZDgevfA3/saBlODwZaWfVdSEd8U7Hd+YFzgOwLWHbrqRdbIejRUgCJlQh/QIOvQGFFO1HYPQulU93VaewQrLqeDKAGb09rYxVtpqhaqWXp78Z+WaGKMPR2HF32G4rIZmjTYtYmwim9/YEsOp4cmGFSldoqI/DxehdaD8CCgl+fh0ZF9V1IR0xs+NMZZ+srxO/3pm0k+1wtAVJwESLpcfgp4mQi+E9GOP2gauulk6aZhb9klhUKWlnb/pePy81XaWFEgsSp5ycklOZ42rquid8j4OxA9sREQ3N7ufVzt60sELywZEkmlbbDKZcPsbthXc45GIcnID0GHVdSEfMCJixoMsCAN8kfrMjqeGsw60TScBEy9w4gAOjIauCZz9M2A+eGmulu2IeXrhfJORzvn49UMhXVyW7Jc48OjMjakaZpMzf2v/A0ANtzNqwHRHxDEI+9+vXA4V8Tsy9wt0XHqrxSjwBJhyAR1/IqnBgNG4cUOO1dMH0gOnK5b+2J27fkUhyMEnARLPRNKI/wfG5oOXoMAavHQJfjf2M4h+VbolKBbB2lL+3vTZ2d//p7k8Lzy1Ujjj6bvB31obWbEdEPJe3vemaUR0AbDmVeiOzVI1X4gvx+mF0GANajuNzEf0J6Fa9ZP3b/m8vCloEYHsSycEkARPNI63CL5Nx6SsA6LMYY78D31B9Vyuvls37OUFBM6M6OY0PdlHfhZqHZuit17duuLqBATPeZ3xE/wgjvp5MNq7HJgS7juzkJKeZeT8nlIvVOa0/3xBjv0OfjwDg0lf4ZTKkVWq8nNZ7y/+tD4I+4FAcF1Ot+1vWMJKAiaYT5WHfUKT8Ca4BxnyLAcvV1+cZAMMwS47ezCkTu1kbfTbaX9tmkpIqpEsvLN2XvA/AvMB5K7uv5HFYHt1HNAZFUetH+7exMsouFS89elMtU3PU4XAwYAVG7wbXACl/Yt8wiPLUeDmtN81/2m+jfhvppQMLV6gVScBEE+Ul4dsByEuCkTWmnkDHCeq+4I9XMv9OzudzqW2vBZoKtWsuC5FUNOv0rJPpJ3kU77Nen83sOFPb7g+IFzAV8r9+PZDPpU7ezj94JVPt1+s0EVOOw8gaeYm1f0StmJeFlvaj1CSSgImmSInE3iGoyIVNO8w4gzbd1X3BO7miT/+8A2DJkPYdXSzUfbkmyavMm3py6rX8a8Z8428GfTPKq1XPeaSjOrpYLBnSHsDaP+/czVP/6jpuPTDjDGx8UJGLvUORot4lKQktRxIw0TgMg9htOPQ6ZNXw7I/pUbDyUPc1q6XyuT/fkMrpge3tpvdS++Wa5O+Mv8eeGPug7IGtoe33Q74PdXrGGiGETpjey2NAezupnJ77041qqVzt17PywPRoePaDrAqHXkfsNqj16TehxUgCJhpBXIrfZiJqRe0kz28cgaEmKqOfHEt+WFjlYCbcPL6T9jzarZJVLb+4/KPzH1VIK/yt/Q8OO9jeqj3bQRHNR1HUlvGd7M0EaYVVq44la+KShhZ441cEvQUwiFqB32ZCrM6e2IS2IgmYeJn70djeA7eOgOJg8AYM36q+qTbq+z0h+9f4bA6FiEmdtWfSq6TCpHHHxx1PO86hOO90fGf/sP2OJmQRTJ1nZWzw1aRADoUj8dl/JORo4pJcPkZ8icHrQXFw6wi298D96JcfRegXkoCJ56sR4fj7ODgOFXmw9sb0aPSYraYlFhpIL6pa8fttAPMGenf31IoBtXJaviNpx9STU7Mrs52MnfYN3vd+4PtkgSO90d3T+v0B3gCW/34rvUgjw4QoCj3mYHo0rNuiIg8Hx+H4PEgqNHFpQjuQBEw8R3oMdvTEjf0Ahe5zMOsCXII1c+W8cvGMH65VSRUhHlbva8eCg9kV2W/9/db2xO0KRjHMY9ivo37tYt+F7aAIFZs30DvEw6pKqpi5/3p+eY2GruoSjHcvoPtsALjxA3aEIv2Chi5NsI0kYOI/pNWIXIwfRqI8ExZumPYnhqxX6zwb9T0srBy3Iy6tsMrBTPjVpEAuh/2m3xNpJ8adGJdYmGjCN9nQe8PGPhtNDbRxKi6ihbgc6qtJgQ5mwgcFlWN3xD4srNTQhQ2MMGQDpv4JizYoy8QPI3ByCaTVGro6wR6SgIl/y7yCnb1wdRcABL2F9y7BvZfGLn4ru3z8zricMrGnjfGv7/VgfbnfLFHWwn8Wfnzx4ypZVaBd4JGRR0Z4jmA3JEKtHMyFR2b18LAxzikTj98ZdzunXHPX9uiN92IR9BYAXNmJnb2QdVVzVyfYQBIw8URVMU4uxb4hKEmDqRPePIqRERBorqoXm1b02reXi6ukAc7mR2b1cLFkczbHckn55mubRx0bdTrzNJfizuk8Z+/gvWTmvNbA1croyKwe/s5mxVXSSbsvx6YVae7aAlOMjMAbR2HqhJI07B2Mv5ehukRzARCaRRIwAUgqcX4TvuqEKzvA0Oj0GmbHoe0gTYbw9+28aXuvVUrkoV7WP80MsTYRaPLq9ckUsh/v/Dj89+H77+yX0/JQp9BfRv4yq9MsMsFk62FjIvh5ZvcentaVEvm0vdf+vp2v0ct7D8LsWHScBIbG5e34qhPOb4ZEU8/DCQ0iCbh1k0txZTf+1xn/fAZpBRw64s3fMHqnZob51jl0NXP2wRtSBT2kg8PeaV3Zmm+SYZgzmWdGHx+98drGckl5W4u2Owbt2BW2y8fSh5V4CBaZCvn73uo6uIO9VEHPPhh/+Jr6J6qsz9ASY3bhzaNwCIBEhH/W4X+dcWU35FKNhkGoGbmpb61oBW79in/WoSwTAKw8MWAF/EardVmF/2IYZuf5hxv/TgEwqavrZ6MD2Op1lVyUvPn65vjH8QCshFZzA+eObjua1HpbMyGf+83rXZb/fvvw9awlR2+VVstm9dXs9MVtB8FzAJJ/w9l1KE3HyY8Q9zX6L0fAOHC0cT1soqnI50vrwzC4dwpn1qIgGQBM7NF3CbpM0cz0GvXRNLPh5N1vL6QDmN3P66PB7ViZ7up20e39yftPZpwEIOAKpvhNedv/bRMDE81HQmgbHpfz+dgAKxODHefSPj+ZUlIlXTa0vUbfpRwOAsbB7xXc2I/zG1H2CL+/g0tfYeAn8BmsmUH5hPqQBNyayJ5/CX4AABXBSURBVGpw5xiu7kbOdQAQmKPXAoTMggEL3Z3KqqWrjicfS8wFsGK474zenhoOQEbLojOiD6YcvFl4U7llhOeIeYHzyMxWRH0URS0Z0t7KyOCzyLu7Yx4WiGrWjPI3N9Ls3SqXj67T0WkSruzCxQgUJOPniXAORrd34PcK+CwPFiCajSTg1qE4Ddf3IvFg7ZSzPCFCZqHnfBhZaT4WBc38cj1r86nUkiopl0NtGttxbJBGexcXi4t/vffrL6m/FIgLAPA4vKHuQyf7Tfa19tVkGIQOmdnH09LYYMnRm38k5sbcL1o8uN2EYFeOhptLDIzRexGCpuFSBK7sQs51/H4dfy9B5zcQ/Dasyep+uockYL2mkCE1Etf34uG52i1mLgiahi5TYGrPSkQJmaWrjiffzC4H4GNv8ukr/iEanGnyTvGdg3cPnkw/KaNlAGwMbSa0mzDeZ7yNoY3GYiB01LggF1dLwxV/3L5fULn0t1s/X81c84p/Z1eNL5FpZIWwteg+Bzf2I/57iLIR9zXivoZnPwS/jXbDNN+WRDQbScB6qiwLN/bjxn5UKkdQUPAOQ/B0eIex1X2jqFKy8WTKkfhsAKYC3oIwnyk93PhcTfT5yq/KP5N55mT6yaTC2iXQ/a393/B7Y7DbYD75tCIaLcTTOnJ+7/1xjyKi7yVll7/6zaUJwS6Lh7S30fyoOVN79P0IvRfhfhSu78X9aDw8h4fnYOKALlPQZQosXDUdEtF0JAHrEYZBwR2kRiIlErk3ajca26LLFHSZCks3tuKSK+gDlx9tjb5XUSMHMC7IZcmQ9ramav/MyhJlRWdGn350+lbRLeUWHsULdw9/w/eNjrYd1X11Qi/xuZzpvTxGdnLceDL16I3sX65nn7ydvyjMZ3J3N55G7ib/hcNFu6FoNxSljxD/PRIOoDIfMZsQswnOQWg3FO2Gwc6P9NXSWiQB6z6FDI8uIfUkUiNrxxQpufdG8NtoPwI81tbyYxgmLq14zYk7qY8rAPg7m60Z5R/kZqnWi6aVpUU/ij796HRqaapyCwUq0C5wkNugwe6D7Yzs1Hp1ojWwMxV+MaHT6yFtVh2/fTtHtObEncPXsj4Z4dfDy5qdhast3TBoFfotQ8qfuL4XGReQE4+ceJxdB4s2aDcM7YbBLZQ8ndY2JAHrLFGec0kc948/8OAMJE9mrOUJ4dkP7YbCZwhMHViMLru0+lhi7tEb2Q8LqwBYGPEXD24/saurmob5FlQX3JTeTLqWdO3xtQxRhnIjl+IGOwSHtQkb6DaQtPISKhfkZnlsTq9D1zI3n0pNya94fc8VL1vjMV1cXg10drbQ0OIl/8IzgP8Y+I9BRT7u/Y3Uk3h4DmWZuLITV3ZCYA7vMKptmFCmqYWeiJehGIZhOwbNEYlE5ubm5eXlZmZmbMfSdAoZ8m8i6xqyriD7Gsqznr5kZIN2Q9BuGDz7wcCYvRBRUSM7eSv/6I3sK+m1E9gKeJwJwa6LwnwsjVVZEWcY5pHo0Y2CG/GP4288vpFdmV33Eo/D6+HYI8wtrL9rfwuhxvvIaAGZTBYZGTls2DA+n9R4NFEapVXSL6JTj1zPlshp5ZbunlZjAl2GBjiwNa1bLWkVHp5DSiTu/Y3qp5NaM2YuVJsQuHSDazc4BOhozVi3P88BkASs1Wga5Vl4fBtZV5F1FbkJkIvrXmQojkjoYtL5Va7vCLgEszszjlxBX7hf9FtCTlRy/r8+g7q4DPVXzWcQzdC5lbkPyh48KHtwp/jOjcc3imuK617lUBwHjkPftn27Onbt7ti9lS8XSBJwfRorDeXd528J2ZcfPr37DO/gMCbQube3DQstxPXRCmRfR2okc/80CpIp1PvY5xnCuQtcusK1G+z9Ye6q4enwmk3HPs+fhTyC1hoKGUoeojAVRakovIeiVBTdh+zfa4IKLeDaTXnfKrcLOHfmwrABw7gsfchWSeQ3s8uTsssSM8uuZZQUV9XOUqt8CvdKZ6eWLGfEMExxTfH90vvKjPug9MGDsgfV8n+VBp/DD7AJCLIP6mLfpYNlh5jomGFBJOUQrDEV8id0dZ3Q1VXZ/vLbjey0wqoTSbknknKtjQ26ult1bmPRycWio4u5sUDjH7wcLtqEoE2IvN+KqBNHBwfY8nJvIPsqsq6ipgyPLuHRpdo9+Uaw8YZNO9j6wKYdbNvDykNHq8jaj/0EvH379s2bN+fl5XXo0CEiIqJ3797/3efo0aMrV65MS0vz8vL67LPPRo8erdzOMMyaNWt2795dWloaEhLyzTffdOjQQbPhN51cAlEuRDkoz4EoG+U5EOWgJB0laaDlDXfm8GHjDZdguHSDawis2z69OZXJNBy4gmbuF1QkZpYlZpUlZpXde1xB17uNtjI2GNXJaUwX5wBn88b3Q1Em2tzK3Nyq3NzK3NzK3LyqPOUXDdItAD6H72nu2dayrbeFd2e7zv42/gJubVdqmcZLgyCex8XSaE7/trP7ed3MLv89Ied4Um5xlfTv5Py/k/MBcCj42Jt2drXo7GrRuY2Ft52phuc/l3MNGfc+8B4IADSN4gfIuoLsq8i+XnvTn5eEvKSnB3B4sPKClQfMnGHuDDMXmDvDzBlmTuCxtmqZfmA5AR8+fHjBggXbt2/v2bPnrl27hg4deufOnTZt2tTfJy4ubuLEiZ9++uno0aN///33CRMmXLx4MSQkBMCmTZu2bt36/fff+/j4rFu3LiwsLDU11dSUvcePDIOaclQXo7oE1cUN/1XkoTwHVQXPPZxv/OSu88m9p6U7uJr+HdE0U1QpySkT55SJc0rFuWXinDJxdqk4s6S6Wqqov6ejubD2c8TVooubZYNBvTRDi+XiCmlFmaSsRFxSIikpEZeUSkpLakrqvi2oLpDSz17ghUNx2pi2aWvRtq1l27YWbb0tvduYtiGrIxC6gqKoTq4WnVwtlg/3jX9UmpRVe+eaV16Tkl+Rkl9x6FoWACMDbhsrIxdLQ2cLQ2dLQyeL2i9sjAWamGmLw4GtD2x90GUyACjkKE1/+hyuMAVF9yGrQlEqilKfcbixHcydYeoII+v//LOCkTWE5mQQ1Auw3AYcEhLSpUuXHTt2KL/19fV99dVXN2zYUH+fiRMnikSikydPKr8dMmSIpaXlzz//zDCMk5PTggULlixZAkAikdjb22/cuPHdd9993uVU0GaQHoP0GEgqIKmERARpJSQVT76tgLQCDP3yk3AFtbeQ5i61N5UWbWDTDmbOjW99aWTLFk0zEjktkStqZE//r5TIRWKZSCwvF8tENTKRWFYulolq5OViaVFldV55lZSRUpQClByUot4XcqGBws3GwNWa52jJtTXj8HnyGnmNWC6uUdRUSasqZBVVsqoKaUWlrLJKWlUpq2Tw8ncXh+LYGdk5GTs5mjg6GTs5mTjVfm3iVFfBVVVptBKkNOrTttJ4LKpJyCxTtt3czC6r+vdNbR0DHsfJXGhjIjAz5JsJeeaGfDNDvpmQb27INzPkmRnyTQQ8AY8r5HPq/hfwOC/N2U0uDZqGKAdFqSjLrH1cV55d+wBPIXn54RQHBqYQmEJgAoEpBKYwMIHArPZbjz7w6NOoMJ6FtAG3iFQqjY+PX7p0ad2W8PDw2NjYBrvFxcUtXLiw7tvBgwdHREQASE9Pz8/PDw8PV24XCAR9+/aNjY1tkIAlEolEUvtGEYlEAGQyWbOfWP4U+11y2YVnvCAABDzAEoACXDnFl1MGMg5fTj39J6MMpJRAxhHIwAcFAIxIAtFDZD8EoMxVtRmLqfc1wIBhGObJVoZ5skUml63b/yPAMAzDgGEYmgEY0LXfgqYZmgENMAADiqFAg1J+TQM0KJoCDUrx9FsjBkYQ2OEFeS8LyBIBosaWGI/iWQgsLIQWVgIrK6GVpcDSUmhpKbRUfmtjaGNnZMfnPOuzgIZywsjGUP5CyYNoJVIa9WlbaVgZcge2sx7YzhqAgmYyiquzS6tzymryymtyysS5ZTW55TWPRTVSOZ1RXJ1R3LAh5sX4XErI5xpwOTwuxeNQXE7t/1wOp/YLCuVl3B9zr3I5FIeiKIriUKAo1H4BiqKUH05QNiQpv6UoCwoWQEcAFA+wAmUJE7rcUl5gKS80U5SYKMqNFeUminJjhajuayEjBkNDUv50nOS/3Xtc5eHSo9klqT2/02ZjMwEXFRUpFAp7+6eTEtvb2+fn5zfYLT8//5n7KP9v8NKjR48aHL5hw4Y1a9bU3xIVFWVk1Mz+Qf+IJPEmjRznowAUwHOG3L24Zvjfu9hn3tfy8OI3YEv6MnLA4YLLBZdLcbng8igeF1w+xeeDb0AZ8CgeH3w+xTeAAY/i8Sm+EEIBJRBS//pfSAl54NU2CUuAenfMYohzkJODnBbE2FB0dLQKz6brSGnUp+WlYQFYAL7GgDHgDAWNMilKpaiSUdVyiBUQyymxHNUKiOUQK6hqOSQKyGjIacgY0EztB4RMwcgU/+lK0hCVVlGmosDNADPg2etACCA1R5UJJTZGjQklNoHYBGJjqsYUYmNKbAKxKM/YLTKy2deurm7a3YkWYr9FrX6HHYZhntl/5wX7vPTwZcuWLVq0SPm1SCRydXUNDw9v9iOL6tsWRtk3XrAD9exU2fClujjrNlIUntyAKm85OVB+AVAcDgdQ3rBylDtQHDBMdlaWu5s7n8flcbhciuJxuMpbXS7F4XIoAy5PyOcZcLlCHk/A4/G5XA7FUf7jUTwuh8uluFyKy+Vw63/L4/D4HD6fw+fq1IrfMpksOjo6LCxMSx4zsouURn2toTTkCloip2vktFRO18gUUjktpxkFzShoRv7kfzlNKxSMRCZPTEryD+jI4XAYgK59dMbQDGi67jmb8hkbnj5ye1JhqKs41G+7rF+baHyTphTo7mIe2Kb5I/WVTzR1GpsJ2MbGhsvl1q/yFhQU1K/RKjk4ODxzHwcHBwD5+fmOjo4vOFwgEAgE/3qkyufzm/2n+Fpg39cC+zbvWNWqbcvprS0tW9qgJb9Z/UNKoz79Lg0+H42ceUsmkyE7cVhnZz0oDT34EdgccG1gYBAUFFT/0VB0dHRoaGiD3Xr06FF/n6ioKOU+Hh4eDg4OdS9JpdLz58//93CCIAiC0EIsP4JetGjR5MmTg4ODe/TosXv37szMzFmzZgGYMmWKs7Ozsjv0/Pnz+/Tps3HjxldeeeXYsWOnT5++ePEiAIqiFixYsH79em9vb29v7/Xr1xsZGb3++uvs/kQEQRAE0RgsJ+CJEycWFxevXbs2Ly/P398/MjLSzc0NQGZmJufJgJzQ0NBDhw6tWLFi5cqVXl5ehw8fVg4CBrB48WKxWDx79mzlRBxRUVFsDgImCIIgiEZjvxPW7NmzZ8+e3WDjuXPn6n87bty4cePG/fdYiqJWr169evVqNcZHEARBEGqgG5NuEwRBEISeIQmYIAiCIFhAEjBBEARBsIAkYIIgCIJgAUnABEEQBMECkoAJgiAIggUkARMEQRAEC0gCJgiCIAgWkARMEARBECxgfyYsTVIuoaUHi1gBkMlk1dXVIpFID5YEaTlSGvWR0qiPlEZ9+lQayk9ypvErIGqf1pWAKyoqALi6urIdCEEQBKECFRUV5ubmbEfRTJRO3z40FU3Tubm5pqamFEWxHUtLiUQiV1fXrKwsMzMztmNhHymN+khp1EdKoz59Kg2GYSoqKpycnOpW7tE5rasGzOFwXFxc2I5ClczMzPTgD0lVSGnUR0qjPlIa9elNaehu3VdJV28cCIIgCEKnkQRMEARBECzgksV0dReXy+3Xrx+P17raEZ6HlEZ9pDTqI6VRHykN7dG6OmERBEEQhJYgj6AJgiAIggUkARMEQRAEC0gCJgiCIAgWkARMEARBECwgCVhPSCSSzp07UxSVmJjIdiysycjImD59uoeHh6GhoZeX16pVq6RSKdtBadr27ds9PDyEQmFQUNCFCxfYDodNGzZs6Nq1q6mpqZ2d3auvvpqamsp2RNpiw4YNFEUtWLCA7UBaO5KA9cTixYudnJzYjoJlKSkpNE3v2rUrOTn5yy+/3Llz58cff8x2UBp1+PDhBQsWLF++PCEhoXfv3kOHDs3MzGQ7KNacP39+zpw5ly9fjo6Olsvl4eHhVVVVbAfFvmvXru3evbtjx45sB0IADKH7IiMj27dvn5ycDCAhIYHtcLTFpk2bPDw82I5Co7p16zZr1qy6b9u3b7906VIW49EeBQUFAM6fP892ICyrqKjw9vaOjo7u27fv/Pnz2Q6ntSM1YJ33+PHjmTNnHjhwwMjIiO1YtEt5ebmVlRXbUWiOVCqNj48PDw+v2xIeHh4bG8tiSNqjvLwcQKt6PzzTnDlzhg8fPmjQILYDIYDWthiD/mEYZtq0abNmzQoODs7IyGA7HC2Slpa2bdu2L774gu1ANKeoqEihUNjb29dtsbe3z8/PZzEkLcEwzKJFi3r16uXv7892LGw6dOhQfHz89evX2Q6EqEVqwNpu9erV1HNcv35927ZtIpFo2bJlbIepIS8ujbrdcnNzhwwZMn78+BkzZrAYLSvqL7XJMIwerLzZcnPnzr158+bPP//MdiBsysrKmj9//sGDB4VCIduxELXIVJTarqioqKio6Jkvubu7T5o06cSJE3UfsgqFgsvlvvHGGz/88IMGY9ScF5eG8pMlNze3f//+ISEh33//ve4uFNoMUqnUyMjoyJEjo0ePVm6ZP39+YmLi+fPn2Q2MXe+///4ff/wRExPj4eHBdixs+uOPP0aPHs39f3t36JpaGAZw2G1pqBhWljQMQcSmIGsuLRpNg9mEYbGsr1iWN7BYZGkgFoNpf4hlghrGypYM4g2C7Lab9t7N50nn+9Kbzu/wnQPn6Gi7XK/XBwcHh4eHq9Vqt8k3E+CfbTabfXx8bK8Xi8Xl5eXz83O1Wv1lvz3+d/P5/OLiolwuDwaDPbytVKvVcrn88PCwXRaLxXq93u12Y6eKstls2u32cDh8eXnJ5/PR4wT7/Px8fX3dLZvNZqFQuL293fNj+VjeAf9s2Wx2d51KpRKJxNnZ2d7Wd7FY1Gq1bDZ7f3//9va23Tw9PY2d6jt1Op2rq6tKpXJ+ft7r9WazWavVih4qzM3NzdPT02g0SqfT23fhmUzm+Pg4eq4Y6XT6a2uTyeTJyYn6xhJgfo/JZDKdTqfT6ddHkL0642k0Gu/v73d3d8vlslQqjcfjXC4XPVSYx8fHRCJRq9V2O/1+//r6Om4i+IsjaAAIsEefqADA/0OAASCAAANAAAEGgAACDAABBBgAAggwAAQQYAAIIMAAEECAASCAAANAAAEGgAACDAABBBgAAggwAAQQYAAIIMAAEECAASCAAANAAAEGgAACDAABBBgAAggwAAQQYAAIIMAAEECAASCAAANAAAEGgAACDAABBBgAAggwAAT4AyKsV81decyNAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 正态分布，又叫做高斯分布。\n",
    "\n",
    "② 若随机变量$X$，服从一个位置参数为$\\mu$、尺度参数为$\\sigma$的概率分布，且其概率密度函数为：\n",
    "\n",
    "$f(x)=\\frac{1}{\\sigma\\sqrt{2 \\pi} } e^{- \\frac{{(x-\\mu)^2}}{2\\sigma^2}} \\tag{1}$\n",
    "\n",
    "③ 则这个随机变量就称为正态随机变量，正态随机变量服从的分布就称为正态分布，记作：\n",
    "\n",
    "$X \\sim N(\\mu,\\sigma^2) \\tag{2}$\n",
    "\n",
    "④ 当μ=0,σ=1时，称为标准正态分布：\n",
    "$X \\sim N(0,1) \\tag{3}$\n",
    "\n",
    "⑤ 此时公式简化为：\n",
    "$f(x)=\\frac{1}{\\sqrt{2 \\pi}} e^{- \\frac{x^2}{2}} \\tag{4}$\n",
    "\n",
    "⑥ 下图是三种$（\\mu,\\sigma）$组合的函数图像。\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 每层数据分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 机器学习领域有个很重要的假设：I.I.D.（独立同分布）假设，就是假设训练数据和测试数据是满足相同分布的，这样就能做到通过训练数据获得的模型能够在测试集获得好的效果。\n",
    "\n",
    "② 在深度神经网络中，我们可以将每一层视为对输入的信号做了一次变换：\n",
    "$Z = W \\cdot X + B \\tag{5}$\n",
    "\n",
    "③ 输入层的数据如果不做归一化，很多时候甚至网络不会收敛，可见归一化的重要性。\n",
    "\n",
    "④ 随后的网络的每一层的输入数据在经过公式5的运算后，其分布一直在发生变化，前面层训练参数的更新将导致后面层输入数据分布的变化，必然会引起后面每一层输入数据分布的改变，不再是输入的原始数据所适应的分布了。\n",
    "\n",
    "⑤ 而且，网络前面几层微小的改变，后面几层就会逐步把这种改变累积放大。训练过程中网络中间层数据分布的改变称之为内部协变量偏移（Internal Covariate Shift）。BN的提出，就是要解决在训练过程中，中间层数据分布发生改变的情况。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 比如，在上图中，假设X是服从蓝色或红色曲线的分布，经过公式5后，有可能变成了绿色曲线的分布。\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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B4Uy9p0hUY5C9tK2qRCl+q3Pu9IjLG0nyGO9pMAhpSGkAgPsAEQ0AkC/80eT7vbbfX5pJsPzzm8u/vKncqi/IBSwMcuGXWs1GhfD/Ls1cmvD8+uK0TEhvsWoL8W8BAOQKRDQAQF4IxtgTg84/Xp6NJLgvtZpf2VGV55PP7k4qpHfXGaQCOprkumf9v7owJRXS6ywquJsnAOAewVc6AEDuxVnuwrj7dx3TC/7Yw03Gl7ZVmJUFnM/SBDTZWqH+5i5rnVHWMeH5Xcf0mCvM8TjXdQEACgNENABAjqU4/sqU97cd0yOO0O46/UvbKqv0MrIouk1ihtpeo3tlR1WpSnxi0PmHT6bnfTEMIQ0AcA8gogEAcinF4975wG87pjunvZsqNS9urVhrVq7oKhVkdg+DMiH9UIPxH9orlGLmSLftra45ZzAOIQ0A8IUgogEAcgYTxJgz9OsLU+fH3M1m5UvbKjdXalZsthYmqZTUwKoqsv1CKglzaH3pMxssQpr84yez7/Us+CLJbL8oAKDQQUQDAOQGJohpd+T/Lk2fHHJWaCVf3VKxq04vWsH1w7BY6VjzbLhkwwq8lk4mfG5z+eOtpRzP/7Zj5li/IxhjV+B1AQCFCyIaACAHMCbs/tjvL02/32vXyYQvtlc8ur5EIljZlcMQmRRpeEa8Ei+FiFKl+OVtVQ81GgOx5P93buL0iCvOcivw0gCAAgURDQCQA55I4o2rc3/ptYkY8itbyg+vL5UKinwNIIQIi1r8rd3Vu2p1zkD8l+cnL4y5IaUBAO6kyI+JAIA8FIqz7/XY3uqaj7P8V9srnt5YppIKcl3USiARqjbIvvVATTiRujzl+8X5SbGAardqYbE0AMDnQUQDAKyoSCL1YZ/jT5dnvZHElzeVPb+5XC8Trp6EQpOoqVTx7T010eRo96z/NxenxAy1rgxutQ4AuBWc6AQArJw4y50bXfzDJzOz3ujBZtOXN5eXayS5W6EW02wE8Ss9bZ+hyLZy9dd3VtUaZWfH3H+8PDvhCvOwWhoA4LMgogEAVgjL8ddmfb++ODVgC+6u0724tbLWIM/hHQRQMmacPCaf7Vj5lxYx1K46/cvbKs0q8Qd99tevzs75YitfBgAgn0FEAwCsBI7Hg7bgL85O9s4FNlWqX9paudaszPEcLDYqdI8y/tmcvLhMSD+8xvSVzeUaKfPnrvm3u+ZcoQS00gAAN0BEAwBkHSYIRyD+247pS5OeWqPsa9srN1dpGCrHxx+ECYJP5bAApZh5otX8VJuFJtHrV+c+7LPHU3CBJwDgbyCiAQCyLhxn3+2ePze6qJYIvra9cketXriCS9TmLYQIvVz4zMayg2tNwRj79rX5K5NeHu6zDgAgCAIiGgAg25Icf2XK+5deeyTBPb3R8kC9QSaEa8k/ZVaJn99cscWqHbAFjvQsTLojkNEAAARENABAVmGM57zRP1yemfFEdtbpHltXqpUJc11UfqFI1GhSfKnFXKmVnhxyfthnjyZyefoVAJAnIKIBALLIE0m+1Tl/ddpXppF8eVNZlU4Ky399Hk2h3XX6x9aW8BgfvW47M7LIcnyuiwIA5BhENABAtsRY7tKE54M+OyKIpzdYNlVqhDQcc25PJRU8tr50d51+whV559rCmDMMV3cCsMrBjBAAQFbwGI87Q7//ZMYVjD+ytuRgc4lczOS6qPyFCMKqkz3Zapn1RDsm3dZuqUkpUksF0HQEYNXK1jdajDHHcalUKpVK8fztO/Y8z6f+juM4fNN3xhs/Yln27hsBAOQnVzDxVtf89Xl/vVH+5c3lZrUY0sbd0RRqr9Y+0WYR0uTxAftfB53JFBz3AFi9stJFwxjPzc1dvnx5ZmZGLBa3tbW1tLSIxeKbnxOPx4eGhnp6erxeL8ZYr9dv3Lixrq6OYRiWZbu7uzs7O/1+P8YYYyyTyR544IF169aRJJwlAaAAhBOp0yOuD/vsSrHgy5vLm0oV+XgPSkQQBOKFslzX8SmZkN7bYBh3hf7ctfDOtfk6o2ydRQU3WQdgdcp8RMMY22y2//3f/7127ZpIJEokEh0dHS+++OK+ffso6tOVkMLhcF9f38WLFxOJBMY4kUhcunTpn/7pn9atW5dMJk+dOvX73/++tLTUbDZzHKfRaFpbWzFMzQCgEKR43DcfeO3KbCTJPd1W8lBjnq6ywQvlgao9QlNzrgv5jHKt5Eut5nFXuGfO/2bnvFEhKlGKc3ibLABArmT+uBmPx0+cOPHxxx8fOnTo2WefXVhY+I//+I833nijvr6+srIS/f1IIxaLN2zY0NbWptfrEUIdHR0/+tGPTp06VVlZKRAISJKsqan5zne+s23bNp7nKYoSCAQ3JzwAQN6a80bf6pobdoRaylTPbS7Ty/N1lQ1a6LHs0Kg1ua7jM0iE1ltUz24sm/FETw05awyy5zeXSwRw9ANg1cl8RItGo2fPnq2qqnr00UcrKirMZvP+/fuPHDnS1dVVXl5+I2ZJpdLGxkaCIBBCCKHGxkaFQhGJRFiWFQgEGGOfz3f58uV4PK5UKhsaGgwGQ8ZLvV8IvskC8EVCcfajfsdH/Y4Speir7eU1BjkJb5z7JGKonbX6cVf4tx3T73YvNJjkW6q0NJWPwwhHxeVLfwjmugqQjzIf0ZLJpM1ma2trMxgMCCGSJCsrKxmGmZ+fv+VMJUmSi4uLly5dikQiw8PDCoViy5YtSqWS53mVSqVQKC5dunTt2jWe5zds2PDCCy9UV1ffsh/f2CC6Scb/olvA+dbluDF6GGM4Ki1Z3g5dMsVdnvT8+do8TVEHm0p21OhFsMrGkpgUwsfWlQzbQ1emvX/4ZKZUJarUyvL1n50g4B29DHBUBHeSlYiWTCZlMplQ+LezG+kLBSKRyOefnJ61ZrfbOY578MEH6+rqBAJBKpVqb29fs2aNVqtNJpMnTpx49913EUL/8i//olAobvxuNBodGRmZnp7mOI6iqKmpqVAo5PV67XZ7NlIUxjgcDnMc53A44KqFJeN5PhKJkCRpt9vhYLQ0PM9Ho1Ge5/NtDEkSTfnYN686phZDrSWiXWV0LOC2BXJd1p2lUql4PB4IBGw2W65ruRUiCBXmH6oUDs6lLk163r4680STWsqgfPuKyLJsIpHw+/0MAyuqLFEymUwkEukr53JdSwGLx+PJZNLr9XIcl/GNI4R4ng8Ggxnf8t1lPqKRJJn+Y24sk5Eer9vOJKuvr//pT38aCASuXr361ltvHT9+/IUXXlCpVM3NzRhjiqIwxlardWFhobu7e2ZmZu3atTd+NxAIfPzxx8eOHWNZFiEUjUZ9Pp/D4ZiamsrSCh2RSARjPD09nY2Nrx7psJ5KwS1uli4SicTj8UQiketCPkWRyBNhj03EzszhcqXgwXIBF3BOB/P9QycSiSQSiVgslutCboNEyEThvdWyv4zF37o6w/sWNlvEDIXyakgxxrFYzO12h0KhXNdSqDDG8Xjc6XT6fL5c11LAeJ5PJBIOh8Pj8WR84+kvw16vN+NbvrvMRzShUCiXy71ebzQaValUBEGk185QqVSf/8YvEomqq6sxxhaLZWRk5Ny5c3v27FGpVDT9aWEKhcJoNE5OTvr9/pt/V6/Xv/zyy88880y6OTw6Ovr973+/uro6G9d+IoQwxqOjoxzH1dfXQxdtyTDGw8PDJEnW1dXlVQeogPA8Pzg4KJFIqqqq8mcMUzz+sM951T0uF6EnNpR/eYtFzJB5HtC4eHj+4z8KLU2mdW25ruU2EEEQCFmqY148eXZ0sTMgObi9vtogI/JpVFmW7evrMxqNZrM517UUJIRQLBbr7++vqKjQ6/W5LqeAxWKxvr4+q9Wq1+uzkQF4njebzTMzM5nd8t1lJaKtWbNmaGhoeHhYp9NFo9Hu7m6EUENDQywW8/v9UqlUpVKxLBsKhSQSiVAoTJ+4CQaD6bDFcZzf7xcIBFKpNH02Z2xsTCgUarXaz5RO01qt9saDoVCIpmmBQHDLAmyZgjFmGAYhJBaL4drSJeN5nqZpkiQlEkn+xIvCwnEcSZI0TYvF4jz5toAxcW3G98Hgoi/GPbq25KmN5Wp5AawTkUpFdY4rFB2VtD+c61ruqN4sfHFrxbQnOuSMvD/g/oZGkVdXyCaTSZIkBQKBRCLJdS2FCmMMY7h86WEUCoVZygAcx6382fzMRzSJRHLgwIGenp7XX389HA7Pzc198sknW7ZsWb9+fWdn59tvv71z584nnnjCZrMdP35cp9Pp9fpkMnnlypWhoaGnn37aYDBEIpF33nmHJEmr1ZpIJE6fPj06OvrUU09VVlbe5XVX4Pt6nrcEAMgVeyD2QZ/tk0nPWovquU1lJoUo//MZQRCIY1EihFLJXBdyNzRJrreoXthc9vNTY+/32hpL5AeaSsSwBkdxgQ8XcFuZj2gMw2zevPmb3/zm22+//W//9m9isfiBBx547rnn5HJ5LBZLnwBNP9Nut7///vuBQEAgEJSUlHzta1977LHH1Gp1KBRyu92nT5+ORCICgcBkMn3zm988ePBglqIxAGA54ix3csh5pMemlwsfX1/aWq7Kz+UhCpdczDzUaBy0h/7Sa/u/SzNVOtlaszJPbjkA2QKA7MnKkt8SieTgwYMbN24Mh8M0TWs0GrVaTVHUzp07m5qaZDIZwzBms/mf//mfQ6EQy7IkSYpEIq1WK5PJEEIymewf//Efn3766fSPxGJx+kfZKBUAsBw8xp0zvvd77ZFk6rF1ZY+uKxEx0ODJMEQQFrXky5vLhh3BUUfoz51zRoWoRCnKdV0AgOzK1l1ZxGJxeXn5LQ/KZLIbSYthGJPJZDKZPv+7JEkaDIZ8WKsWAHAXmCA8keTHw87OGW+7VfulVrNGKsh1UcUJIaLeKH9hS8V/fDR8fMC5vVankxkZKi9mIgIAsgTe4QCAJeJ4fGFs8dSQyyAX7W8yNZYo4EYC2SMV0jtrdTtr9ZFk6q3O+RlPFE4xAlDcIKIBAJZocjF8ctA164lur9Y+vMYohFOcWWZUiJ7ZaClViq9Oe08NOwNRNtcVAQCyCCIaAGApkin+1JDr/NhivUn+cJPJpBRBAy3baBI1lSoPNptIhN7umh91hmCyPgBFDCIaAOC+cTzumvF9POxMpPi9jcZ2qxZOca4MhYg5tL6k3iSf8USP9dntgXy8LwIAICMgogEA7ps/yh7rt/fM+TdVavY2GpTiQr4/Y34s/3uPECLKtdInWswqieBon61rxsdyWbnfHQAg5wrp2AQAyAccj8+Nus6NLspFzMNNxoYSRYF20DBJJRWWpLoq14XcHzFDPVCvb7dqgrHUe70LU+5IrisCAGQFRDQAwH3AmJjxRI4POGc80QcbDLvr9IV7lQAWKx0NT0dK8vEGnXenlwuf3mCp0EovTXjOjCz6Y3DdAABFCCIaAOA+JDn++IDj6rTXqpc9vMZYrpEWZgeNIAiCQGRKqODpwlsDlqHIljL1g/UGmiSP9CwMLARyXREAIPMgogEA7lWKx9fn/CcHnZFE6rF1JW0V6gI9xVkEpELqcEtpU6lixBE6NexyBOJwcScARQYiGgDgXgWiyfd6FwbtoQ0V6j0NBq1MmOuKVi8SoWqD7JG1JQa58Fi//dKkOwXXDQBQXCCiAQDuCcvxHROe86NuIU0eWl9ab5JDBy23BDT5UIOxvUq7GEwc63dMLsJ1AwAUFYhoAIAvhjFh88eO9Cws+GN7G41brFpxwV4l8CmMmbgPcclc17FEiCB0csHhltI6o/zimPvMyGI4kcp1UQCAjIGIBgD4YjGWO9bv6JkLWNTiR9eVVGolua4oA1AiZB5+SzF7MdeFLB1DkVus2l11eoJAxwbs3bM+uN8AAEUDIhoA4AtwPB62Bz+4bo8mUk+0mtealcVxLwHEJcmImw7M57qQZREz1CNrTRsq1Nfn/KeGXO5wAkIaAMUBIhoA4At4I8l3uucn3eG1ZuWDDQa9vFiuEsRX7JAAACAASURBVMAEwRf8mUGEiAaT4uEmo04mPDXsOju6yKbgugEAigFENADA3bAc3zXjPT28SCHy6Y2WGoM81xWBWzEU+VCjcWetfs4X/eugY9oD1w0AUAwgogEA7ghjYsEXe7Nz3htJ7mkwbKrUSASFf5VA0UGI0MuFB5pNa0yKjgnPXwedsSSX66IAAMsFEQ0AcEfhROrkkLN71qeXC59qM5dpiuEqgaJEk2hbtfahRkMixZ8acnXN+Dge5qQBUNggogEAbo/n8cRi+N3uBZbDT7SUrilV0GQxXCVQrKRC+qFG47Zq3fUF/7F+uz/KQkYDoKBBRAMA3N5iOPFez8K0J1pnlO1vLtFKi+UqgeLVYJLvbzKqxMyFcfeZUVcSrhsAoJBBRAMA3AbL8f0LgWP9DoZCz20qr9JJi2KdjSInZKhddfqHGo3T7siJAYfNH4NGGgCFCyIaAOA27IH4u90LwRi7rVq7tVoLVwkUBEQQJoXooQZDnVHeNeP766AzBY00AAoWRDQAwK0SKa5n1n9h3K0UM0+2WUqUolxXlB2IIBDJC4tqGRGKRJsqNQ83mTzh5NmRxUl3hIcbDgBQmCCiAQBuNeeNHulZSKb4nbW65lIlQxXngYIXyt01B6OlrbkuJMPUUsH2Gl2zRTlgD3zYZ4/CAhwAFKbiPPICAJYsnEhdmfZ2zfgMcuHjLWZd0dxL4PNoYdC0IaGsyHUdmddcqjjQZIomuHOji2POECzAAUAhgogGAPiMaXfk3WsLPMZ7GgxNsNBGYZKLmK3V2g0V6lFX+Oh1ezRZ8Pe5AmAVgogGAPiUP8Z2THj6FgIWteTw+lKFmMl1RWAp0jfuPLDWxPH8xXF377w/xcF1AwAUGIhoAIC/wZgYd4Xe61kQ0tSDjYZqg4yElTYKlkRAbaxQt1dpZ73Rv/TYQglopAFQYCCiAQD+xhtNXhhzj7nCtUbZI80mqYDOdUVgWaw62aPrShiKvDrt6571w0q2ABQWiGgAAIIgCB7jIXvwwz6HXETvbTBWaqVUsc9CQ2xMN/OxxD+V60KyRSygNlRodtTo7IHYu90Lvmgy1xUBAO4DRDQAAEEQhCuYODPsmnJHmkoV+5uM4lWwVi1KRBRzHaK5K7kuJIssavGj60rkIqZrxntp0hNnYQEOAApGtiIaxpj/O3yHhRPTz+E4juO4zz/txk/vsgUAQEbwGPfM+Y8POHQywcNrTBaNZLXMQsM84oq5tySgyfVlqocaDJ5w8r3uBVcokeuKAAD3KitzTTDGNpvt2rVrc3NzIpFo/fr1TU1NItFnFiiPx+NjY2MDAwM+nw9jrNPpWlparFYrTdMEQfA8PzMzc+3aNYfDIZfL29raGhoa0j8CAGQWJogFf+zMiGvBH9vfZNrTYCjWtWpXJ5NCdHBtydnRxevzgYvjbl2LGW7nBUBByHzowRg7nc7f/OY3ly9fJkmSZdmzZ8+++OKLe/bsoahPjwvhcPjatWtnzpyJRqMYY47jzp8//41vfKO5uZkgiKmpqV/84hd9fX1CoTAWi3V0dHzta1/buHHjzVsAAGREiuOvTnk/HnaVayT7m4x6WfGuVbsqUSRqMMoPNJne6Jx7r3thU6WmWi9bJU1SAApa5iNaPB4/ceLERx99dODAgeeee25+fv6//uu/Xnvttdra2vLycvT3A4NIJGptbV2/fr3BYEAIXbx48cc//nFVVVVZWZlAIHjnnXc6OjqeffbZQ4cODQwM/OxnP3vttdesVqter894wfcOwVENFKNZT/TMyKInkny8tnRnrZ6hoYVWbHRy4SPrSs6PuwftobMji0aFSC7KzMEfjooZAcMIbivzx+JYLHbmzJnKysrDhw9brdZt27bt379/YWGhq6uL5z+95FsmkzU3N69bt66kpKSkpGTdunVqtToQCLAsG4lELl68uH79+scee6yiomL//v27du0aGxsbHBy8219Ckggh2NHBapDB/TyZ4jom3OfGFmsN8oPNJUqxAN5CxYciUY1Bdmh9KY/xX3pt0+4w3Fs9f8DHFriTzHfRksnk/Px8a2uryWQiSZKiqKqqKoZhZmdnb5n1T5Kk1+vt6uqKRCKDg4NisXjTpk0KhWJ2dtbj8ezatctoNCKE0lu4fPny/Pz8zb8eiUSGh4enp6d5nkcIzc3NhcNhr9drt9sxxtm4wiAcDnMcZ7PZSBLaDEuEMY5EIgghm82GEIILQe4XQojn+Wg0yvO83W5f5qZIRIx72Y+HnP5IfGe5pEKUWHTaV88/Cgq5aJ5PxmMxm40giCL+wxFBIISa1VgnwuOu0NGeOWEqLBeQywxqCCGWZROJhN/vh7nCS4MQSiaTiUTC4/Hc3MUA9wUhFI/HWZb1er0cx2X8vZz+tAoGg5nd7BfK/JsqkUgkk0m5XC4QCNKPSCQSgiCi0ejnnzw7O/uzn/3M4XDwPP/www83NzczDBMMBlmWVSgUQqHw5i1EIpGbfzcYDH788ccffPBBKpUiSTIcDns8HrvdPjk5mfGIlv7nSU+bm56ehmyxNOlxS0e0yclJGMYlSA9aOByOxWLxeHw5Y4gQSqS445OJi+NsrVa0Vs27bLOuYg4qn4EQYuK+8lQqEok4JyeJoo5oBEGQCPEpvLNM/O5o5Mi1WV3SWa8TkuSy3oPpLwyxWGxxcTEUChHFPobZkB7DeDzucrn8fj8BY7gkCCGO4+LxuN1u93g8WYpoHo9nhVuemY9o6ROON6+Ukf5mcNvOU319/U9/+lO/33/lypUjR47U1NQ8++yzNE1/fgvpdtrNv2s0Gr/xjW+88MIL6Y0PDAx8//vfr6mp2bBhQzZ2cYzx2NgYx3F1dXVw1cKS8Tw/PDxMkmR9fT2095eG5/n+/n6pVGq1WpczhpggumZ8M0OTiAw91GR5ameFlCFX1YcDH3DEehiNWmPZsCHXtawEhAizJzYYGhq0BeeR/kBjpV4uWM7BMt0B6u3tLSkpMZvNmat0dYnH4319fRUVFQaDIde1FCqEUCQS6evrq66u1ul02dg+z/MnTpyYmZnJ+MbvIvMRTSgUymQyn88Xi8VUKhVBEH6/H2OsVCo//3EiFovr6+sxxpWVlZOTk6dPn965c6darRaJRG63OxqNKhQKhNCNLdz8uyRJqlSq9EsQBOH1ehmGEQqFt6zukSkY43QnXywWQ0RbMp7naZomSVIsFkNEWxqO42iapmlaJBIt55x7KJ66OhfuXQi1lqseWmNSySRFfzuBW3BxUQwhkqbFYnGua1kh5TrmiRbzrDd2atS7t9ls1irI5f2jp2ezMAyzesYwG0iSFAgEMIbLwXFcVoeR4ziGYbKx5bvI/JwqgUDQ0NAwPT09Ojqanvvf29tLEER9fX08HrfZbIFAAGPMsqzP54vH4wRBYIwTiUQ0Gk2lUgRBKBSKioqKgYGB8fFxjuP8fn9/fz/DMFar9S6vi/8u43/RzS+RvY0DcO+WvytiTFyb9Z0bXWQotLNWv9aiXG35jCAITDEJTU1SfbcDS5GRCenddYbmUoUnnPjgus0eiC9zg3BUXD4YQ3Anme+iSSSSAwcO/OQnP3n99ddjsdjc3NzFixc3bNjQ0tLS1dX17rvvbt++/fDhw3a7/cSJEwaDwWAwJBKJy5cvX79+/cknn9Tr9RKJZP/+/b/4xS/eeOMNt9s9ODh4/fr1hx9+uK6uLuPVArA6heLsmRFX30Jgd51+d51eSK/GxjAWKx31T6o1mlwXsqIMCuGXWs3DjtCpYdcD9QaDQggrFeccpDRwW5mPaAKBYMuWLa+88sq77777wx/+UCgU7ty584UXXlAoFOFwON1FI/5+/4B33303EAgIBAKDwfDiiy8+/vjjarUaIXTgwIFIJHL06NGzZ89KpdL0EmtSqTTj1QKwCnE8vjThuTThlYvonbW6epN81Z5z5mgRT2dlakTeEjFUu1XbWq46PbJ49Lq91iir1styXRQA4Daycpm0TCY7dOjQpk2bgsEgTdMGg0Gn05EkuWPHjrq6OqVSyTCM2Wz+1re+5ff7WZYlSVIikej1+hvz1VQq1bPPPrtr165IJMIwjMlk0mq1MHUJgOXDBOGLJk8OOUedwUfXle6s1UMTZbVRSwVfarUM2IJnRlwPNujLNBIB7AMA5J9srWQjlUqrq6tveVChUCgUivT/FggEFovFYrHc9tcRQjc/GQCQKWyKPz/qvjrtMypEu+v0FVpJrisCK42hyLZy1Var9r0e24f9jjWlinqjAr4CA5Bv4JsTAKuLN5I8Neyccod31+nbrVoa2ierklIiONxSatGIO8bdndO+OMvluiIAwK3g6AzAKpLi8bmxxd45v0Ut2V6jK1GKVnXrBGMm7kNcMtd15ABNojUlyu3VOoTQRwOOicVwrisCANwKIhoAqwUmCHco8fGwa84X29Ng2FChXoULbdwMxf2Wvt8pZi/mupDckInox9aVVGokV6a812Z8sSQ00gDILxDRAFgtkin+7Iirbz5QphHvrNWZFKvrSsbPQxyH4kE6MP/FTy1GNIkaTIotVg1NoRODzhFnCBZ+ACCvQEQDYFXAmHCF4ieHXY5g/KEG43qLapnLyoMiIBFQB5pLag3yK9Peq9NemJEGQF6BiAbAqpBIcWdHFvsWAmaVeEeNTi8X5roikHskiRpLFFuqNDSJTg+7hu1BHtZQBSBvQEQDoPhhgnCFEieHnIvB+L41xrXm1Xi7J3BbEgG1v8nUYFJcm/F/MumBGWkA5A+IaAAUv2SKPzuyOGQPlqrEO2t1hlU/Cw3cQJGosUTRbtVQFDozsjhkD+a6IgDA30BEA6DIYUzYA7HjAw5flD24tqSxBBYpBZ8hoMl9a0zNpYprs75Lk55oMpXrigAABAERDYCiF02mzowsjjhCZpV4d50eWmjgFhSJ1pQq2q0amiLPj7n75gMwIw2AfAARDYBihjHhDMaP9ztCcfZgs6nOKIcOGvg8AU3uqTe0lql6Zv0Xxz3RBMxIAyD3IKIBUMwiydSZkcUxV7hUJd5Vp9fKBLmuCOQjRBB1Jvm2ai1DoQsT7n4bNNIAyD2IaAAUrfQstA/67OFE6pG1JTUGGQnT0G6GCAJRvEiR6zrygpCmdtXpN1Sq++YD50YXwwmYkQZAjkFEA6BopWehTSyGLSrRnnq9RgottM/gJZrFpmfDlbtyXUheoEjUYFK0V2kZCl2a9PTOBaCPBkBuQUQDoDhhTCz4Yh9ct6c4/Oja0iodtNA+B5EhdS0rUue6jnzBUOT2Wt3mKk3/QuDsiAsu7QQgtyCiAVCcgnH29IhrcjFiVosfajRACw18IYSIxhLFjhodQ5FXp71ds74UD500AHIGIhoARQhjYt4X+7DfjjE+2GQq00iggwbuBUORW6u17VbtsCN0asgZgRlpAOQORDQAilAgxp4bXZxyR0rV4r1rjGoJk+uKQGFABFFjkO+q1TEU2Tnt6571cdBIAyBHIKIBUGwwxjPeyPu9NoJAj64tKdNIEPTQwD1jKLTFqt1eox11hk8OOUMJNtcVAbBKQUQDoNj4Y+yFMfe0J1KmFu9tNChEdK4rylOIjelmPpb4p3JdSH4hEaoxyHbVGRgKdU37umdgRhoAuQERDYCigglixhM52msT0tTBZpNZDS20O0KJiGKuQzR3JdeF5B2GIjdUqHbX6SfdkeMDMCMNgNyAiAZAUfFFkufH3DPeaIVWsneNUQ4ttLvDPOKSuS4iH1XpZA81GkQMdW3W1zXtS3J8risCYNWBiAZA8cCYmFwMf9BrFzLUw01Gs0oMa6GBpRHSZEuZenuNbtYT/bDfHo5DIw2AlQYRDYDi4Ykkzo+5pz0Rq06yb41RKoQWGli6Cq0k3UjrnvVfnfYmU9BIA2BFQUQDoEhgTIw5wx/02aQiet8ak0UlgRYaWA6aIlvKVLvq9Av+6AfX7aE4XNoJwIqCiAZAkfBEEhfH3dPuaI1etrfRKGKoXFcEChsiiHKNZN8ao5CmeucDXTM+aKQBsJIgogFQDHiMhx2hjwYcKongwQZDiVIEHTSwfAxFNpuVu+p0i6H4X3ptgRg00gBYORDRACgG3kjyk0nPtCdSZ5TtXWMUC6CFBjLDrBIfaC4RC6ieOX/PnB8aaQCsGIhoABQ8TBCD9uCJAadKIthTbyiFCzlB5ghpcq1ZuaNG5wkn3++1+aKwRgkAKwQiGgAFzxNOXJ70jrvC9Sb53jUGEQ0ttPtBwnB9gRKl6GBziVhAdc74euf8CWikAbAiIKIBUNgwJvoXAn8ddGikzK5avVklgQ7aPcIUE9E3xYzNuS4k3zEU2Vii2FatDcSS7/XYvJFErisCYFXIyrJJGOOFhYXOzs65uTmRSNTS0tLc3CwWi29+TjQaHR4eHh0ddbvdJEmazebNmzcbjUaSJFmWvX79end3dyAQwBgTBCGVSnfs2NHU1ESSkCkB+AxfNHllyjvmDO+q0+9p0DMUvEfuFRYrXXWPq3WGXBdSAEwK4aPrSi5PeTpnfAO2oE4mhD0NgGzLfETDGDudzt/+9rcdHR3pvHXu3LmXXnppz549FPXpCQWbzfbmm29OTk5yHMfzPM/z/f39L730ksViSSaTJ06c+N3vfqfT6YxGI8/zGo2mrq5uzZo1Ga8WgILGY9w77z8zsqiVCbZXay1qaKHdH0zC6r73RMhQTaXKTZXas6Ou93tsTaXKEqUo10UBUOQyf3iKx+MnTpw4ceLEwYMHn3rqqfn5+Z///OdvvvlmTU1NRUXFjTs6UxRVW1u7b98+q9WaSqWOHj36u9/9bs2aNQaDgSAIkiRramq+/e1vb9++HWOMEBKJRDcnPAAAQRCBGPvJpGfYGXqgTr+nwSCkobEBssWoEB1aV9o17f1k0juwENBKBQLY3wDIpsxHtFgsdubMmfLy8kOHDtXW1lZVVY2Ojh45cqSrq6usrOxGzCovL3/xxRdJkqQoCiH0+OOPv/nmm1NTU9FolGEYjHEwGOzt7UUIKRSK2tpahUKR8VLvF4IGBcgz3bP+86NutYTZatVW6qRwISfIHiFNtpQpN1VpT4+43r9uayhRWNRiOCpmBAwjuK3MR7RkMjk/P9/W1mYwGBBCJElWVFTQND0/P5+eWJZGUdSNuJZKpWZmZliWNZlMIpGI53m5XC4UCk+ePNnR0UFR1NatW5999tnKysq77MckSSKEYEcHqwFCiCRRMJ7qmHAPOUJ7G417Ggw0zNQEWaaVCw+3lF6d8V2a8AzbgwaFMNcVFQP42MqgrA7myv9LZSWiJZNJmUwmEv1tpoJEIkEIRSKR2z6f5/nh4eE//vGP1dXVbW1tIpGIZdn29va6ujqNRsOy7MmTJ48cOcLz/He/+12ZTHbjF6PR6MTExNzcHM/zJElOT09Ho1G/3+9yuTDGN8fBTIlEIhzHOZ1OuGphyXiej8ViBEE4HA44MC0Nz/PxeJxExNmBuUsTHimNa5WEnA+7XOEs7PXFjEulaN90DKUcDtkXPxsQBEWiEkGiRklesyfe6543CFM6EZFIJAKBgMPhyHV1hSr9oenz+eCQuGQIoXg8zrKsz+fj+cwvCoMQwhiHQqGMb/nuMh/R0t0snudvhKT0eN021nAcNz4+/pvf/Mblcn3ve9+rrq4mCIJhmPXr12OM079SX1/vdDo7OzunpqbWrl1743cDgcCHH3549OhRlmVJkoxEIi6Xa35+XqVSZSmixWIxjPH4+HjGt7yqRKNRgiCSSVgAc+mi0YjTGzw+7x60pzaYBGWC8NjYGA8B7T7RyaCl7zWffv1o7MFc11IYECJYnthoIEbcxOkRZxXlbTUxsVjM5XL5/f5cV1eoMMaxWMxut7vd7lzXUsDS3/8XFhacTmfGN56OaIuLiyscozMf0QQCgUwm8/l8kUhEqVQSBOH3+zHGKpXqlr+N5/mJiYlf/vKXY2Nj3/nOd9rb2xmG+VtZ9KeFqVQqk8k0OTl5yyHAYDB8/etff+655wiCIElyaGjoBz/4QW1t7YYNG7KRzzDGY2NjHMfV1dXBhQtLlm6api8WgWbk0vA8PzQ4ODYXnY0TKjG5v6XqkQ2lDIzl/eP89nhPUiLmajduzHUtBQMhwhpKjsbGz4y5pznV/sqywMK43mA0m825Lq1QxePx/v7+8vLy9NVyYGmi0Wh/f7/VatXpdNnYPsb4xIkTs7Oz2dj4nWQlojU0NIyPj4+PjxsMhvSoIYRqa2tjsVg4HJZKpTKZLJ3Pfv3rXw8ODn7nO9/ZtWvXjROjHMcFg0GBQCASiTDGLpdrdnZWKBSqVKqbX4iiKK1Wq9Vq0/83HA4LBAKhUHjLAmyZgjFmGAYhJJFIIKItGc/zDMOQJCmVSqGrvzQ8z7EEfW0hMu6mHmzQ7ao3yqUSEsby/nEJSQIhiiQlEkmuaykkJYzwcIu5zxa8NB3c35RSEqRQKIQxXLL0pG0Yw2VKn3nL3jByHCcQCLKx5bvIfESTSqUHDhz48Y9//Prrr4fD4enp6TNnzmzZsqWtra2zs/Odd97ZtWvX4cOH7Xb7z3/+8wsXLjzzzDMKhWJgYAAhpNfrTSZTLBZ75513aJquqqqKx+OnTp3q7e19+umn06dB7yR9ajUb/bMbsrpxAO4RxsREkBj2sDKhYFu1zqqXQT4DK0lIU20V6nVm5Zkx90eDjh3KWGV5rmsqZPDJAu4k8xGNYZj29vZvfOMb77333o9+9COBQLBjx47nn39eLpenpywEg0GCIFwuV09Pj9frffvtt48ePYoxlkgkTzzxxFe+8hWBQOB0Ok+fPh2LxRiGMRgMr7zyyqFDh7LUHgOgsIQTqX4PtsXIA+s0W6o0NAUBDaw0tUTw2PrSflvw7KjbVMW1Y9gJlwVSGritrKysLZFIHn300dbW1kAgwDCMyWTS6/UkSW7durW6ulqlUjEMU19f/z//8z8sy3Icl947SZI0Go0KhYKiqH/4h3945JFHkskkRVEymcxkMqWntQGwyqU4vnPa1++IKCXC7dXaGoMMPhvByhPQ5KZKTZNZeXLQ0evhDyRQGUHArghAZmUloiGEZDJZXV3dLY+rVKob88kUCsX69evvtAWLxWKxWLJRGwAFLZzgTo0sjroie+p1GyvUcJ9EkCtKMXOw2TSwEOj3hKcDqXUcT8PeCEBGwTsKgIKR4nH3rK9nzo/41KYyhVUHq3mBnGEocnOlZp1ZmcBUx6Rv3hfLdUUAFBuIaAAUjGgy9dch57grXK/CtWoK7pAIcgghQi0VPNxkLFWJzoy6+22BFA8TqgDIJDjEA1AYeIy7Z/09c34hRa7VkiYySHCw/C/IJQFNbq1UPCOfqI8OnBtZnPNGc10RAEUFIhoAhSGS4I73O6YWI1urNa06LO3+Y2rsQq6LKnCIwIjiRYpc11GoEEGoBMRj+PID1PCZUVfvvB8uTAQggyCiAVAAWI7vnvVdm/UJaPLBen2NmkGJCEHDTayXhZdo7etfClbtyXUhBQzTAmfVgU7VA95o6uK4Z9YbhZQGQKZARAOgAITiqWN99llPtN2qbSlTkwpDeOs/0TXbcl1XgUMoLrdwQuiiLQfilSVrayvLNZKzI67OaS8HM9IAyBCIaADkuxSHBxYCXbM+ikR7G43lGgnHY4KBlZxBPsCIQFurtS1lKnc4cWnSYwvEIKMBkBEQ0QDId6E4+0Gffd4Xa7dq1lmUAobEBHwIgryAMYEJQi8XPFCvr9BKz40tdk57eWikAZAJENEAyGscj4ccwStTXhKhA82mCq0EEQRM9wH5BRNbrdoNFWpXMHFxwrPghzXSAMgAiGgA5LVgnP1Lj80VSrRbtWstKhFD5bqiooJ4FkFLcnkQnyIwr5EKdtTqqnTSi+PuTyY9PHyNAGDZIKIBkL9Yjh9YCH4y6aFI9MhaU4VGkn4cERj5F4hUIrflFTrExgzTJ6XO67kupIAhzOnnz0tmLpAE3mbVbqnS2P2xjnG3zR+HkAbAMkFEAyB/+aLsX3pti6HkpkpNS9mnLTRR3Cu79P/YgZO5La/QoUREausSOgdyXUgBI7mkwtVLz3cjAmtlwu21uiq97PKU98LYIsvzua4OgMIGEQ2APMVyeMQR/GTSQ1Po0XUlpapPL+EkeZaOefiAI4flFQnMEzyX6yIKHOYJzBEEQZJoc6Vmq1VjD8QvjLudgXiuKwOgsEFEAyBPeSPJ93vt3khyU6X65hYaAPkJEYRWJtxerbPqpJ0zvvNjbrhrJwDLARENgHyU4vGII3h+bFFAk4daSkuUolxXBMAXoxDaYtVur9HZ/bGL425HIAYz0gBYMohoAOQjdyhx9Lo9GE9tqFC3wIWcoEAgROhkwq3VWqte1j3nOzOymIIZaQAsFUQ0APJOiuNHnKFzo4sShnq8pdSogBYaKBgIERsrNbvr9DZ//PyY2xVMQCMNgKWBiAZA3nGGEh/22UOJVGu5aj200EABQDf/H61UsL1GW6WTXp/3nx5xJVJwQQYASwERDYD8kuL4UWfo9LBLIqAOt5QaFMJcVwTA/SFJ1FKm2lOvtwfip4ddrlAC+mgALAFENADyiyMY/+C6PZzg2spVrWVqIQ0tNFBgEEFopcKt1TqrTjpgC54ZdrEpmJEGwH2DiAZAHknxeMQROj3iUojpQ+vNOjm00LKPhBC8bJ8bQ5JE68uUe9cYnKH4qWGXKxSHRhoA9wsiGgB5xB6IHx9wRhNcS5mqrVwlpO/yDkVIKF25yooRppmIoTlmXJvrQgoYJlBYU8+WbybQrfuqXiZqr9ZVaKUjztDHQ64ECzPSALg/ENEAyBcpDg/ZAmeGXWqp4LF1JRrZHVtoMZEutOUbTNO+lSyv+GCR0lV7OAoRbRl4WuSsOhAr20IgdMuPECKaSxT7Gg3uUOKvQzAjDYD7BhENgHyx4I+eHHKGE6mWMuWmSo3ozi00nqRT5hYk065keUUJC8Zz1gAAIABJREFUk3SuSyh4mKQwcWs+S9PJhTtq9eVayagjdGZ4MZaERhoA9wEiGgB5gePxoD14asilkwkfW1eqkQpyXREAy0Ui1FSqeHiN0R1OfDTocIXisEYaAPcOIhoAeWHOGz056ArFU+vLlBsrNQwF701QDLRS4fYafZlGMuoMnRlxxWBGGgD3DD4GAMg9jsd9C4FTw84SleiRtSVqCZPrigDIDISIeqP8YLPJH2WP9TsWoZEGwD2DiAZA7s37omdHXZFEar1FtbFCfU8tNI7Nfl3FDmNJeIFOBHNdR2ETRRx01E3cOXnp5ILd9foyjXjcFT476oZGGgD3CCIaADmW4vmeOf+ZkUWzWnKg2aSUfPEsNJqLCwaO8o6RFSiviKGY3zj4hnzqTK4LKWAklygZ/4t04D0C33FxWhKhaoNsf5MpHE990GdzBGLQRwPgXkBEAyDHZr3Rs6OLgRjbWqbaUqW961pofyNM+CUTH7OTl1egvCKGeA4lwmQ8kOtCChjCPJUME/Ev6ERqpYI99QaLWjLmCJ8dXYwkUitTHgAFDSIaALnE8bh71n9mZLFcI314jVF1z7PQEOaIFJzrBIWBRKjGIHtkrSnGch9ct9v9sVxXBEABgIgGQM5ggpj1Rs+PLfqiydZy1WarliJvv74UAIVOLRXsrjeYlKIxV/jCuDsMjTQAvkhWlm3EGNvt9p6enoWFBZFItHbt2oaGBpFIdPNzYrHY2NjYxMSE1+tFCJWWlra1tel0OpIkCYLgeX52dranp8flcsnl8paWltraWpqGRSZBUUlx/JUp74Uxd7Ve9mCDQSmGCzlB0UIEUamVHGg2/f7SzPvX7dtrdHVGea6LAiCvZT70YIzdbvcf/vCHs2fPsizLcVx5efnLL7+8Y8cOivr0Vrt2u/31118fGRlJJpM8z9M0vWPHjq9+9aslJSU8z8/Nzf3qV7+6cuUKQohl2cbGxldeeaW1tTUd4AAoDvO+2MVxtyeSfLDRuMWqpaGFBoqaRip4eI3p5KBz1BG6NOEpVYllQvjiDcAdZf7tkUgkTpw4cfTo0X379j311FNzc3P//d///frrr1utVovFgv5+HzeMcXl5+a5du6qrq1Op1Pvvv/+nP/2prq7ukUceYVn27bffPnv27FNPPXXw4MH+/v5XX3319ddfr6ys1GrhjjegSLAc/8mk59KEu8Yg21OvV4jgswoUORKhCq3kQLPptx3TR6/bNldpGkxy9LmbewIA0jL/qRCNRk+fPm2xWA4fPtzY2FhbWzs+Pn706NHOzs7S0tIbjbTKysqXXnqJpun06UuBQPDOO+9MTExEIhGWZS9cuNDc3Hz48GGr1Wq1WgcGBq5cuTIwMLBr166MF3zv4FACMmjGEz0/5l4MJ/c1mbZatXA7AbAaqCTMvjXGE4POQXvo3OhiqUoM5/cJ+HABd5D5T4VkMjk3N1dWVlZSUoIQIknSarVSFDU7O4tvWtuQoiixWMz8/+zdd3xb130w/HPuxAbBBe5NSiRFiaRELWtZ1rYtWfKK7cR27DR52idNX/ep26fP675N+rT9JE/frMZpUydpksbxtmMNa2/JmqREShyiuEESJAiQBEAAd5/z/AGZprWsARAEeb5/kSDuuQeHF/f+7u+My7IQQk3T+vv7VVW12+06nc7r9Xo8nuLi4rS0NAAAwzD5+fkAgL6+vtt9EoqCEJIDnYgLioZOtLlPdw6XZVhWz7Zb7vYqRQ5zYqq4u2ORgjA3ybipIoOhqB0Nzi5PgDxsgFy2IiiqjTn5/6nIZ9FkWZYkyWw28zwffsVgMEAIg8HgTd+PEGpvb3/rrbdyc3MrKytZlvX5fLIsm81mjru2hqfRaLyxBFEUu7q6BgYGMMYQwu7ubkEQ/H6/x+PBUfjSY4xDoZCmaR6PhwyJu2cIIVEUIYRut3vGnpgoCDpHleOtQyNjwppCc75JHfZ47nxzhJAkSQCDYDAYcLujV89pD/uHIUKSJLlJM94rTfADDSmy7PZ4ALyjEyPGeEEavUOP24bGjjQPWCnZwlNoBgdqkiQpiuLz+ciUuPshiqKqqj6fL0pXFoxxIBCIRsm3EfkDIpzKmhgkIYQAADcNaxBCXV1dv/3tb3t7e1955ZXi4mLwWT7sxhKua/fR0dHt27fv3LlTURSKooLBoMvlcjgcZrM5SiGaIAgYY0mSZmxsERGhUAgAIAjCjG1GRUN7uuSznUpREp+nE5xd7f13sznGGPr8doxHPZ6hlpZo1XIGYCR/FtQFRewmzXivKFXMhLyqUAMtLXcYokEARA1Xp9JDAfXD8z2m0MDsJAbP4MwwQigUCvX39w8NDcW6LnEMISQIgsPhGBgYiNIuXC5XlEq+lciHaDzPGwyG0dHRUChktVoBAD6fD2NstVqvuySH47M33nijqanp29/+9tKlSzmOwxgnJCTodLrh4eFQKGSxWCaWMHHzlJSUl1566fHHHwcAUBTV0tLy2muvFRcXV1dXRzxEgxCGs32aphUXF0+cmkrcFYRQa2srTdPFxcUzNkS73O/rvdIpacpDc7KeXJptZKk7P17DAwPaGxTZW5G94KGs3OooVnS6U1WlC6rG5IzqorJY1yUuQQhlWW5Xg6kZWdV5pXe1bVqh2BlqvdzvG6KT18/KTjJxM7PHE0IoCEJzc3N2dnZKSkqsqxOvwv1szc3N+fn50ZhWGE4b7du3r7e3N+KF30bkQzSO42bPnt3d3d3Z2ZmSkhI++AAARUVFkiSFQiG9Xm8wGDDG4fxZfX39n/3Zn61atUqv1wMAIIQJCQnZ2dnNzc3d3d1z5swJBoNXrlwZH5H2edUZJjU1NTU1NfyrJEk8z/M8bzQaI/6hAAAYY47jVFU1mUwkRLtnCCGO4yiKMplMMzNEExXtfN9g06BQmWNbOcuenGCm7rIdNE3DBpuw8CV96VzS534/FEVRLBmUKdFkMsW6LvGKZVnFZAfm1LttwwJWt2luRs+ocKTd+2BZZlaq8W6/CNMGRVEURel0OnIc3qeoNqOmaePDtyZN5M/vBoNh3bp1o6Oj77777tGjR997773Dhw+Xl5dXV1fX1dV9//vf379/v6qq/f39r7/++q5du1auXJment7R0dHY2DgwMKCqariEnp6ed99999ixY7/5zW/Onz9fU1Mze/bs2+wXIYQxjkYX57ioFk7MBAjjZqf/03a3qKgrS1Kqcmz3dlnCGANW9+XvI4ipysAza8rsRSnG3pHQkVa3yy/FukYxQ64sxK1EJYu2dOnSl156aefOnd/97ndZll28ePGzzz5rtVr9fn9PT8/s2bMxxoODg2fPnnW73R988MGuXbswxgaDYcuWLc8++2xSUtLGjRsDgcDevXuPHj2q0+nWrFnzzDPPRCk9RhCTRpC1A82uRqe/Ji9xcUGSgSPpWCK+3XN4AQGwm/mNc9K7h0N7GgeWFCbZLfyMTaSRKI24qajMHzGZTFu2bKmqqhodHWVZNisrKy0tjaKoxYsX5+XlJSYmsixbXFz805/+VJZlTdPC2S+apjMyMiwWC4QwMTHx6aefXrJkydjYGM/zOTk5qampM7NfjJg2VA1f7ved6RrWEF41O7U80xLrGhFELPEMvbo09Ujr0Ik2z4mr7tJ0c5pVT87yBDEuKiEahNBsNpeXl1/3elJS0vg4voSEhJqamtuUYLPZbDZbNKpHEDERlNW9jYNXBsYW5Scuzk80sGSCfexBpEBAEhj3BSIVYnQvG0KQYtatL09rcwX2NbsWFySlmHXkMWgEMY6MNSaIyaAhfLnPV9s9ggFYNStlVpr5fpLCEGDo7QeyELkKzkRQEVK79psdn8a6InEMYi2l74Txym6AtHvYnKeplSUpc7OsLr949OrQgJcc0gTxORKiEcRkCMnq7ssD7e7g0sKkmrxEnr2vUWg6ccT46evyhT9GqnozE5SCxoGL7EhXrCsSxyhNtgw10J62e9scQpBk4teVp2XZ9AeaXfW9XkRGZRHEZ0iIRhBRp2qotnu0tmeEpeG6Mntxquk++3IopLCSD5Ms2v27px464gvurw05hlpWlFyZnTAaUo60uruHQ5GqF0HEOxKiEUTUjUnqrktOx0hoeXFyda7tPlNoBDGdQAASjdyaUntekuHIFdf5rhE0k58GRRATkBCNIKJLUtHZrpE6h9fAMuvK7LlJZO0YgvgCmoJLCpIW5Cb6ROVkm7vLEyS9nQQBSIhGENHmDcm7GpxOr7C8JHleto1nyJeOIK6XYOTWlNmLU80n2oc/bfcoGumAJggSohFENMkaOt89Ut/rNfPM+rK0LJs+1jUiiKmIoWBNnm1hfmJAUk60ezrcgVjXiCBij4RoBBFFnoC0o77fE5BXl6bOybKyNPnGEcTNmXXsQ7NTS9MspzuHP233yCpJpBEzHblgEES0CIp2tnPkYq8vwcBunJOWkUBSaARxSzQFF+QlLi1MEmTtRJvnqmuMLMBBzHAkRCOIqMAADPnF7fX9Y6K6ttQ+O81Clk0niNsz8czKWSnzsqy1PaNHWt2SQhJpxIxGQjSCiApB1s50jlzu8yWZuHXlaXaLLtY1Im4AAQAQUGQNlPsUyTacm5mwvDhFVrWTbe5Wl58k0oiZjIRoBBF5GAOnV/i4vj8ka+vL0mbZTXREU2iYohHFQZ6s33FfMGsIZC0U0ipiXZE4hinGb69SchYBGJmriZ6nlxcnz8+xNfT5Dre4Q9K9PFeKIKYHEqIRROSFZPVUu6fF6U+18Bvm2JPNfGTLF/nEwKKX2fK1kS12psGcwZ37UCiVhGj3DlGsO2u5kL0Q3M9DZyegIZyTaV1ekoIx/rTd0+T0kTwaMWOREI0gIgwD0Dca2l7vVBHeVJFemGKmInT1GocgraVXQFNSZIudgTDFxLoKcQ9TNAaRPMJ5hl5amLQoP6nJ6TvQ4hIUkkgjZigSohFEhI0JyrGr7lbXWGaCfn15ms3IxrpGBBFPIARlGdZVs1IghOc6R+p6RlWNZNKImYiEaAQRSQjjTk9gR72TgmDDnLTcREPEU2gEMe3xDLWoIGlpYdJV19juy06/qMS6RgQRAyREI4hIGg7I+5tcnZ5QfrJx45z0BAMX6xoRRFwqTjWtKbPrOfpc1+jpDvJIKGImIiEaQUSMhnCra2znpQE9S22pzMxO1Ecxg6bJUSt6xsDYEOhnQ8Oxrkd80wcHGL8TRHpUP0tTiwqSHpyd2jMc3H15cDhADnhixiEhGkFEzIBP3H1pYMgvlmVYVpemGvhoDUVnNIFr3Kl110ap/BkCCl570zuWtr2xrkgcozQprX2n8dL7AEc4ywUhyE00PDQ7NcnE1/d6D7W4JPJIKGKGISEaQUSGoqFLfd59zYNJJn5rVabdooteBo2XfIaOI6qjIWp7mBEg0qAcjHhsMaNAjGg5EKU2pClYlWPbVJHm8ot7GgcHvAJZgIOYUUiIRhCR4RgO7b48EJK0+TkJiwuSdGx016yHgAQWxPSXZtU9VGrPTzG2DPj3Ng4GJTXWNSKIyUNCNIKIAEHRznePHG112y26bdVZySaeTOMkiPtHQTgnw/rI3HSfoOxrGuz0BDREMmnETEFCNIKIgNZB//b6fgzw8pLkqhwbx5BvFkFEhlXPrihOqcxJaHcHdjQ4xySyAAcxU5ALCUHcL7+gnOkcru0ZzU82bq3KtOrJWrUEETEQgllp5scqM1QNHWt1Nzv9KlmAg5gZSIhGEPcFY9DY7/vk0oCBYx6clVqcaiZL1RJEZBk4ZkFe0sL8JKdX/LCu3xsiiTRiRiAhGkHcF3dAOtHuaRkcK023bKpIN/LRnSVAEDNTbpJhW1WmnqVPdw7XOkbJAhzETEBCNIK4dxiDeod3T+NgooFbW2bPSzaSxz0RRDToWbo617aiJHkkKH9U1+ceE2NdI4KIOhKiEcS96x0JHbky5BgOVefa1pXZdQxJoRFEtKRb9Y/Oy0gycXU9oyfaPGQBDmLaIyEaQdwjDeGzXcMHWlxZNv26MnumLZqPe7opkrG7P5iiEW9BOkusKxLHMIAaZwYG2yQcjQwN52Ra15XZBUX78EJfn1eI9h4JIrZIiEYQ9wJj0OEOHL4yNBKUFxcmPVCUPJldnAprEu0VdEbppO1xWsL6hMHyZ/z5q2NdkTiGGJ2z+LFg2RYAJ+NqkmjkHq7IyEzQXxkYO9bqHhNJIo2YzkiIRhD3QlS0E1c9n7YPz7Kb15XZk0z8ZO5dZk3CwheZwiWTudNpCELRaNd4c6zrEd8kQ4qqt03OvmgKFqYaH56bQUHw8cX+9qExTJ4JRUxfJEQjiHvRMuA/dMUlqNqy4uSF+YkMNel9jqx+svdIEFNAgp7bMMdebDd3eYJ7Gwc9ATnWNSKIaGEiXiJCyOVyXb582eVy6fX68vLyoqIilv3CYp6aprlcrpaWluHhYQjh3LlzCwsLGYYJb97R0XH58mWfzxe+PaJpeuHChbNnz4Zk5A0xNQQk9WjrUF3PaFV2wpoyu4mP/PeIIIibghBkJxq2VmWGQ7QlhUnLilIYmlwdiGkowpcWjPHQ0NDvfve7Y8eOSZKkaVp5efnzzz9fU1ND059PdhNFsba29u23325vb3e5XK+++uqLL75oNpsBALIsHz58+Mc//rFer09OTkYI8TxvsVhmzZpFQjRiKkAY13aPHr3qZii4ojilKjuBLLRBEJPJyDErS1L2Nw+e7x795NJAQYopJ9EQ60oRRORFOESTJGn//v27du3asGHD5s2bu7q6Xn/99bfffjsvLy8tLW38bRDClJSUzZs3j46O/uY3vwEAXDeeICMj48///M9XrFihqioAwGQyURTpkyWmBG9IOdjianb6V81KfXB2KnkcZ1yDSIFkMNN9gBBCpEI82QvJppj5x6uzOoaCh664Hpydmm7VsXS8fhMhhCQBQdxUhI9pQRCOHDmSn5+/ZcuWioqKjRs3rl69uq2traGhYWIQptfr58+fv23btsWLFxsMhuuOToyxoig9PT2tra1Op5NlWaPReKs9YozDJcPPRPYTTRQunIxOnclkDZ1od5/uHLYZuFWzUkrspphUgwIYevuBHIrJ3qcNqAj2rv1mx8lYVySOQaSl9h03XvkEI20y96tj6SWFyTX5iYKCdjQ4uz3B+D0xj19TyMWFuE6Es2iiKDocjqVLl6anp0MIWZadNWvWyZMne3t7Mcbj8ROEkOM4AMCNuTEIoV6vZxjm/fff37t3r06nW7FixbZt23Jzc68Lv0RR7O7u7u/vRwjRNN3e3h4MBn0+n9vtBtE51kOhkKZpHo+HpPTuDYRQ0zRBECiKCv+b4guEcFjQ9l12trv862fZZlmxd2R4ks+q4TbEPqfx4m9Gx9q1eVsnc+/TCYQQ+QZ1/XUIS0NDQ7GuTlyCEGohn2GgHoVSPW43npR1Nz7ftYaWZ/G1HdTxq0MLs80GIPIUQPEW5UAIJUmSZdnn8zEMQ6K0ewMhFARBVVW/309RVMSbEUKIMQ4EApEt9ktFvqNTlmWz2czz19YgMJlMAIBgMHiHJdA0PWfOnFdeeSUhIQEhdPz48XfeeUcQhO985zvhwWrjRkdHd+zY8cknn8iyTFFUMBj0eDx9fX1WqzUaRznGOBQKAQCuXr1KktL3IxgMhs9Ksa7I3YEAqAgf7pFOd8h2E1dsUkS344onBkcCxhh4R2jR53b2unWtk1+BaYMVR3MUOegfG2wlzXiPKEXIUSQxEOhvbZ3MEA0AAAEwyrgimT7qUN850075dEU2BoP4OzkjhEKhkNPpjMcb16lD07RQKNTb2zs4OBilXUz+PyjCIdqNsct4L+QdlkDTdEVFRXl5eXiCZ1lZ2dDQUF1d3ZUrV+bPnz8xfZWcnPz8889v3rw5XH5bW9trr71WUFBQWVkJopNFa29v1zStuLiYZNHuGcb46tWrFEUVFRVF414nqjrcwbaW9hFRenFpxlNLspMNTExu2RFCjroRCsL09PTMysrJr8C0gf0uqYFNsCWkV1UB0s10T5AwJl7iDBZLcmXl5KxeOw5CgDBIyhN6P2ltcvo8TMra2VlWHRN3/0VJkpqamnJycpKTk2NdlzgmCEJTU1N+fn5SUlLEC4cQIoQyMzMdDkfEC7+NCIdoOp1Op9ONjo4KghBOevl8PgDAdQmw2xjvAw2z2WwFBQU9PT3Dw9f3KLEsm5aWNj4LQVVVjuP0en04bxdxGGOO41RVNZlME2enEncFIcSyLEVRZrM5vpKRfkE50OZsdoUqMhMeKk3LTrHGaiKnpmkMwwAIOI7T3/E3i7iRpgZkCGmaidJJYyZQKU2CkGYYs8kEqBicGMs4/dqyNKdP3NMyUl1gX1mSQE/+IoX3h6ZpmqZ1Ot2dXyiJG1EURdO0Xq+PUjNqmjYxOJkcEb7p4Xm+sLCws7MzPPhMFMWWlhaKonJzc2VZ9nq9oiiG34kxRgghhMBnQ/7DERjGOBgMSpIU/msgEOjv74cQfuk5dHzzyH6iG3dBzECKhi44Ro+1uiUVbaxIq8qxkYU2CGIqMHDMo/PSK7MTujyB/U2DTq8Qj6dpcnEhbirCWTS9Xr927dqf/vSn77//figU6ujoOHr06OLFiysrK8+cObNnz55Vq1atX78eQjg8PNzT09PU1OT1ejs7Oy9cuJCenp6XlwcA+Pjjj3U6XX5+vqIoR48ePX78+Pr168vKykj3IhErI0H5jxf7W11jq2alrCxJIWvVEsQUASHItBk2z8vodAf3NQ3Oy07YWpWpY0lHBzEdRPhKw3Hcgw8+ODo6unv37pMnT7Isu3jx4ueee85msw0PD1+9erW8vDycMKurq/vnf/5nn883MjKye/fuM2fO1NTUvPrqq4mJiQ6H48SJE8FgkGVZk8n0xBNPbNu2zWazxVe/GDFtSCo62OI63z2aYGA3VaTNSjOTI5Egpg6OoVaUpJzvHvnwQv+uS84Su2l+bmKsK0UQERD56QI2m+2JJ56orq72er0cx+Xl5YUX4Fi2bFlhYaHdbg8nw+bOnfvaa68BABiGQQhhjBMTE5OTkzmOe/rpp1euXBkKhWiatlgsubm5SUlJJD4jYkJDuMsT2NHgdPnFry3OXZSfFL8rZBLEtAQBsOrZx6oyWwbGTneMHM12F6WYLQaWXDOIeBf5/hoIYUJCQnV19XWv2+12u90+/mt6enp6evpNSygoKCgoKIh4xQjiHvhF5cO6/manvzzDsmFOWppFF+saEQRxPZqCFZnWtWX27uHg7saBsgzL2rI08uBOIt6RfABB3JKsonqH92jrkIbwY5WZczKtVLxNFiNuA0MAIBWTeYjTCYb0VGhDHUtvmJO2pCCpyxPc1+TqHQ2RIfhEvCMhGkHckicgvVfb6xgJLS9OWVacbJwyswQ0mlMZI+Rv+WA04k5gndVbuC6UTtaWu3eI5kdyVsp5D0zyomg3lWXTb6xIK0g2HWkdOto6JKmT/eRQgois2H+pCGJqEmTtYIurtnskycRtrcrMSzZOnQSaxNsCK/6CrdgQ64rEOZodSV8opJTFuh5xDENqNLVSyJwPpsBwYYamHihKXjUrRVS0vY2DDb1ekkgj4hoJ0QjiJjSEO9yBP17oH5PUR+ZmVOfYuKk0SwADiBOyoCEh1hUhiCkkPG9gw5y0qpyEOsfo/uZBnyCTII2IX1PoqkMQU8doSP7jxf6rrsDsNMvGOWnJ5sleVJogiHtAQTgn07q+PM2sY4+0Dh1v86ga6e4k4hUJ0QjiepKK6h3eA80uhobbqjOL7WbyLAGCiBc6ln5wduqDJSndntDuywOOETJvgIhXJEQjiOsN+IR3a3vdY9LSwqSVJankWQIEEV+ybIZ15WlFqaYzncP7GgclVYt1jQjiXpAQjSC+ICCpR64Mne0cTjXzT8zPSrdO1YXQpAAAJDlwfzCyeNv5oCvW9YhvJl8X7+0GUylVRVNwcUHihjlpIUk70Oyqd3g1NIWqRxB3iIRoBPE5DeHWwbEP6/oRBhvmpFVm2zhmKn5HGE3gGj7UumpjXZH4BgVfUut2U/vBWFckjlGalNJ1QHf5Y4Cn0JAvCECCgVs1K2VhQWLzgH97Q783ROYNEPFnKl5+CCJW3AFp1yVnuzswO828pTLTZmRjXaOb4yWfoe+82nsp1hWJbxBpUA5Oqdgi7kCMaGWKJnTLM6yPzE038cyn7cPHrrplskwaEW9IiEYQ10iqdqFndPflAbOO2VadmZdsmMqzBCAg1xuCuB2eoR4oTF5XntbvFXbUOx3DQTyVemMJ4kuREI0grun2hD6s6/ML6uL8xNWz7XqOzBIgiPiWadOvL7cXphjr+7y7Lg0EZTJvgIgnJEQjCAAA8IvK8avuUx3D2Yn6JxdkJ5v4qZtAIwjizlAQVmYnbK3KFGRtf7Prcp9PJfMGiPhBQjSCAAjhxn7fRxf6OYZaU2qfm5XA0CRCI4jpIMHArShJWVyQ1O0JvlfrGA5Isa4RQdwpEqIRBHD6hL2Ng+3usbIMy9bqTIuedHESxPRRnGreWpVp5OmznSPHr7oF0t1JxAkSohEznSBrpztGPrk8YLfotlRm5CQap/IsAYIg7hbHUAvzEzdVpA8H5fdqezvcAUTmDRDxgIRoxIyGMWjo871b2xuUtAeKkteU2vkpuRAaQRD3Iz1B/3BFRlGqqWVg7O1zvR7S3UnEA3I1ImYuDEC/V9jTOHDRMVqRaX16QXaigTwunSCmIQhAeabla4tzWZo6dMV1ss0jKKS7k5jqSIhGzFyirB27OrSrwZlu1W2pzChNt1BUnHRxQggABKRD9v5ghtMs6UhnjXVF4hiGlGy0A4Nt6h+NJp5ZVpyyYU6aL6S8ecbR5iLdncRUR0I0YobCGNf2jHxY1x+UtVWzUteXp+k4OtaVulMilxDMXUZnlse6IvEN6yx9Zc/5CtfEuiJxDNF8X8njYxUfHBLYAAAgAElEQVRPABgHV5OMBN3j8zNnpZmvDPrfPtfj8omxrhFB3E4cfKkIIuIwAL2jwp7Gwfpeb1V2wpPzs+JrITSN5uX5zzAFi2JdkbinsQbEGmJdi/iGGB3iTLGuxR2hICzPsH51cY6eow+2DB1v8wQlNdaVIohbIiEaMROJinaw2bXn8kCWTb+lKmN2umXK99IQBBEBepZeWpS8oTwtKKlvnum56hoj3Z3ElEVCNGLG0RA+1zW8o8EpquihUvtDs8ksToKYQexm3ZMLssszLG1Dgfdq+5xe0t1JTFHkykTMOH2joV2XBi71eWvyErdWZSSZyCxOgphBaArOSjM/szAnQc/ubxo81jo0JpLuTmIqIiEaMbOIirancfBgsys70fBYZUZpupUsVDtzYcxIPojJ4gv3hZHHKBxnIY6epZcXp2yYkyaq6K1zjpYBPyLP7iSmHhKiETOIqqHTHcOfXBoQFLRxTvrKklQ2Pp/FSSOZ6bsAxLFYVyS+QTlo79xjdnwa64rEMYjUVMcRY8sugOIs0k0yck8uyJqTYbnqCnxQ19c7Gop1jQjieiREI2YKjIFjRPjjxf5mp/+BoqRH56YnGuO1i5OTx/QX35Ev7oh1ReIbVER+uJ0d7Yl1ReIYhRSDt5Ma7op1Re4aRcHCFNNTNdmpZn5f0+BR0t1JTD0kRCNmiqCs7rrkPNHmzkkybJ6XWZJmjt8eTgopjBLAChnmfN8winUN4l/ctqGOpVfNSt1UkaYh/H5dX33vqEq6O4mphIRoxIygIXymc3j35YGQoj06L2N5cTJLk4OfIGY6m4F9vDqrKjvhykDgjxf6HcPBWNeIID5HrlLE9Icw7h4Ovl/X1+EOrCpJWV9ut8VtFydBEBFEQZifYnp8flaWTbe/xXX4ypBfVGJdKYK4JlohGsYYY4wQQgjhWywMOP6e8A83fcNt/koQd2hMVLfXO892DuckGrZVZc1Ks8RtDydBEBHGM9SDs1PXz0kDAHx0of981wjp7iSmCCZK5Xo8nsuXLw8MDPA8X1paWlxczHFfyFtomuZ2u1tbW91uN4SwrKyssLBw/D0YY4/H09jY6HQ6b1UCQdwJ9bMuTklB26qzFhYkMvHyrHSCICaFWcdsq8pscwWOtrq31zvzko2FKfHxSCtieot8iIYxHh4efvPNN48dOyYIAkIoLy/vhRdeWLp0KUV9nrSTJKm+vv6dd97p7OwcGBj41re+9fLLL4eDsHB89vvf//7YsWOiKGqaVlBQ8Pzzzy9ZsoSm4+ZB18RUgDHoGQ6+d763Zzi4ptS+enaqzUACfYIgvoCCMC/ZtK0qs3ckdPjK0Ox083OLcq16Ntb1Ima6yHd0SpJ06NChjz76aO7cuT/60Y/+8i//sq+v78033xwYGLiuvzIxMXHdunUvvvhiYmLixD+NlzBv3rwf/ehHr776ariEwcHBiNeWmN58gvLRhb46x2h2ouHJBdkldnOsa0QQxFQU7u5cV24HAGyvd57q8Giku5OItciHaKFQ6NChQ1lZWVu3bi0tLV29evWGDRu6u7tra2sR+nxutl6vr66u3rZt2/z58/V6/cQSRFE8fPhwdnb2li1bSktL16xZs27duu7u7rq6uojXlpjGREX7tN29s2FAQ/grNTlVOQk06eIkCOIWDBzzWGXmsuLk1sGxnQ3O9qEAecI6EVuRD9FkWe7p6cnOzs7MzKQoimGYoqIihmF6enompsoghAzD6HS6cN/lxD/JsuxwOLKzs7OysiiKomm6uLiYYRiHw3Gb/cLPRPwTTdxF9AonIktDuMXp/93pHpdfenB26jTr4iSHYkRgCACkAEWGT9wXDJnp0YYQgvwU09aqzNJ0y9FWz3vne91j0qTsN7pXrhllmrVk5MeiybIsSZLZbOZ5PvyKyWSCEAYCgZu+/8bZmuESLBZLuASMsdFoBABcV4IkSb29vS6XCyEEIWxvbw+FQmNjYyMjI9GYAYoxFgRB07SRkZGJg+qIu4IQEkWRoqjh4eHofZcghANj6q9P9l7q82aZqI3FJislDg9Pxtl2EmiaFlKwiTEEFRwaHo51deKYKmnDOQ+y1nREmvFeKZI4lL7UnGDTRkbBtLg6lidRK3L1b3n8uy457SZm85xkjo7uogKiKCqK4vf7yZS4+yEIgqqqfr8/SmPWEULB4GQvmxetGZ0Thfs37zCsGf8qTPxOYIxvvM8YHh7+8MMPP/nkE1mWIYShUMjtdjscDrPZPLFHNYJCoRAAoKWlJRqFzxzhZhQEIUrlQwC8knawWz7aq1l4ek0OzfqdV1oGplOXRVCE/uKnGZiEmppiXZc4hjEOGmYxGjNAmvFeYYwDhkIe8lxzc6zrEhkQglK9tiSTO9anvHWmIzDkqLKzDAWjd/4IX/v7+vpcLlfUdjL9IYRCoZDD4XA6nREvHEKIMZ78f1DkQzSe541Go9frFQTBarUCAPx+PwDAYrHcNGsSfnH8TxBCnucNBoPX6w2FQgkJCRBCv9+PMbZYLBM3TE5Ofu655zZt2hQO4Nrb27/73e/m5+fPnTs34h8KAIAx7ujo0DStqKiITCy9ZwihtrY2iqIKCwujlIwUZO1Ay9CpgS5I0c8uyts2L9Wmo6dReAY0TWttbdXrs/Ly8qZZVn+Sqara0tJitVpzcnJiXZd4pShKU1OT3W5PT0+PdV0iBgKQWSSATx37mwbPjxiXVBaUppmpqH3XRFFsaWnJzs5OTk6O0i5mAkEQmpub8/LykpKSolE+QigjI6Ovry8ahd9KVEK04uLinp6ezs7O5ORkSZKam5sRQoWFhbIsh0KhcAwXjknHl6UdX8aWoiiO44qLi7u7u7u6uux2uyzLTU1NGOOCgoKJO+I4LisrKysrK/wrRVHh2O66SC5SMMY8z6uqarFYSIh2zxBCHMdRFGW1WqMRXiCEm7tH3mtwBxSwscK+pSozK8kYvXNrTGiaxrIsz/Nms5n0ud8PRVFYltXpdFE6acwEsiyHRxVPszasNJqeksCgT7rQH9jVPJprT8qw6r98s3vCsixN03q9fpq14SSjaZqm6ejFAJqm6XS6aJR8G5E/vxsMhnXr1o2MjLz33ntnzpzZsWPHkSNHiouLq6ur6+vrf/jDHx4+fFhRFIzxyMhIfX19S0uLz+fr6elpaGhoa2sTRVGv169du3ZkZOSDDz44ffr09u3bjx49WlJSUl1dfZv9jod6Ef9E1+2CmLIQxu3uwH+e7Lo6OFaeYXluUW5O4nSLz8LIoUgQUcXS1JLCpCcXZFn1zN6mwQ/q+oKSGqV9kSfoELcS+Swax3HLli0bHBzcuXPnX//1X7Msu2jRomeffdZms3k8npaWlvz8fAAAQqi+vv573/veyMiIx+PZvXv32bNna2pq/uZv/iYvL2/ZsmVDQ0M7d+589dVXOY4LlxCl7CUxbbj80vu1vSfbPelW/Z+sKJiTaSWrbBBEVE3j2MLIMxsr0gf90q9PdO5scOYkGjbMSdOxpAuFmDxRmS5gNpsff/zxBQsWjI6OsiybnZ2dnp5O0/TSpUtzc3OTk5NZlgUAzJ079x/+4R8QQjRNh28jEhISUlNTAQAWiyW8ZNrEEkifDnEbflE53OLaXu/Us/Szi3MWFyTxzLQ9YCDAUPQDTQbUZCfepxVVTnBd0ONcUFQU66rEK4iR1XOZpzwgJ2d6zOicKNnEP1aZ0Tca+uTSwNvnHZk2fVWOjTxBjpg0UQnRIIRWq/XGYftJSUkTM2EpKSmrVq26qxII4qYUDV3oGf2v0z1BSXusKuORuemWaf3wFlYJ6C5tVxkvN2ddrOsSx6ActHUdZuQysGhjrOsSryBSkvpO6fw2sPBhAKdhhik/2fTUgmynV7jY433zTE+aRZdl05NpOsTkmLZpBmLmwBg3O/3/+Wl3pydYk297blGu3aKb3mdQVgnyg42apyfWFYlvEGlQCYHp21U3CSBGlDLZi0VNJoaG83NtX6nJSTHzR1vdb511eAUl1pUiZgoSohFxr3dU+PBC39nOkaJU0/NL8krspmk5ReA6EERl8T+CIK6jY+lVs1KeXZSDMd55ybmvyRW9qQMEMREJ0Yj4NhqS9zYO7Gxw2ozsc4tyFuYnMjQ5qgmCiKQkE//ovIyH56YP+sW3zzkuOEZljdwjEVFHLmZEHJNV9Gm75+1zvRrGm+dlbJiTZuQn44EZBEHMNJkJ+qcWZC8pSGoZ8P/+dE+3J0gesk5EGwnRiHilIVzf6/3DmZ7ekdCyopSnFmQnGfnp38FJEEQs0BQsz7B+bXFulk3/aYfn7XMOz6Q8ZJ2YyUiIRsSrLk/wnfOO2h7vvOyE5xbl5CcbZ8AINIIgYoZjqIX5ic8uzNEx9K6GgT2Ng2MiGZRGRBHpFZp6kIYVASsSAABSDOD0kOG+fCuMcMiH8U2GR0Cd+Y5KmFiYHMKyQJmm7lrB7jFpZ4Nzf5MrI0H3lYXZNXmJE1epxeIYVmXIGyF782XDsBwCqoQRAgBAmoU6850s6RRulhtfhzQD9da7+wCagqUgoBioM93dhrF2102HVBTyAQAApChDwt0unYXFAFalqXwo3gWMsCxgRQQAQIoGFAN1RgBu1yDhIxkAADk95Ax3tzukYjEIKArqzPdR6ZjBqgSkEAAAGqwA3iybgFQsi1iVAACQZgDFQN745eUihATvTafxUnoLoL9ksZ4EA/fovIx+r/DOud4/nO3JMYEluUadNeUOPtBU8sWmg5zhSz94GBb8WLvJhFbIcHd7mGEpiBVxmny1o4aEaFOL5u6SWw6rHefUwVaAEWVIYHKruYoNbOHCm5+kPoPG3IEPXtMGW2/8Ez9/q/6h/z4epeGQV3W2aMMOyPBUYhabV31dyViRhKO/lC/tMT39f5jsqbg0nSBrB5pdH17ooym4rTprfVkaN75KLdKU9tPip79XB6/qah7Xr/n2DVtj5epJuemg0n0BCz4AIGVNY0se0C14nLJl3n6/0sUdwpE3ALr+vpmyppme+gGdkj/+iups1oY6sBSiLHYmo5Sy2q/bROmqDe3/KZNZbtj06q3iyKkHK60n5KaDSs/Fa02XkMYWL9PVPE4lZNxqG7X3UvDj76HgKOSNxsf+ni1cPP4n5B9SnS3INwg5PZ1axGSWXb8/cSz4yQ9UxyXL139xm13EBRQckS/tVdpOqf1NAGuQN1FWO1exnp+/7VZ3UFgRAx+8pjouAkjx8x42bHp14l+1oQ5toBWJY5QxkckopRKzrttcdbaEdv8LZUk1bvn/oD7OHv6IgiPiyd/JzYchzRi3fu/GExHyDUr1u5SOs9rgVQAw1FtpWwZfvYWr2Hj72wDkGwh88Jrm7rjxT7qFT+kf/NZ4sIKCI5qzRRvpg6yOTsphcirDJadadE/X5DhGQnXtzuE924OwifnqT5mM2RH66FGnDbbJLUeUrnPaYBsAmDImMvk1XMV6Nm/+l95BCYf/Xbq0B9yQC6DTSkxP/wtltIV/vb7pciuvuxXBsiAcfF1uOWL+6k/ptFkR/HTTDAnRphDN3RV4/281dxdltFEWO9AU5B+SLu5Uus4bH/1fbPEDt9kWKzIODGNFohOzAPWFfytlsEH62itozC0c+jfl6kkAIdYUyBn0y17kF2wD1GdrTmIs1X0knf+AyZ57Y2AxFYiKdvTq0FvnHC6/tK06c/O8DPNnq9Qi/5B0cYd4+i0c8gIAkM91/cYYi+feEw7+DGAAjTbKmg5UUXN3akMd2lCncfNrlDn5NrvGgh+HvJQtA3JfuFmnLKmfNyAActNB4dDPUcgHaQZrKpMz17D+FTopd/wN2nCPcPgXODjKFi+Nm/gMY/Hsu8LB1wGE15pOEbWhTs3Vgdydhs3/L2W6SdOh4Ih49l1tuA9QFMAYTLj/1jzdwv5/VXsvAYrGmkLpLfrVf8rNWfv5DYOmCCd+qzQf5soeuusk5RSDg6Ohnf8sXzlOGaxQb4asHoe8au8lzdUBNFW3+JmJx881SJUu7lA6zkAIsaZgOTTxj0r76dC+H6MxD6RZrCmMvciw8X/Q9pLxSywacwtH3tBG+vj5W+Msi4Y0peO0VPtHufU4QBrUW8Jf54m0YUdwxz+qPRcpo40yJgKGQ/4hpfO85urAmspXPnKbG1qsSig4DFSZsmVd1+zQkADGT5W+QeHgz5WO0wDSWJMhb9Qvf4mv3gIoGgJQkGz8+tLcxe69i32n2i1lqbIhF+O4WOtHG7gS+PA1NNIHjTbKmgZUGY0NSbUfKp3njJtfYwtqbr85CoxgwU8n512XdaPMqZ9fZbwDoUM/VzvOfNZ0Jv2Kl/iqzROuMkg69650cQdbsAje7LxBjCMh2hSCFRFStG7xM/y8TXRqIRYD8tUTwpFfoFGnePYdJrMMGmy3L4Gy2k1P/5+J6RwAAABw/MQtX9orNezmK9bz87eikFc49G+hQz9n8heMb6K52qTaDyljomHddyjLlAvRFA2d6xr5z5NdLQP+B2elPLUgOzfJEP5smqstuOv7au8lymKnDAmap/vGzbGmIK+Tyargq7cwWRVUQjoac4f2/FBuOqi0HleunuSrN98+WwkA0K/4Bl+9+fpXP9sKBUeFgz8DFG18+K+phAzp4g7p4k7JlmVY/8q1MxTSpDPvqANX9Cte4kpX32NDQDjx3zoJrjVd9ly+eguTXUFZ05DfHdrz/8vNh+Qrx9jSVXzl5uvrg7HceEBuOUqnFeGQF0sTggykSbUfym0ndYu+wpWtRj5XaN9PQgdfZwsXQUNCeFulu06u30Xbi/Vrvn1HHVj38KEYTrNkQF3U4z+syVjw8/M2cZUP07YsympXnS3B7f9bG7wqnvoDW7SETi28bhPN0y2dfovSW6HRqg11faE0WRAO/RsWxwzrvkMn58stR6Rz7won/8u45e+uRfwYSXUfK51ndTVP8FU3/F8i+9EgJRvTOENiZPaCNKnuo9CBnwGM2dxKtffyzd+mykCVdQuf4uasoxIzKWOi0nEmuOOfkHdA/PT3bPHSm94wTETZMk3P/pBOzP7iy3A82SPV75Iu7+MrH+GrHkXBUeHg68Khn7OFi8K5do6hKllXIT47RCf8vX/logb/yxYh22aY+kEaVkTI6nUPfI2bs55OLUAhn9J6XDj872ikVzr7LpM+604SrsbH/p7Jrrj+1c/OgVL9Lvnyfr7qUb7qURQYEQ78TDj0c7ZwMZWQHq6C6myRaj+iEtL16/6cdHTeHgnRphAmfbb5a68DTh8+z0KDlStfo3bXSaPbtf4WJAboLwvRAIAAUrcJMpSuWoAxv/grTEYZAEBpPy1d+FjtuRgO0bAUEI78Bxp1Gh75n1Mw+YwxuNzn+/XJrosOb02e7YWleXOzrON3rlLtR9pgG1+9ma98VLqw46YhGmQ4/eo/BYoEDdeuypTFrl/1J5qrTfP0qP2NfNXt7r8/KwXeroXbTiGfi5uzlitfCygaYCw37lcHrgCMAKABAHLjPunSHrZoCT//sXu+qom8LZi3zJY55942vwfXmk6VP28662dNN+xQ+5r4eY9c9/wf5HXKF3dAltcteVY48sYXisNI6ayFvFG35DnKageaKtXvVHvqVWczW7QUAID8g8KRN7Ai6Ff/afSyuVhn6S17LjHRFu2rBGVJNT31A8Dy4+PJmMxy/cpvBD74X2hsCItjN9QMSXXbtZE+3bIXkNd5XYimdtdqwz1MTiVXsR6yeqgzypf2aINXgaYCFgAAlPYz0vn3mawKfuHTN8nPRRSi+b6SxzPTUxO+9ItzB9S+RuHkf1HWdN2ip5n8+f43Xrjp2+jUQtOzP4afnSoBAGzREt2ip0MHfoa8TqDc2UTL254q1a5aSNG6pc+Fo2flylHp8j7V0cDZMgEAOOTFJ3+pE0d7Zn/T15X10cV+k459bnFOhlV/tx95kjHZ88xf/dfxqwxltHHla5SOM/LlfWp/I1bEO+oTv+05UO2qhTSjW/ocnVIAAFBajkhNB9TeBi4hHQCAQ17h8C9QYNi49bt0cv6tCiHCyIzOqQRCaLRN7PmCrI4tWAQAQIIfqJF46ogqQd5A6a59CcN3MMg3CAAASJMv71O6arm5G7nyNRHYV0RpCDcP+H51sutUx3BZhuWFpXlLCpLZCavUcvMeNj3zQ8Omv2GyKm4T+kBWNx5kXHvFkADDQyi0SEzOUkUAADReSyrQyXmAYnBwNDw8GfkGxdNvUcZEw/pX7idJqVGcXP0MU7AwAhW+Y5DTX990Rtstmw5jufWYOtDKz9vE5FTepDhFoHTma+kxCClzCkBquG8aq5J0cZfmatctfpbNnx+NzzIOsXrE3uUw/HsBodF23Xh/ypoGeSPA+Mah69rgVfnyXjq1QLdgK6Suv5HGqgIwpgxWCGkAAJWYA1gdFnzhEUI45BNP/wFAaFj7HTo5F0QfYnjERWbWC52ca3z4b8xf/Qm/YNv4aeomIKS+eKoEAFIJGZDhAYrMirJYlSBvHO8jhqZkALDmGwAAAKRKl/eqjnquevOyDVufmJ/FM/QfzvRsv9g/GpQjsvcouvEqwxvZ3GoAABb8AGn3v4fPmu7avw+akgBGmncAAAA0Vbq0V3U08FVb2JLl97+vaY+EaFMbxig4AgCAnC4id8NQZ8Ky8MUpOZCypAIA1P5G4fh/0rZM/YqX7nruWPR1Dwd/fbLr8BVXXpLh5WX5D85KZegvxGFM1hy2oOZu564CALAwhvxuAACdWvjlKbQvA3kjgBQWxyZedylzMoAUFgPCoX/Thjp1y16gk3Luc0dTARb8t2o6bdghnnmXTsrhKjdD+ib/FMgbkRT8wiWBYsJjAZXWE+Lpt5jcSt3iZ+5wolk8QiO9WPBDnRmw/MTXsSqLZ9/Fcoifv5Wy3mSSBOT0gKKxGMT489ajTEmAorEqC8d+pfZc1C1+lsm6oStqyoOGBLZkGWVNv+stMdY83VgWoNEWkWMG8iYshyaOngSQCp8qlZ6L4onf0sn5+uUvJiZYvrYkd3NlOgLgt6e6t9c7fXH3BM/PrzJ6QEUgJIC88dZNd0E88Vs6tUC3/MW4GYYbU6Sjc0rDqqR0ngMA0Ik5kP/ysAn5BkN7/gXqLZDhoSmJSZ/N5NeMz7IBAFAJ6eGuN93CpzDS1P5myHB0+iwUGBaO/SeWBd2a//7ZiIGpAgPg9Ar/dbp7f5Mryci/sDRvTaldx0am+wYFR6Taj5BvkE7MYgtq7iREk85/oHScBgBA3kQn57Ely+iknPENKWsaYHjV2YJ8Lsgb5MYDWArS9mIAgHThY7nxAFexjqtYP5nDyKIEBYal2g+R30UnZrMFNRM/EZaC4vFfId+gbskzTFoxGvPcsDWkEtI0d5fcfIgrW42lgDrQCg1WOrVQ83SLx38NdWbd4mevS9pNHxhrwz3i2XcBxmze/OvyqfLlvXLTQTq1kC1ZdtNLJmVOhpxBdbWhkX7KnKJ0nMHBESq7AlCMfHmPdOFjpqCGX7AtIpfb+IBUtb9Jrt8JKMgWLbmThWzQaH/okx9AnQkyPDQlMxmlbP6Ca+MgAQAAUAnpGGly4wF+/mNYU7SBFsjqmbRZyD8kHvs1QJruga+Gw44Uk+6FpflBSd3ZMPC7091mHbOxIt3ARbd/OYKwIqg9FwEAVFLuHYZNwuFfQIMFAAD1Via9lC2omTgdnkpIx121cuMBvnrztabjDExaCfIPicd+BQDWLf0qZYm3ZUpihIRoUxjGmrtT7bkIaJadvYKacPq4EYQQ0CyElNrTAADASAUYAYzY/AX6Vd9i8qrDb+PK18iNB8RTbyrddUBTNHcnP+9hKiFDPPWm0nGGr97Cla+7/0xSBGEAhvziH8707GwY0LH0i0vzHp6bfp9PeULeAfnKUQAAwEjpOKt0nKHMyYZNr9LpXzL8DtIcoNnw9E8AMEYq0DTq1O91y17kqzaH++zotBK2YIHSeiLw7l9BvVUbvBpeC0Dtb5TOf0BZ7bqlX43f20fkdcpXjgEQnnZ3Vuk8S5lTDJtepdNKJr5NddTLrScYe5Fu0S3SYBTNVWxQumpDB38mNx3Agh95nboHngc0Kx7+d83dpVvxElu0aFI+02TBWHVcVAdaAQDIP6S0HNFG+tjCRfr1fzFxxDQKeOT6nQBpugeev2Ew+zV0cj5b8oB8cWfgg7+lzCnaUAfUW3Tzt6LhHunsu5Az6B94Ic5mcd4DhJSO09qwAwCARp1y00EU8HDla/Wr/9uXdAJACtIsBlDtvggmnioLF+sf/CaTPS/8Lq58rdJyWDj+a6X9NFZFzdPDVz0KTUni8V8rPRd1C5/kyh4Kzy2AEGTb9H+yojAgageaXb860aVj6TVldp6ZQifSW8JYG2hV+xohq+Nmr4T8l0S3kNUBmlUdDZ9trEr4AzopV7f861zFOsjw4FrTHRWO/Upp+/SzptsCjYnisV8pjgbdoqe4stW3Xw6QGEdCtKkLjQ0J+3+KxTE2f4Fu4dO3z95TtkzjI/8TI5VOzAIYq4NXtf5m+fI+pfM8Evymbf8QTuQw2XNNT31fatiNvE5oSOAXPM7NWq721MsXd7D5C/TLXsCarA1cwYIf0Axty6QSMmKb7/GG5I8u9H90oV9F6OUHCjZXZtgMd92V+QUYKT0XQvt+cu1XTYF6K5M3HxoTgabevpH5RU9RybmUxU6ZbFgSlK7zSutxpet8aM8PIavjq7cASEHOYHzs76ULO5T205DluarN/PytlN4S2PtjJPiMm/+OthdrQ+046MWqDA1WJn0WuGGw0RSFkdJd94WmM1jZvPnQaAOaMt50WAyIn/4eaAq/5NlbjvSHkCtbAzmDfHkfCo7QKfm6ld9gCxfLDZ/ILUe5ivV8zRNY8GvuLiyFAMPRyTmUOTUKnwgzko9SJiViRqp49j255Uj4ZwAAbcti8uZf1wssXdypOC7xczeyJbdeZI5v1l4AACAASURBVIdmDOtfYTLnyC1HIKS40tX8/K2ULSu4439rHodh018xuVXacA8eG8aKCHkjk1kW1f5iRh6jpDGA8aROMZYD4onfKr2XAABAUwBF08m5TG7Vlw4IoZNyDY/8LYQUZUsHCKmDrVpfk9S4T2k/jcUx49bvhedOsfkLTE/9QLq0B/kGKaNNt+grbMkypeOsdGkPV7xUt/SrWBa0oU4sjgGaoROz85Ps31xRIMjaiXb37053m3T04oLkqR+lIa8zdOBfsRxiS5bxNU98aevp136bLVlGp+ZD3oiCXqXjjNJyRHU2h/b+kEpIY/NrAABswULT09+XGvYgv4sy2nSLn2GLlyntp6RLe7iSB3RLvorlkDbUicUAoFk6MWuq9dtMKXFybZh5sCpL9Z8oPfWUKUm39Lkv7/GBkMmtGv+NS8gAs1bQaSXBnf+kDbbJLUf19uLw+5icyonDtzV3l3D0DQAp/fKvA4YL7vhHtfM8VkSAEJ2ar1vxMlf6YDQ+4J0YE9V9jYPvnu8dFeTnFuZsq860W+77agoprngZfOKfAABAlZXuOqXjjHxpr9pdp1v+dV3NE7dJIkLOMLE16NQCft7DwY/+Tr5yTDz7Ljd347WpuLxJt+RZ3ZJnr70PqcLJ3ynddXzVZrZgoVT7oXDiN0AWsCJCnZmbu1G//MW7XfeLRjLjOI+T9WBSxoNfAymuZHm46bAqqd0XlPbT0qU9SnedfsVL/IJtAFIAaeL591RHPZNfw91+ODCEbPEDE1f7U3suCCd+S1lSdStexsHR4L4fa84WrMoAYCajTL/6Tyce4ZH5QHLQ3rGbDxSC0ugv0UzRuqXPhSfiYCkoN+5X+xqFI/+hdpw1bPqr8ARq1dEgnf+AMiZylY9A9nZzAyFn4Ku38NVbrv2OkVT3sdx8mCtbzc1eJV/eKxz9JRb8WBUBw3Pla/Urv3H7Nf/uGURqquOw0ZcAikqvm9IbVZDV61f/Nz44CgBAgWG56YDW3xza80O1/Yxh419RtlsvdAwhm79g/DfOlglmraRSC0K7/0V1XlGunri2AhGETN58Ju/z2Sqaq004+gZkeN2KlwDGwY+/q/ZcxIoEMKLtRfoV3ygrWvaNFflBRa3rGf3tqR4Dx8zPtU3lxdKwIkoXd6r9TZQlVbfk2TtZ2oYyp3Bz1l772ZrOZJTy8zaN/eEVbaBVOvN2OEQDEDJ5C5i8zxtZG7wqHP0l5PS6FS8DrAX/+F3VUf9Z0xXrV36DLVkWnY8Y90iINiUhTW74RDz1JuQNhg2vsMX3dPhCis2fTydkqKEraKT35u/RFOnCx9pIr37Fy0xulXD43+SmQ3zVo1z5GqXjrHT2XfHUm0z23JgsXROStWNXh351smvAJ2ypzHhmYU6WLTKTGMKrmYR/5uas0YYdoV0/UHouSqffYgsXTVxj9suL0pmYnHly2ykc8Giebib9JiuMq72XpXMfsPkL9A9+U/N0iyf/C0Ja/8jfAooSj/5KOvc+kzWHK119VxkITh7TN7wnGzT9shfvfKv7Bw0J403Hl6/Vhh2hT76v9NSLp/7AFCykk3K0kT6l6RDkTfoHv3VXK9pjcUw8/yGWAoaH/oy2ZQZ3/KPaVat74GtMTqXcfEhq2A3PvGVMnw25SC5qABWRH+mgTZOy8j6kmKwK8NkQfm7OWrn5sLDvJ0p3nXDkDdPTP8CaIjfuQ36XYe1fsDedA3trmrtbPPV7Jq1Ev/pPUcgnfvp7LI7p1/8/lM4snnlLvrCdSSvmqx+LxgIcFFIM3i6KmvRnP9DsxPiJn7tRurBdOPpL+eoJypZp2Pg/7qIoimYLF1OWVG2oQ7vFqRKrklT7R+Qb1D/0Z0xmeWjfT+Qrx3QLHmdnrVDaTkm1H4in/2DKnludY3v5gXxR1o5fdZt5xsjRs9IsE59NN4VoinThY/HMW5TOYnj4b9j8e5weTlnsTPpsbaBVG+5FvoEbp3pgRZRqP0J+l37Nt5mM0tDeH8utx3U1T7Aly5WrJ6W6j8TTf2CyK+J9eeooISHa1KMpUv0u4dDPsRTU1TzOla+55xMrNNiuzXy+2bM7QXh5xrqP2ZJlfM2TaMwjXz1JGRN1NU/S6bOYnErN2aL2XsKCH0x6iCap6FzX8C+PdzpGQg/NTv3q4tzCFFNUbkdpjk4t4hc9rTpbUGBYG7x6VyEaCD8CNVyzGx4MBQBA3gHh+K8BwPoVL1HmFOnCds3r1D/4Ta5sNYAU8ruFfT9ROs9xs1fdVQaCQgqjBCOzDss9YzjaXsQvfOpa07na6KQc1VGvDXUAAEK7/+Xzd2oKGvMApIX2/hge/RU7e4V+2YtfOKoxEs+9p1w5yi98ki1fo3m6laufUsl5/IInKKudTi9VHQ2q4xJQZRDREC286wgXeGcgZ+DnbtT6G8XzH2ruLqzIKOBWOs4ChKT6nXLTwfF3aiMOgJF85Zj2xguULcOw7i8oa9rEonDIKxz/NQqOGNd8m07Kker+qLk7+QXb+Ir1gGaxKqn9zUrHWW7eJkhFZ9WuGLXhRFBv4Rc9rfZckK8cVwdbAVLvavwAZUq6lkO6xZod0oXtUv1OrvwhvmoL8g0qV09SFju/8Ek6pYDJmaf2N6nOZiwHdQbr8pKUMUn9j2Md+5tcepb+1sqCvGTTVAvSsCpLdX8UDv8CqDJX8yRXsvx+JpdAveXa0LKbtZ50YbvU8AlXvpavfBR5B5S2k5Q1ja95kk7JZ7Lnqf1Nan8zlgUSot0UCdGmGIykS3tDB1/H4hhf+Yh+1TfBzRYsuEPIO4CCIwCCmx792lCHeOr3UG/RLXgC8gYcHAGaSpmSoCkJAABZHZWQjnsuAnCT5w1HlaKhxn7fL451Ng+MLcizff2B/NJ0CxXNkxwMr3qgKTj8wO87hzHyDmBNhaz+xgXNsRQQjv9a6TxnGO+k01QAAJNTGe5OpROzAEUDdcqvpXRr1zUd5I2ANwJZ0FxtX3ifpoLwCny+weumfwIAVEe9eOoPdHI+X7UZMhxWBAAQZUkN5+EovYWypKrB0cn6TJMFUuGB7VgKaiMOSm+FOjNkdWikb+K7wo9Rx2JAc/3f9u47Pq7jPhT9zOnnbK/YRVt0gChsoEiwipREsajQVrVVLFuybDl5TnKTvKsk977cJJ9nv/d5cfzJe8n1tWM5Mi1ZXTJFUYWSSJEUeyfYQKIDRC/bd0+deX8sDUEkRaEvFpyv9bEpLnDOb8en/M6cmd80Xn8fxboiH3xZu7CLX/oIV7EWgD8eYznVqfFnlN0PGQ5n8jE2RpBmACsAAHA8iMJ9X7vk7mho+ApOhAGAN+z6NXovyQdfpixufsmDkBNRpBcggzK7KZMTAAA5ibL7jJ6G1JVSZOk7K7Jisv7rz1t21HdbROaZVYU+mziLkjRkqKe2J3f/L6zJwuJviKueGln2aiIwQqFugDEUbde3ntHTIB98mbJ4+NsegJyIwioe3XS8RNl9Rm/jDVe1JwBJ0WYbvedS8rNf4kSYv+0hce2z8CtmcaLogNHfDGmWyZufuhAbfU0jt7QR6qW9KNgFWYGbv+naLcSGkp+/iEK90ua/ZgILAQCA5QHNYUMbeSbGmjzlX/BrGQg39Eb/bXfjqY5gpd/ywzVFC/Pso0vUTgoyjL4maHZ9aVyOoWstR7EmQ8E8shAW1hSj+zxWZdpblOq0QLEhnAzTrvzRT+d67yW18SDAiC1aSlmunUauXd6vXtjNFi3lFl1dVwqyHIAQJ8IAYAAg1uTZ0AMxJjduOk1rOYY1BQoW2lMAAOAqbmdyr13zAIV6Ym/+LVZi0j1/wxYuSZWO+2IbQx2ptQfEdT9IlSOHnAlQDNDVkccDPMZ68bMVig3h6ADtLR49bB+Fe7XW4wAZlDOXduVDTjQ/9vPr8/XEB/+sNuzlq9eL638MIHXNk4Deelw58z7tKxeWPXK1Y5JhAaRQqpItpICu4kw5xsYMhXtxMkx7S0b3xRp9jUb3RQAw7S0aqWOCIn3GQCtkOCZvfurMNfoaKXv2NeOu1Au7ULgX8ib++ktlpD+59wUcHxbveZ7JqQYAQFYENAsMFWN0NfH68qXSLrH3L8iOyvrWg21vnbgicfR3VxQ6JG6WDEvTO88k9/waKwmh7lvimqe/akACVuJ69wWga0z2vFSFahTqwYZGO3NHn79a8xG98yygaLZ42TXziFGkL7n3BZwISff+DZNTBVKVw2kGGOoX170MP7WnG0nRZhFjoDWx46co1MOWrxGWPgIAQLGhkU8hzabOJawr8t7fyMfepCxu249egyYHQEZ8x/8FGZ4tX80WL4OiDceDSv0HyrG3sZZkS5bTztwv7QkZav2H2vlPuAX3cvPuTJ1vlMVD2bx62wkU7oWiFUUHjME22pEzTcsj3hDCuG0w/ut9LYdbhgtcph/eXry82M2NbVYUVhNYTQIAAEapqolYTaYaEFIMFK0AQhTujb7+v9POPG7+RtqRS7nyjYFW7fwnytmPAQBM3nwm7+qwcePK2dgbz6NEWLzrT8XV3wMAqGc+UE78gS1dwc1bR7kLgK5qbceVo28aPQ2Uxc3NW3vN+2ijrzH52a8oyS6ufXZkMB9l80NIaU0H2ZI6ACmjrwkjYyzT0NIOhXqir/017Q5wNRtoZx7lzDMGWtVzH6vnPgYAMPnzmdz5AABAs9e8hgMAAIwBRQMAKcl27Us6XVWOvqF3nBZWPMEUXl3CmXbmQsFiDHXg2DCw0MZACwpeoT1FYPx1iWcJtf4D+fBr3Lx1TE4VE1gEMNJaT2gNn+k9lyDDsSXLISsAAFNdC9e4WkKC4a5vWBTsSn72KwCAuPb7lOPqOU5ZvICi9ZZjqGYD5CSjvxloCpu/8ObzD2aPkYseTvWbYowS4asnsmCGDA+QLh96RWvYy1Wvp3OqmNwarMT11qPK2Y+NYBcUzGxxXapbCKvJ5O5fKSffpew+25+8BgUL1tX4tn+Cko0tW51KKXBsSDnzvnL8HayrXPGya+cZIF05tV1t2CfUfpOrWJvq/aVsPsri0nsu4Ug/5iQU7jMGOyhn7ui38HYT9/CSXFkzth5qe/P4FZFlHq/Ltwrpr8Ns9F6Ov///oOgAV3UXv+RBjAw8+i7D8CNV5dSLuxPbfwIo2vSN/8FV3w0MXT7wktZ+kitbxVWthxY3lqNa02Hl8Kso0k97AlzFmi/vSVdOvqte+lxY8gBbfnuqygZl91Nmt97XiKIDFCehcI8x2E65cqd2jOlcQlK0WQNj9dxOvesCAEBrOhRpP3nN54x/nvnbP4OCBSgJvfcywHh01wJlcqgXdmttJyDDpa4jWJUhRfG1D1w/IVRrOSIfeoXyFAmrnhr9Eb/gXr3jTPzdf6I9RTgRQgNtwprvQfFm9dimEMK4fSjxH5+37G7o95j5Z9cUrSnzjH3WunLy3eTeF64mZ7oKAFAbPtNajwIAKHu2+aH/k/aWAIanrF6t5ajedgJACtAMQAjrCsCILVkhbfgvI50cRqQPxUMAQvDHxb8pux/FhuTDrynH37n6XkDXsK7SvlLx9mdTK0uOwLqS/Py3KNIv3vEjZtRKmkxxHe0rU899mnotqLWfYvNqRs8vm71YnrJ6teYjeuvxa5uudKW04b9M5F0JxurZncqZD5jC24Tlj39xmYYUv+Ce5N5fx954nnLlo6EOrKv8gs0TWDpilqC9pUBX5cOvQZq5mmjqGtYVKFj4RfcLSx6cSDFCjOTDrxq9l4UVTzBFX9SQYwoWM4GFWvPh+LZ/ggynd5ym3YGblfCYTbAcjb3+X0fekmM5BgBI7PgpoFlA0ULdt8W1PwCQon2lyok/JPdvhRQDGBYAAHQV6ypldvJ1j3E1G67+uhIz+hoBwECTR8ZrQMmmNR7UWo596VJJ08LSh/jlj19TGExrPKAce4vxlwsrnxzdRcQtuFfvuhh753/QngIUGUDhHvH271OjSuZCALKswqO35YVl7a3jV1492iFx9IO1uSaeSWdXGjKU+g9Tzate2qc1H77mcyZ/ofnh/ztVJh0NtmNdhSw/8jqFsnrQYGuyv1k+/NrVd+66inWVLVwirnvuy8s6Y7Vxv3LsbSZ7nrDyydHFhLkF9+gf/iz2zv9BuwtQpB9F+sW1z85kR0BmISnarAEhk1NNZ5V81eeU1Zu6uEPRyi+4Bxgak1cDBRMAAFC0dM/z7Lx1etsJo78ZazJkeNpXzs/fSOdUXvv0jAzlxB8ARuJ1yxBx89ZiXVbPfWoMtVMml3j3j/lFW+CXV6eZJgbCTf3R3+xv/eBsr0VgnllVsL4yyzyeErWQ4Whr1uglcUZQtqzUkD7K7DR/8x/Uhn1Gf4vRewkbKhQslNnFlq9hi+tGT1xlcqrYspVAU9h5a1N/w1XcTtmz1fMfG/0tODqIsUHZ/FzpSrZ05fUz/LWLn2mX93ML7+WXPDC6h4yS7NLm/6qc3qF3noE0y1XdJdR9m7LP+Gy48aPMLvM3/1G9tPePTaelmo4rv50pXvY1c34pivYUAl2DX+4lwmpCOf42ZXaKa74HR62BASiaX/5twPLapX3GQAtl80tLH+Hmb5r9fY1fhS1aYnny39ULu4yhdjTUibFBCVbaX86WrWJyq29eL5Ry+BlfGe299sqgNR9R6z9kK+8QVjwxOnmFLC/d/efKye16+0kMAFuynF/6CH215s5sh+UoJVrxjQplQUhfTZIgxddspJ356sXdaLjTCHYDgCmTi/aXcxW30/6KkdLQlMnBLbwXYMwU1qYeACDDmrb8vdZ8WG8/ZfQ3Y12BjMBkV3A1m+iceanKq18wNPn4O4BihNVPXzOyjZ+/EWBDPb/LGGyjzB7x7j/jF95/ffG5HIf4neUBRTW2ne5+8UCbZqCHavNsEpu2LA1STE7Vze4yFg/847MWU1zHtJ+mTParz5A0w9c9xuQtUOo/QKEeFBsCANOeIrZsFVu87NqRuLqmHH8bMKy45nvXXN/4BZsBxuqFXcZgG2VJNd19c3idt0mCeK4M0zt37tzTTz/9L//yL6tXT8virBjj8+fPG4ZRXV1N09N2q7j5qJHRj9oYAQCvrdSA8ajR/dd9+sdfVE78gbL72eK6Gz+7f7GRr9jCJCCEzp49S1FUdXU1/OPGEcaX+mK/3tf80blem8g+s6rwwdrc8ZeovcFy1F/40jfFAIMvNxS4QbXrVDtc00RXdzHySA5vWCZbbz9p9Ldw8zfd+Olwci1sGMblAx869//cuuLb4tpnx/vrkzO2prvB7yEArm0urCaU4+8wefOZ3JobtcOofX1FO0+SEewJ/uezdKDW8dA/TvnGb+Cag2eM/+9fPVqu/WG9+6LeeYarWn/j/Hg6z+IvhREPDb/wfc6Va3/sX6Ymh77ZNfDL32WM7TnhS6WhycffoT2FbOGSCV8qMQAXuyO/2d/6/tket5l7sq7g4SW5TtOXLm6JROLEiRMlJSV+/4wUcR3fXQbc9Br4FVcAQ5OPvU17iybTdOMVj8dPnDhRXl6elfUVFbMnxzCMn/zkJ01NTf/+7/9utc5IpR7SizbrjP19xw1/cix3MkjxSx686Q9My+3wqxgIn+sK/8e+ll0N/R4z98yqovsXZtvFCbzSGvupPrbE4obtcHUXX/O7TGAxE1g8vi1nhjHnZNf+3g0OV8hJwoonpn5fs9bYDp4b/dYNfoXJnsdkzxvvb2WAcVwDx9aeE75U0qyw7NGvC+BrNgIBqPBbfnh7EUvDd093v3iwVdGNby/Nd5v5tM0emIK7DPiaL06zQt23brrljD0+ZxZJ0Yh00gxUfyX8H/tadjf05Tmlp1cWblmYYxHIYTk2t8462dMDQ4ApFs3UaMu5ClMskJzpXSluNqMgLPVanl1dxLP02yeuvHSoXTPwY8vy/DYyRp74GuReSKSNZqAT7cH/2NfyeeNgkcf8zKrCTdV+kp+NhUHzuiU7IwaxzWZYsA2V3WdyZ6dh9Yy5AtF8f+HdHq+XdIrcBISgyGv+3soCmgJvn+h6+Ui7jtATdYFsm0gyW+ImyO2QSAMIgaKjo23Dv97Xcqh5qMJvfXpl4YaqLNN45gfcyhTeHlv+Q1/xtRXIiPGh2YinmnHeoNQFMUYYUlFnuTUrh/Si3RwEIOA0Pb2ykGfo1491/v5wh6yhp1YE8p0SAKTxiBsjd0RipkEAZNU42DT4wv7Wwy1DC/LsT68s3FDlG2P9MwIAgAHEZg9ZMoUgMgiEINchfWd5gIbwjeOdrx/rwBg/URfIsdCQ5GjEjZAUjZhpGoYHWkP7+hP1V0JLCpzPrCxcU+Yh+RlBELcCn018cnmAZeDrRztfP96p6ujhRVm6gUiSRlxvGlO0kXIeN38++Kofu6YaCHnImBuisn56AL15PtSrcMsKXU+vLFhT5pmy9Z0IgiBmt1RV2yeWBUSGfvlIxzunuiKJ5GKzWk4G8xHXma4UbWhoqKGhoa+vj+f50tLSwsJClr22Np1hGD09PRcvXoxGo1artaqqKisri6IowzBaWlqampqi0WgqURMEoaampqCggCJT2DJZOKl9fKH3jXPhPoVdVeL6/qqiuiInQ/IzgiBuMS4z//BteTRF/f5o+wfn+3s9sKRUc7oReZ8wGbQuU70Xsct+bRXijDX1KRrGOBgMvvrqq7t27YpEIgCA8vLy73znO0uXLh2dYGGMm5ubf/vb3548eVJVVUEQ6urqnnrqqfz8fFmW33333a1bt/I873Q6EUIul+u73/1uIBCY8mjHhcIG07DTECJ0+bRUx53bQgnto3M9vznQ2t/bu67I893VhUsKSH42QRBgGB8EegCQte0mQ1fdXQcEVAJKvrLeOnFzECNX7zEJd4P8fDLofVzsEvdgbQ7PUL871NY6NPTuiVZeFBflO0mWNmGmSDs8u9Nwu0cvu5fRpj5FUxRl9+7db7zxxqpVqx555JH29vZf/OIXL730UiAQ8Pl8I+8rg8Hg9u3bd+3a9dxzzy1ZsuTAgQMvvPCCz+d77LHHIISGYeTl5f3gBz+oq6tDCNE0bbFYprGm/9jQhiJ1HNT4JEdStPHAAAxE5A/P9b54oG0wHP8z8eA6i6sosIomV6KJYrWYcPoVnYuPLEdITABU45bOQwwKA3BfumPJVBBptt6TbKIVLP8mgJm6QldaQADsErdlUTZPo+Bnu/im/heNJ+WVpUsLXSJLWnIieCUI5dDo1asz3dTfIxOJxKeffpqdnf3AAw/U1NRs2LBh48aNLS0tx48fHz28rL29/eDBgytWrNi8eXN1dfWWLVsWL168b9++7u7u1A+oqjowMNDX1xeLxURRlCRpykMdL4gRbcg3W2WIuA4GoHMo8fKRjv+1t7k/Km+uct1u6XfJ3RRFHrgnjtXifLDVGOpIdyCZDSIDaglyRk8GxIjS4umOIoNZBHZDhesOU1ch6DvQNPDvu5t2XewLJbR0x0XMClOfoqmq2tbWlpeXl5eXR9M0y7KlpaU0Tbe1tSH0xdJgw8PDPT09VVVVFosFQmixWKqrqzs7O8PhMIRQFEVFUbZu3fr888//t//231599dW+vr6bLycK/2jKvxExYbJmnL0S+v92N2492J5U0ZaFOd9bUeAWKQzITXFSIIQQ3HShPYIgMgTPQBOleyx8TY79bFfknz++/Mbxjp5wEiFynbzVTf2LTlVVZVm2Wq2CIKT+JpWERaPR0T+mKEoikbDb7akBajRN22y2WCymqirDMEuWLMnLy3M6naqqfvzxx7/97W8VRXn22WdFURy9o+7u7sHBQYQQhLCpqUmW5VgsFgqFpmNteIyxLMtmDFRVVYPBKd/+XAIhpCBI6OB0V+zFQx2nOkJmFj+4wLdloSuL13XDAAYKBUOAJjVfJgIhpCgKwECWZZkcipOAw2GMkKZpQdKME2UkwgghXdeDodA4Fn8kRlGTccMwXCbm+8uyfnus/0hH9H9+1tQ5HH9okT/XyjEQ4+m4pc05yWTSQAgjHItGwTSc0QihRCIx5Zu9uZm4R6Y6z762f2vkIGRZtra2FmPMMAzGuKqqKhQKHThw4O67766oqBj5+cHBwddff/39999XFAVCmEwm+/v729vbTSbTNB3PenjQhdFwMNh19ux0bH9ugABgAIbi2skBtLcL9cVRrpVZlwMXmMLDnfGwoeTLsm5QV86dwxQZbzERGGMYDnsx7u3rHSCH4iSwcjCg67FwuJc040RRWjKgaclI5MrZs5ikaBNjqLmaBlSdCV/ZmANNFH+0F711svtCW+/t2XCeixFYmqRoXwshZJFlwzDaW1vjwWk5FHt7e6djszcx9Skaz/OSJIXD4WQyabPZAACxWAz8sS9t5McEQTCZTKFQKJXAGYYRDoctFgvHcRBCnv9ixqzf7w8EAocPHx4YGBidorlcrkcfffTOO+/EGKd60X76058GAoGamhpwXVm1KXHlUj2ElMPhcNbUTPnG5wYIAMKgM5jYcfTKx02DMqJWFLmerMur8UschTEGWE3o50XESdU11YAivWgTgRDqOj0MIfRl+XzkUJyMSL9+hrXbbN7580k/xcRgOarVc6LFUl1TQ3rRJkaTE9p5TqC5+dXV83lplYo/uTj02vErp3qjIYUTnJ6NpVkWkSWDJm8i1U0z1HOYZuiioiKQM8UXRgghQsjv93d1dU3tlm9u6u+RHMeVlJR0dHS0t7d7PB5FUS5evGgYRnFxsaZpkUiE53lRFJ1Op9/vr6+vv+eeewRBCIVC9fX1+fn5drsdYxyPxxmG4XkeYxwKhXp6elKTOkfviOf5goKCgoKC1L+KoigIgtlsttvtU/6lAAAY4wGeBxDwHGdyOKZjF3OAohn1XeEXDvYeagnTDPf4opwHa3NKvJaRaeRIYYMURdG03W6H9LWl8oixMAyjn2UhBIIgiORQnAQDyEEKMiw7TReNW4Eep4ZH2pD0i0+IHGeCyhhU1QAAIABJREFUFMUwlNVug5xkB+ARiynfbdp6sP14e/B3JwbimHt4SZ7PJjBkltVXY1k2RFEQQrPZzE7DhdEwjNFDrWbG1KdokiStX7/+5z//+ZtvvgkAuHLlyu7du0tLS2tra8+cOfPBBx/cdtttGzZsyM/PX7169WuvvbZt27YlS5YcPny4vr7+ueee8/v98Xj8/fffF0WxpKREUZRPP/302LFjGzZsKCoqusl+Uw/B0/woTB5ivhIGIJLU9jcO/GZ/2/nusNcqPLU8sLnG77MJFJnDQRBzFrkqTj2LwK4u9XitwqtHOt6r79l6qL0zmPjuioIKn5VUTbulTMuLztWrV3d3d7///vt/+Zd/SdN0bW3t448/7nA4Dh8+fOrUqezsbIyxw+G4//77h4eH33zzzZdfftlsNj/44IMbN240mUyRSOT8+fP79+/XdZ1hGIvF8vDDDz/wwANms3nKoyWmBMKgLyK/c/LKWyeudAWT83Ntz6wuXF7ktkksyc4IgiBu6gZprsDSNTk229pin018/VjH+2d7+6PKE8sCa8o8Ekd6K28V0zIYyGazPfLII7W1tYODgxzHFRQU5Ofn0zRdV1fn9/uzsrJYloUQBgKB5557bv369bFYzGq1lpSUeDweCKHJZHr88cfXrl2rKApN03a7vbCw0OPxTEeoEzFXVpaYKpqBGvuiLx3u+PRiX0LRN9X4HluWvzDPzjPkOkJkAExeuE8ezaU7gjmIgjDgMj1Zl59tE1450nG4eWg4pnYFk1sWZbtMPHk5cT2D5qHFS0lzZ9zCtKRoEEKHw7FkyZJr/t7r9Xq93pF/pWk6Ozs7Ozv72pgYpry8vLy8fDpimwwEGcVRxOTPT3cgswXGIKkZJ9qGf3uo7VDzkMjRT60s+MbCnFKv5WaXD0gh0Q7ImsGTASGgGCjZ0h1HZsMMpziLaRdZ/WniMKSS1gDjqyRzBSYDQwqanNcvzwABcJn5exf4fTbh90faP2sYeGF/S29EfmxZfp5TIkPTrhF2lHkLyihHTroDmTJkSt046IyoLnmKLidz6AAAwEC4Nyx/eK5n2+nuhp5Iscf8nRWBOyuysqzCzfIzmo0UrgWizU0u6JMg8474vHtdhdc+BRHjggVrT/mDDtes6aHPQIjmu0vuy8nJcZJenYnCkB70LRXz8sBXdOhKHLO82OUyc9l28Z2TXa8e7egMJh6qzV1W6DLxJE/7gsGacF45ZIV0BzJlSIo2PpgRIHurv+hEGCdV40R7cNvprgNNQ8NxZWWJ+/Fl+atKxzBIgmIi/iUURZEVlyfDoDi1/G7KVZDuQDIeYgTyonOSMM1h8qJzEjCAYXe1J6cEUl/54MrSVGW27RmRy7aJrx/v+ORCX+dw4o4K730LsgvdJpYmT7xzE0nRiPHBGLQNJt4/273zXO+FnqjPxj+zqnBjta/SbyNTjQiCIKYJBCDXIT68JDfHIe6o79l1sa9zONHQG713vn9dudcqkieNOYikaMRYYQxCSfVQ89AH9T2fNw2qOrqjwrOp2r+q1O21CqRPjCAIYrrZJW59ZVaB21Ths3x0rveTC32tg/Hz3ZF7avzlPovAkklacwpJ0YivhwHQDXy5L7rzfO8HZ3ua+mMlHvOmGt+GKt88v5UmQyEIgiBmCktTlX5rvlOq8Fk/PNfz2aX+3x5su9wX3VTtX1fh9Zi5r11ucc7CGCA93UFMJZKijQ8V7cOJHGBxpzuQmYMBGIwq+xsHd5zt2d80IDD0vfOz76nx1RW7bCJLytISGQxjLjlIq2Qc1aSwcpCWzQBjMsB0Jpl55o553rIsc4XP8vGFvn2XBxr7Yxd7IhuqfQtz7eItWTtNSPTSB/ehu35A2bLSHcvUICnaONCGwp15Q9NamHXPpTuWmYABUDTjbFf4kwt979f39EbkeX7Lhirfpmp/kcc0weQMI8vgeUjRAFeRC/qE0UhlL+/GThZ4i9MdSwaDatzX/AGTKAeVC9MdS6aikJbVsdsUdoDSqutrRhBjgy3BRq5jGGfdA8ezcjFDwQK36akVBVU5th1nuvdcHvjdobbz3ZF75/vXlnvznOKt9ghtivfA5r1G7WaSot2KaKQK0S4Uyk13IDMBY9AVSn7eOLDtVNfx9qDLzH9zUc79C7JrAw6JoyfekW5o1o4DAACw5gEAyPSCCeLUqNDwgeqQRJKiTQLUZCbUQVtd6Q4kg0GkC5FOyBjpDiSDQYwc/SeZAQUsWg+4cd+UBZZeUeQq85ors60fnes90R5s6o9e6IlsqvbVBhwW4RaaRkAZarpDmGIkRRsfeAssSIcxHopr57vDn1zo+/BsT0I1FuXbN1X7N1Rl+WziZIvwYASTIcCTtbwmhUIaoyeAoaU7kMyHUbojyHykDScHAsypUcBO/JGVoqDHKjxcm1eVbdt+unvPpf63Tlw51xW+f0H2imJ3idd8a773nANIikZ8AWEcSmiNfdEDzUPvn+1pHYhn24X1lVkPL8mrzrHxpKYGQRDErAQBEDl6Ub6j2GOen2vbfqb7ZEfw559c3t80uKnavzhgDzhNJFHLOCRFI64KJdTG/tiBpsEPz/Y2D8TsEreyxHXf/Ox1FV6niSPTNgmCIGY5CgK7xN63ILsq2/bu6a69lwdOtgdPdgSXFbo2VfsW5tlzHRJJ1DIISdFudalqZ62D8YNNQ6mCGhaRWRxw3FHh3VDpy7YLPCm0QxAEkTk4hirLMv9obfG6Cu+O+u7DLcNHWoaPtQ0vKXDcW5O9IM+e6xBJBbWMQFK0WxcGICprbYOJfY0DO850twzGzTxTk2vbUJl1V1WW3yYKDH2LzQciCIKYCygKWkW2NuCY57ee7w6/d6b7SOvQ0Zbh423BpYXO+xdkz8+1Z9tFMnxlliMp2q0IYxBT9M7hxOdNA+/X9zT3xziGnuez3F3lu7vKl20TRI6+1WZrEwRBzDE0BS0CsyTgKPdZLnRH3jvTfahl6EjL8KmO0NJC533z/fNz7VlWgazdN2uRFO3WgjCOynpPWN7fOLDjTM/l/ihDUQVu08Zq392Vvmy7aOYnUVCDIAiCmGUYmnJI3NJCZ7nP0tAb2X6m+0Dj0OeNg0dah+sKnfcvyKnJtbnNHHn1OQuRFO1WoRkoktS7Q8nPGwd2Xuhr7o8BAApcps01/rvmeXMckplnSG5GEAQxJ7E05Tbzy4vcFT7rhZrI9jPdB5oG9zUOHGkdXlbo3Fzjr8mxOUycRWAy+hUKpBhIz51ScCRFGxeIaZay+dIdxjgYGMuqEZG1iz2RTy/2H28b7osoGkI5NnFTjX99ZVa+U7KK7AyfkXg8FbSJr0SR1xOTgiHAFGtIpHTtpGCKBRYvWSxkkiA9E1dFmoJuM7+82F2WZblvfvb2M137Lg/saxw83hYMuKU1Je415d58p2TmGXayNTDTIGHyo4JlmXWPvjlypxwHnRHDlQ94K1elO5AxUXUUV/WuYPJA8+DeSwMtA/G4amCMC9ymDVW+NaXufKdkk2Z+kU2oW3zIlgMgSS8mzqB53ZpDZ5WmO5DMhgXbYPkWUzZpxolDNN9feLcnvxiAjLuhzxYYQFn0mHzZYKa6f1ga+myCy8yVZJnvme//6Fzv/qbBC92R5v7YO6e7FuY57qjwLsyzOyRW4pgMqrgUt+Ybi26nLJ50BzJlSIo2DgjSRu5iylOU7kBuBmGc1IxIUj/TGfqsob++KzwQVRKqbhXZteWedeXeeX6LzybaxDT1ZjP8QMU3KZr1kRRtEhTeHlv+Q39hbboDyXA0G3VXsmZnuuPIYBhSUWe51ZZDetEmDEO6t2C9VFhgndk3dCxN5dhFr4Wf57c9vCTveFvws4b+hr7opxf7jrYO5TqkuiLn2jJvodsk8UyGTCGDgOHn0qFIUrQ5AmOgI6ToqGMo8XnTwMGmodbB+FBM1QxU7rOsq/AuLXTmOyWvhU/zmFAIDc6CyRu6ycEAYpMbMHy6AyEIYgrojIR4a1p2zdKU3yZkWYVSr2VduaepP7avcfDzxoGT7cHGvtjH5/sq/dbbyz1LCpxuM8/QkJRimkkkRctsCGPNwJqBQgntdGfoYNPgue5wT0gOJlWXiVtf6V1d6inxmnMcokMiKwQQBEEQN5BalsAusUUe84J8+5aF2WeuhPZeGjjXHWkbShxrDwZcUm3AsaLYVeIxixzD0pChMqJfLbORFC0jGQgbCGsG7g4lzlwJ118JNfbHesNyTzhpIFydY/t2Sf7igL3QbfLbRFLzhiAIghgLjqHyHFKuXarKsd1e5mnqix1uHT7QNHigcfB8V/iT8305DmGez7ogz16ZbUutDUhDUqlpupAULZNgDDDGcdVo6o+euRI+3x1uH0r0hOXesKxoRsAlba721xU7S7OsAadkl1hy4hAEQRDjBSGwi6xNtJV6LYsDjk01vnNXwoeah05fCdV3hY62Bn0X+rJtYrHHND/XXp1ry7WLDA0hSPMth1NCdM857LLDuTIIhKRo40AbinDuPUOI0OWrZ2ynCGMDAQOhYEJt7Iud7w5f7ot1BhNdwWRfRGYoqjTLvKI4p8JnCbhMBS4p1yHN8m4zRg4BVkx3FJmNwoiK9QM9ADjSkhMH1bin+UMeLQYlJemOJVNBpHs6PpNwGcjPn0vDtGcYq0ahEgMYz6o2hKlONaeU55QW5tpXlrg7hxPNg/Hz3ZHz3eHPLvUdbmE+u9Sf45AKXFKF31qVbS10mQSWpilIpaOHQIp1gQufGu4sJrd6pvc9PUiKNg4UNvju09pFyE1zioYwxhhgABTN6Aolmwfil3ojzQOx9qFE22BiOK7YJW6e33J3ZVZplqXQbcp3SX6bmBlVbHTV3fQB5kxgwWIwI3WA5iROi0inXtL5JFezId2xZDJdNQ+cZzgMwH3pDiVTQWxYhi+x+gBY/gCApDz9RECMvJ17xdARnPM3cLY+vlpFdkGefX6ePaHoHcOJ9uFE60DsUl/sfFf488aBvZdBjl0scEkFLlNplrksy1LgNrnNPENBCMGM9a6xahTKYawrM7GzGUHukeMAsUEbMsB4OjaOAQAYIIxDCbUzmOwcTnQMJ3pCcnc42TGcaB9KyJqRbRcXB+zlWZZij7nAYypwmZwSR1EzdwJMAWww0V7ACqlvTEwMrctMuMsY6kh3IJkNIgNqiWk6o28RECNKSwBACpdMHASITw4ADc/+QxECYOKZCp+13GdRdU93ONk6EG8bijf2xxp6oqc7Q/suD3itQsAl5dpFn03MdYh5TinPKWbbRJGjIUj9hxgrkqKlBwYAYwwAwBhoBhqMKV2hZFdQ7gomusLJrmDySjBxJSjHZN0usXlO8c4Kb7HXXOwxlXjNhW6TRcjkBS6Qnu4I5gIIULpDIAhialDYAGBWD1AZLdUxJrB0kdtc5DYbCPdHleaBWHN/rGUg3jQQaxuMn+4IqQZym/lch5jjEHPtYo5dzHFIOXYx2y5aRSb1JjST+hfSgaRoaaAjHIqrg3GlP6J0h5JdIflKKNE5lOgYTvSEZYyB18rn2MU751lzbGKOQ8xzSoVuU65DZGkKQkAmOhMEQRCzBE1Bn03IsvJ1Ra6YrLcMxtqHEp3Die6w3B1KdoWS+y4PhpOamafzHKZ8p5jnlHIcYrZN9NkEj4V3mTkLz5Lb2g2RFG16YQB0A0VkPRhXh+NqMKEOx9XhuNofkXsjcldQ7ggmhmKKxDFZViHfJS0tdPqsQp5TCrhM+U4py8pzDJV62iCZGUEQBDELQQAghBQENoldmGefn2tHCMcUvSuY6BhOdAwnrgSTvRG5Nyyf7Q5/dmkAAJBtF/Kdkt8m+myC28w5TZzDxDklzmniHBIncTQk9zySok0SHvU/qf8yEI4rRkTWwkktnNBCSXUwpqYqlvWE5e5QsicsxxVdYGmHxDpM3DyfxWPx5DrEArepyG0KuCS3mScVAQmCIIiMM5KrAQo6Gc5p4mpy7RgDRTe6Q8nWwXjrYDxVK2ogpnSFkue6wuGkZmDgMnF+u5BtE/02MdsueC2808TZJNYmsnaBM4uMyNJw9Ei2W2NMG0nRxmH0wheagRKqEVf0hGrEVT2hGHFVj8l6OKkNxpS+iNwdlruDye5wMiYbHENZBcYqsnaJy3dKNpH1WPhsu5hjFwvcpjyHODJLOS0TlQmCIAhimkAIBJYudJsDLtPqMmwgHIqrbUOJ9qF4d0juiSSH42okqUeS2uW+6LG24ZisAwjcZj7bLmTbxGyb4LUKDhNnFRgTz0gcY+JpE8dIPGPiaPGPq4dSEM693g2Soo0JBmAgqrQE1TIEusNy09meVCo2EFMHY8pQTBmIqUNRJZhQDYx5hjZxjFlgzDxTlW2zCIzHzGfbxWy7kErLXGY+NReZgiCVmaX7+xEEQRDENIIQ0BDSAAIaCDbRaxVqCxwYYwOBpKr3huWukNwdSnSFkj1hOZhQo7IelfVTnaH9TXpCNTQDiSztNHMeM++++g/ntvAuE2fmGRPPQEMDCcM92yfFjs90pWihUKipqWlwcJBl2aKiotzcXJa9dhIiQqi/v7+xsTEWi1kslrKyMrfbTVEUAABjPDg42NzcPDw8LElSSUlJdnY2lb61txHCB5oG36sP/YWCTzcP/X3DSYQwx9AiR/EMLbCUwNK5DrEky2ziGKeJ81mFbLuY4xBzHaLXIogcTUGQ6iAj/WQEQRDEreyLdA0AAIDE0U4TX+G3YgAQxgjhcFLrDslXQomuYLInLA9ElXBCTWiGrKGEalzui9ZfCcu6IWuGbmCeod1mzi7S65NKacbMix2TqU/RMMbhcPiNN97YuXPn8PAwhLCmpubJJ59cvHjx6BwLY9za2vq73/3uyJEjyWTSbDavXr36iSeeyMnJAQD09/e/9NJLe/fujcViFEUtW7bsySefLC8vT1eWhjGIyvpwQkcYmExSjckm8bTLxHssvNvMuc28x8y7LbzbzEkcQ1Nw5B+GdJIRxOyG6UwuYTNL0Fy6IyAyWyppS/0R0IBnaZeZr8y2GggZCBgI6wiFk9pgTB2IygNRdTCmpP4JJjRZNVQDxRR9WGOxN5eS7Gn+MlNn6lM0VVX37Nnz+9//funSpc8//3x7e/uvf/3rl156KS8vz+v1jvQghUKh7du3f/TRR08//XRtbe2hQ4e2bt3q9XofffRRiqK2bdu2bdu2DRs23HPPPfX19S+++CJN03/9139ts9mmPOCxoChQW+CQ+x24t7q2+vZlVYsljmEoSFGQgpCGIPWHufcifDpgisaiHdwSYz2nDYSA5qCUntNhzsAMF/dUcZ6KdAeSwTCkY45Sa3YVgHOr+2JGQQxpaHaQ5RlGQAAYCjIUHF0uzmXiAy6MEEYYGxgjBBDGqoEiSX0wKncORXqaknLlWsqRk8bIp9bUp2iJROLjjz/2+XwPP/xwbW1tTU1Ne3v7rl27jh8/vmnTppEUrb29ff/+/XV1dVu2bMnKyvL7/WfOnNmzZ8/q1audTufu3bsrKioeeuih8vLyysrKy5cvnzlz5uLFi3V1dV+1XypVm2J6ciQKwgqfRS/24Lxv51RVsoI0HXu5JdBcqGQj5M1uckGfBIV3xBd921W0LN2BZDYsWPtL73O63OkOJINhhu8r2shk58yqxSUzC4ZUf+4aLi8XkA7dm4IQMBCC65Y6dJv5ApdU7uFPJay8rwSyQlrCmw7T0ovW2tpaWVkZCARomuY4rry8fM+ePa2trXjU6hbDw8M9PT0bN260Wq0QQpvNVlNTs23btnA4zLJsb29vbW1tXl4eRVGCIJSVldXX17e1tY1O0RRF6enpGRwcBABACFtaWhRFicfj4XAYT8MyGhhjpKm6gSLxJJVUyICyiUEIBW2lEMJgKJTGwYUZDSGUNCDwLojSVhgKpTucDKbruopgQtFCpBknStM0DcG4ogWDQXJVnBhFUUKWApMph4lE0h1LBpOTSYiMeDwWCk3La3eMsSzL07Hlm5j6FE1RlGQyabfbBeFqJmuxWCCEkUhkdOYky3I8Hnc4HKn7NE3Tdrs9Go2qqhqJRFRVdTgcqS1gjC0WCwAgGo2O3tHQ0NArr7zy3nvvaZpGUVQikRgYGGhpaZEkCaFpWRsnmUxijBPJ5HRs/NaRTCYBAPF4PN2BZLB4PB6JRMLhcLoDyWwY40QiEY/Hh4eH0x1LpsIYx+NxWZb7+/vTHUumSrVhe3t7d3d3umPJYAiheDze0tLS2dk55RuHEGKMe3p6pnzLNzddMzqvf5z6qgesa/7+jytXfn03mNvtfuKJJzZu3JjaSGNj409+8pOioqIFCxZMR4qGMW5paUEIFRcXk+6fCUMINTU1URRVXFxMnrknBiF06dIlURQDgQBpw8nQdb2hocFms+Xl5aU7lkyladrFixc9Ho/f7093LJlKUZSGhoacnBy3m7xzn7hkMtnQ0BAIBJxO55RvPJWi+Xy+rq6uKd/4TUx9isbzvCiK4XBYluXU6P5U71eqL230j0mSFA6HDcMAACCEwuGw2WzmOM5isfA8HwqFFEVhGAYAEIvFIISpvrQRHMfl5+fn5+ePbFAQBJPJZLVap/xLAQAwxoIg6Lpus9lomgzqnCCEEM/zFEXZ7XaSXkyMYRgcxwmCYLPZyNPCZGiaxnGcKIp2+9yZAjbDVFVlGEaSJNKGE5ZMJmmaNplMpA0ng2VZhoJmgZ2mZjQMQxTF6djyTUz99Z3juKKios7Ozs7OTsMwNE27fPmyYRiFhYW6rkcikdTrQqfT6fP5zp07F41GEUKRSOTs2bO5ubk2m81qtfp8vsuXL3d2dmKMFUW5dOkShHAkG7shhNB0DEH7EoyZ4RYcG5zevRDE15n2Q/0WgZEYbmfU6Nf/JPHVhFg3kxwG5JicKHI6TxXrcAOz62co3JvuQKbM1KdokiTdddddvb29b7755pkzZz7++ONPP/20oKCgtrb27Nmz//Zv/7Znzx5d1/Pz81euXHno0KH33nuvvr7+3XffPX369OrVq/1+vyRJd9xxx6VLl9555536+vo//OEPhw8frqysrKys/Nq9T+uxzmhx27EXteNvT98u5j6kO9s+s/WdJhf0yeC0mHjqVdzfmO5AMhtMhvwXXrO0fZ7uQDIY1JLZl/9guvAewNMyAvhWAAF2dh8SW/ZgpKc7lszGqRHcfd4Izui7yGk19S86OY67/fbbu7q6Pvrooz//8z+HEM6fP/+JJ55wuVxHjhw5ePCgy+VK9aJt2bIlNeR/69atoijed999mzdvNpvNAID77rsvGAzu2bPngw8+oGm6rq7uiSeemKY3mGMHAaKQiiJkVOwkGJrUfQIIFoC/NR1PCLcIVosJrfvV3ELRV57uWDIYRAjoCpUYSncgGQwCTBkKSJD5FhMHsWEfPA+jDeC2LYAjqzISX5j6owFC6HA4vvWtby1atKi/v5/n+ZKSksLCQoZhli5d6na7/X4/y7IQwsLCwh/96Ed33HFHNBq12+0VFRU+ny81Psnn8z311FN1dXWpBaDKy8sDgQAZdjNHYASQke4g5gAMDC3dMRAEMQUgwGB6ChEQGW1aEnYIodvtvn5yit/vHz3rh2GY0eP9R6Mo6pofJgiCIAiCuHWQfimCIAiCIIhZh6RoBEEQBEEQsw5J0QiCIAiCIGaduZaiTXM1VFJqlZgVSNVfgphDyOk8NebehXGuze81DEPXp6W0DMYYAAwAQBhP0y5uBVjXAQAYAF3XIZ5rp9PMGKnSbKDpOtpvEYahQ3JGT45hIAAgTrUhRYodTsTVFQsx1nUdUuRQnKDUSkUAA0PX4TSc0dO09vfNwTlT1/jUqVNPPvnk8uXLA4HAdHwpjLEa7H1CPD3M+3ZRi6Z8+7cI2lDu0/frtPghU2fMuU7cmYExZoLtj5kvXGSKjlMV6Q4ng0lGbItx4Apwf87VpjuWTEXryfv1/TJr3UkvRaQ3aEKwrmxUD1oEZju9QsVkdcEJ0jStKHZ+jdj1EbVkiMua8u1jjHfv3u3z+X75y1/O2FJdc6cXzW63r1+/vru7+/z589OxfYzxlcv1G1dwvYJ+oevCdOziViDSOOFJBNXkheGLBrmgTwhCKNpyessqfsgIXhggh+LEOVh9yJG4FBu+kCDNOEEC1AccsSGKuTB0Ec2R5/2ZZqjyba4hbLde7LqoIPLgOhEQwkgkcqD1JLOu5kJscEiZlnrUWVlZK1asYFl2OjZ+Q3OnFw0hFI/HIYTTUeEWQmgYxj/+/X+3JHr+4u/+gXEHpnwXtwikxM/8z/8tztpX/Mk/U/TceUKYMRBCWZZ/+vyP73MNLHny70DBbemOKINFw8H/929/VDJ/6bd/9Fdz5ko4kyCEoeGhn/7Fd+/adP/6b30/3eFkJAhhb9eVQz//wcq1d3o2/xmgyFVxIiCEzc3N33/mmb//73+37q7103Q267pO07QkSTM26G3uHA0URVkslunbvmEYgGZ7oJN25UuSNH07mtsUmnqn187xwh2ixDBz5/CbSRDCviQ4yC2uK1jMkUNxElRVbYgwLiyKopjuWDJVUpQaQnARMIuiOPcGa88MhhdevoQcd5dvNFlIG06YJEmQomhOEMW5c1Uk98ixwhgjhK4OSCQmCmMQ16FOhltMAsZYN1AScJAV0h1Lxkud1+mOIoNhjA3DIG04GRjjiGLImNyOJyV1g55jhyI5JsbBbrenVhdNdyAZDEJot9sFQSDNOGEQQqfTabPZSBtOEoTQ5XJZrdZ0B5LBIIRer9dsNqc7kAxGUZTX6yVduZPEMIzP55tjzUj/wz/8Q7pjyBgsyxYWFhYWFtI06QWaOI7jiouLA4EAyTAmjOO4srKynJwc0oaTASEUBKGiooIsBzwZoihWVlZ6vd50B5KpIIQmk6mqqsrhcJAzesIghBaLpbq62mazpTuWKTN3pgvMAE3TEEI8z6c7kMymaRrGmOO4dAfMB5EJAAAJyklEQVSSwVRVBQCQNpw8VVUhhDM5RWuOwRirqkrTNBlaOmEYY0VRGIYhbTgZqWZkWXYu9aGQFI0gCIIgCGLWISVYCIIgCIIgZh2SohEEQRAEQcw65M33uCmKkkgkDMPAGNM0LYoimZ84XqlBA7Is67qOMWZZVpIkMrJqvFRVlWU5NbZPkiRSrm9cVFWNx+OpWpQmk4njOHIWj4umaclkMnX4mUwmchkcL4xxMplUFCVVy4llWZPJRIajjRfGWJbl1N0EAJC6m8yZ2gvkaBgfjPHRo0dffPHFnp4eRVFcLteKFSseeuihnJyc6VjVYK5KJBL79u3bsWNHa2urpmn5+fkbNmzYsGHDXJqJM90QQmfOnNm+fXt9fX1/f/+99977V3/1V4JAKqWNiaqqe/bsefvttxsbGy0Wy8aNG7/xjW/4fL65cVmfAbquX7hwYdu2badPn+7v73/00Ucff/xxl8uV7rgySSwWe/vtt/fv39/Z2UlRVEFBwYMPPrh8+XKTyZTu0DJJLBb78MMPP/rooytXrmCM/X7/pk2b7r777rlxNJKiG+PW29sbi8VWrFhRV1fHcdzevXs7OjqWLl1K7o5j19/ff+TIkWQyefvtty9evDgYDO7cuZPn+bKyMjK3bowQQpcuXWpvbxcEoaWlhef5zZs3k9YbC03Tjh079q//+q8cx23evFkUxZ07dxqGUVNTQ7pyx0jX9ZaWlo6ODq/Xe+TIEa/Xu3z5clIdbVyGh4ffffddt9u9Zs2aqqqq9vb2jz76KC8vr7CwkDwqjJ2qql1dXTabbenSpYsWLYrFYtu2bfN4PMXFxXOgSzLjv8AMgxBWVlYWFhbabDaGYTo6OgYGBg4ePJhMJkkP0Ng5nc7NmzcDALKyshiGKS0t/fnPf75nz57U/TLd0WUGiqIWLlxYXFzc09PT399POnHHLh6P79ixQ1XVRx55ZN26dcPDw6FQaO/evcuWLVu6dCm5O44FwzBVVVWBQABjvH//fgAAabfxstvt3/3ud51Op9PpTN1ZfvzjH584cWLFihWkI23sJElatWoVRVGppTPnz59/5MiRU6dOrVmzxufzpTu6ySIp2rhZLBaTyaQoSjweD4VCsVjM5/OR3otxkSSpoKBg5F/dbrfdbk8mk6QEzNilKuM7nU5N00jfz7jIslxfX19RUVFTUyMIQlZW1rJly15++eVLly7ddtttJNUYC4qiUrlFNBqdA30VaSGKYnV1derPqTd0PM+nRjmnN7DMQtO0w+EwDCOZTBqGEQwGDcNwu91z42mfnFrXUlU1NYb9+o9Ylk0NQuzs7HzrrbeOHTs2NDTkcDiee+45u90+86HOWhhjTdM0TbvhpxzHjc5odV0/d+5cU1PT/fffT14Wjxh7GyKEyDV9XBRFiUQiHo9n5MWc2+2GEA4NDaU3MOKWFYvFPvjgA4RQeXk5mfczXoZhNDU1/epXv2ptbY1Go4sWLdq0adPcWNiNpGhfoijKp59++t577w0PD1/zMI0xvvPOOx999FGbzcbzfH5+fjweb2pqGhwcbGlpqaurI+fViEQi8emnn+7YsSMSiVzzEYRww4YNDz74YOr8QQgdPnz497//fUlJyb333kvacETqkr1z5854PH7NRxDCb37zm/fddx9prolJdVRwHDdShZxhGIxxakYYQcwwVVV37dr11ltv3X333StWrCCDFsYrtYJWaWkpz/ONjY1Xrlzp6+srKyubA/27Gf8FphaE0Gq15ubmWq3W61M0l8vFMExq2eAtW7Zs2rSpq6vrlVdeee2115YvXz5v3jxyaqXQNG2z2fLy8m6YXjidzlRD6bp+5MiRF154wWq1/vCHPywoKCANOIKmabvdnpubqyjK9Z/a7XbyPm7COI5jGCaRSIx0UiaTSYqiSCcuMfOSyeQnn3yydevWJUuWPPbYY2S52AmgKCo7O/t73/ueLMsNDQ0/+9nPduzYEQgEioqK0h3aZJEU7Us4jqurq6utrb3hmyOGYTiOwxhDCDmO4ziutLR08eLFb7/9dk9PT1lZGckwUnieX7ly5dKlS2/yvtgwjKNHj/7yl7+EED733HOLFi0iOcdooiiuW7du9erVN2zDVJKR+jOEkDTduHAcl5WV1dXVFQqFHA4HQqirqwtjPAcGF6cROQgnIJlM7tq16ze/+U1RUdEzzzxTXFxMmnG8MMapm7IgCIIgzJs3r7CwsLm5eWBggKRoc1AqgbjhRxjjeDze1dVlGEaqEFpzc/Pu3bstFktWVtZcWrp1klLrUt9kCoVhGIcOHfrlL3+JEPqTP/mTyspKVVUpikp1Us5kqLPWyGPATX4mVbo2GAzKsowxjsViuq6LojgHuvenlSRJK1eufOedd/bs2WOxWLq6unbt2uX1eufPn0+essZO1/VkMhmJRDRNk2V5eHg4VcebzJ0aI1mWd+7c+Z//+Z+BQOCZZ57Jzc1NLUhP0zS5DI5dPB4/e/Zsdna2y+XSNO306dOnTp0qLS2dG3XRyKV8fGRZPnTo0KFDh0wmE4QwGAyGQqHHHnusuLiYXNzHrq+v7/XXX//www+rq6t37Njx7rvvappWUlLy1FNPWSyWdEeXGRBC586de//99+vr60+ePMmy7N/+7d8WFxc/9thjeXl55Gi8CUmSNm3a1NDQsH379qNHj4ZCIU3T7r333jnwzD1jEEKtra2vvPJKa2trQ0NDf39/JBKpqam5//77y8vLyeE3FgMDA7/4xS9OnDjBMMzWrVtTf7lixYp169aR+WdjF41Gt2/fHovFUu+4BgYG3G73/fffn5ubm+7QpgBJ0cYhNSaxuLi4u7s7NfmrrKxs8eLFZK7ABCxatAgAkOr7SY3UVhSFzEwcu1TfPkVRHo/nnnvuSc0AZVmW3B2/FkVRRUVFf/qnf7pr167W1lav17t69eq6ujrS/TN2qbdLAABRFB966CGEEEIo1f1DeoDGiGXZurq6srIyAEAikUid0V9VT4D4KiaTadGiRefPn49EIhzHLVmyZOXKlVVVVXNjaCkkR8O4YIwNwxg5iyCEDMOQ90rjhRDSdT21Mt3IEUhRFM/z5Po+doZhaJqGEEo1GsaYoiiO40iWNhYIoZHWI2fxBCCEVFW95vBjWZYM+RgjhFBqMtDouzDDMHNmfcmZkXrCH6knlxowM2cOQpKiEQRBEARBzDrkaZsgCIIgCGLWISkaQRAEQRDErENSNIIgCIIgiFmHpGgEQRAEQRCzDknRCIIgCIIgZh2SohEEQRAEQcw6JEUjCIIgCIKYdUiKRhAEQRAEMeuQFI0gCIIgCGLWISkaQRAEQRDErENSNIIgCIIgiFnn/weYB3k80LcbkwAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "② 标准正态分布的数值密度占比如下图所示。\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "③ 有68%的值落在[-1,1]之间，有95%的值落在[-2,2]之间。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 比较一下偏移后的数据分布区域和Sigmoid激活函数的图像，如下图所示。\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "② 可以看到带来的问题是：\n",
    "\n",
    "1. 在大于2的区域，激活后的值基本接近1了，饱和输出。如果蓝色曲线表示的数据更偏向右侧的话，激活函数就会失去了作用，因为所有的输出值都是0.94、0.95、0.98这样子的数值，区别不大；\n",
    "2. 导数数值小，只有不到0.1甚至更小，反向传播的力度很小，网络很难收敛。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 我们在深度学习中不是都用ReLU激活函数吗？那么BN对于ReLU有用吗？下面我们看看ReLU函数的图像，如下图所示。\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "② 上图中蓝色为数据分布，已经从0点向右偏移了，黄色为ReLU的激活值，可以看到95%以上的数据都在大于0的区域，从而被Relu激活函数原封不动第传到了下一层网络中，而没有被小于0的部分剪裁，那么这个网络和线性网络也差不多了，失去了深层网络的能力。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. 批量归一化"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 既然可以把原始训练样本做归一化，那么如果在深度神经网络的每一层，都可以有类似的手段，也就是说把层之间传递的数据移到0点附近，那么训练效果就应该会很理想。这就是批归一化BN的想法的来源。\n",
    "\n",
    "② 深度神经网络随着网络深度加深，训练起来越困难，收敛越来越慢，这是个在DL领域很接近本质的问题。很多论文都是解决这个问题的，比如ReLU激活函数，再比如Residual Network。BN本质上也是解释并从某个不同的角度来解决这个问题的。\n",
    "\n",
    "③ BN就是在深度神经网络训练过程中使得每一层神经网络的输入保持相同的分布，致力于将每一层的输入数据正则化成的分布。因次，每次训练的数据必须是mini-batch形式，一般取32，64等数值。\n",
    "\n",
    "④ 具体的数据处理过程如下图所示。\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 数据在训练过程中，在网络的某一层会发生Internal Covariate Shift，导致将数据处于激活函数的饱和区；\n",
    "\n",
    "② 经过均值为0、方差为1的变换后，位移到了0点附近。但是只做到这一步的话，会带来两个问题：\n",
    "1. 在[-1,1]这个区域，Sigmoid激活函数是近似线性的，造成激活函数失去非线性的作用；\n",
    "2. 在二分类问题中我们学习过，神经网络把正类样本点推向了右侧，把负类样本点推向了左侧，如果再把它们强行向中间集中的话，那么前面学习到的成果就会被破坏；\n",
    "\n",
    "③ 经过$\\gamma,\\beta$的线性变换后，把数据区域拉宽，则激活函数的输出既有线性的部分，也有非线性的部分，这就解决了问题a；而且由于$\\gamma,\\beta$也是通过网络进行学习的，所以以前学到的成果也会保持，这就解决了问题b。\n",
    "\n",
    "④ 在实际的工程中，我们把BN当作一个层来看待，一般架设在全连接层（或卷积层）与激活函数层之间。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 批量归一化"
   ]
  },
  {
   "attachments": {
    "image.png": {
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7Q2Gr1rPw88/4LsA+5csZRcUB1vNhXzGln3D3GWfzp8/LWlDub4H6Fbxwzelc9dwK6kO/h3XqeO554wV+MkBKUUIIIQ5QwUJ+cdc7/KLxAYfzrp3s7SP1zdfN7yO1ZQO/+kcZia1a82LZsrFhp4HHScvikfO708NRuOUbue2R+bxYspODdQJ33u7tI1W0eAlnHUL7SCkFA7smMCYUmkZnd6JXWvvt57k1RKnG98X+Y7+upZiyYrYAqCj6nPsQ0579CcOa6Zat0sdw4U9/xrH7uDunTh9LF+ltsCM3j39ecjZ//HRrcwlft1M5p/cnTPuo9cHKVi/gwXN+xO3vFhAIh6iUo/j1tFe5deTetE8XQgghDkD1Vcxb0nYtIHRKV/5+/RAmJyowtUx/dREv7SxEhR0ijQsSonyM6JXSuLZpZHYy8VF71MFsj60vtgRci8ICii01saz+wYKyWCAmAjKTt35Ddl+pEm2l44KUSmDcLx/gisHhIShi+w7Gv3C7w5w0jrn9OV7+w0lk7iS0ON1P5Y6HTw39zVC2ehErNu/8VZe9GDRx3YcwsMsebLFrDKYxQWiarC+kfvYfueCBL1r2ao6tYtXanSdGk/9vrjjjAb7Zx9U58HHY1S/w+s8HgJPFhDPHkDrjHYoM6KSx/O7VZxjwWD+mtfa0poAXp5xCQX5ZYyjzdz2JP7/+MjePSmzzz0IIIYTYn+mkVC4ZnkTSHs3YsqxbuoY3m+6PGZPGvdcfwaUZDsq6LPv0W279qm7X91DKT3yEd76aeveg6m6cnRbbWGka0zuF/pnbNoXoCLe+VM8P5d4YlAU3eCL/e8Zrma2MZXQfhz+f78fR3n5UEqP2nfYNUraWgoXv8uEHs5mzIJaLnj1x68dUJFnjLuHyM5qGEsMPTYKUiu3PpY+/xj+m9CemxRdt4NN7TuaMqYVtM6VsG35G/vFb5t01YBcdA3fGJRjOP8rB8W39MXcLvua9d9+l2S7yrWQDxaxesoQl+zxI+VFF4ckHDr1//Dh/fW8BV73Xiav/+wp3jo7nzcf24LSmjPz88F8UUYddwBNvPssV/fcgzAohhBAHOCc1k1+e3Yc+ezQjxmVm7fptg1RNKa98tpnTz+4Mi77l/Jd/YPPukpHykxTtdUeorAlwoG7XG+nTHN4zaZtuemkJ+9dyAa+Dn8JaUMrSPc1gbCIEgxSUgUEjBaiO08ZBKkiwseFDgLk39SWrocHruOg/kgEFE1o3uMGX8etLWhOitufQbex5HNeruRJsDctnTmfBDy6oSPocdy5Hdm3u5R3Dpvmv8+GK2r17xcXWUxde3IOfiD3u/X2A0D249C8PUHTWSG48LQPNrja5aAHlI33sLUx94R4md5f5lEIIIQ4tiZnpDAoWsSD8gKnly0XFrG3JC6cqkqGD08hp9jXIIN/Mns9J6zsRu66Y1S15FToqioxowFqKK+rb4YXr9tE5IZIxvbeubRrWI4kI337ejMF6TfcAtB8mHOYQCLjMWr71EA3Y8F3qTjr+ifaxl0EqSGnel3w8Zw5z537Exx/PY/GGcF3FEqhvMlnNbGDNWpd9u6LFx+ApT/Dfq5J3/JBZy4Pj3woFqVjG/Oxf/Pes5n7D1PHOlbOYvddBqozycLcaHUdC/NYwEDHix9z/0Hha1HTQ/MAHD97PewXNv/6j4gZw0iWX0msfdzAEh+7Dtm2R6uRcwq9yWneW6txX+MNvX6Hp7EWlkzjiJ0/y4oPnk7N/vVAkhBBCtKv4zC78/OQcrj0ihpn/nMGCcPdzU8lLL33FPytacBJfKg/8fmdBCsCSv6q4xWPyp8bSTSuwdeRv2X/rUQlRPs4f3b2x4pSV2n5NIdqLsS4WgwMEXXhnoSE6wUd8hKLQulgfYHVjeJIMtW/tVZAqef5H9L7sDcp2ljBUBJ1yjuT4E0/k5MmnMnlsJfftzQVbLcDHvz6c7Hube7XBpfKHUNqw5bz50wFk39z8Weq2bNn7+b81JZRUh8+SQFKTRYG+/qfxs/4tPE9wIVv+++BOg5ROn8xdz07eu7F2hIb1vH/fjfz8L9NZUdXkq63TOPGBmbx649B9HMKFEEKIjhU7YAgLjoikk6Owppb6XVafFEeMG8KPsxzcDWu5ZXZJCzvpaU69+Hj+NtBp+U24L4IMDRDN+T+eyCmtylKGOa/N5qdft38AOywjngcvHNbu12lPxloUDkEsThA2YlCb6tGOH7RCuwaU4+09BZKk9rG9ClJJY8cxLGI6c+ubixkRjPtbLjNvyaZxFlvTfaQOMcHVa9gQ2lVaRaSRkSrT0zxVLHvzYX7/2wd59btStt8iA53O4UcNlBAlhBDioBebmsrpI7sxJUsDCn9sFCkmQN7S9Tz63gqeW2Wgz86eremZ051LR/hpWFzMnS0OUorouGi6pfj24B5ck5QYQ1KrnuOSGiF3+y2lsByd41JZ66BxMWjefv4fnHbxL7xe7Dj0TlNAEJQv1NdP7Ct7FaR09xM5YVgSqwKjOO644znhhKMofGgCt830pvdFxsZ2cH91P+P+tJB3dzq1L4ebPwmASuSMJ77nuZ1O7cvijKmFe1WVql21kvxQAczp0ote0XtxsoOCy6aPH+O+u/7Cvz8tYGsWVyifg3aDO4YqIYQQ4iATl5nBpaO7MKF/Okd1jyKusUOcpWFTPrc+v5Tn8uoIF6PavvG2y/wPv+GqhbplN+A6lvPO6sdJiWAMKA1ly1Zw5+eVtKzPlaVg9f47HXB/o7WPn5/ow4tHltWrV/PkF49y+cMX07Vr1x2OlxC1b+1dznEGcPvHRdwVET5NOVOf2PtBtR2X3Jdu5bqvm282sTS8otLW8OW/fsF1HzTfbKJgfmULQ5RDxqm/4V+ZmzEoIrOHh37hNbDwi4V4M9YUvqzD6L1f7+C1LyhU1Rq+/m5TY4hSTjJDzr+Ne07P5+ZLHmdFC9d5NSy4l0v+rrj0NzdwWl+pXQkhhDhw+Hr05K6TupCgAGupKilltUpkcLKiZsMPvNQkRO1O05vo1rwWuX5VAetbeKy/10BuiVNg6nhzzmZGHtedzIwoShd/z//2sq+U2FHTPaGsheTkZC6//HKSk5Nlv6j9wF7fzvsi9mUiMHi9SVoqyNrZz/Dk7N0cZutY/u7TLN/NYS2ROPgULhu8/TBW8tGn60LNJHzkjBpF2n7eJKb9aTIm38e70+Cksx5j0+Ap3PW3u7l2bAbm05tadSZbtZEvX36cV1+5j76Tf0vu9BvbacxCCCFE2ypfVczXZbEEl27ktQX5vLmyjpOvmcwzya1dAuCQGK1RWCqqAy1rYNVqDkeP6cphDrhlhbz8vzWs7teVm7p05abxq/hgRkWLQ59oPWstSUlJZGVlER19yE9t2i8cUHWR+vd/zQVvdOfGX1/Jsd131nomgqNue4M5U3azIa8t4rVfXsyj33pT+07606vccdTuCuaahF5Zrd5DKrjoZV5dHJ7Xl8bIowYeWF/4dqNJm/A33vnyWqJzckgOhcuWzeneypaXU2nBBkpZ9X1LX1MTQgghOp7dkseZd+ZhGm9a9nANtY4m0ytrsaWyrl1akuu0LG4dFYNjDcsXrGVWTSlfvbeRi6/sxogTB/PjhZ/zZKHMy99bxgawxuvEp5UivFGUVaBMuNpoMcYFq0Idz02oBbpGW7DK25hX6UP+lft2td/cz9dv+o5V9KfTLo6x1fl8/M+/8Oa//8jYX7/Bx78Zs8Mx1Xnz+GJl6e5/gdhq6hun6FqCdVVUVu7+y1G55BviU8bSp8UzyKqY++yLfB/wfuydjEmcOU42k93KoUu/VvZI307tli2EG/2plNQ2GJMQQgix75g2yB4qNpnhnRXYICs3VrV9ZUhFcPqph3F0tMJU/8Cjc7xmFkVf5/K3o9K5f0Aav7uyH4sezGVe/W7PJnYhWFhI3fffYbAo5TRuuGutxaCIXZNL9UezwFqsUmgLrjIoFMpAxLCR6OQENHpPY7looX0cpOx2VaIa1sx5jqef/Cf/fWsJQx9dxzO7eHagspJaC7a+mB9KmvsV4VIw7RbOvOOL1v0CsRV8ePdZfNiSY/0juHvhF/xmYMt+NINLH+d3/1kTKrE79DjzYiaEQ1iwhDXLNlDZmpeN3DyK6w7yV3vUtrO87S5jcZB1+ZtC/xFSRHbp2b5jE0IIIfZD6YMzGOVTWLeceavaOkY5DBg/ggdHRuPYIPNnfs+LpaEP2SqeeX4x424dzhk9cvj3VfWc+8/VfNfa6SWiUf23Cyl64Hf4Ejvhlm1Bo7DW68engVFYiubNxUlMxPE7BEo3o4wf1SkVt2QzGQ8/TXTSUIw6yO8X9wP7NkiZLWwpCzd4KOPtaw7jpc0leMUaH7FLczF9m5QgjWlyC+1SWFhMMHTDnN6lS7OXiEjpTp/DtrRgbnCQ8oK1FNVYUD4Su2SRHtOCRXu+7qS0dFPY4Cr+eev9fBHaP0pFHcGV144jXI8yxS9z9fDr+VB+2WxDR0TS2BnV1lJdvYtfBKaEr79e1RhUux/Wu/0HKIQQQnQQU1fDkrUllJpKisIza3yJXHlsOonaUrNyI29vgbjEKHwVdd5enyZA3tpiPimxLC1v7c21nyNOGMFLZ6eTpi0ly3P5xaxt10KZknx+8e8Eev7kMA4fNJjXf+JjyrMr+LyqbT7nQ462KGKJv+hnmNwvoEcv/A0RBMqX4k/vRkN9DE56Kr4qg6krhhQ/YFE11RQ/M9WrQ2mFttKMor3twyBl2DzjDeZsCQepAKVFJaGPKXRcd7LSNP7oaBxvii+mIJdv80vJTNZgN/Php7m4ADqerN6ZzVzDIeuaV/j+mpYMp2n78wROe/S7nbQ/31PlfPbHS7jj/WIvDCofPS/+LdcP3m9mU+63VGonGhvWmw18+Mq7LBswnsyo7eb52jo2zr6Hx2ZXe5VOncjhowbt28EKIYQQ+5C7IY9L78tr8ojDsIlDuaGHgzJ1vD13PetjMnjkllGcVvcDT8/I5bGvy3niX5/S2sbKKjqRy84bzr1jEknQlqr81VzzzCqWNvNqdcnypZz3rI/pP+7FoAEDmH5rEr/990KeWhPYq+1jDkWutTh+qHzuYXwZ3TF5qwn4I3CrNhPsVgq9RmDmz6Vuw3oaSsuJGtIfVATBzWu8mpXyuv3J17397eVdvUv+7KlMW1iBcjQquJEZC0P/upQmKjpqa4+9urncffPz5G+zdYDC32kIp1/zS279+YWMzoigfu4rZGpY7YJb8DwX9np+h6uqyGGMHrE19AQX/5e7/vUluypc7Kia7xrbn9fy9dSbuGF262aSqshhXHbvjxkRsf1Hyvjir+dxzp8WUO6lKHw9L+aBeyazzY5WKpqk9HTSW1WRClJTWkpV4OD95+F0GcrATIdP1rtgA+Q+eTb9n9z983TqRM44XtqfCyGEOESoSMZOGs4zp6YQryyF3y7hD98GSBnSmTHxmpS0rtxxVQZTjl3LPa/m8vz6loYaH/2G53DvWX2YkOqgrKV41Qqufvp7ZlXs/FmF3y3itMfqeOaqfhzXuSt/uzmF0+Z8x83vFLBM1k21nFKYuhrcBoNKycJRldQW1hHVbzANi+Zhli3Gl5WD0Q7+9CTcUgdb/DXBokocnzSX2Jf2Mkg5JNd9wUO3PcOG7fdWc3rRv3+T1oxRRzHlkqE888evqbWKiMxRXHDD7dz209MZkLj1mx458jQmdn+Cp9bubLM2TadJl3FOt63PCebN5J+PP0/JnraosbXkvv0Pclv5NBV7NmPu3j5Iuax4/HxOuXNW43hU7OHcNPUhzs7Y9odbd76CV/OvaN1Fgwv5zYjR3LPoIG4wGnkMl182mH//6VtavBxMJXDkL27jjGb2XhZCCCEOHIoIZ3dTsjRdD+vJLWf0Y0rvKPzKUpm/mutfymeDBRYtYuwfN3Hd6QP55YhEuuT05vFbMzl31mJu/N8m1uxs/YPy029IL35xUjbn9YomUp8rtVMAACAASURBVIF16/nyk8Vc99oGlrfg1qN41XLOu7+C3142jJ8eFs24iSP5ZEQ2L36Qy/2fFJPfPn3ZDy7WorA4FlRUBEr1pNPJnanfVEYgcxRxOVW4kT1x6iJxG+rARuKkp1JeVIVjNdYGscZgUdutOxdtba/nmcUdfw6TMv7NvwrCwUeho7sx/qYHuWlk04QRxYgbf82PXr6Tiov+zL03n0m/5ooHsSfw5xcfouHOf/DBdxsprw/ira9T+CJT6D3uSv702KV0aZJJVFxnsvscRqd9XKRR0ZnE7xD8HXKueoLHF57BVc8upSaqH1dOfZ17x8sdfstFMvp303k14nb+/Nwsvlm9hVq3+W+uciJJzh7N6T/5I3+9cRgtXb4mhBBC7B8UvXK6MCzGpbI2iE3M4LLeGgXU1Qe3abcUkZDIxCO6cd7o7kzOiiZa4XXp+/p7fvJCHgtqth5bv6WIh6cW8cJHvbj7woFc1D2G4yeNZm7/1dz47BLeKNp65sikZE4Z1YNLj+rG+M4R+EKbA5fmb+CBV5fyxPLaVjXxaijexF0PlfD+iUN5aFIXcpJTufL8sVwwsYQ3P1/DPz8u4MuK9mjQfpBwNcYJolxNYNXXBI2mYRXggnVdKvLBcVag4mNwa6ohKh6nvgStXYx1AAcX0Afv5KX9hrJeG5C9UMm3rz/P54WayNgEOnXpzZDhw8ludiM5Q2V5DbGJca3aVveA5Bbw5h138dVxf+L3J3dpw/aTlaz6/AtWVbiAQ+rAYxnRfYe5hfuhBuY/cg1/+6gCiyJqzI1M/dUxLQs+poGamnoC7na/dLVDZHQcUbLsTAghRDu489XveHTWqna+iuLIc0/g3Qnx2766bep5Y+ospnzp7YsZ3WcQH93Yh/6+cC9sw5YNG3nqnVweWVRFTTNnbhSZwCXnj+CvobVOFUsXMfqxNWywoOK78uxdIzk3scl5N/7A1JkreHxBKcV7mXciUtK47oxB/HJEIp0cBdaw+pN5HPNiEbuYJdgmhmclM/f28e18lbZX9eXnVL49DY2DURaLRaEIaoVjLM/OmsOVE8ZjsfhwcNFoFUC7ClcpUq68Dl+PXoDCkX2k2lUbBCkhhBBCiIPPvglSEDt0KB+e25lY5e0V1FBTw/wFy/n97GI2h+/SVBTn/Xg8Tw5w+XLpRl6bt46Xcqsa91HcPR+Dxw7lmdPjeP2xT/jL+q0J6bDxRzPz9FiWLSnglc/X8n/Lqqlu488xuWtXrjmxD1dmVXLL/d/wdmUbX6AZB2qQssZgtQpN8VN4u0dprDGsy8/nmLFjWbDgCzIzu4I13pqq0JHeCRQoAItWEqTakwQpIYQQQohm7Ksg1WKRfpLcAGV7sc4oNsZPXU2AbXt/OcT4XGr2wfJrx1G4O5mu39YO1CC1M8YYiouLue+++/jNb35DQkJCRw/pkCeTooQQQgghDgT1Acr28hTVzaUlu29CFLDPQtTBKjU1lZycHOLipEvx/kCClBBCCCGEEB2o6QSxpn32doydFkLT9ZqbVGbD/6e8aYFKuva1KwlSQgghhBBC7AcslvlFq6gINNM+xFhcbVlWtYGZGxeh2DEkWSydIxMY1KknGi1Bqp1JkBJCCCGEEGI/4FrLjQum8mVxHoQqTuHAZLFYZSEOHpq5BG2bD1Jn9hzDtPE30syHRRuTICWEEEIIIcR+wgDpMVkMT47kkx/yCOIQERVPFxVNbaCIrNQR1FQtZ0l1eWOHPmMVmdHxrKvcDICVStQ+IUFKCCGEEEKI/YAGtFF0je9MRnwnHuwxjrQYh9U1UF5WSLpTwzInlojO3flpUjobKirJIsiWqE6kBcu57Zt/o73VUTKtbx+QICWEEEIIIcR+wirL0s2LyC9zmLbScFhKBuvLC3FdFxeF3xdJBAajXKoaLAkRDsY6NFBPVb10RdyXJEgJIYQQQgjRkWxoDZS1KAX1bg1FQYVSlq+LVqMwhPrwQUMNaAtGg4Ia12DQaKOxKuidB4sFnGYaUoi2I0FKCCGEEEKIDhRuZa6U5vxex1D46gIqV27gvJt/QlS3VArzC5j3yv8486ZrwAFT18Bbj/+HsZeeSUp6KpVL1vHq01PpcdQQTho7tLFRBTK9r11JkBJCCCGEEKIjhfLOxoICoj5dz1V9j+fw84dz0kknEggGuPzhKVzY62juHnUxjrG4Cn54/APSZq7nrw/8AjPMMs7JonBjAc7HaynpVEZKSnLHfk6HAAlSQgghhBDNiPDpjh6C2AsRTvt+/7wqkvWm3Cma3ddpx+MJbZjrNdzDes9bs2YNH3/8MfHx8UyZchlRkdGhyXmKoqIiJp18MpNOnowCrFZoFI8++hivvfoq5WXlJKUkcdklF+ECtVU1vPHmG2irmTDxBDIyMtjmwoTG2opilTfl0BuwtUgjixAJUkIIIYQQzchOi+3oIYi9kJ3evt8/g8Uag1baC0lqN8HNWow1KLzjlbVs2LiBGe/PoHN6BmefdRbxCfEoFNYaUBYTtLzz1ttcdtmlxMTEeKfxrkxqSgrnnnM2b0+fzqVTLgWl0RjiYmO49OJL2LJlC3Nmz6a2ro4TJ55IWufOaCxWGZTSqFZtNGVDQVDhNWh39vCrdnBRtjEeCyGEEEKIsOr6IH1vn0F5baCjhyL2wOzbjmVkr5R2O78xLtYqUC6gd1+lsRYT+nNTwUbe++ADUpKSmHTiJKLjopscB0pZsA7vzXiXbt26MWjwYBQmtPbJh1UuCi+4zfl4DrERMYwYPcILdaHThApelJWV8cH77xNsCDDx5El0Tu2ERbV+/VSTSpRUpDwSpIQQQgghduKxWau449XvOnoYopVOH9aFF34yul2vYUyQz5ZZimssGh0KJgplbWhDXO8WO1zHsYAJVFG89A2SE6LpPnACG2sS0YSqVCistTiAqyy2vpo5H83mhImTUaEK0JgcS3qcZm0JLF7ngvWC08z/TeOEyWfjaAdQWBveq3dr4MmMKSZv4YfUWEjNOQflhCemhatM3vgbJwBa431OFrqnWIZlOSjldQ/Uu6u+HSIkSAkhhBBC7MJ97y3n7je/7+hhiBY6dWgm/7l6VLuvcbNYrn82wJICN1ThsRyZo1i/0aWgSoMKgusLJSkDaCwNvHytpUtaPA++G+DNb8LVJxjU29JQplmxxfVCjmtC0/gcL94oxYMXORyR7fDWV4YH3mtAeXUq+nQ1xCuHJRsNQRtqfG7NNtMNfzZBc+5ozfzcMu54PQoTWuETG28Z1dlh/hqXmqCLwocNjcnLWIoJQxR3nRmBwguJWtqqA7JGSgghhBBil249uS9nHdGVpz9azYLVJdQ0BJGXofcvkT7NYRnx/HhcL8YelrrPr6+Mwpdo6BmhyB7ukB3vECjRrLDw1RKX9eUahUWpCOJi/d5zmsyuUxGW/gkO66I1D413KC4JsKrGx7J8xbcbXUI1r61T6pTy3reggcGZmkVF8MCZERTUBikMaDasVczO2/qD6lXFFDGxSSgVCBfMOCLbUlhiufU0H6bOzyo3QP0PPt5aFCSgLDp8LbEDCVJCCCGEELvRp3Mcf/vRkI4ehtif2CZb3ypDoMLHxxsC2HzNTBMgUKdwHUV9Tbg9X3iC39Zpf6ETYQOKD9cY/EHL/Rugql5hMTTUG5RyvP132TYUNT5bKebmWqK14b65QSprAR3EbQBC66gsYFR4pp5tnM1nFXz+vaVbrOKZj4JU1ykCFhQNuCpUd5IXDXZKgpQQQgghhBCt5HU/t0TGagbGB9gScIiOdyhaD/5og4n10T/ekJEBZYWaOgVfrvXaiCulvLVGEZbzhmnmr1IkpFhS0Xz3g6FBKwYku/hTND0cyC+3zF8bimHKu671WS4aYZn7vaZLF01yrcv8zeAGFYMyNURDVoolf4vm65U2tF5KobQGLIdnOazfDJF+6JoY5KtNilhrGdxVURH0MaAHlFQY5i312ryLHclKMSGEEEIIIfaABRxr6Z4UxYjDDAlRis5JcHSOQ1SEJbszNFQ7dO+sSUrc7rnWoHCJ9CkG97YkOZCcaBl5mCIx2qVbko9Yn4ZEh+6p4FhnmytrC5trIzk8y9JJgT/Bx5Be0CPRkJagSY0yNPgceqcpopTZ7uKK2BiXLmkBBnWGtARN756KfqmWhHhITXSpaFD07qZICLVqFzuSipQQQgghhBCt5oWTmmp4K7cBhcUNdbRbVgwGl+eLHRJUA7VWEau3W2ekLG6Dw3PzXK9BnrZYo8EaXKV5q9gSFWmpD7jERCiCeA0rAIxSWNfy4eIArrE4GJSyuFZhlCV3i0tcpENtQ5CYCEXVdjkKLJ/lgrGa7zBYpYEAuA5stERHQjBgiPFbKjAMUhIZmiNfFSGEEEIIIVpNMTLbT0ZSAxYfOrzHkgXXGj568ykOP+YiElOSG4+3CrQ2uBb6Zvqp7R8k6Dj4bKhlubV8OXsa2UPHk5qaEX6ax1qSYg3WWLomKyYM8GHQgPE28cWyZvnXNFRVkTNiLBiF1ltv9bukeOdPjDEcP9CPsVvbs4OlpqyW+R9P4/jTrsIqhWrsg+4wMMPbCLhxE1/pPQFI+3MhhBBCCCFaLWhclHVB+Rvbk4MXVpS13HzrLVSUVfDEk//A7/PaoFusF32U8qb2Kd0YWCxgjOHM08/klNMnc+01P/HySvi8xkUD1lvihFedUt5zrRemfn3nnZSUlvLEE094oa3pfk/G3RqQtLdeyhuvQVn4v2nTeOrxx3nvg5lEREZs16nPhhpPKFBeAwwhFSkhhBBCCCFazWto7sMSBJwmjQcUaMuPf3w1s2fP8kJUY8c+4219a1VoryYXE+6OF9qQ97gTxnP8uGOxuGi2BharHYwNoozj5adw0LGhawJHHzOWmpoar7V6OPyEmFCDC6sseputehVGW0YccTjrTj8Fx6dRGKzVjVU27zLeXllKylGNpNmEEEIIIYQQraSUQjsKR/nQWjV24/Myk2LggH50Tu9MYWEhWItSoJUPrXwo7XhhClDWopUXWvw+H5kZmXTt3rMxsIT3m9LWEK4jWdWkFXooVCml6Na1G1k9s0IhSzc+VynvOgobajdovDmIymvfrix0zsikR7fu+HyO11FQ4R3jNUz3ntcktAkJUkIIIYQQQrSaUgqFavyzmSM48sgjmTdvHt5KmqZhy1vTpJRu3NvJqtDMuXAYU96aKoP35mLBKqxyUVYTbkpuoPG54cDjhqYRhp/rHaNQyqA0KLQ3R9B60wNV6PPxHlMoNNYqMFuPCf1vmxB3qJOpfUIIIYQQQrQxay3dunXj3XffpaGhgcjIyG3WHeUVKjaXh6o8oeoQQF5JEvNXGSIibWh5VKgdhIWB3SE+RlNYZlhbtOM18/IjcV2oW2a8aXlN2p736KTo2klhKiqpXfpt49ZQNtSsorq+gehV31Pz+UeN2wZ74cqiOqUS2XcAKO0NRIpSgDSbEEIIIYQQok01vb1es2YNixYt4owzztgmSN3/vwb+t9CE1kopHB9oq2hwg2itwCivnbpXP8IquP8ih+G9NNO/godn1KNQGAV+QGmF6xqsdbFOBMoamiae605wOHe0pm7JtxTe+lO8DxuUcjGuwsEScHz4jMElgF/FgeNiGwJET5hM+m1/aDzdNk0sDmFSkRJCCCGEEKINhQOTtZaePXvy0UcfUVZWRnJycuMxWnm1ICzgs/xouENeiSInMYL6BsO6Cs0PlYa1xS6GcOMHb8GTUt60PQVgFKeMcVm92cfQTj6qrKakylJUqsgt3HZMKrQWSxmLjetN5ylnUL9lDdS6BEoqSOo3DlWxBOv34epIggu/pHrRd2hM43REqUZtJXFSCCGEEEKIdqKU4sQTT2TGjBnsdCJYUJNXZlDGpbLesnqLos5AQ2VoHRWNM/F2YJRlTaFDhLFUBAzriqAkaGmo3cWYUNjAFirfe4PAygKC9QZdXU717Beo+j6fYEU5pnAzwcIiwuFN7EgqUkIIIYQQQrSDcGUqMzOThIQEFi9ezJAhQ7wPWoXWlq4JmvWlhtwfgCqHrwjiONApEnyJmoE+RXWtZV2Zt97JW6LkranqmaRZv8WQWwTJxrJwvdf4omscBP2WQd0UtTWweou31slag7UWoy2RPbNoWPcVDWsKiBmYTTB3GQEDUZlV1BWsxWZm4MQlAAVYa5r/BA9xEqSEEEIIIYRoB9baxirUhAkTmDp1KtnZ2cTFxWGswSjL4M4++mdrKgNQV1BHj17RzMtzGZ6pCSYYMqMs5bWGjV86jbPqLBaMj/6ZhqQumgzXoaw6QN8kH5s3Buie6iMyxpCQDHX1DlvmBbFKo4zCi0QanTOKmN7dcKsKcbLH0pA+iIj8ufgyBmF0LE73rug4F3f9CrRMYmuWBCkhhBBCCCHamd/v5+yzz+aFF17gqquu8tYaGc13hQGqjcKnIFgXwcrFhlrlsnijxSm1LEMTYxXBbaYFapSqZ0mBj5qAZZPPa4leWhjEdaEiaImKNphNmhjlUuF6zdBdrcF4WwmbxbOprirBVQZ/QSHuhmIIVBKo/A7Hiachfwk6NpJgIGK7rX1FmHTtE0IIIYQQoh1sf5ttrSUvL4+5c+eS0P8iPl/jw8F6DSRsuIGEIah9BEsK+OSTmRw/6UKIiERbwzXHa/pmauattLy+IIjBoT5QxxfvPsuRx59FZHwaVmm0tbhoNOG26paTh2g++O9vWfT1V/yhbzd6xkfjoDAYtPVjlBveKAql3NCmVoAB3/BRdPrR5Vi9de8sIUFKCCGEEEKIdhee5metZeXKlcz9aA4XXXARsbGxKEd7DSC8SXsoF6rryxk1/Ghu+dXNXH75FVgXtA7iKh8OxqsSWbj//geY/vabfDJ7DsoH4BDeCEoBrjGsXr2aWe/PoqS8mHHHHsvYo8c16R/RglAUigvhACVByiNT+4QQQgghhNhHlFLk5OSQkJDA1Bee49STJ5HVM5tw+lFYjDZERybw7LNTWbjoG6+ypV0MDo4FG9rHqSFQT1xMLI8/8gg4CoXTuF+utfB97vfM+3weXbp04eqfXIVf+3CVItRIPWQ3NRXFNlP7rLUSpEKkIiWEEEIIIcQ+0PS222Koq6nn7bfeJCo2lhMnTiQyMjIUa0woV2m+WvAVVTVVHDf+WAhVrRQKa+F/b79Fn5wc+vXN8R5VCmssy1et4NO5H9GzVy+OOeYYoqKiGveBUpbQXlS7G6v3p1Jb3w+PXMmGvIAEKSGEEEIIIfY5Y7a2FF+2fDlz58xhxIgRHD58BMoqUBZHKVzXZerUqZxz7jkkJSZhAa0Ua9esYcGCBZx3/o+8jX2NZVXeKuZ8+CFZWVkcc+yxxERHAeHNeKWK1NYkSAkhhBBCCLGPhYOUtd7EOWMtn3/+OW99PouJp08mKjkB8KbgVVdWMvv9mZxyztk4gGsNb73yGhPPOJX46BiqqquYMf1t4lOSOGPyaQxL743GC1DhW32tpYrU1iRICSGEEEIIsY8ZY7ZWiULNIVxjGPvWr1lQtBIb4XhT6GwQlIOqD0CkgwpqrGNRAQM+H1a5WNeiAwYT5eesHqN55bgbQ931tl5PKlJtT6KpEEIIIYQQ+5jWeuuUu1DGUQqsT5MUn8HwlEz8NoiyCr+KISM+jU7aT9/UbHrFRGEdQBkcZbE+RXJcPFjXq0SF1ks1fRNtT7r2CSGEEEIIsZ9QFrITezE4MYXLs44nNkazLuAjUFZCmlPNSn8sJtCf7MR0amvqiDPVlPpSyNL1/HrRCx09/EOKBCkhhBBCCCE6kMULUBYwyrK6fA1OcCNzfrAMTe1CQWkRtcE6AqaGmOiuxDqGbwsXsaGuge6RMQR0JIFgFXUuGLwTWeV19xPtR4KUEEIIIYQQ+4FQZ3LKaor4ssaiFOSX52MVKGOxWkFlqXeQ8f7YqMG6FhwHpSxWWSwm1PlPglR7kiAlhBBCCCFEB7NYtIWzuo1i87QFbF6cxwW/vQHS49my8Qe++L93Of2XV2OVwdQHeefvUzn2mh+RkJhI9fKNTP/7M/QcfwQnjBlMqCTV0Z/SQU+ClBBCCCGE2IG1VpoUtLGdNssOfa3z8vJIX1jGZb2OYfSFtzLpxJMIBAKcec7ZTBk0nj+OuQIUaGu5+OmPiZu2jCf+9TR6DDynerGhIJ/4LwvZmFBIRucM1HbXC7dDl+9r25D250IIIYQQAvBu9MNvsO1GrnLzvXeau+UO7yWVn5/PzJkz6dy5M+PGjSM+Pr7x611QUMCsWbM45ZRTSE9Pb3zepk2bePPNN7ngggtITk5uPFdJSQmzZ8+mtraWSZMmNT6nKenk1zYkSAkhhBBCHOLC4ckYgzEGay1+v7/xMa11Y7tusefCYSds/fr1zJ49m4SEBCZNmkRMTMw2FSPXdXnqqae4/PLLiYmJadxUN3ye4uJi3nnnHaZMmbLN5rsA5eXlzJgxg2AwyMSJE+ncuXPjuSVItQ0JUkIIIYQQh7hwgAoEAhhjiImJabzRDgaDuK6Lz+eTMNWEdwut8FpEhB4jvCWUQmFDH9l6jLXeYwUbNjBz5kySkpKYOHECcXHxoed7HfeU8vrtvTfjPbp27cagQYNC4Ud757I0nn3u3LnExsYxcuRIwDSOIKy0tJQPPvgAayzHHncsGZ0z0bpJkLIWo7yugdtr9rNQNNsNsKWRYvufn6bPaxoGt39/fyRBSgghhBDiEGatJRgMEgwGqaurIyoqiujo6G2Oqa6uxu/34zgOjuN00Ej3L65rmLfKpazGaxJhlMExDq5WoAzKBeM4OCaIURplDaahjg3f/h9paSmk54ynIpAE2qAMaGUxANbF4GAbgrz/4btMnnQaynFwjWFkL4f0RMvaYsgtABUKQe++OY2TTjsHn9KgNdoEsdaBJt+qJL2Z/O8/pLQGug09G+1EeB+wFoPBQRFUCjBo46DZ2q8iM1kxrIfyYprW6J0EqeZiheu6lJWVNR6zfShSSpGSkrLN340x20wplSAlhBBCCCH2K9ZaXNclEAhQX19PfX096enpO9y4NjQ0EAgE8Pv9jZWpQ52xhuumBsjND+A6Dn5j6ZkBJWWK8jpAKZQbJOg4+C0YNBDgtRsUKYlR3P9ugLcXgsJglaJHiqW2TlFarXABLGhcgtrBMWC05ZELNcN6Obz1leKh9wNgLWBISdLEYNlYbjHG4movCDWtHF0/UXPuSIdFa2u56SWNsd730B9p6R2vWL3F0GBAW42rDRbvfaVg4kCH28/yoayLUg66mWATngaqlKK8vJxFixaxZs0aAoEAqampaK2bDVLBYJDi4mLi4uLIyclh4MCBREVFNX58f66CStc+IYQQQohDVPjmNxAIUFdXR2xsbLM3rREREdTV1TWulZIgBWDR1sVqjWMUKkExJs1QnuWja7RFVVpWuX6WrYT86iAOXmXF749AYdAYtPUqQMrvMKaHIq9acWU3h+raIGsqNKuLNbmFgAGtbaiypbDKC1BWaRSaY3rD4qIIfnlEkDJXszngUligmL/eGyfhqXsKtC8SpYKEW6SP7qcp3QJTjvXht4aCgKamCGblWYxVYA1KWbS1KKswausExu198803fPXVVyQmJjJkyBBGjRpFZGQkoKiprsDnjyYqKmKb5zQ01KG0n9raGlauWMG0adOor6/nhBNOoHfv3u34/dt7EqSEEEIIIQ5B4RAVDAYJBAK4rktcXNxOj4+MjKS+vh7HcaSFNqCsBnwo2wBoTFWQ3JoIqA5SUAfldYp6ZSmrDu/p5AUQpRyUCleiXJTV2AB8t9kSYeGjNS6lJYoaP1SUgLYGtDeZTqFQjgrts+uFGsfA1xs1STrI5//P3nmHRXF1Yfw3M8vSpIkgWBFr7D32buzdWBK7X9RYY49dokk0RY0xaoxRY48FezT2rrHE3sUOiIB0WJadme+PBQRckGow2fd5Upi9c2fuzJ1773vPOe95LOIbZsCgETGEyagqqIiI8Zl+E+KsVFVBVSUEDFzw0VLZVebqE4HAUJVIQcYyTkSVQRUVhIR4LONNp/ner127xoABA9BqtciKCnHhLF24gMhIS14E38XZvjJ2loFo8xclNjQKt6LO2OfRk6dER2oXz0PVqlWpWrUqERER7Ny5E09Pz1zdz8xEygwzzDDDDDPMMOM/iKREKjY2NpnktilYWlqi0+mQZRlJknK1y9XbgIqCioqVjYbCtjL+4RpCY2SCAlQECxGsVApqBTzfE4gNg2hZNVqXEiDIaCxEmpVS+MtHQYeEPXDdT0ERBTwsBPIWFXGxVAkKV7jm98oKKCKDBC1LqZz1AUGjYq2X+NtXDwaRUvlU5HwWlHdUCQuRueSb/N4FRCq4wf0gCVEfS0yMBddfKGhVKOkmEikZaFhZIC5SwwUfPWo633NCf1AUBQGji2F+V3esrBUq1/sIy2gdtlbFiBa0PH74AAdnZ/JYgZWoQ8AaMLr/iaKYSNiT1pvbYCZSZphhhhlmmGGGGf8xJCVRer0eRVGws7NLXmhwO+g3Gmo3STxkZWWVaJX6z7v3qQIgo4gaKuYXaFAergeL2OhlKnjA4WdQt4RIsF7F0UElWC9xK8Dw6nRVgyAoeObXkM9JIDBMxj0PFHGXOPVApkIBiLSGQnYiLpEKt/2SkgkJVZBxcNLQoryCIIEkK9i4awj0lSnpKhGrVXHMK5LfScXHN7nsOgK4uAhY2UJRSw2KVsRgD84R4OQKUXoL7JzApZDK00fiK9WJN8DJyYk1a9ZQqlQp3q9VE1GyokOPPqgoiIIKqtE6JqNQr0FDVEE23gwCqCK6WB1Hjx7l6dOnlC9fPtf3MTORMsMMM8wwwwwzzPiPIaU1yt7ePvmu/9XzcHQ3RIQmI1KWlpbExMSYrVIA8TFLcVEyO24Bt4xS4YoCd4IVZFVmdZCKo1Yl3CDhoJVBlVBQUFUQAX2cyurjCrEySJIxJskQZ0AVT94wngAAIABJREFUBbaFxZHXUuKQQcHRQsSAAqqIqigoqAhxKjvPKygGFUFUERCIMxhQkbgfbMDOVoMuNhZbK4lQ1WhBQxGM+hQInLihoqpwCUCSUeJkVFVBem6BnbWK4Z6KrY1CoEGgjCqgqAYERKOARSqvvH379uj1eu7du8dvq1aj0WgoVaoU7u7uif0kJiYGKyurZLmynjx5woMHD7CwsKBhw4Y0b94cjSb305Tcf4dmmGGGGWaYYYYZZmQbUlqjVFXF3t4+eaEfZxr/e/EknD4IdZol/mRtbZ1olcrN0tQ5DlWgbnHwyBsfuxT/HFRVRMWA95rvadVtNNZaG0RRRkZEVBWjyxoCpd1lWskgoqIiGiOoBIEL+3/Ho9oHuOR1xiAIiKrGKHMuitjbqQiCSCEnlZaVJARUEKSELFU8vH2D6JhoylWoi6iqKKIGVQUJlSJ5RVQBHG2hZXlQ1IRmCIiqQHREOKdOeNO8bV9kVUBAQERBKSJStoBqjO1SMV4zNSaFUZikXLlylC9fntjYWG7fvs2jR48Sf//999/x8PCgZs2agFGVr1ChQjRo0CAZeXoX+tW/R/7ccJNNX2/gZcPPGNTAmbduCFRkZCSklBdW/Dnwww8cy9eDmb0rvzXmGnt5A9/uiqThkIHUd8ndZtHMQebxgdUc1tegfavyOP8bm5hp6AkJiMA6vzNWby78juPdaavhxgbm7oyhQZ++1C+YRg6W6KPMHbEV2/5eDK2X9+2PZe8kIrl68Cw2tZpRIvU4ecDA9bWz2BzTjE8H1sctKw9XfsCBdefQ1GpD41J2by4PRNzewaozzvTuXw/HTFzScGMDs9YG03jcUBqlY9Az3PydL9f4UWvEKFoUMPckM14hQaUvNjaWiIgI7O3tk7v1XfkLutV69XeVOrDxVLI6wsLC0Gq1ibml3oVFb3ZDVmRQ41PWCiAKr74zRZXp2uVDSpYswddff21U2VNFENR4q45RdU8GJFUwCjkgYpANtGvbltZt2zJ86FBUQUVQQBCVeGuWUfRBRIgnQAqKICQm050wYQIhoS/5Zemy+MsJqKKMoIgogoAUr7qX9F6NSYJlNmzYwuKfFnLw4EGsrLQIgoisqkbHO2MDEdR4BUDh9XksIY9U0kS6Cf9NcNGTZZnevXtToUIFJk6cmEjETdGR3O7WB/8mi5ThLrsXfoOPZV8+aeD82s+hl7ex6WwAiolTTUEqWI+P2pXHNp3lQzZ9RNkRfgzfd4Qp1ZI8VuUFJ9fM44filZn8FomU7tJ6Zs8KgC4DqO/yNq6oIMsK6aflAoJGItMp/eSHbPIawhT9dN5vWZ7X33hWYODyigksPhNBlncZREfqj/iaPuVz4s0biHz+gNu3b3Pn9h3u3LrJjZs3uX7tBj7BeWjotZUtn9fFKfePQ+nAu95WmQe7f8TrCwvmdO9L/TRK6i9sZ/maLdTvODfTJEqWDRn4FtMDAUE0sVEUD8Oj7Sw6WIB+/6uZOkGIPsSsPosx/G8FXi0d0nFNmUe/Dab/Zg9meU+lnjaNoiG7mN29Lzc+OcGlOe+TalHlGft/mcN31gX4dGBab+HNUAL2MnfQWJRv79GwlF063pVM4LFleI3y4V6RsyxsmnEqZbi3l8XzfLAd+CmN0jHoGR78yZJ5l1C6jzATKTMSYcoa9VpsVII1KgGXTsPJ/VDvg8RDKWOl/otEShTFRDU+gXguhDG1k6AKeH3xBceOHkWIJy2CmDSrkxBPqIg37sQTDgFatWpF65atjCQDEUGKV/wTkuXXjb+maLRlCcbrNmvWFF2s/pXKn2isAzH+XIEE57wkRiUBQdVQt04tAp77GeXZBQkQkIQkFyNJI00gKSlKmkw36e+SJNG9e3cqVaqUjCi9q/3n30Ok0oRMwN65DJ9+B7fibtim+a4UInzvE1h9Aa3blMc2XXNPKPu3HyLIsiNV3vsXPdLIG/zhfZ4XabFPwYZSzbpQ/fFEKjT8nruGNMomO8+aTquD8O5lk6lbU57uYe9FlcpTO1E62xOsG3h0dA0rD5amR/sK5Mnkt62+vMhWb1/UDrMzTqQMkQT6+eHv74+v7zN8fX3x8/fHz88Pfz9/fJ895ekzX4Ii41AQsbDLj0fxkpQqU5kOI3pTqWoNatWqkouJRRLkYFvDLm5i9Qk/Y2LDnIJgTZm2/6Nl8TQ6ohLA4cNX0NT6kk5F0+qwMveOneKxVQ0m18nst7GQ5iVGcUSfqdNTgQV15t7k+IQSJjY/DNzd+RNfjr3I7/fW4/11S9xN9bu4J5zbvRt9s9gUP+i4f3QX16zq0L5WwWT1Rz+9yulzcQS/YQcs+I+tHIwsx4ge1VInUQDhpzlzFSpMaEhWDfVxV69wWy1Or5r500l4JTwHfseU32szadRXdD/3DXUz94rNMCNLSEjAmxAb5eCQYmPj8lk4se/1ExfOSEakEhT8DAbDfzav1KtYoZQLBaPVqFzZsly8cIGoqKhEWfmUhCHhr4TNL0nS4OLiQoEC7vHlE7hLGosRlUTykj+/G3FxcYnXSh9BUVFRcXFxwd3dPcvudWmdIwgCWq0WrVab6fpzE/5Fq/43Q7Bvyw+X19ApTR+gEJa3dmeYLgMVhx1gx6EwXNt1oGGOT4zR7Jvcge/CB7J6YQ+ytMmov8C8XhM5XfNr1o+r+doCRA74g6/+N4FTcWnUIRZg4K4OVHcExGL0/HEBH3mkfVNq6F6mD1iZhRuXubdpE2eoiVfX0pm3ar0BYrH2zPhpAiUyeQHDxamc3p7OdsbuY0LjiewMeEloSAgvw6KJU+LzTVhY4+Tihpu7O+5ubrgXrUyZOm0oVKQoHsWKU6JEKYoXdkh7AZmb8NbaKhN89Ccmfn6atLpwUqiKjKwKSJKY1pSVHIIzH3v0TZNIKYF72X1WpN7XnUmTRynPOHjkBhbv96OZU3pvwBQsqDlmHdMaW2elEiPizjGvz1xS0p9X0FB2pDd/yN3pNLELTV/8ws6fP6JEejukEsr+2X2YUWADrVIQqfSd78/2jYfQ1ZjMxxXSntJ0pw9zJsqTno08szhuyDy7dpMg+6q8Xz4DX57mPT79cjC/NlrKzJWfsm9YsRwbv8wwwxTSZY1aOMP0yVfOwvF90KBl4qEEq5RGozHnlTIBQRCoVq0aFy5coFGjRhk6L6ORN1l99qbON7/PN+M/RaRyBgr+3mvZG1aEj3s1T7crYOYh8/z6CY6//ICYrLruqKHc++sEZx1fmnRhk4qP5VjM6FcuQjFb+KhQP4Jm3WXf0ALGXVhBQJQkDKcBIQ+etVvTtlra3Urxfcj8rHybhkusXnsei4YL6VnyX7IMkYO4f/kmsS1nMqd7OVxdXHB1dcHV1R23fHZo/00bfW+trRKeY48RPTadxQ3nmVylLt9ZTefS2amUy7aupRC4ZwcnxSbM71IoTeuF/Hgb28/C+3PaUjBLz0HEpVxz2rbNTCROCuh0rNfA4zQL2VFjtDf7HfrSbugAWuji2PtbX0q9BXYv3/mNXw8JtFjS+9Wmh24PI2uPYV9U8pFNDvPFTxZZ27s8O970fC3q4XViBT3zAij4r+pDs6/OJZJyXdBj4qJvM7pKKSYmniRSqNcq9k2vSsQjHwKiTYys9q34ZEg0gsdL7tyMSfGjgKVzUYrnN5uqzMgZJFijEuKjXrNG/X0aTu1PvYKFM5IRqaRWKUmSkKR/yZycRSR1aytXrhxLly6lQYMGr1mIbvrp8X+pIKoSsqgYE/MiczvIDoc7MpaWirG8qiJijKiqWEQkbx4B/xCBO/5Gl0JVUAARFJWHTy1R9Aph1iqiKJPUGbC4q0wRZwElIoyYS+dRFaMtSkJCQUan06G9e5vwI/tBFREE2ZjTSdAgurpgVbZiQk7eRHdFY1yUMZ9WUsGNBKjxK8ykTo1KfCyVqijGOC4SkhUnPU8Axeg5KaoqQi7tW2YilVXIt1n5859EFvuENiVDef485e8hxBhA1YcT+Pw5lm+oTrByJL9jbgmbF5GSBkVIovEDEi3QaDQ5FgQfe3gWPb4/S6qeSbrH/HVDRmPYxJB2uzJ3EU0Z+i35lg/TMOkZzs+mVoHvM79jbIgiRHagZrpPEMhXpSO9u5f7D+xS5762Kv5nOHsPyk5om3V3UcM15nftwwofo69rzPO7ROidmdOsEvOSFJMK9mTZzsnU1ALIPNrqzVmdTJ6Fban0S1oXsKTxVydZ2C63jBUAVpQdsJo96ke0+HQwbS1tOLTiQwrn6CZALGd/XcXF/N3Y2dXt1ZikKUSNth2w1CWZmOVH7F/2AOeaH/NRPdc3j1+aUhRLHLBFrEvUo30HdwwAyhMO/fIQtU4XulazT7I8EMlb0QVJ9uHn7pWYci4NW+jCRaYuSsnPDnN9fv00ra7y402M/PwKLZbPoY0jhPwxnf/9fIWUntVK4BXC5DA2jenMZbvXd6+k4j2Z920PPHLLR2hGjiJL1qgEXDsHx/6Ahq0TD1lZWaHT6dBoNAiC8J908TOFBEIhiiI1atTg9OnT1KtXL1mZvefB+5qCpCiAQEFXBUO0SFBUEw7vFRFlGVXUg6BBUI1UY95HAvlsRc49lFmwNw5UUEQJN3sZKxGevCxmFKi4FQ2qBQivxqFhTTUUdhbQPXpM4JdTAStEV3tEfTSGkFBULKhRqCihFw4g63RI2jwIViJxYeHkadYW67IVjPFfyeTPVeM/sQHE3hqNoEa/egaqmpwexT+T4rpArHzsiX2uRRRIYn1LdHSM1wsEwcIJTflVuZaw5Nb7ejPk+/y58hAPDfEP33Adn1iVF+d/Z9lSZ+OrkIrQqE9ryryJvWQB0SeWsvJiLAbDIloXMTUxxuPaYDx2Dn5DbQLWnVYT5N2Lf8V+pOLH6gHt+c1jAXtn1sse1zM1jDvnbhGarzyNi2WD21IakMr0ZtHCbrhn0nqm+Kxi0JA0dvbMyFUIP3GCS0pJBrcpm/WBUYkm4N5Nglz6MbC+qwk3QZXAkytYcdefRKOF4SbrNp5DU6E9vT/wSJ1gRl1h8y9n8ItMr3TO24QlZQauxju4PT33PeSFDgrn4GCmvPDmhzXPqPbZCJomdQfQVKL3rErJyurPTmD3IlfaTV7M9+0y7jvgWG8IX8evgeRbX1Fn8UU6z/iR7xqaGtl09F9xkqaRGXUbELB2K5tsrFT8fqZrkyO0O7CenvHHRBdH9H8v5ptf+9NybGkQRDSS9JpngRi/ESZKGpJv5qoEXt7HX8+q4PXv0O01Ix1QFCUxNkqv1+PomMJifeEknDn45op+nJmMSKWMlfpPy6GngipVqrBixQqqV6+OtfWrtYusMSApRlIiagTqFJR5GKWhdzEJXbiAT6TEk0ALbvrJqKKIIKkIgpoonCaoxiS2oqxQp6QFl5/HMamKRLAMQbESz/1VTj1+RWxFUQFVE289AtmuMC5d2hMXGQB5HJH8n6PYFQUpBLGgA4ZoLXEHdqJcvY6AYlTrU4R4K1JyKEo0ctABREPYq4OC+op4JUFRSxAigUiQE8ok9Jl40QwBARnQWBZEzMXd6d0lUrEX+W3SOHYm+rfJ6KMNKDu/Yvze+Ceu/YBFXV8RKTXiAFOb1uP7NF+ITOCtOKiUVpmEovdZPms1jwt1YY5XR9OuOIovO2ZOZXf+oSweVgOLNCsUkArXeaPV6t2BnqAHN7hjkTH1O8sm09jWxPRvkUdGUu3gTVp8v5Ndg4rmqDS0YFeU6vUbZj5GKs8BrHPxx29GUkRz4uBJojx60rZKdvmjibjUG8TMWdVMDLQGLs/Yw6o1r46E/fkDy6+60n3bCua1SV1OW/b5htMrLmFjnaaTINfXjuaTM9kwxKtPuRgD+dJ9gi3VJuzh8kgrbHLUYGbgxs/z2WPdk81DyxmfsRLMloHN+SGfF5vntksib67novcufPK1YG7jrDpgK/gdPMSNfE3wej+1vmKFe7mauCf8GXGSXxbeoESvgTQu+uqd6P2Os3JzMM2Hd8IzlXHG8Pg+t3yjaW+fRN3KpgkjB5Wn5k8LODx4Cc1bzeT3Vq+fq9s9AI8ul+j67Sa8KiftCzr2DPSk8+WMtNuMdxkJstQJAhOmlfreYI1KwLXzcGQ3NG6beMja2jrRKvVfVfBLC5IkUbt2bY4cOULLli0Tn4+kSMiCiqQY1VYvB2mwkGWO3hYIDpPRa2RCQ4wWJ8Aoca5KGI1+gpEOiQoqcPGxARutyIEHCs/DQdaIxIWpiKqKjBhPwLQIAojxChZCdACh65aiOrog2TuihL1EDduPYpcPq3wOqKoB3ePHKElFNQSj1PsrCICAqKpIqhapyKcoLw+ChStC3poYgg8hiI4Q+wxVtEQ0RKI6V0QJeozkWAxB/ww5KhjVQotkWxBVHwuCNQp6NOEXsq6enMN4d4mUTXfWB3Z/9bduO30Kd8dn/BUTylICrk1GMNfCP33qXR27IBWph0Oaq3SFgK3TmXtcosWSeYzvU8T0ot5whXsLprGvUG269+rx77A0/VOQb7F0xkoelRnO6r6pkSiZu+smMvtceSZ+349yWenh0c+5dekiYZmcD+R7L4jN0AigEnprP79vvJa9BFF0okKLFpRLj+L0W8NbbGvYbj7vMZ/zaarY6Xj69wsU7UGmt2qabqEJTYk+LFncN9VFcLohP2TNgk0EVhrPqBZp5yRSo6PRYYVNmvKjKrEhfvj5ZccQL1GiaUve87RJvwAHOU2ijNaor5feo/bnG2gR/74N1xczd+MdLKYXw/bZJU48DDfu3CoPWb3dB+v3emJx8RjH4usQrAtRqXrxN4z1r12YP/ddIE/j4dSzknnk/QXf3qzBlMltUxH/kbm15HNGf2fNnJ7/o3GSXwx+x1k981tWvnTnoFctTKXAivHxwd+5EIWSPU8NZQYOo+X3I1niPZOmfdKrHGjGfxUJLn0JsVGvWaPOHYOzh9Nf4cIZyYiUVqslJiaGuLg4s1XKBFRVpVy5cly/fp1Hjx7h4eFhFJQQwEJSKeem8CBUQ7QM+pcyelVEp5EoYaHiXEzA1UIhIFLl5tPEACUkVUAVVSoV0HA7yIDOICDFyjyKkRAUKJNPRZ9fpaq9SGCEyrVHanzyXtFo4RE0WNeuj3z7NHEhYViXKk20jw+KQYelmwVyaBRCqdLYWGqJ+etiopVIFZJbo4xufsacVggGDPpwNG4fowoRqLKCZF8KZGtE10aoggTRdxEUV8RCxUGORbDQIjhUQZWKImqfo4RZIzoXRIi+hkZ+iF5ndPHLrWPcu0ukMgQRp/c/ZvT72Vej8vIAXtO2EFxhItN7p0KiAKMmZZqilWakCwr+m7yYdzYPndeMpkaqZjuZoEu7+H2njn7fZJ5ISVprLO8to2ejZZm9YSOs3LBM9yJb5v6GMXy8IWuXfA0W1fD6uynlHHLT5/4W26r34/KRY9yu2I66HkltwjJPT+/govg+7WsVxLl5FyqnqE6NusuRP31wbtiSSs5Jv2IF/3M7ORFSj4gsb5cpBOyYyTfHbOmwetAb+6wSHUMM1tikae7UUG3E7+wekA1iE6nfCWFPbvMk1JBix1DEvkhZPBxzctoL4+iXM9iepy97BxQ3bpwpgWybs4Qrbh+xfWgZ/BbXo+nkv5IrNt6bQeska0VNiVEcurGABhkwQipBe9l1WkvDpY3Jg8rN81tZcUDi089NEynFdz1T51+k2KBD/C8F47apPonV312g/rBejKx0guWd3VPMJQbu3bpHXLEGlErhziC6dKBf+4l8tHYrvr2Gmo5Fy+1buWa8FaSMjQIyHhuVEjf/hoM7oFmHxEPW1tbExMQkxkqZhSdeIUGFr2PHjvz666988sknaLVaFIyfacn8FhQtAvo4A5GKiFsRgZMPFcoXEgm1hCJ2Iq7hKjd9k3zUgtFBr4Qr2DlpcRINxERoKGyvEOinUsJVIlYj4phPwNVJ4sGT5DGbqgBivlJY1rXGLiKYuGIVsFGdifM7hNajLIYYAY17ASzKehDz92lEIT0Digz+6zEIKoIqoMRbsQRAUTASKRQkQUZRRWRRQSOLxnuJT06MKiH7ykiKiF5UEK2KIipCrmVSuWlllXPQhxEYEoOcwUklVeEH5Qkbh37CL49LMfyPsWks6gFFjz4OLCy1ubUPvBNQ/DYxZoI3usYLmN01HYHiWYIV7ZY/IXx5jl4kBVRUVUPVaac4OLZUNltpNFjb5qZP/Z9oq4YK/1vGpkFJs1NHsKq9K8MthrF600cmrcXyra+oc3g5Naet5cdGST/0aDb3LMjHd7J+y8rLPUwZt4GIRvOY/eGbLQtqTDQ6rFN37VNfaSTlLPQcmdqQLmuCkic6z2KOuDcjFp9Noxn28wOKds3P5R+ns+vxEx4/vsapQzqa/jCZFg4a5EEbudIhGpUYjk1tyagbXdiwZSTvSQAyV+d1oO+xN10rJRQCdm3luHVrVrR0hNfkHVIW92frxCnstu3L9s/r8PpsIlG8/zKWnatP1yH9qfbeboYlzUWovOTSpcfkK1Oe/GJKXpSHJh/1o9lme0yJAxrPl1EQEc3r2f80Uir1OTmlyK1w9gicz/DHYIyVato+UUAgwSqVoOBnlkM3IqmCn7W1NR06dGDNmjX07dsXQVCRDSI7rhhAVVGwQBBkeA6KAFuCZRys4ZheJI+VihKfL0pWFGQVNIrI9isG4569IqBIKqJstN/cDVJxshWIuKbgpIVwBVAVVFUwquZhIGbXYqLlaBTA4vhxZL0eUZWIveWNaJ8X3alIBHs7lDgLVEWDoqpG90LhFbFRVQUZxSiGkXBcAAUBQVVBMNJFVRABPaIgcMdXpYCzio0lICooIqiqhCrKCIkKhfGKhYKCKuVem9TbX10pLzj5wwQmLT2Ij8Gd2r1m8v2UNnjkoExu7OHxVGn7C74ZzMpp2XIZfns/IW+K4y93ezHJO4Sqk7fwZZM37fjGotODpVX2Rj6pQVfZtX4t+VIZo3Tn/FHUMG78sZ61f6dSSL6NT6ozMEAs+8Y1ZMKfUcYJXI3gWWQc8pwmVPpZAwhYNf2aEwva5Gz3Vp6wbuRYtkTWY+68QaSV9zTTl4gOITA8Nsc3cAWtPfny2rwuJKCPI04Fa7u82Ds45BoluxzBf6mt6YDyMhrr4m2Y9N0gSkgQcecSvm5VKJOKK6YaGU0M1timkilaNcQRp4pota9MGBE39rHrUgrCkxEINpRo0pFayTLtamk4cx9nhr2ySKnB3ozs+GMqNx4f3pzlhVUU5zbv5G5sHGz9lnmXS1GyuA3PTlwmtNIMvh5gzM0kOXvwnjMQspnZp6OpOeYzOlYoE9/f9IQ6ph2xahLyQzauPYZ9uy2J7oSpQ8/Nxf0ZttmC3pu+oEVqecFEV9p+v5Ix55szZfA86h+cQMWE+VD3F2cuiVTpXg1LIGV6Q5ums/FumsYtGAwYkNBozIvZ/ypMWaMSEsMmIqPWqATcvgwHt0PzTomHklqlzLFSr5DwHFRVpVChQtSpU4fVq1dTtFx36pcyWqYEJARB5RVhMJ4TFx3Bn96LqdKkJ2WKF8Yh3hvBzR5qlZJRBAlBBUmVCQp+wXOfK5Sr1TLJ1Y31lUAiv4MxX+K1x378/uAF1atXpYlnIRAk0jRhlwRN8eKoqIiCkKKk0eIkWBXGovZRxFSqUVU1USJ986xFVKxQjE4dWwMCWlP9RAWQUQQLVFPqFrkEb5lIKTxZ+T86jNvFSwXAF+9Z3XiqOcXpaZVz9makCozyXs2ANySLNSKSHSMa82Uqv+Ztv4TTp4agr1LjzTFPygsCAiGvq2u2ts9wZy2j+6x9Y7mN4/uwMc0SEgXT+M29UnNaCrr4/uzDnvu+xJRrQsuKNoCAtnwBNGB6gaYqKAk7F5lGLDcWD2bcjmgafreEkVkKekoNCs+Wdabk6KOpS65nEyzqzOXm8deT/CqxsehVAa2VdW4dK7IN/6W2pgeaEt358UB8vGfoHka36MyBOr9xcm0Pk+5aSlQE0diQx4ScNQCxeuIELdrEzSkZvz1fMWT6ucz3b6kA/b3bUMs96YaQiJNnNWp6Jrk333Okwu9ArydOJTGbfeaRl3ZeW9j3uQc1KnngqFF4uqoL1faVYODXo6mcrHqZh+t+Zk/cByzsUyrLpN1weRW/nS1Aly8avXHsDzk8mY8mnqDAqF1ML/+SZ9GuFHntpEhuHjlJVPF6TFkylv1NZ/Pp9y04MqkSWkB3ei+HIyozqoF95u43JppYbMmTZjydGf9mJCj1JVij8uZNsTV8+hBcPJH5C/w4E5p1TGaVio6OTrRKmWOlTKNMmTJYWVmxd98axvboQl4HZ0iFeCqqA9yI5PL2T1m6fzdWGgCRWiVVapW0ip9HBeIMBvr2nUKtihWZ1K29yevKqkxoUCg7z50hoHo9Oq9YjqVkiSqlnnz3lUefgiKIxGd4SlIAUEUUSYPGujypSewlkCjZYMAvUCbfyzwINhUQJAHRxGpAUWUERUIUFaNlK5fiLROpCI7sPERI0lW3Gs3lPXvxmVw567lbkiGap+cuEV6qNiUABCvylahAxbLpuUgI52yFVMh5NC/9QlDc3ND4P+XpG2pSA27yOAocbUT8nj5N/8JRtMTJzZU8r92uHb02BtIpLu295cj1PSg+KpCJpw4wplRa5FFEsrRJRSlQQ6Xes14JGEZv4smKPwhqN5W5w5P78pteoOnQxYJlphfMCn7bhtF53J+8oCw1ahfPoQ4rUqD3r1xoEomKgs+yj+mxrRJLdn5O9ZSb1voTzPhgND59trB6gEeGLXGCrTtFTHXB2FjiELC2tsqlxutsRK5qq0rc48MsW/TSZN9SAy8QmGkzjkLgyWXMnJaa/HnA6xsQjq2YvaAXR7sPp3/N8uz5rPxr36Y+Mip+cWz66alxegxYYGmZ8LtE6QnHCZ+Q2XZkD5Q4PXGI2GozYQlKgTxlG9E8od7OJb5sAAAgAElEQVQAbyZN24Nt7y3MbJwi7kN3mh9/PIFT1x10dctib1Oe8JvXEq7p9bwYUIHd8S81NvgJ+ugfaVt2LVoEXLv9wmGvImz8ZgVPaszg8PCHDKvYFe2ie2zt5Zy8zqjDfNOzKxf6n+TvryeyYOh2uuzew7WxlaimlQkIUijSthsdTQ4ab7xhQl6GYdA44pz3n//SzHj7SGmNEgThdWtUepX6UsOdq7DfG1p0STxkY2NDdHS0OVYqFSSQS09PT3r26MamzduoVq0yVatWNarpqZAgkqeqICIyZcpEbt6+zbbNW+nWvRuSZCxkJD/GxaokQpVqlWnVvAWQZAkb72IpywqnTp7i7v17jBk1Fhtbayy1lvHxSUYNQFN4pdBnmvAktElURVRRTUzU+1qZeDIkaSzo+uGHVKxUwSj7jmhyw11UQZaU+N/f9FT/ObxlImWBo2MeBKKTvC4BC0cn7LPlIalE3NvLwvGn2b5tH6cfOzFk/y2+S624/hw/j1+DrstsRjVIp6RZ9B6GlevOxtAMsuNp1Sk6LQPlLeow9+ZxJpjQ3tbY2PHGu7XSACIWtvY4OPxDg5gcRniEiq19nkwtmENPedF1wCqeO7thF5isYp7smc9PR00sRFEIOBmMHHqW5ZPHs9fUhTVl6T6zP9WTrFA1zp5UcAYwIOSzQrBwpGj5ilRMuYrVPcReI2CVrwQVKpbNNrc0NTqaaFVD3kSpM4UwnwtceRaTaXdDwaYwVWp4krYG3NtHbmur4e5eflp43PQ4HRfKc8WUllp6oBJ2+wg7gk1vU+iDQlFfS4Um4tZxASvHXKLV1D7MqHqEOcnGJoXwiGiwzk+eVPiIEqNDhyWWlrlr5lFj9cShJRt41CsogeyaNJ7NQg/Wf9kW52Tfexhnvp7A8vtaPCvtZ+b4Q0lPJOBkMErwaZZNGs+ulOOEYEXFj2fQu1KSKVJ0xbNKfTq4FKGEmz1GnqoQcGw5qx6Uo3W3ujgLAnbV3JAkDwb/doy6hrJUdH9J96YTGLFxG34f/S+ZIIXuzD6OvvSgU+vKaNFSb+Zx7kiOOGoBJIr2WMrxHqk3X76/jL69lnE7lVAt/Ys7GOKs+KJRdRak+C3iSRCG6OV8VGs3loBFtbFsW9KTrPJNM3IPFEVBUZTUrVGnDsDfp7J+oUVe8EHnVK1S5lipV0j5HBwdnRj0yQCOHDnCqpUr6dy5Mw4ODkZ1POIT1QoCDg5O1H6/NrbWtqxfv57evXsnsfYJ8W5zAk4OjpSrUN5YeRIrTlBQEFu3bqVChQoM6N8/8dz0vJfXSyQ/IgjxWaKElNmiXmt8sioEQUQSpdTvQRTR5ILt1jfhLRMpG1qOHEO93VM48VI2km7b8gwe2x33TD+rWAIu/8mWjcs5E2Hg/q9j8CpWm5adZrCxezfa1LCEfamcarjHn8uXEV56CiMaOKTvdVnWZczabXSPS596yZ1VI5nypzXFXZ8QUHw8P4+skb48UaIz5d1TLNNjjzKuZje21FjG7eUdTQQuZwLKY5Z2acgcYTKPvAdlR42vYHjG0+cC7oULZ7CjGXiycwJd+y7kTvHRbJiiY0SPI0l+Vwm5eYidO3xMytnrgiJQonw4sSsckyl7teHUnpqcSKWEGu3D0Y1r8U/JlAxXeRxr/N+46xv4YvXfqQd6J4VsQZH2IxjWKKUqV/zPQUGE4kQVl4QLGrj8Q0+a/vggfZL9JqApPY7jV7+ldg7GH2YGuautAtbNv+XK1jTEJqpmVnVEosT/NvD37NTySNWg1hoTp2FH/Zm/4fVXQyYNHE/9s0tpk8gQFMJCw8G2FPapsHg15CVhOJLPOZftAut06LBAq82uiVEhYMd4PlsPPdd/Q6f8KesVCXzylDg7O8Kv7GXvLU2ySV4XEIkS9ZCz+2NeHycEW9QmU5MTKaxo7LUtmXw5GDg3aQdrohsxdOZ0yictnr8CFQFwocPAzkzp+jPLr/djesWEQpEc3LATv+If0S0hH5WNIxnRWRSs3SlduQrWJj+cOO7vv4ISF4mPT0Had6mRPKa2ShUaJPlTU9I1e5Kmm5ErkDRvlF6vRxTF7IuNSom712DfFmj1YeIhGxsbs4JfOpCg5tekSRNCQ0PZsWMHtra2NGrUiHz58r1GMipWrIiFhQVr1qyhZ8+eia7SgiDw4sULXF1dgXgCBsiyzMmTJ7l//z49evTA3t4+sW+YyW324K2LTVhWm8if56uyavV+7skFqNdtAJ0qZDzBjfxwHz8s+o1de/Zz6m4IonN+bBQNlSee4MTX7yfLxxGbfbcPUgFqtOlAjfSUNVxgyrRALGrPZVHjDbRfeBe57iw6umR2IWEgKjSE0Ah95oPGU0KViQzyw1+Myq4aE2G4d507Mfmp7hLB/UcChTxc0kH+Iri0qC9dxu0ktNJnbNg+l2Z3P0tRRkOl8Xu5Nd7U+XpOj6tA463N+e3aIppkUuNDDT3Hqi8fvr7AUqN5Ea1SClBCfLh0/jg3L13Ez64iNYrbm96N0fly5cILapcZxrBGpq9nCAggEFfc8iefbCTPgazbPoYKGZqD4jg1oznDrmXknLeH/1JbMw3LCny2dBb7a49m+LjWVP+1I/njLSChYeGo9o44pDIHxgUHEUpe8rkoPD74M1suZywhdpoQtJRuM5R2ZTI+dcjBwYThgJNT9hAp2WcVQ4ZvxvbTnczv6Ejw3bNcuPA3ly5f5uqLcoxbNorW86/yfHleXjfKx48TO1qx4mLG5M8zA7sPRjCwbC2Wz9/D8JUdyAso/ltZsSOYqmP6UTOT1xcLtmPa0namf9SfZEz59dwpUxrdQ4lKI5cws2JuUu80IyeRlESZVOo78SdcPpN9F1zkZXTvM2aKTbRKJeSVMgtPpA5RFFFVFScnJ/r164e/vz8HDx5Er9fTqlWrZIRKDn5B8VgdUcThvXQxHerXNSrcqQKP794iPyK6S+cRBIFYg8y6PX9QuXo1BgwYgGhMHvVW34OqKMa8U2p8/inVmMxXRUZVQIlX6APFGEGlCgipxFjlVvwjo6qVZ3OGzGz+5oJpQA09xcaNN3BqMZQfv+9G5wY+jPXsjo+Ts2krhMlKFBRFQBLFHDEehu1bwprb1jQc1oXGraxo+P14Fi2/RbdJ5f51uvOSe116DXWmimvCB6Dw4tRpbltXoeP5HlQYX5t9txbSUAuibSU6DR2CVWlTT0Eh7OFTbDoswnv5ECrbgf7u22yJEWKBnqy6tpimr7n27aBvkW7cAizrT2XnkQmc/bwKTf5oybf7vzKxIJK5830TajyqQf8PC6aaRPj5wydEaQvjWTTFM7FwokjpspTN0EJLx0P73NrD/kttzRqkUkP4ceZ2ao0dw5QuDVjeNi+gEBISDnYOOJoknDK+T/yIsylGYVeVhz8t5fvVfiYsfTIxIS+JMGiwy+uEdXrJq5CHdsUHZYpIGV4EEIQTLi5Z35nW+/7B5B6fsfOFHWVOj6GK822ehsUhWLtSomI1ajZtgZMEGse8b3aDfhvQlOfTiZ34ue8X/DCsJV7VBS4tWcBeTTt+HVgmR5QrDbcPcPSRHQ2WzyLP5I/ZsOI0ny9okD2eDGbkaiTIneeIUl9quH8D9m6GNt0TDyWNlRJF0WyVMgExnngmJTcFChSgZ8+ehIWFsX//fsLDw/H09KRGjRoYDh8k5JfvyGeXn/xWFrw4uA5DlAEsbClc2B3lsQ/+ioDgXBDp5VOaK5CvSgVEhHjFvbfrKqegIigKfz9R2HvFSJwAfB94cPylBnubWPSSiFYR6VkXPFwEhHdshfxu3W0SaKrM5MyTWSR+lzqfDNehBAURqmjJ52CbvTcHEHuFRV/+jr9bd37qWQSNQ1+mDPiBZvOnsrbPVvoVzP1+nxmBVKwT0+YlOaA8Yav3WcRqX1LXJoW6oGMDRsxvgGk40GjuKS5rtO9I59RSY9AQ6vz8JXM3DmNzn+RkSXnuzawFf/PesIV0SE3+GAN37z5ELfQ+JdK9C5BNUPw58PU45uwPxK3pZ3wzpTUFc3Su+wfbmgqUSD9uXL1q0uVWeRyI7h8TC5IoNfh7xm3qyP6rd9G1rYUVOoKCwhGc8mGajxh4+PAZFGxMUa0lNb+9hN+3r5eK/ms6DZp8xcOG33Fy70jey/GPLZ5AWxSiaJY7mIzPb1/w48UYbAoUI3/hWtT68DNq1alD3eqlcX6NiOs5N6Ue3U62Zf2f06mTCpMwXP+Jrt02UXn1n8ysnlG6oRL30ofzly7w9w14f2R3Kid7piIunaczbnFNvhi/iK5LbZj60x3KjVxJ19dcErMDBq5s3s4N+2ZMaNeeYjdLseaX79kwoR79TWUNNuNfhZR5o5ydU4icHNsLV//K/gsv8jK69yWxSiXNK2W2SmUM9vb2dO3albi4OO7fv4+3tzeaC39RG9AWrEqepuWRI4NAr4LqgsYmHINFeywcRGS7UkR+NQhNtIAoKChiQv6nt9sGVTXmf3oRBgeuGYx6f6qCQgmkRwqqoiKgIkoGWlcSIJ82VwtLmMK7sVY1CYmsbm5EXfybW3gyqEz25niCWK7MH843561osWQarR0AbKg7fgYdN/Zl6uj1NN7Qi6Lv/OZMFE//OsDJqMp0a+KRbFfVcP03fjupofFPHXHzf7NMezLkAhKlvDzGvMEDWJdyzaH4cjZCTbbLLXkO5ItBy2g2Yxq7Wi2nQ4LrpuKP9/hxbLXpz57PKqUefyA/5O8rgViXrZxBa0zWoT/zHcNnrueuATj5N7HFb7Lp4xxMePwPttU0VGL2j6fmfpN+okZIxUiN9uc4tBWZcOg2n2vjE3rLAbwIVshTwgWT2z+yL9dvBWJZqiylUvuIIk8xa8h3XLZry7Jlw14nUYb7bJv1DRcrz+SLTgWyqS8YuHPnEWrB9/HMMoGWKN1vCQfbFqBmxfxvjDlVArcx79fLWPb8jspp8CNNmUbUcZ7El2MW0vXwhOTxTkkhR+J3+wqXrlzh6tWrnNn9DP3t2dR090LGEufSA/h1UHcqp9QokUozdN44fm/wBW1bWPDC7VP2jamcM3FJYX/w08pb5O/4FW2cLLEdNopmPw9jzleH6byoWe6w0pmRI0ip1CeKIra2KUaLrCr1pYYHt+CP36Ftz8RD1tbWREVFodFoEuXQzcgYLCwseO+99yhbtiyhthpCr59E//QvQlb9hVTADVFRUPWgBj+EIhXQqDpk6wMosUZXPtR4RT3h7e8KGnNOGRPyAgiKSuFSUNlRRImGo/chIlaJ/9Uiqdb6O4P/7taUEsCO9fsIKf4BbbI1N5GC//bhdJ95BqsWs/l+wCuCIbp3Z/6CDxG3j2LAgquvJVd8N6Dw8tJqvAa3p0YRN4rV/pCx664Rl6yILxu8lnC1YE9GdS+QxuaCnnOz2tJq5mFCcvy+cxI21Pl8Pv+z3siwIWt4KAPouDK/F59uy8uoX76kSVpycqF/ce42lK1R4+0r7Mnyq3g7JZSzRy8mf5fZjX+yrSYhYNNuKQ/9/fE38Y/vySlU/YdZvSaBRAEYfHn2HJzz5zc9eOsuc/k2lKxUGdNagxEcmzmE+dfz0f2HxfQrZmI3R3RC+/wI3w4dzupHmZX/MEIJvcDqNScJM/hw8fILrMplD4EWC1ShfmokSgnD5/oDIgCI4tTcL9gut2Li6Hpp537SlGPkdyPxvDCHsT/fT+EOKXN/zac0q14KNwcnCpWvR7ten/HNhlM8jlKQCnVg7vbT3H4RRuDNn2ifitCjZZWRTOxkw7MnOuoMGUH9HPkIdJz7zouNIdX4dHQL7ACxcB9mjqjAk1/HM+d09sfDmpF7kDJv1GuxUUf3wLXzOXcDP30Byqsobq1WiyAIGAwGFEVJFEEwI20IgpAYW5Y0xkxUVFRRi22dJljYaBB0oHGxwxDihwEbLGxksHfH0skVsXRFkFTihf3+EUOPIEiIgpSo2KeIApIe7oaoWCEiygoKGkREBNEosP6u4Z/e+H8r0JRsx5ipNajh8ip+5/nOyczcaaDRvMHU0CoE3rxGtGcliloB2FCz/2xmqzXfnHA3GQw83j6azv1W8KTEULxXDUqRG0ukQNcFLDvdjK6T2vGx/V7WfVI21/us655f4fAfu9m7dxvHogwErJyBX9n6tPzoSz7v1ImW7xdO0gaZx+tGMWmXQLvlk2iSR+B2qjWrRL24ybE7d4lTmuQqWi/mbciYn1OJkfrjKLdSnuDUjK9+Hc9frYbTcVQe5pddR/8pN6n+7X68GqS9Wgo7vI9TMcXo17BYjsRKpAVt3THM/9yX7w/e4f7VG0RGRmZaOS89+CfbmhoECztc3dxMq/aF2KDJTRuo0Y95HACFPDxMDt76C0c5E+ZKs1olTfyuELx3IoN/vIfHJ94s+DAVa5PoTJu5Sxh0vC3jBi+h1p7hZDwkSiXi8i8M+3gsm+L6UaBuOU7egvc6VSdzqWXfhFj8L+xm4/qNbNqyl4sWA9h/cyG1by9g4s/PeH/GZvoUefMAY/X+eL4dsJk2X0xgbfst9E3MiCyR38EWyf19PmzzKdWq1qDm+1Up46blwqTKNDxQkQ9a1UrdCgiAgu/WMXy+OYZCRaw4MWsQCxvu5LOK2TsDRJ75iuELbuD56QFGJG4SWlJj7LcM3tKaeQPGUf/ET7TOtOiRGbkV6bNGzczZm3hwG3ZvgPYfJx6ytbUlMjISCwsLs4JfliGgoEUs5IGNpwdx186hLVkC0dETvc9NLIt6ohfc0ea3RyPdJeJB7lJiUlB4/BgUZO4IIgYEpOyTT/tH8J8gUlLxdoyZmvCXQsDBKXQesJqoDxbx45DiSKH7mNGxA+stOjDh+28Y29KDih+Oi5euTSeUYE7PH8jHk3cRWKI/q3bNp6WpiUp0oeX3O1ge8gH9hn1Ae//VrJ7SBLdcOK7oLy6k16fz+PPSEyKwo2iNpnT1GkGnzu1oWCavyc4TcsKLniN3InZexfxehRHTXJarhIZGoHV0Is+7MKcrOl76viDCoBJ0cR1zZjhTeeAo2sQny8xTezpbfn1Ck54f0kx2pL7XH2waUeENrkdhHNp5lLDCH9Km2j/g6yYVoe2szbT9fCsfF+nJxYIFc3BQ+Ifb+tahEHH3KN5bHpogLApP74RnWE1Pf+sGdw35qO/pbKJOA9cOHOOpfX2amQgE0t9ZTv+BywltOo+D81uT5jrasRlfLR3OsVZTGfRdfQ58Xil9aRtkGQWZJzuGUG/4RvzLj2HL+llUOtKNs/rSDG1eMhsJtELY3SNsXb+B3zdv58jtaFyrt6HHhI0s/6gV5dQLeA2ey/Xy4zkyvGw6+7UDTaZ9QWfv3njN2keHZa0T5cjt2n/Hn+1Tlk8lgdNrMPBk+2d0GPA72oEbOeply4IWHZjYoRfWO39jcIXsidM1PNrAkF5zuFV6HH9Mq5/cKunQhNnLx3Hygzn0/6g4f2wfR7UcCA82459DgjVKr9ej0+lwcXFJXuDwLrh+Iedv5KcvoE0PEuIvEgiUwWAwK/hlFYKKKEQRtepHFDUO0BB95iSqLKAIMnF3ryM65SMmIgQcHFB1KipqoiXwrT92VQVVRVWNCX8tAFkQ0Ic+wyJPPjSSjXEeVFQUFFBNJ+fNzfhPEKlE6B7yx9wRDJ+zH32jr9m+bjClNYBjSxYeO0CpCSPxaleF37tPY+G3I2nonr7HE3l7K19/NpZ5B57j2nI2f6ycSAPXNFYpkgc9fj2IrWsP+n/RmlpnxjNv/kQ6l0lf4k9ViUMXHZ12U+NkQMGgjyE6Oo17UWIxGGMBX4PGxYG8bo0ZPr89HTq1oGbBtOxzCgGHZtC1xxxuvTeZXUs/4o0bwMoLHj+NwqWye67oiIoumKcP7nPlaSRK+CXWTB3FRv9n+Po+49mzZzx9FkCYTkZFwOb8Xg7RhJJJNlKi7+5g6S9H8LVwxNEikjsHtnH44yp0KJb6ElTx28yK3cEU7duF2tkdqpcBRBzdy/GI/LRqmkMxG+Setr49KDzaPI7um1MvIRXLSH0yT0//xWOpLKMqm8hqqz/P71tvYddowmuupLLvDkZ2GcPRAmPYuW4o5dPx/O0aerF09BGafzmIuc2PM73am0/S373DI1nPY++dVBqwiuM/fEwZqycsWX+YaM/BtKtk4ksX81Cj7xTG5ymTznEglqtrJuH10xb+PP8M2bUqrbpPZfOGj2lT0cVYhxLMgTED+OZOVWYen0i1DBh9xPxdmTl+KTUnT2P+4GZ4ZZn0h3Fp8UC6jj2AXd/f2LWgLe4a+Mp7FWFt+zK8WTv8NqxnehO3LJHM2Ltr+F+7QWyKa8eS9V9Q30QgVJ46M9n4422aDJ5E+y4GNq2bQF3nd2EXy4w3IaU1SpIkbGxSzNnZrdSXGh7dhV3roGOfxEMJVqkE0QmzVSpzEPM6oy1ZHkHVoIiG+JAigcvP/LAQNJQt6IKIiuqaHwDVuQAWdnkTIpTe+v0qGNdMtUspLP9ECwiIIvwwbysli5WhRat2CKqMgER+R2PZd4tG/VeIVNRDDv32A9/N/5X9vi60nLCdxVNaUzTJ/Khxb8Bna/6iQ/evGDFqKs0rbWLgnCV83a8KjqnMM7G+J1j1jRdzfjnMU8uKfDR/Hd8Nq4tresYHTRHafXuQE9Wm8Om4b/iw2jqa/m8c40f2oXnxtAiVSviWXjhvSV/TvarY4ZWOcloT0fRikb4s3dn3zScrLzg1fwh9p+0ivOZktm2eQb3ErJICNrbWqOEveB4FSVfp8pN9HLimoXTv9C6gcgoy9+c1pdL440QrKoKoxT6/zN8nruHhUYzi71eiWQ9PihUvTolC9/iq/if4DFnLgalljQufyPvs+XES477eSWilIfzy1xe0jlnHsL4T6VJlNx3HzGbWqA6855CyI+m5umwpB2MqM/V/dU2rxj3ZwOD6J7DJ0MiiEv4omHRn9ow4xZwZGwmtNpnhzTPmzJp+/NNtjeOvb1pTa0XSj1Ph5T09OsGLxrUWmh68Y59zSx/A0+ENOJ8naQmVEJ9IKJzWNSXKTzzO6emVUl0gi6IGrcmHoSQqXyUeCj7KwlXnoNosmplQeos8vIpNPvloN6c9rzS6FEKvrmFcr2GsfFyKQd9WI2DPan6JCCciPILwiAgiIsKJiIgkIjyCiMhwIiMiiYiIICIygsiwEPRR0Xw7/FvaHZ1KlbS4VNRFfvjyd55qitFp7kZWjKqJI2C4soJfj+qpMr0fNUxykjzU6D01fbn5ABCIvn2O+05tmLZhIH07VsctWb0KvusG0WdJGG2W72BMhYwSIYnSg2bQb2kr1q44jle1Zhk8P8mdvPyLn4b1Z4p3GO9P3cXGKQ1I4C1Skc4sPmBH3i49+bJVdU6O/YlfpnfAM8OefrE82DaFPkN+4LxNB37au5aBqfoYaijR/zd2Rvei45gptKx/hVnLFjCiXv5c42prRuaQlESZtEYd2A63Lr29G/ppFrT7OJlVShRFs4JfFmHTuAW2jT/ASIpU479VlUWTp4Ck0nT2V4jJcjGpyIoxTsoo+vCWv3RVRELBzlKDg6vRQCUrMmEBt5HzWVPMRUFUNSiJMVz/gLRgFvFOE6noh2c5cTcCUYS44OPciQQbS8v4V6AQfG4NPyxdy+btx7gT6UTVruPZvHMMnd9LjahYUqytFzvrdWTl+E8YP7gO+7ZOZPGSybQqkjAZ6/A9s5Vfl/3M8k0neaYUpH6fH1g1YzANC2R0wrbhvR7zOfzBx6yaPZ1vVo6kxZJpvNe4Ax3atKJNu1bULZbkXi3K0mvuz1SLzMZgTfUlh76bgnemTpYJPL+a2eOnsvSUjoqfrGb3vJ6USbYQECnUpCXVZk6ld5GDfGZvGW/8UokNCyKqQH9+b58vA+FRkWzqV4HRB/SploiLCCQu5je6e25L3boilWbYzv1MrqwBJIq0nc7KEipFinni6VkEV9tUBhvdC7QCgMLL6ztYs3QZv244wH1NRbp7HeSbkfXj3TSHsv5CM7rNncjn8z6k4oL/s3fe8VEVaxh+Zs7uppNASOgtoUPoCCgoRcWCIIoICqIgiqIoFmyIotfrVewFRaooioigoGKlKCAWVJAOIUAkQEJ6390zc//YTQiQUAKowXn4LSRn55wzp+wy7/nme78m9B48lGuvGUDf8xsSLsFOmMHDr6yj0mXTGd689I+iCKhKg+bNiTyp7xVFUsYGdpxAS3fiFzx5w41MSjyPSV/fw5mq1/n3H6skvG4r2jY54o5o255ex1mzbefSltrsTl9HwjHXFAiHi6Dg4JP+ok2bP5S4mxaTFxxMcGAALocmP3U/KVYc9754Mw2PvD3tbUx95n2SGo7ilt4lw1EF/Dh5ArP+yEXxG2/edi1THAGEVoogonIEERERRISHExEeQXjlaBrUa0JEeDjh4f73KkcQljKfMbc/y50v9mPpg3FlfqYKfp/P3M2xjJn/Mc/1qeX771ol8d7EyawLu5SpNzU7Tf/huOj81ErWlfm+pFb/ibwZWkDP/kW5eIqMhPVsT9M4pMJ2Z/HDtnS001X68YScz2NfbuKxOicVMjyESuWXt59g3GNvsZruPPTpNB656Ohps7LaRfz3mzW0e3gYt0+6itbzLmLEuMd46OYunIgresGuL3ll/IP8b+5GAi94iEWzH6P3ce3lQ2gz+kOW136IG0a9zD09lzLn2tHce89tXNM2ygiqCshxo1Fan/ncqCPZswM+eQeuurF4UXBwMNnZ2SYqVQ609okmKQVaCQQ2GumbOYcgJrYhgQEuBNJX+LZoVKVBCptij4+/WqMIUEik1ggkQoCwHAwYcA1tWschtIUWGolEa1nRNBRQwYWUY/8C7u4ziS1eQDgIb3wNL15alEAtiYj0sH2jTYfbJjP55sH0aHBiE8JlRFtGTF1Fj8snMGL0yzw+83Iufcz/vDR3PdPG3sb/djXk0tvfZLKoA/wAACAASURBVPYdQ+he79Se4ssqHRj+wucMG7+OhdOm8t6CT3ntwR/JbtaTLg1CD4kMWZPzBo3gvFPa2xHYO8mYPb58QqpwPdPvuZfZaT15dNHzjLu0XqmDEkfrh1i6rS8/r99NZpHNpRA4QqrTvENb6p5UgpSLJr1HMLL+ieYmlIGMplOJ6Zeuxj0Z2PhkNuBh16KXePX7cK56agl3DO3FUbdXcGOunLiQK+74hbmvvcq095/lwcRIzu3qE1IFqYVYNbpx35PXUVZpF1HtIh6cMokuJ1mk9rMRX7F01bFbpS+5l17Xv8rOmtfy2pdvcMtpTno/rEd/87GCRdNB/+ONW6KO1/AEyePDwR/yzdYy3nbU5ZKxT9K4cVlFmI9NlUsf5I2XzmVnZja5eYV4cRBUuS7tL72KXg2P/h5TafHsd9el/8Nj6XzYZQym+52TmXFxAA1j61C7Rk2qVw3DdTKdUucwadU3DHjteT4fNYsry4j+BZ43kS9+v4+o6iXyt9wHyBE1OO+ux7iuHPWLQuq1pdu59ah6squGtqRf/5ILJJ5VT9J72ALSFYDACq5Nj0evplWp95ukSv1yiigg54cXGXXfAsKun8yqx4fRvsoxDiCwIQNeWMa5V07lifEvs2Z7AaVM3CyFDFa//gD/+UzR5+kvmDS2J7VO+H90B/X7TWJpx8t55ZEHeW7eDD7uPZQBbU/X58PwV3GkiCosLCwlGrUQtpb96OGM8fqT0HcIOHw3polKlY+iIrYaDQoQAl30yMMfyYlrFUdwiG8sKoSv+C7+tRS+/KS/41QLNCBBHG6/7hN6lr9P/ul8ouJN6wMQukJ7UWaTtC2JbOkitHI01SNDTvvTNG/KATKrVCPSKrksidRKNal2BvM88tLTkZUr/wWOfjY5yfvJFOHUijqxHK2SqPRk0kOiSymCeRpRXgrdNpYrAMffPZ1fZZO4ZReFVRvTMNrJyVkNFlJQGEBgifvGW5AHgaVFLBSZCb+xKSOSlm3rn6RVuCJz90Z25lahcfNapdcbAuzdi3nj82D63NSL+n+BdeTfdqx2KvF/JEKdOGIjT9c3hCI94Q92FUTTrFmNf4bzpu3FaznOyNMxtX89v+Y3pEOD8jw0cuP2unD93Y/tCg6wY0cyBdJJUGgVqtWMJvSM9UmRm5NPSOjJuzmUkbLqI3c/O/d5qFy/DpUdgJ1C0sFwalY7tS/g3ORkdHR0GZb5hn8yWmu8Xi8FBQU+11Xbpnbt2iUbQN/WsO1vcm97ajoMGF78q8fjITs7m6CgIFwulxFTJ4BWPrMIJfFN2yvldP30408EBQXRMi7OlzdV4kvEZ/QACo0l/9pBlNYKtE/OCSEpCjktWfI5cXFx1KxVE+ELoaGFRmifGUlFooILKYPBYDAYDIZ/H0XRKI/HQ15eHllZWURHRx8+re+L+XDXNX9fJ2s3gC+2gvNQnDUjIwOHw0FAQAAOh8MIqeOglSbHU0BiTjJKaCgWJBqhQQtY/+vvBAcGEtusKRLfssNsYZWmTmgU4YFnKg+6dJRWCBSZeZCW6y9oBaxY+hVNmzYnukYttD/Xq3qEJNgJooIJqb/7GaHBYDAYDAaDoRzYto3X66WwsBCHw3G0U1/Nur6o0ImQlwOzX4HE+LLbSAsuuxY6dff9fCI4D5+sWuTg53A4TK7UiSA0v6bt4MIvnvYLE9DSBmFh2aCkT2xJLVHbNUJrBNqXmwTFU/u+6T2B7jVb/NWdBySrtnp5bokXtH/aoToPtkuE8IDwgpC8eJ2L1vUq3r1ghJTBYDAYDAZDBUMpVRyRcrvdVK1a9ehGrc7xvU6Uq4dD1xo+UVUa14+G8S+Xr8N+iupK2bZtcqVOBK0BCy08VHJVAW8WOV4B2sZyOQgRQeTKQqo7QkgpyKRA2Eit0MKB0uCQDpR2o/6WHClfYExKiVICL4JQS+FwOQhyQno2uIUDS/ijVRXwNjBCymAwGAwGg6ECobUvb6YoIuV2uwkIOA2J2yGh0KkHLFtc+vuXDDj1feAbWNu2XXwcRkiVja+2khe0i/4x3bEpJM4VxF5PJrXCXKQUVsYl8lmXspPYiCZEilSSZBDuzGRqV65OfHoicxN+wfo7lNRhKCwtadhC0qa6JGWr4rt88Hht/3TFiplpZISUwWAwGAwGQwWjpJiybZvk5GRq1qx56hsutbidH3Hq+StKKXJycggODsak6Z8YQjvRwkt85l5yCg6QFhRB/fCqLN27hX15GqwAmgZVITl/LxuyEsh0RBHjhA1pO4nPOIiSli+/6i9GaxtK2LQLBLv3eNkVD53rCSxxyF5HaCqkqDZCymAwGAwGg6GCIoRASklSUhL79u3D6XSilCoWWiUp+r3oX9u26dSpU7n3nZCQQGpqavHgt7RBcFH/HA4HLpcL27YJCQkp7ocRU8dDYEsPQlms3LcKrSS/CwuRZKOVz3hCCcUfWmJLL0JZWPpPfpH+Arzag8CJ42+I+Git0EiQNhILt7TJSpMgNF9tFAgt0AK0UHj9phMVDSOkDAaDwWAwGCoYQgiEEFiWhdPpJCAggLy8vGIb9LJEilKqOIrl8XhITEykTp065erD3r17ycrKOmauU5GhhNPpJDg4mJCQkGKjiaJjMBwDYVPNGcFVDdqRn5HD8vmfU90RStvrL0FKi5Tk/Rz4eSst+pyPFoL0rYn8vGI1zS/tRN06dUj7eSfL5n/Fr84f6HZDy7+268JCa5vqIRbdmtpIHAgtWfvDR1SrHUf1ug0QEhzKokowHKcAxD8SI6QMBoPBYDAYKhBHiqjAwEC01liWRWBg4DEjUkUFfAsLCyksLDyluj2Bgb4qek6nE8uyyoxIWZZV3LfAwEBcLtdhYspwOEqp4p+1FjSOqMWszqP56KOPOLjTYsaM12nSpDEawa233ELL0Fhe6nUvaCjoUsAV8/vQK6km44bci93NZkrQFFRGPm+88QZdunShadOmBAQElDqV7nReDyEklpC0jYU2MdIXE9Oa6xcspHGNXdx39f3FRXn9a5y2ff9VGCFlMBgMBoPBUMEoEigul68gs2VZBAQEYNt2sZA6kqKcKrfbTX5+fnEkqbwUFdYNDAwssyZU0dQ+KSVOpxOXy4XT6SwWUobjs379en744Qd69+7NtQMH4nD4hu8CaNWqFV26dEH4Xe8CAwOZ/9FHrF27lk8//ZQrrriC20ffjhACr9fLmjVrePfdd6lSpQo9evQgPDy8+LoV3TOnS0wdtR2tUVpz3nnn0bJlS7+Qq9hi2ggpg8FgMBgMhgpGkZAqGZ06UkSVFpGybZuCgoJi57xTETMBAQFIKQkKCiq2NS+tn0ViqigyVfQyEaljk56ezqJFi6hZsyYjRozA6XQedk211rhcLtq3b3/YepUqVaJ79+78+OOPzJ8/n/79+xfnqXXt2pVzzz2X/fv38+mnnxbnyTVq1OiMC9ui+yAmJoZGjRqdFdfeCCmDwWAwGAyGCkbRILRITDkcjmOKKKB4Wl9RHSeXy3VKg9miKXpFQqqs4rpF+ygSTv+m/CitNVrZICVCgxIgFGgBligpigAEWisQgqXLl7FrZzx9ruhHdFRUcTFbIbTPwAGbtLRUIiMrA4riy621r+itkHTu3Jlf167lgw8+YNDgQWh8USwhBDVr1WDIkMHk5OSwZs1PrFi+jIaxsfTo2R0hHb50JUsj/DlLWvv6jPYV+C2+dJri7SJ8eVFFKKXQAoS2UUgsDUr4Cgajle9EINDaHxHj0E5898c/P2JphJTBYDAYDAZDBaSkmCrKkSqiLCFVFLlyOBxl5jWdKEU5WkVmF2VFNEru498gno5kyz5NZo4Xu1ht+K6PlJa/fJL2CyGF1+Pmi0XzuLRbS2686WaS0mHVdo0QCvxCQwgPSsPG9YmER7Rl9XaNkIcEdEwURIfbZOVK3JXa4g518tzUL+na40L/7qXPjlwIIIyger1oXqcH27dt46GnptO+eRXadziXFE+NYtt0rZWvwK72uewJ/PeawKcOpSbUJWhT79Bx7zposy9VI6REo9CAFpqtqZWw/3SxJ8/3e3FqlFI0rgaVKzmQWlERbhUjpAwGg8FgMBgqOCdqGqCUKs5ZOlVRUzL/qehnwxFozQc/elm2WYD2WXyHBCi8tkVBkamE1vgqLUmfVrL7c1NMGELbrNyqmbrUi/JHhgKlRDpt8gstbJr5NMgaL5b/UioNd18m6dfWyfYDioc+9AKN0SqGrz+CUEuT4fEiNRQrlSJjEhHD5e0a0a1dCl8vX8Ps+O4oGQz4tE5wIOQVaJ/tuvD6IkhopLawpZem1RxMGXlIzH+xzua9nxRSAUiCXb6ivNmeDojdoIUb6cvu8nVDCB6/0kG3SqrClOc1QspgMBgMBoPhX8CZjAb9GyNNJ4IWwjdNTvmCT1pq+ndx8OdBTb0IQWa+JiFTk54Ee3LBRmKJQLSlENKBxMaDE7SN1NCzkyI9x6JRZU1yoUVhliQxxcv2VF/UBwSWP1okBQit8WqBFC7atITgPE39GoLUPIknT5GUoVm3t0i2eNFCUr1GdXr36c/cN93kuBUai4ZNNE1sSaVohdcLaTkC24bvtmg0NkpLv7A6hBACaVsIrdASere3OJihiA1ykBOgOJAq2JuuiE8BNEgJSF+0S1QQG/SK0UuDwWAwGAwGg6ECInCghBctbADiD4Cn0CIlS7HtgCSnQJLq9ucICds//U4gBHgFOLQHgY2WsHWfJNgrScnS7NivSclR5BTiEytCFbv3+cI8Eq2lL/CkFXuTBMIhOZglSDjgZVs2FOSD1BIEuLwuVHFukgBsNBKJh/1JoJw26XmChGSIT4XsbF9Kk40ALfEpxkNoJdB4UdLGRrF9v8ZhQ3KeYluS4IBHk5UpkLZGSYHQXhCWr78VRJebiJTBYDAYDAaDwXBGUCihcTkd1AgRJKZrdu6DnBwPHkC43ERIJ9WrScJQpBZa7E45FNlxaA1OSce6knU7FfvSbMIrKTbsUNjSonoIOIKhTVXIyhPsSDm0Z+EXZk1qC/btt0jN85KaZrHyoBeNoE4EpDsUHWOdpGQKDmYqpLJKrC+pWhm8mQ4ycxRbUyW7U2wcUhNV2WKvV9CutiStEPIybdQRskJJDVJQP9Ji10GbPQcgGUFmoUa7INqpCY+U1HZIMvJsEtMqniypeD02GAwGg8FgMBgqAAIQ2ufG17SOpENLSNlnke4UtI6BZVsVsbVt6gQ7qRJosS9TsSfF9gV3tMZGoLBpX19Sq6qD5BQv7WItYmpKVm7TNK0PgdJB7TCFzoMdyX4bPe2f6KcldapZtK6rIcdJaJgioqpFxkGoWh1CpYuAUE3jUMka4UUKC61UsU1fYGVoVgUiQ50kY6OFg2ZRmkS3TadKkCRcVM9ReMM0iXlewFV87FILhBLE1oSWDVzsSfFQCwiuKlgVD62jJTpCUC1QkJshOJiufVMg/QYcFWG6qBFSBoPBYDAYDAbDGUAjUNKNti3WJWjcaCzhxpMviP8NvArcCZqkUBvtVmAJhLZQxQYQCofXwVfrFekFXiSSpDQ4mGeTb2vUDokzWLPBKwhw+vaotReFC40N0mbddoFUXrxaEOSQJOcqlBJUzhcEOL04lUQ4PKRkCpoUWbRrUEKRvs/Bb5YbK0mgnR4ychzsOwjBQYKvMkC6PdiWwJujiaisjjh4hRCa9bvBtj0o2yJJKHL3evEoFz95NWHpmg1ecFqafK19UyC15YumVYAMJCOkDAaDwWAwGAyGM4BA0CTSRVYDhdQaoX3mC0poJIKfvphG1a7XExYUgg6yQGgqh0JoICghqVFJ06a+jcZBZKhCSYVDQVriCiKDQqhVrxPSn8sk0LSvL4gKl0g0YUGadvUstPQibCcILwpwFu5hX/zv1OvaDyV8boIOZREZomgQrRBK4nQKWtWz8HpthHJgS3AoF3nB2axbMZ9WvYehtQWhXqRWqDBJ3SqHy4q6kRZtGwikshFCoIUXgM1rlhJVpxHVIuuhheXLjcJBRIgkPNiXn6VkxbCbELq0QgMGg8FgMBgMhrMKrTUej4f8/Hyys7NJT0+nevXqREVFHWo05hr4cn7pG3hvJbQ/r/jXpKQkAgICCA4OPmYdqX8zWmtfkV0OmTFov+W3FnDbyJFERlXlySefQgrhjwb5jCZ87XwFbH1/+9YXSEbfcQdRlavw+JMT/QVxlc+oQfvb+qNKxSWaitfVTJv+Nos++YRFiz72r+vrm6+2lPYbsfv+Rfum2GkNGsUvP//K0KFDWfvrWoKDAxA4fMfl769Vooiu0spXfFgCWhWVzOKGYTfQpk077rnnHiQCVVSh2F/ZVwjtOwcV4H4yESmDwWAwGAwGg+EMIIRAiCIDB+uw95RSDLtpOOvXry8WoRKQVkkBIYr/9qUu+dRRp3POITg4GBBYUh7atihheFcixchCovx1q5o0bsT553dDKV2iKPPhfStevbjUlE/sREZWoX//K3E6HKAlQlLi+A5HCgmWv++66F/FOR07ERcXV7x9S1hHu/T989OjACOkDAaDwWAwGAyGv4VOnTqxZcsW8vPzCQoKAnxiqTSjhZLLmjdvjsvlM3YoKrJ8ojRo0IDc3Fx/pEkfte3SKHq/Ro0axMXFFe+7rL6Wtb5lWTRs2JBGjRqdcH//yfzzY2blwP3TVO65501+yDt+27z0VHLs8u/L3raApydMZXVm+bdx+rDZ/fVMZn62gVR1/NZnDSqNDZ+8yeyVaZzuw1b7f+CdF2axKuM0b9hgMBgMBsO/HiEEcXFxrFu3rtT3ldYopdBK+epM+efHaTTKF+PxTRMs+qMVSisUXrRW/qmFfuMK7a9VhS6eQlf0e9EfpTVKK7TSKOX7XSv/dov0kvBN01PCP1XR304p/76LXxpdYlnRNEef+LLQKN/L1tjq0DqqeDrkP58KH5Gy93zDq7P+5IJxN9I20LfMu/UzJk920/zRUXQJ9i/741VGvVjIkKfvoXu1Iv2Yzoc31ee2vGeJ/+I2apRDVnrjl/D6pHhCRo7g3PCSGyjkwNZN/JlTjhtBOomMaUn98JPskJ3AvImjeMQ9gU6XtCTy5Pd8DLz8PmMck3/I5pST6mQE3e58mhtanqbbT2fx04zHGPXHL0T8+BZ9o07j8wFrF4ufuYMkbydWjGtWSuDbYDAYDAaD4eQpitK0a9eOKVOm0KlTp6OiOwcy3ezPkD4RJDQSja1h50EXLqdA7PGNM2XRalpTvYomMkSSk6/YnXpoW0r7HPGSUyx2pwfx226FQ0hfMpWfiBBNzcoC7fXg2boRpTQCfFYWQpBfmIPrzyQK/vgFtIWWGqGUbwpjUDCumCYorfHu2AaF+dhCI7RCYKEFgMaZmIAn0KIwpSoKiZQKhcTyW7bL0Eq4YhpiVYDpfRVeSImQXNbNGMuCoI4svb9F6Qek9jPvyf8yN34kt5QUJ+5NrN/sptZlLYk83bE5exczhnXi4R89J7+ujOKGBXt4u1/gSa2mEj9jyVpNm/H9aXLaR/xedi1/h5nfNGFQ3zhCy3lz67S1fLRgL7rff06fkLLqM2zSg7zb4QHuf2oovV66gJDTs2VkVH/GXP84vd54mW9uf5PeoWW3LVzxCD1v+ZCUMpSm7ajPkNfe57GekWdnKNhgMBgMBsMJUzStTkpJixYt+P3332nbtu1hbZZttJj8rQcQWAIspyJYCDILmqDxwg82Ei8UCTAN91zu5Io2mq0H4P73vMXbsqQiJECTnRuOrTsyd7uNbSmEshF+k4i+bSzuvsyC9AySH74bT2E+zgAXKBtV4NtPu8BAUpYuQNkFoMMQgV5EfiGOxi2o/vo7KHcuB1+ciDshASEFeDwUmW0IBPXxmV/sx4JKAchsG5tCpDMAJRWBLTtQ4+nXzvwFOA1UeCElI69g4qPd6PDQo8wZMp9hpYSVMr5+gsc/r8ptS8ZxTgltotL/YMMeF81btyhRPuy09o7oa2ew9InzcJ7gGjrpbYb0nlqOfdlsnzePHziHiQOanLHIiWzQl8deH0fDcu7Au3Y8qz+eeQItbXZ9MYV5v2ed4HS9AqrXt1gx6wHuirryBPonqdxhELdeWPc47QLpPGwwLV9/hSkLnuCiG6LLFkG5B9iV4KHV7UPoEFbyDU3mT+8weWk8aSLIiCiDwWAwGAzFCCHo3Lkzs2bNIi4uDqfTeSh3Sds4tMCWNkoLLm0nycqERlGC/R4HdgbsTBHEp0qKJu5JFEI4kdgIYWFrhYWmXZxFSLaifp0A0vNt3PmSvamK9Xulv26UxItGovAKBcKBU1em8v2jUbsS0Vn5uPMLCGzcEJWbip0RjCPMhYpfQvqqzTgFCKmxtEBoibPZBYS0i8Tek4OsXx07MxOybMKCQYcFYTkDcFRrQkHCFhyOQESAJP+nj31ugaJijJYqvJACSd0hD3DDcxfzxqytDHmo2eFvZ6/giXvfJ/TOxTzW7fBwgmf972zWzbi1U/gZ650jtBoNGzcm4ATb247KBJYn2uP9jdnv/ozzglcY3OhsmIDmZfvHT/PwjEyqRIWdoBCtQvWQRJZMfvUE2krqDu92mJDKmTuUZnd9hfuotm6y7UzW39aUGvcf0RNZjevf/ZkXevmvsFWXi8dOZGy9El8Aag+v934ZK+4ebu4WfEJHYjAYDAaD4eympEGEy+WiQ4cOrFy5ku7duxcvVxK8UmBpgUdqdvwJ1cNhf4ZmW5oDB5qcfI3Gg9KWbzqcf7qeQCIpQGsLpSW7k6BFVcGBNJtd6VCoFTLfN3VPWRLp1UghQFq+CJXw4hUF5M6ZAwHVsSIDUTm55O39HfKisGpEYOeE4t2VjOWbt+e3MxcgFCJjB/nf7UaEheMoyMGTcQARWhtkKAE1Aslfv5HsZctxVI1FRgRh29nYB3IRDVRFMe07G4QUENCJ4Q/dQ3jE0XElle2lZv9JzHikK4fLKC+bvltDcs1unBfzzxcehUufZNDza0oZ5Psp2M2PG20c3nmMumJx+XbiaMqNb0zimpplPwXw/vwfOtd8vvwRL28u6XY455xgc6vpGJb8+h/a/wV3qivuKu69vzVeQHncKKerjA+IJjstHVflKgTIUOJijt05e+t7vLtScMFzw4k7Oz5xBoPBYDAYTjNt27Zl5syZNG3alGrVqvnyjrTAKb3UqSpJSBEkpNkUZsP+PAvb8lIjRGKFajpXdZJW4GbLgZIPfDVKWdSKhoOpXg6mS3bbij2ZFgKoEynIdmjOaQAp2YL96V5/XSgfthAEN2iCcifh3ZWIq307vJt+xmtLXLUDUYnJqMp1sF01kcFpHOlZ7v5zD46gajjCLHJ//A1XbGt0/C/k5rvJ+7UKgbWr4gwOw7NrMzo6GM+WHQgNrgayqKTUP54KPKzLYM51cdzzbUlp8RavjQTcmbjdcF+TajzivwqT3nrE94MIp/+09bx5aRJLV2zGmyt4ZmA/XixzP07OuXsOj/TwRRzsXUt558ttFPjzYOyt28m1D7Dm/Sm4KglA4Iy9kBt7nvYDLhudydafNpNRtSU9GgSd0V1ZTYfy2isDqVHOu1vFz+KWUV+d3k6d0I5z2b99PzI2lugy7npXi/7c3QLylt5D+6u/Y9CyNTzYppTG7lXcG9eLD7rOY/P0voQd3aJkY355+x3Whl/Be9fVM9P6DAaDwWAwlIqUkmuvvZaZM2cyatQoHA4HAoGtHTSupoitAxn7JFWioL0L1mwWNK1j47Ic1AkTqIIAtiX7C9/6p/k5sKlUxUmzagJnocQTKKhTE9KSNVE1FJWkg8Bgiwa5btYqC40E7fPTc9gCd0BVIq64GHvHBkRUQ/KVIDBc4CmIJLCqxhb1cKT9ia6ajifD7wGo8RXYRaGdTgLjOhDQrAe6IBOVG0BQaHPyfv+eoK5X4EnfhsvtRqWBO34nyqt93hcVQUVRoYVUMJ1HPsvzlx3uXa6z1/Dag2+QLIKp3u1Wxl7ZmJCSF0O4qN/KiUpdxvLfbCJjo5BeL96SG8lP4IfvEqjUoQctIiW2PuQe4PnjPSbcP5e0osQd202+V7Ng4v0s8lcWC71yBoN7tgI0uZs+4aXnNp1wBEdnrmKfgpgjlgf0fJSFZYiznGVjaP/NJno/v4jFt5zZwboIq0eHbheUP0cq9GuCTveHQxWSmbKf/QcOkJx8gAP79pOUtJe9f/7Jnj272JWQQEJCIsm5kkY3zmHptKupdYyTFHzeAPrUeJ0pLy7mrrf7E3HE+4U/zmdxQhV6PXPBcUQUkP01U9/bQcyQt7ii8ikep8FgMBgMhrOSoml+YWFh9OvXj7fffpsbbrgBjURom192aWyvwNaSwExFjseL2+MkP0ET7LT5wxYEuHxmDsK20doF2oONg8S9NvuVhUd7CbIgvcBnbV65QOJw2Ti8XhwOSM0QxEobpSVCC5/defJGst/diHYrZKUNuFP2YWsHOjiCvIgQyPsDERAMqfugVjj5uXnkpKeS5S4gUGhUfio5336DLvSAy4XOz0Z7NiAsi5yPZ2BrB+TnYlUKAa9GKo2SXpRWyDIK/f6TqMBCykVsj8HEllykEpk75BHW5VsIEUz+z68zqfAOXnr1Yfo0KJmlpEie/Rkr8yR1+jzNJ/9pf9iJKPz2dhqvDmb4tEVMOMJZLvCKaezJmnao7ZKRxF4Vz7gt3zCmTonRub0V0ORuXMyU/aW577lJ/zOJvJCa1Kp8xJTEunWJCjlBtWFv5s3HZrKr6R3MHlaWiLLZNucB/vNTSx54/kZanMpVz9vP5t/WkllOMWRvT6bwFPzTMz59iEGTVpCalUVWZiZZWVlkZGZT6PU9BRHSQqJwRDWjfctYatdtyvntL+OmRk1o1jKOVs3qclxX+YBOjBjWnteensaHSf0YedhUxzy+f38hu2r3541Ljpdbp0h8/3U+Sj+XCbd1PuE8OYPBYDAYDP9e2PfAWwAAIABJREFU6tSpQ9euXZk9eza12wwmrp4Dl5Z4pUIojZYKoVwgbYSSIAXK6+X7Ra8TXK0trsBzENoiJFDSuoEHrVxI4fXZlQtNcMo+khO3UbdON4R2oIXPYqJKCDQIVyAE0uFip2Xx9dqtDL3kfKoEBGAjCYys4Yt1CQ1aIiN89a1UZEf25ucz4a4xrF7xPc/07EL7tp2QCpDC12+hEEiE8uK1nKBsnMLhr4mlCagcjZaagDrNkKdca+evoQILqSNQB/hyXH9u+7oRE8a14InnYPzyCeQ/NIzr2n3CVU+9yfOjOvtsztWffPjO12QqL54//iCb9hwKFiiSN24hOaw5rY6T+3J8JNHXTGPztMuOHkS7V3NfXE+W9P+I3/7XqZyugYp98ybywppQrnpnLB3LHKnbHPxtMR8sKuDGZ8svpCxXEAHb32Jw97fKt4EiAqsTUK6HDIrCxLUsX5PLwMdvplNkJSpVCiciIpLIqCiqVa9O9crx/Oecbrx3/sssnXxhOcWLReNBg+jyxMPM+3gvI26vc0igpn3KjAX7aX7LcC44nju99zemvrGUwH7vMiz2n/9UxWAwGAwGwz+DJk2aEBYWxkcLZjC2T1/q1q3tc7NDgPaJD0GAX4KAQPJNjdbcddsoIkd8gJataVxN8txg30hIa6e/hK+Dd95ZxuerP+fZSb0QSJ91uvaV9RXCQmhNjsPiFU8IDfr0o8kzzyKkQGhf0V6hBVoo0LA/OYVff/2ZP/fspXHjxoyPicWa4KJOzRrFJYN9W/bVwioq5ov2FQRG+9wGi1r5KwUfsnP/h3N2CKnCnSy49xqGv6O5ae67jDk4iidwIyp3Zsz7a+jyxu0MHdedth/fzxtTH+OS/PeYs9JB14vO4feNv7Ku8Ea6F4+4PWxYvxXd5FLiTimEoE+9cO1xUEnzuGfcAgp6vMR/BhzDlvu0EMgV0/ZQIhj39+FqzGV33c2g0gzwVA7RkZCZmoZdytsniqzTl74dH+DRz7/i4KgRREsAm4R3p/BpQQ8m3dz2uB+ezM9fZ8amWIa90Zcqp9AXg8FgMBgM/x6KpvnVrl2bm0eMYOHChaxfF0KfPn2wLN+DWa01Ugq0PjT6u6z3xcStWMbKlSvJyEinZ8+eSCF9VuoChPCNXGrXqkXbtm2wBEgJQlh+u3WfeNm5cydLlizhpVdfISoqCsvpQGvtM78ACgoKWLFiBYmJiVStWpX27dtzRd/+AEcVFD7b+euFlEpm5cvjeOjNb4j31qDLkMd5/pHLqV/OQk4FOz9h4vBRPL++Lnd/8An/u6Q6Be+UaCAr03H0HFa3f4VbHviVDPJZ+eZM1kZexQf/qc9TPRazKt6me3N/xMC7hTVrU6nV7RzqnEoQQXvweEFaZygSofYwZ8y9zM/pyjMv3MKZCHiovHRSsgrPuCAUrkpUrRJ8empfyapERzopSE8lW0FwedWlrM0lt4wjLb/5oXxH929Mm7aK8AHzua7u8TacxuJZC0mufxOXtzkzVcoMBoPBYDCc3QQFBTF48GASEhKYMmUKHTt2pF27dliWVVxrqgitNbVq1eLaa6/lxx9/ZPbs2QwYMIDg4OBicaa1pnnz5iilDlsGoJRi6dKlHDx4kFtvvRWHwyegtNYUFBSwceNGNm7ciFKK7t2706tXLyzLQkp5qO6VEVJnEsWemTfT777FfrOGvSx4ciCJjlWsfrTNSXYmj19evp7rxi9mX93reGP5ZEa0Ci2jraRK57uZvwK8fzzN+dN20fSud7isdS7fVJvEypUpqObVfTWXU1bzw7Ywuoxvf4pFegtxuxU5v7/PE4+uPDpapPbxQ5rNwVXTmPjop6VEkyxir7ifG88JKXXbGyffyn2f5HHBc28w5pSSnspC8edbV9Fo7PKyLddPE85zn2HTd0cX+bWVBilPUmA5qVO3Bnz7J4kKqp2gkMqbfz11rptH1lGq8b88ParoZ42yFWzqT5W3D7UQ1W7k4x1T6XXYelXo/+h43r5kAqPG9uDb16+gurHsMxgMBoPBcBIUCZPY2FhGjhzJL7/8wtSpU4mJiaF79+44nc6jxEtRgd86deowa+Ys+l3Zj9q1ax9qoDlKhOXn5fH+3Lm0bNmSXr16IYTAtm127drF8uXLcTqdtGjRgoEDBxIUFHTYPouiVf9G/mIhlc2yRd+Srkos0nn8/tkS4h9uQ5OTGjEH06RdZ3rddT13PTSApkV6I2cH6+s8xNptjYk90iVN7eXdCS/wc8RA3r+7A66AfC7qFsL7X35Lxi3XUwXIXLGMtaI9/z2vPIVT80j84XPW2F25+hw3bjcUpv7Ml0s2lNo2KUeRvXM1X+aXZlnuolPrMaUIKUXSwtFcdd+XJNOcjl1iz9BFlNQcOp1feuagUcS/dT2DFrbmjUUP0uHI6rju73ns4rHE3zCf2cPrn/QUQxFSg7pHXXuNx+NzeHGd1GfTQaNG9WDWdnYUQocTPDkB7W5i0qvdcJcj/CaCm9KylIrBIW3H8t7bCXS/aiQj267k41sanp6om8FgMBgMhn8FQohikeJ0OunSpQtdunRh27ZtvP3220RERNCiRQuaNm3qbyfw2F7Wpu5EOwWtr+7Fc/Om0rlFBxq0aooWgoPpB9iZd4BKKduxtMKdVcAH77/Hxf37oqMjWPPnBv78cQtZ6ZnUqVeXG264AZfLVaZY+reKKPjLhZSTiIhQBHklposJnBGVqVSOaxDW7QHe6FZyiSLpvTFc8qCTFzcupMWRK8gaXH7/EzyVeDH9oyQQwvkXn4u+axFfpV/PoMrZLF28nMJzxtM7+iTkgL2Xr/8zhAVLl7AqPodat31B346C/EJJ81HzWPNoi6NPdLHZxAxWn4TZRMaqiQwYPov9kdUJSzmsE+z57EVeX34AddRaigMrU7Ez1jDt4ftZUtqhOZpz7eM30aFEXpgjMoa4SAAvomogwhlBvZataHVk7lhBApUcgsCqDYlr1fy0iQWP2wOugKMNI3QeyTu3sa2Mk+YJiaJy/mbWrt5Cu3qlHazEEV6DmGqHRKoVcyHDb73wlPpbWMp+oi55hql3reTCR8Yys/fH3FzPSCmDwWAwGAzlQwiB1prGjRvTuHFjDh48yObNm5k+fToBAQF07NARR2QIPZc8jpYaqS10hJs3d2xEJgWCttFagK0Qn32NlgoKC9G1nMxY+xpKWEiv4um4QYy5agRC+gbo/+ao07H4i4VUMJeMuYeunz7C92m2z5sjpCW33nstNcoz7algF2uWbuBgkXLQ6XwxZRmizX2Erf2cTw9r7IUq7bjw3NsYV2Jp+MX96K7uZcEXqQy8bAUfL82n8/grOXYKTCEH1n3Nwg/nM//DTzjgzeSrhS569L2LNycP4qqeTQkonE9qBkRGRZ2mk+xlz6JxDBj2Cltjx/L+IwXcOWhZifc16Zu+ZdEn8aWaLBQczEblxvP94ixKLdnryqLL+MOF1JHovHiWz32XfUdqAe96dvtVhGfD+zwx+1fyTiSyYzup2/dORnevUUoUS+F2e8EVcFRESud+zl1xnx93889d3IznSn1HEnXDAva83Y/jGe+dOiGc+8CTDJ5zNc+8sJIhL1/wF+zTYDAYDAbD2ciRuUiRkZF069aN888/n7y8PH5Zu5bNv/2Iu7CARtWbE6TS2ZCZhgoUVHIEUNMVwvaCbHrVjOWPg5s5UKhRAQ4ctsarLCIDLVK0l0oRlRAlBmdGRJXOX242EdD+Ab78uR2zZn/FdrsmXQcOp3/c8erxlI5K/YwJg+/lO/8gXtsePLbE4ZrEkNVHtPW6oc3jrF0zgbgSRy2j+nB1z7HcNvN91uZ+xad5XfnflbXLrMe0c+7djHz8Pb7flo4KrUfH5lEEuFrz5M9LGVsi+qGykknJDyI6qlK5ju1wsvnttWFcfd8iMlrfzfsfP8OF2+4+oo2D1vcvYfP9pa3vZvV9cfT46CLe/uM1epbTjVBn/MSspxKOFmI6j+Q8TWNApcfz28/fsem3tSSFtaJjbKXSi1MX7GXdL8l0aTqa0d1La5BLVrYbGRZOxBEXQwRfxDPfPE2vssJ49namDB3GV53fYt6YlqVEyCTOyJhSo4DZ3/6PO6avx1PGpg/HQZPrn+PRy4/jmBjRm1sGN+TdOe+w7JkLuNQoKYPBYDAYDCdJaWKmyDACIDg4mPO7daVJh5aMnvslHSrXQtCMe9vUJs/Op1BDflY6mc4I9qas57zWNxEdCHuznURbfxIWUo+9B7bw1LavsYUGZLELuRFSpfO32J8HxlzEqMcvOuXtyFqj+SpztO8X9+9MPLcrM9vM5bdpfTgsPSr7M25ueS1brh1E86OOuAp9bujHAwNfYOjO/YRcNZdra5U1LLaIDnMhGg1gwsPXcV3/btRaeSuxV8VjHbGKNyGBvUTTpobEm53MgYzCw6fceQ+SY2u8OQdJSkw8YrAvCa5Sg8iQoo0qMhMSCe73GgumjaJNGLi3ncSJOk3ImoOZ9cdkeh01te8ThtUdyGYgoNt4Fi0bx5oH29Lz80uY9NV/OecoxWKz9fmedNzVkZuuqVW6CLFTOZihCW9WhaPSj2Q4dVu3p32ZaWzN6HteJLO3HqBKm2FHmVgci/zty/hg/gaaX9CSqGOpI5XMH8s3ktjuccZfHn2crbpo0/08ol76mR82e7m07dlRdcBgMBgMBsNfx4mIGV9xW1/bZSlbCLYLWJ0aRsvwCDam7UXbimygXnBlfk/4mnx3FrluSbXgMJT+jUx3Jl4tsdD46koZp6xjcZaM6BR73pnAa7su4KmPLj1cRGGzbfrzfOTtx9QbS0/2D79kFEMbvcsz2+KYcNdlRBxjT6GXP883lx/6/ei8GB/58fHsFfVpGCvZ/uoVtH7kp9KjHK/3ocHrRy4M4JK3klgysqj6UDjdn1nF7w5XBblgLjreMopzpzzFM3NH8+ENh4sltX8BT770K81Gv0K/Iw1BivAmsfcAVLuwZjmOOZhze3YmaN7XfJV0Hw3rnOSXQHBXHvzkAwYey28k7z2ujr6J5BPcpFWzJtGkkLTPBiOkDAaDwWAwnAk0SC1Q2ktqZhL7BSDS2ZO5B41Ea4UUkJqfAdignAgJSQX7ENoFKLAk6lBZKcMxOCtGdCr5Y8ZP/JKo4csZdkQyv50wk/ue/o3W417zG0yUQn4u+TbgDCKoFPe1k8fNht82Ulj7UlpU9t2FVoMbmT73DpofLzriWc6jFz9ydO2mf4CIUmkreOHW4cw58jSqvazJ1pScoGnFjOCJW97iwsceZfGl0+hXdO7VPhbcfx8fBd/EZ3e3LttkI283icmSGnXrluu4q/S+kh7O21mw6E9Gja57hosVHx9VUEghLgLMtD6DwWAwGAynkaJaT+CLSAU4LPpX68jXb82lhsfB+WOH4AhwsOmPDeTvOUj7S3ughCBl+y62btlMpz4X4hIWW+YvY+2GdZw78FJiQquBBqV986lKugcaDvF3j81PC7lbt5MdUYkdL/fnvMRbGXvvaK7tEI0j52f+N+x+vm8+nu/vLMtNLpOlj43mzX3N6VD7NyaNm87ARbfS4FTM1dR+fvl1NwFx7Wnpgv0Arqo0bNOe9sez58vbSbglyDiF3f8zCObcB1/k5sV9GT3qAlrNG0YDq4B1Lw7htoVVuOvzp+gZVvba7i2b2O6txcVNTjB/Tu3n88duZ0G9SUy5ORYr6nKu7hXAyHfnsGXUQ8cXsGcUm4TvVpEgY7ityWlR6gaDwWAwGAxHIZEkbt9D7z8jiKrembvuHkPjJk3IyMig7aBWTJ05gwu7XYjQkNuhkMYxMQy6YCS9L7sMT4ebePC+ccQWxuDduA87uilSSiOgjsFZIaTCuj3AwvV3sGvF+0x+8SXuPPdFHr9gIBfoL3h/X19mfns3LUsVMDa7P7iDkW+m0fv11cxu9Drn9n6MO6d15+Nbm5T75KiD3/DNWmjzeFcq4RdSZwGyygXcM6WMHKnPl7P5yBUqX8h/p9/Pj5fewZV3hfJi8znc9MgmOkz6ionnH0NFoUhdt57djsbENT9BY3gZRUzlNOY//igXX/EuA6tFcuWt1zC+z0ze/G4Mr/QoWY/LzapnbuPjmAeYdE3jE9v+yaCzWP3Wc3yeFECgLCBl2yoWLfyBsMtmclW57CkNBoPBYDAYysa2beLj41m6fBkNY2IYMmQoNw4fjpQCoWHTho289PqrdD63E1ortJAEB7pYuPgT/li/HksIrMAAnnv1RYSGrdu2MmXqW7Rs3oJOnToRGGim1JTGWTSqC6H+BTfz7Mfr2Dj/OpwrZzD9230EVg4ia39aKZbgipSvx9H/5vlY10/mjZtiCD9/PC+NrMK3913PYyszy92T9K8+Y2VhC3peWOfsL8CqCkjbm0y2V3Nw7Rz+99gLfLbn0NkO7TKB+dMHkPfWNVx453Lqj1/IvDvjjq4NdRh5rP5+LXazznQuK4fqMLykbFyPvP5JRoZ/woSnvyMHCOlxB7e2T2LWxClsOewGUOxf9wkLv08qxwGfACKYqu4NfDhrGm9Nn8tXWx10GTOTL6ZfT82z6BNnMBgMBoOh/NjaRinfSytdPEWvrJdSGqW8aGWjlBdb2XiVzbbt25k+bRo7d+5k+I03ctGFFxEQHIjDYSERpGWmsWnLJq7s25eQkBCkEEihQGg6tm9HbGwMP/64Bg04LQuHZdGyWXNGjbyVSpUqMfvt2Xzzzbd4/Pv1Kq+v39r37/H6rbXGtm28SqOV7bfDODs4u4Z17r2seOVmLhs2i6yuj/D+x69xjWsRo7vG0e32OWwudoYoZNsHo7lk4KukXPQKn0y+yj/ArcxF/5vDY+3imTTwGp5dU44Jdmo3c9/+irxWVzLgaIvACocqSGX3prWsS8xBZf3GO+PvYuSQq7msRydaNapF5ZBQqja8hYXpXg78vIRv1yeRW+LzkbftE96cuoy9zggiAnPY+vVCliaUZdFRtNL3fPldFrW6nE+jo05hUfaYInfX97z739u4ol0d6ra/mTlJnbj/8SvJmTGeyZtscLTkjqdGUOOHp7jztU24iw8qhT/3FxBdq+ZpOUdH46DxHR+zdddu9uyOZ/PP3/De00Npe6SPu8FgMBgMhn8tQvs89oTSIDQCjvlC2KAlNgqtJFu2bGbW1Bns2LqZ4SOG07v3xbhcLoQQWAjfOlqz8KOFXNX/KrQAqUAJ7TOTUBIEXHB+d/5Y/weZ6ekASH8+lOWQtG7dmpG33EyNalFMff1Nvv9+FV63G63Bl5Z1/H4L/7FKvKAFRxsBVFwq/kgfKNj7I4s/mMPMN2fxTVojBj36Bc/c1Z0aFgy6YgDDJo9nanY9qjsB924+e3wYI577mfCrX+fzaSNpVjI8EtyWce+9TeJl1/Pw5ZeRPGMOT/VrcJwIyiHcv05j6nfQddL1NCtxdnXGWt577n+sON5Y2ruZrYWaaid3Cs4ANjte6EXr+78jT2mEdFGpms2v3/9B/foNiO3UmgsHxdAgNpaGtbfz324jiR/1Ll+P9+ei5ezgs1cf4r6nF5HRehRTf3yCy/LnMHrYA1zd9lOuvOc/PHlXP5qFH31CcpbO5/MDteh7ZecjzrubHfGJ2IXbeO6ixoz6aTfU70a/657i8/kDuSDGhYx7iNuf78wr/13IiNkDiOwxkSljVnD5wwO4LXoRkwc3JCD3F9ZuDafJ2NqlH3r2Ym5rVIuxxzw/BaTna9qX8+waDAaDwWD4d6MQKC8s3+5FYh3XJU9rkNpLYfY+dv7+KTENYqnb+RqcjiBWbi+q+aT8L0DDnoTtpMtYNqSEIQ/YYAk6NxQ4gA37vGRkgcZDRONLmDzvB7pecMnh/dA+MwthNadh90aI7M1Mnz6NWo3aU6lmewQukN7jH6vy0ry2RbVKFEm8s4IKLKQK2Dj3Cf775nw+X53gG1APfo2Vo6/nnOgSE+pkFF3umEIXCkj48jnGPPhf3t8UTK9HP+OdR7oTXYqwkbX68uqX8wjtP5Tnr27H0psmM+/Nwf56RF6S1q9mR6ZA4CX1+61k6iBcAYC9k+mPvs7G6Gv46IaYw6b1qcxNfPVhOsdy1AZAZ7Hbw0kKqRzm3RjH2K/dZbbwZKfgyX+ba2MWlu2UZzVh9KKveLiNA7Co22cCMxtq6jaIISamLtEhZUxULEjG5f/wpm34hHfefIvp73/NDkcrrp34Dc+O6UZ1C+B23vvlQgY+8wAPvnANrV5qQu/BQ7n2mgH0Pb8h4RJQe5k7ZQHJ9YYxqGvJ+biKpDnDGfzqNpSrDgH1BvLsxOEM7tmQsJLX0NGSW+/pyys3vcC0rf15oFkE3Z+ax5Tkvtw6tAMrZ1xOJ/kzCz3nM71bGVfD1Zz+Y4fQ8lifDu96Zj8y5xgNDAaDwWAwGMpGCE2hEkz8SKPxIlFYgRZx0ZqNe8FjawQaWwjQAiE0NhAbEcqUkTcT4HJx7SuFHMjSaH+Rndb1LXYnKTI8AoEC3QBBfRZ/BGibsADBR/c4wdK8t8pm9Q6BxkIQRbPavXjtCy8Hc8GWGqFBKgtleZHKZzox49bWdO3cllcWH+DDjxWWLkSjiapqUUUJtqd58fVaI7RGIFBCIBA83A96tzRC6h9CIDXDnYjGQ3n5iaFcfX59Qo7VXKXw87tT+MZ5Fa999zS3dIo65rxGWf1Snln+E10ef4jPGranbgkNkfbxPVz4+Fo8WiBcVWg19BUuiZSQnUiKuxZ9Hp3A5UcUo7LqDWXWj5PoclzXvg8ZXOuGk3Ttc9Gk9whG1j/+E4FjIqPpVEJZuhr3ZOBJeTF42LXoJV79PpyrnlrCHUN70eDIixLcmCsnLuSKO35h7muvMu39Z3nw/+ydd3gU1duG73NmSyoJCQm9l9B7r9IULFRBQECQZkPFLiL23tv3U1EUpClIEVBERbAgIkiRJr33kF62zDnfH7sJARI6Fjw3116ws2dmzpQN8+R93+fdE0vzlkEhlbKKVVscNBtxKy1OCEdJija9liFjutLllp7Uiyv41o3t9iifhHioX8XKORD6f7SUmh1f5eVPvmP9sQrc8v6LXJ9PwzBHoWKUq1yF7nfczTWnq6v0LsO51SK1ZuRl9OPAYDAYDAbDX4UUOVGkgLSwJVSMF0S7BIOu1oSna7anOpE2zF+r8CiQCMLCI3G5nAgBUgpyIlDOIha1wv1UquekdrRiZ6IgSTpYsspPko+cHLvAX0IGjCgAgR9HiEXtGMWRaEHz0pKMY4pNXsmfO/1sP2ZhC41TBFwBhRAUio5FahtNoN6qZTnJnlQ/Y+o7OSQUR1IkO/f6+H2/hdAKIRRSOECIy6o/ldA5xvP/BbIzyHCGU1Bg5azJTGTf0QxwRRBdJIbwvM/0to1tWSdEo7L3rWXV4ULUrFeO03nVBfCSfiwdHR5D5OnyCZUfj9fGcrlx/N2lNyqNPZt24ilShUrxTs6t9M5DtsdNSJ5jVUn7OeQqQfHTKuN/HiptF+u3eShavQrxZ2k2aDAYDAbDX4XWGp/PR1ZWFmlpaSQlJVGsWDHi4uKOD7qzF3w9I/8NTPkJGrTIfbt//37cbjdhYWG43W6k/LsfSP5daBQZHrj6BS8ChS3A7baoWRSytSIrDdKyJGEhNnuTFEpaCK2pVkryf4PcSAF93vKyL8UGBBJBjXICX5YXl3JzJMtGOAVHkmxsBFJrwkMsPh/lwuWARz7z8vNm0FqBEFQpCcIncUtNSrrGY2mOpWk8dmDbloSPhrspGyf46AcfH/1ggxBI20+ROEFRp4UAEj3gl4KsJEi1/YBECs0j3Vx0rGldVnbq/+KI1HkQEn76qNXZEhZLyTKx+X92kogCCClZm2Ylz3bjLiJiYs48TDpwh/xDLp+MpHT1Wue58okiCkAWLkHxC57UX4+MLEutun/3LAwGg8FgMPzbKFZE4vBp0v0KvxL8uV8QaUHxIhqPkHQp52TnUZukdJ3HqyHgiBcXI2gYK/ntoKJwhGRHoovDPj+h4YIot6R+Sc2eowIhYXuiDqynBEpDbDTUjpH8fhjioyQ7dvs5ZAuUE0o4nJSv6ifalhxO16zZL1BaBxv1BnwjGpaELcecaBv8SrEvW+PTFhUL2YRUlMSHOjicpFm95/KM2/xDnsQNBoPBYDAYDIb/JlaYpkFhjdtykA4csf00j7TYb2mKxmhkBlQvr9iyyyLbH7DM00IHMuWEoFJJTdlikj0+QaWiimIRFiuPCZqUt0k8ZlGrBBzVip1HBBrQwkZoic/WVIhXxBZ3kJWpSCgliQ21+GG/n+pF/fgcgpJRmsh0yZoDHhAWKhjdkhoqFpEULqbIOgbxLqgUZrF2t6ZqEYvscChW2KKw22bD3r/7DF8ajJAyGAwGg8FgMBj+Rvbusdmz20JgB+qYlORzywe2wB0qcNt+fBKkUpSLl2ihAInWgqPHNO8u0dj4sLQLrRV+fKBD2L5PU8jSpCibaAt8ToXUToS2EHhITbf5aJkDpTxI6UChQPsRAj4/ZBEbqkjxSqKdfqTtBi0BjR1MRZy+ykZqjd8SCK1B2Qih2HPEQXQ4pGV5iQgTZF+eASkjpAwGg8FgMBgMhr8arf0gLJpW0CjhAqFyeyxpocGn+HnhVBpedSNOy4HSAlsIKsRqtBZoAXXLKI5mBvpGSe3EL0Hamt8Wz6Fe6244HM6Agx4OQON2BhrxgqZycYVtu1HCBgLjJA5W/zSTKrVaExIdg0AglcAWoPHjdgUKWMrECJqVs7ClF4mF1AIFbF/zE2ExRSleuiICiQ7WQwklKBymAl2ntECIy6Oezggpg8FgMBgMBoPhL0ZrB6GWzbN9XVhSELTwQ2mF1gKfV9P6nfep2ymC/v1uQCiJljZKSSQaqTUPdnGDUEgZEDgaxbHEdOo9PJr3H2pC5crH7Ze1UmjtDAopGNgqFIFCSlfuvv1+P63ffIOOV4bQpdt1uYJSJ5lXAAAgAElEQVQnsK5ECButJR1qOuhQCyCMHI8RrTUjvv+U0hElGN3nUSzruFiybZDYaB04zsvFbsIIKYPBYDAYDAaD4S9GorCRCKFRWuTomxyXchzSyZ133Emx+CKgQAmF0AIr4F+O1gJBwPVBq+NbdTmd9O7bm0KRhfMsD7jzBdawgrbngQ+VztVWaFtz5dVXUSmhEiiJzlE8OtiXSgT6WWkVEENK+NHKEdyOplGjhpQpXwGJQqvjQkrgByERgZgUl4sH+uURVzMYDAaDwWAwGP5FaCykECAkUpD7gkCvJcsh6dvvRv7cuhWBxNISiZXbe4qcoUIghUaKQCvcyIgIalStRWyR6NzlUuiA+BKBvlNa2wGRlLvfwBiny6JKpcqUK1MmEOnK2a4goBp0IDUvsG+dOx8hwBKS8hUqUKViBZQ4vlzkCL/cjVweIgqMkDIYDAaDwWAwGP5ypBRIKbGEDKTQBVWHlDL4srAsi6oJCWzYuAGkQEiBEFYwgqTRaFSwCirnpXRgKcgTlgskoAJRrFxBJQMufjnjgiJJ64Dgyd1mcG8BjReos9LKCtR0iWBISygIfiaDf+e+kAgtyC0Cu0wwqX0Gg8FgMBgMBsM/lEaNGvH5559TrVo1LCvYrVSAVrBpP/htDTKYw6cDaXT708JYt8ePtI5Hf4S2EUJQraQGBLuPQkqWHaxxyil0UuxNCWXjXh/uMJVbO6V1IIWwcnFNiENgHzmAfeRIUMIdj8vI3Tvw2T6yM9JOjDtpP1bJcjgKx3A5RaSMkDIYDAaDwWAwGP6hREZGUqhQIfbu3UuZMmVylwsheHyWl0PJwboqQFgSpRTobnwzEYT0I7RCC4HQgnC3n+mjQnA7NO8vUizdagMWAj+WENgahO7MVzNA4cdSAmUpUBphacYPcVEuXpL+5RySJ3+AFgItJFIHIk9lNEghOKxACQ1OJ9Lvxwbi738Sq8OVyMsoIc4IKYPBYDAYDAaD4R/MNddcw8cff8zw4cMRQgRfBESJ9qOkQEZKBidotqRaFHH7OZYJh3yCPfs0aX4IJucRMAiUCKkBC41CugW9ait2JUmKhAm8HsXOTEHiMZvDaYGaLYcOpBsG6rKcgMJV61oKNSiPZ89alNeBzgoltH5F/Pt2oV2gosrg/fQtVJaFtiRSWJdTQOoykoQGg8FgMBgMBsNliNvtpnLlyqxduxYAnafUKFDWpJHZmiQlCHXZhFhOsjyCoqHgswPjBBohAw11T65Vsm3BsWyB2yGIcAr8WZIot8RvE3Dq03kc+LRGodA4UAc3k7FyBTokDmdsKYT0kfXjV/h8bmR0OFbWUYTvuCPh5YaJSBkMBoPBYDAYDP9QhBBorWndujXvvvsuCQkJhISEBOWQxuUWhGiLdK/im82azHQb0IS4JSRCscKQ6RcIvyZLBeqjANDgsAQRTk1yts2P2yz82V5s7cDhAJdQhIcJSocpPNlwLPO4MQXYIC0cITae9b/CtlisCIF9NBElI3DsnY83JBbhkqioaEhMBa2DMbGA9cXlgBFSBoPBYDAYDAbDPxARNHsQQuBwOLjhhhuYMmUKgwcPCjTIVRorxEGDaE1sHOxO1Rw4YtGwjGTVEUX9MgLhc+DJVvhcFks3Bjz+0AqtHSiXn/rFJTJSkuzXpO50U7WKZukeHw0KO3BGS4pZcMwjmLXWj61stLawlYUQDkI6dMd9aA/Zu7YQXr8hvsMevH8swyoagrNCa0QhiT62h/Qv5hJwyDhu2345YISUwWAwGAwGg8HwLyAuLo5KlSqxePFi2ra9AiVBeRWHshT7d0v8Tk1KumTJFgVuyaZ9ECFs0n0CBxpbKITWaCRCeHD4NAcyLLIy/GgpyVI2P26CDMvBtmRBhN9mLwLhA4ffCjb0VQhLIKUD76pl2EcPIVxhZC1fhHd/KsrvI8QdS/bWP3BIL7ZKRWuNxA7YpovLJR5laqQMBoPBYDAYDIZ/Da1atSI5OY0VK1ZSLlZQppDAK2XAcMIvKRqrKRwpKOKy2fzbPDZs34UHyFJQsUigB5VAUyzaQelYCx+a7Iws1i0YR2QkxBRyUDZMoKUmLUOSni5J89mULabIzEjm8See5LnZ87FLFsefehjtFmjtQftcWEUK4y5eFFs40GkH8ScfhVQbR8XK6PAo0JePiAITkTIYDAaDwWAwGP7xSHk8/tGtWxdmzpzJ1SUyadOmTb7jtNbMm+fiwQd7MG7hQkqWLHnCuLs6BWSAUoqBA4fRpEgE/xsemptOqJTKM9rJrl27WLBgAev/+IPnnn+RCgkJgUiT/O/GZf67R24wGAwGg8FgMPwLkVLSo0cPAKZPn47X680VQHlp2bIlI0eOZP/+/QVuKysri6pVqzJy5MgTludsb9euXUyYMIHVq1czcOBAPvvsM6pUqRJo0vsfxwgpg8FgMBgMBoPhX0ROJKhNmzbUqVOHcePGsWfPHrTWuS+AqKgohgwZwtKlS/H7/SeKHx3YzrRp0xgxYgRVq1bN3bbWmqNHj/Lhhx+yevVqunXrRpcuXQgNDcXh+GsS2vIey8nHdaYx+Y29FJjUPoPBYDAYDAaD4V9ETjqdEIKEhATKlSvHjBkzCAkLpWP7joRFRiAJmOM5HBY39LmBSZMnM2DAgMD6CBSKtWvWULxkCWKLFAENSsPhQ4f5/ttvUAL69OlDeHh4bhPgHPKLfl1M8oqgkwVRzr5PJ5byjsn7/mJjIlJ/F5k7WTL5M345ps489qxQHFk1g3Fz1uO9SFssEHs7c996k+mrEil49oo9M5/k3jcWceBiHeJlg83OX39gc9rpT4x39WSee/NLtl7IBU1ZzfzPl7A17WwGe9n34wQm/5x0mutaAPZ25r7yBJNWec59jgaDwWAwGC4Il8tFv379aFi3PlOnTmHxd9+QlpVJlu0l0+8lMiaa8EIRrN+4AY/fS5bfQ3pWJot/WELz1i3J9Hs4knyMCVMm8NU3X9KmYzv69euXK6L+Tvx+PwcPHmTbtm1s376dbdu25b5y3u/duxeP569/BjERqb8Leyeznx3MnEVulo3rSvwFS1qJ3PI5j430EtJkOgOKXTqNrA4t4M2HHiPyf33pWa+gUUksmvgKH+gyjL7rXPdgk3JgD8eyL05IVlgRxJeJIyyfz7ybp/HaovKMuKUJ0fmtrA4w/b4RLKzxIu8OqYp1hn15lz5NtweOMmLB63SNKGjQMt4aeCVfdl3Mmheb4sp3kJ+Ns17hiWlX0OqWq6l0hv0WhOe397it/1puX/cDD0SeafaZrJv6DMO++5Uiy/6Pqwqfw478O/n67RfZFXM3/eu5jy+3dzDnhbdZfOTspZmIbMyQsX2pYX46GQwGg8FwVmitEUJQqmxZeg3sS7W3hxG563PCYyODDXQ12meT/MNcYrbEA5CVloE/wsf4r5/E0nBo6y5CYyKJjIkhIrMq11PsbxNRWmu2bNnC77//TmZmJrGxsURFRQGnRqSEEGRlZXHo0CEsyyIhIYF69erhdDpPGH8pMI8qfxeRV/DoM72Y3uchXhx8FS+3DLngTcZ2vYN+Y6/kjffX0Xds7QIurp8/nmlL25f+wJ/Pp1oUpev/fcvEvqUL3E/yd9+yIqQdb18TV3BIM/MXlvzqpc59rfMXKKfD3sn7varxwM++c10zX2SRAXy+ZyLdTjnFikNrv+Xj+2Yyc+skZr1wNSVO1ho6k53Lv2WpKwUbjgsp/zqmv7qYiN630rnc8ZV0yi7W/n6AxPxObhDPsul8sbsaffs1LEBEAeowPy/dTEyLJ6hf4KAzoTjwxwaOlGxIk9JnElEA0XR84kVumN+X+57vT6sXmucrPs8J+wA/TnibuQl30r9++BmH+9ZO46WlKbQbbYSUwWAwGAxngxAiN9XPQuO1fRyNkxxVSeikRBACYQMSHKGCA8d2IqSF1j60kIhjx1BSImNttEiF5DRSvVnwF6bywXFhNHXqVFJTU6lcuTJXXXUVhQoVQguF1AK/0liWRGiFFgKQaGEjVCD1MD0ziy2bNjBhwgRs2+bGG28kIiLiks3fPKpcbPzrGX/3Uyw4fBa/gVeHcYvNfDC8C7tqRp/eV18W4cpH3mRoreAlS9/Hxh2J+E4I2oTR5IpSvPXx63x6zd3Ucub5SLgoUr4qJSLA9qaTUeYG3nmiMzF5dur9/W1GPL+HIqXjTzORJBbO/RF3p/9xTWzBozy/fs3i5FoM6Vz2jFGc/LEoPeRTfn66Gc4zDy6Q7NlDqfFoQZ9KSl//HgtdoXQd0It2R95j3rj+VDob4eJdzdQnX6ZYg2EnCKkzk86iSbM42Ggk/XOupTeJ/fuT8eS9lplfsWCFoGbnMhzaseM02xOExJSmeFRwDp5j7DmQgl8DePlh+Z84KnYnZt8OcrYirEIUKxNLftJdxl3Ho/e1oP5Tb/DFA83pc5prfPZYlOl4N2NHljxjLnHy+BW8tvRi7NNgMBgMhv8OuVEaNMISgOK6slfgII1En5cIh5MIl5uiIpI/spOoEhLCAZ+fTDsNn89HlBVKivIQ5whl3r7VEBQ1f6W1eU49U1paGiNGjMh9n7l/Oz/+eZCUpBR2rPiGes07kebLoljxkjgtgc5K5IdlC2nc+ylalw+lfv2G1G/YiK++/IqkpCQiIgpKEbpwjJC62NhHWPXlTJaV7c81Vd1nGBzLlYOqnd12ZQzheRSFZ9nTdOr0Lrvt/AZvpn/Dj05cZJXl1q//5P/aBx64ZWw1OnTtRpnc70caX8y5HU+92xjS9KR5ew+zecMe0mzA8xNTv9c0HF2cbStXHp9eaHESqpcIRjCy+XH6XPaV6UiF9NXkGXbSnCIpXb0K8QUIFyskivhixTjTWTwdmZGuMzR+syjd5Q0WzIygy/XD6OTTLJg4gEqX6JuhDs9i3MxMrnx9IJWC2se/+kWubPE86/OLYt1blwr3nm6LTlq8uJEl91fEAjy/PEabDm+z44T7YhS1K4zKfWeVHMrcbe9SbdH/mLIy+dR6KE8lunaNYcv/nubpEz6QFKrfl9uvLn9acawyE0lSscTm/tzys3HCbfT58cxX0r97NX6uPOM4g8FgMBgM+SHQgFACLcHSoXQsXRW38LMzM4XMlKNEumNxkE3V6KK4RBx/prmp6DpGbHQ5tu1ZgRYKWwTsKP5KOwUhRB7xphFCAgo78zDTZ84i2hlPvXqVyT68GxUfx6Yv57DLFU5cmIVfaZQGrYPHrznFIONSYITUJcFBlV7P8s5txS7Z7edu+xrrk54nY9sipv3soPONrSl6yr2i2DnvbWZ72zK4e13iI92Qb0IfqMNzmDA3k3bPD6LaSXeFOjiFEU1GsTiv6cE9LZmf562jxkP8vPo5GjuAzMV8Nm8v3j0f0K/JBwUfhKs1r/z5PfeU+7s9TyTx7Z9hzpRMrup1C32ers6yxxtcgi+HzZYJ7/NN9A3M6RGfe2846tzH/I2D8eQqmiy+faAd9yffw7fv9SL29KFKQuOPR/3cTR9l0aaReBXow5MZdOVU6kyewz01jksf6YyihNtm/brvmDfvQIHGEn/+ceq+ijrbc0seIWXvWspXB0rTKbdWLoOZwxrxeu3vWfJgleA4i2JNejGg8xmirkDW97v4cucZBhkMBoPBYCgAgdASbQnm7lyE1IIZu36msCuEJG8WOSojIJMECAUaZCCWhdYgpcCSGnGeOUUXgw8++JCGDRuSkJBAZKUmjHuzKULkiC0QQqOv64pWGiFlQIAh8Pl97Ny9m19++YXExESaNWt2SedphNQ/CG/aAXZu3cq2rVvZsnkTGzalUmPk84xsHHXqYCuEiMgQnFm/8N5989hb93deanFSspa9kXlvPsu4GnW5d3BEvqlcwYHsmjaeb0K6M7lXAelXjtqM/uEnHql1ShERu9+6ivqf5LxXHJzxPrNS2/L6hukMKpH/o7P/l9E07rGF0NACJ4U//TC7duy4oNQ+z7FsNGcT0pUU7fwKMydWZ239upfmi5HxPW++t56md0+gTRiAnz+/ms6BGj24olKeHLr0L3juNy9NHx5Ak4Qy5ybGQ+IpVymQmpn023o2F+3A01dXo0o+waBG989i6f0577LJyHQRHnbS3rIzyXaFEVLAJFK+eYbBC/qzc3LR4JIw2nRsyK0fzmHHffcHTTIEhau25ZprzyK17/C7xkrUYDAYDIbzJJAMpyjhLMShtdvQR9Io1qQqIjQEh4DsnUeIrFYaBGTtPopCE1a6CPgFx5aux+OWxNaoSIh0BKXVX2c2kZPKN3ToUGzbZsWKFUyfPj1golGqFDExMblRq9TUVCIjI3MjTtnZ2Wzbtg2Px0Pp0qXp0aMHYWEXXOl9RoyQ+itIWc9Xc5exKymFlJQUUlKSOZZ4lKNHj5J4NJGjiUc4cugQR1M9KCuc2JJlKV+hElUSqpGxfTvJjesVaNjgbjyCYU3/xwv/N4/RLa4nr9Gaf/2nzFxbip4vdjy9lPD+zrgPfqXizS/ROR/NFkDicIcSFnbyLaMIceZ59PWv4/03FxB6/WcMqhZNQZvz4MMjQgkLL+ix2WbvhL4kTDjdxM8OWWTAWY50UKHHCCpc+C7zwWbnhJeY5hzE7JsrYAEqcTZPDR3M2psqsuLZxrnGExmL57AwtTEPdyl1AaIinSULlxLa7n2aurPZv34dKbG1qVYsvzxKReKModS508sLq6ZxY9HgXv1rebZ9Z+ZdOZOFjzXJ5x7ys2v3QaKLFs3zg0QQ2/FK6o76nC/33cudxQLjVr3eleaTz/zjxk7cjI9u53fIBoPBYDD859FEWeG8V7oXj776ID169GT4gDvwebLp3rUb1/foxZBuQ0HDnh276N69K+MnfkytOvVYW3oltw4fzp21B3BV4ep/+cxzRBKAZVk0adKEJk2akJ2dze7du0lNTQXAtm3GjBnD6NGjiY0N/CI6PDyc6667jsjIyMBZ+Aua8YIRUn8J/j2f8+iQV0iq35iE+EIUKhRNVHQxqpSpQWyROKK2TeCuD2vy6roPGFylOJHnclWsivQfciVPj5zEnMM9GJTro+5h+SefsrFqXz44OVJ1Eknz32LinjaMHVbvAm8IxcEZz/H+xhoMH9+pQBEFoLOy8LhCOTkAchyLMsNmsuKlVgU7250lUroJvXBTxAtCHfuSp19eTeuxH9EiGI1a938vMkt148O7Eph9c2Xu+zbQ/8BOO8xBj5unW5bjxeD6jkrDmb5wDA3O9gJl/sC8RTatX2tFuL2NVwddwbf91vP9qLKnirPsFbz27GzCr59L16J5PnXU5JbHezKl5wDuqr2Ecd2Ln7Suhy1/7qF4o3I4OJ6PJ4u2oHn5x/jhpzTu7FODWz5eQOfMs/+BJlzFqXOhF91gMBgMhsuYvNbfOe8BVqxYwcrfV1KnVh2+XrCQwtFRSIeD5GybhjXr0eO6bsS4I9FoohKqc1PfgWQnZRDjDueKVq35eekvpKQk88Xs2cTGxtK589W4XK4T9gFcMhOKk5v+aq0JDQ0lISEhdw4pKSlkZGQQFRVFo0aNzridS4kRUn8VVgKDP1zAmOqn5pt6vv2dp97bQUjRcxRRQeKu7s4Vd47ki4XJDOofE1iY/BXvTT1I6zFDqXO6bdrbmfT2F1jXT6Fv6Qv7Uugjcxn90CxCB87hztqnPxCVlYknJIrQ0+xSusIoFBV1QWYTBeydAx/2ptnYXzjBYN3ZkmeWT80jRi8S9gHmPnAfUxzX8V759XwxeT47d6xk5jubqHv3eK4vGsq2Xg8wurENaT/z1ph5VLjlSW6s7gQ0id+9ylN/pOA9hy65GYtnslB34o2OUcDe04z0sva1Ubx9pCvjHmlzUtRJEtPxRT55eDXtbxlE3YS5jKyeR+H4t7B+i5MKN5bAyiOkcFSlXf8biXYsZebMjHNv7ksS38/aQfmWnWlQ1CT6GQwGg8FQEFprlFL88ccfLFu2jFq1ajHk5iE4HI5c4WP7/UyZMoVXXnkFl8uFJkeEwaNjH2XcuHGkpaURGRlJTExhYmIKU65cOXbt2sUHH3xAlSpVaN68OaGnq8e4COQnfvJbVqhQIe68807q1av3tzcL/m8JKZXEyo+e4rmpK0ku3IgbR4/hpnrRf3tNhhUfTyyrOHrEhtjzKOyLbk/vIdeyISoDmxgsFHs+fZ8vRA8m9j19jY1/1XjG/VyEbo91IPK8jyBA1obf2Vq4N8883pFosjl0MIu4YoXz3X92ZhZ2aAki8r3/ffj84HQ6czNz07b/xqo9mZxPoFYWKk+DemXy9ESSRDUfylPPXEuOuZ29dSqjX0kkM5+n/guNDvv/eJfHJ24my7eFm6+ZS5mKpZB7VrOr2N18O7ImDiCh8zASUOwfN5eHi/XkpWdGcnUkgM3W1Ek8c4rxw+lI4stJX2JdO4GrooB8nR0DJC8Zy+DndtLhnan0zFe0hFDvgY95aVlz7h36Is0XjaFBTnQvaSUrd1Sm/SnhoxDa3PMGDSd2pchta6nVuAKRAkCT9OdSNjtr07hCZPDaZrJrxUoyyrWkepHg1dbH2LT0CNfM3sb7nS6+jDYYDAaD4XJAKcW2bdv49ttvqV69OoMGDcLtdudGcnJc65YuXUqdOnUICQnJXS+vAOnTpw/Tpk1j6NChucullJQrV45bb72V9evXM2nSJCpVqkSrVq1yG93+XeT0zfq7RRT8p4SUYs+koVw7fCYHFcAPLF66B/dvU+lX4mJKKYXS5xbydJQqQ3F5kL37/FD1zELK3v4WXVo/zYqT+9VOXMi7wX96046SoiIZUmVerhhxVLqV2UvGnGDe4KjVjzs6TeDhB5+h94InaHG6fLwzENbmCRavVEgJR6YPpcHtB7lv0Xzurnnyw7AiNS0DwiIJz+9wtQ+fD5zunAd0Lxs+GMbVr24qwHPw9DgbPs7yJQ9RLc++wqp1YkAe53nP4pU88+rGfNb2BkWd67wFt6PWYN6Y2hhnjYbUqVIUuXIsLdoeps/TD9Eyb49a/0Y+/vBHSvdfRIcLULVq96d8+FUhesxrfdqGuvbuKdw68E3Sek/m2eY2R22IP+l6+Hcs44eUstzw5gvMb3YHt77QmR8fa4AbyPj5B1YVb8To4pKCFK5V6nreWPASzVwA2cy5qTwPxb3OgpebB1I2/Wt4rEk7Nj04j097B2ebPYsBZe48/xNgMBgMBsO/AKUUQRu9oLGDBO1HILFFwHhco0GA0IF3iIC999Y/N/PDTz9Solhxhg0fHnjuFAKlNEJoEAGjiNSUZNavX8ew4cOwtQragisQwf+7NURERlClciWWL/+NJo0bocXxWYGgWo1qVKtejfXr1vHhR+OpnlCNZi2b4pAOtAARTDNEWIicY9E60OwXhdYCIUALEfAKFDJfEwutNTqYxyI4nXW5Aq3QOuf8nR6tQEjTkPcCSeW7GV9xKE/EwT4wnxmLMunX/2I26vLi84HLdQ4P3hFVqFz8KBu3pqDax59xPSuuLbc9G8mRc8yZklE1KCthf96F7uoMnzCFHe2vY8BdtVk6vifF8puAOsCiNx8iMx8v7rRVO7FpEdhHUEDG9XiSJya35O6Bj1H/++dpfYJAU6SnZUBYeAERKU/gHLpDgufCRZNnV5P+7Lkd70VBe/H6wOG6gKIdqxyte5YL/Nu/jhfvfYujXd/jhW5xJ1zrlAWv8e7Ghtw7pd4F1IVls+Tll/ku7TB/DKrFXAHgI2lPFpnPt6Xq/xyI6K688+NzxH78Bt/FjWLmmDQeatCeYp9t4P/a5y0m8/LLmwO5dtlgfv/pAV4eO51On37HhocbUM9lk2jH0ebG62jgAjznPWGDwWAwGP6TaBRZPsGTMz2gJUFVgpa+QB8ooRDajY3GIhuEExsfjuRdtCmzjT439OHN7xwsnqECPZ80KKGQWqCCouXgnr1EFOrOw9MUWmhCXDaPdnHhsGDij1427nWgpI3fbsreLasov90GaaO1BcIOijuNALSoyh3dq5K4ZwPPvLeI7MJtUTqg+LRQWMoHQqK0RAiF1OAXARN1haZ3U4sGZQUFGQEqfyrCm4aWOii68hmoFVprLNLR2QdQ4sxF8LZw4XTHXdC1Koj/kJAKoXjxWCR7j2c6yTiKl7jI4Untw+eXuYV5x5ensGXJHGZvzkel6GSyw/xs+m4Ss4tWyEdIWRSr35mmZYKXK7Im1wyseZ4T9J8opACiWvH4uHtY1OZexvRsxwfXFT51Ne3h6M7NbE489abOPpJ16u8DrAoMfu9dfmnVh0F3NuSnj67neOBPkZaWjo6IzF9IqWwyPRASGvIXmm4WRI4wdl6EufjZ8OadvLC3Gx9Ov57ieS908nc89sAk9rtrsGjMAH7N81Hm5q34Dqbw5E37KHzSJBwJN/Lyo9dwvKzLRULbgdxeOJSKRSNxSkAfYuFLz7K+yXDubhONDKlCJYeDco/MZc2IGIoXTWN/xwe4Z9JCnmvf5bhJiH8NX32zh2rXX0Mly8IxfDYbhjlwWAAWZXq+zJQzHLFO38L306exywoc/5o92aSlfM/0absD3SnUXjYl+9i3/HOmqeB30b+KPV6ocq6n12AwGAyGfxFaSJSy+WULaOEHAXFxmhbxgoOZkiyPxOv3kpqlOZos8EoPaEG1khW4slNlBII1uxQHU2w0No4QB9fXgA1HIEzaZHosssOrcPioTcYRP1JpQsMcaC1QaDYdsFi2xYu2JNIp6NywIfsSFW4h8diaA1k2GemQ5g00uJVSYrezqFmvLivTfHz8A0jhByFpWtXCka3w2ppsqUlNEST5BEnpPtAWFtCxRiBqVZCS0oe+IHPtTTi0DKYm5h9tUsKiYzjopXfhOYuIlCxxM9Q7TV/TC+A/JaQ6PPIqg38ewvj1aShZiJpDX2b0FRe5BkN5yPY4cZ+8WXsHsx69lQUFZO7ZmYpjGx9n+JLQfNqfuejw2jqa9ruAvO6bQ94AACAASURBVLsz4K43isf7jKf3yx/x0NX3UOnkSVjl6P3qTJ6oe6r9+c5Xr6D6+FO3KYt24bXxd9Gm00juaNuQ6YPKBY9Nk5ycjoiMIjrf6NcxkpKhcGzc39gKLmcumWRkQUhI6AULKc/aV7n12X1cP2E6XfLWIykgohBx5RtwZY0KxIQFej0E0GiXBOEkNDyc8JOFVKjrpHlJSnQfy+vd8yyy13Nk/EskNu7LiFvyuvbFU7woQGGuHdGbMT3eYfLj13Jb2cAIz9LJTN9RlyE31Aj8oJCOc/qBYRWvQ+uEn/lu/Di+y1ko6pOQtojx4xYdH1iuEe5VHzNuVZ51G7Wg6uk7ERsMBoPB8K/GAqSwAF8glU07CBEah6WpVhlciRZ/HoXaxeHz3xUogUMLEH6kdqAlgEIJjaUE2qlxWYJqxSWl3IKNh6FSuObLFAeW349fSixlo3EGMuIU2A4QykZLJ6EOQalYQZXCmv2HbYrGOlm/xU8qAiUUDg1oB4EsOYHUHhBOtFKEuhUhLkW1aItdmZr04hb7NntJSgvElZRQaGHl5AwWgI2lXaiIOETmPpQVAg4XVnYKWgu00GgtkEBkVCTKl46WEiFtlO1HaAdYTgQCZWchtUYLwLp0Vuj/ISEFVplejFvRmrtXbCAppjqNqhe9+I5wnmRSPJGULXySBHDU5YEffsnXtQ8gaXJPKtwTyntbJ9HzLOtjMj4bSLWRX59FVpWTmvd+zdcP1DjNBY+kff9uFOs0hy9238U95S+OhIls+Sj/N+obOjwwkvGtZzOsggXYpCSnERYVlX+z3czDHEqLJC7ezY5PbuWWjzefV23UybiaP8DnT1112rqhU1CJJCZZRMfmb5px1iQt4pGBz3Lgutd4wv09H760itWr17Bm7Ro2lxvD+rkjeGT+z/msaLP1xdbMOdac+/8vp9bo4hPW+naG12rMG68sYeCbbYlQh5n1zjSOXvEkAxLO714I6fgkX3W8yBM1GAwGg+FyQQReAonQgajU/kOamUdBrAYlbKSwELtt3A6JXytsrbCUC1tqpBAgBBKNwyHwpik+/R38tj+YmheoVwq1FNIpcfsVSBUw0dIKbSkcSmJbGp0Ns1Z40TiYrxVaCEDhdCjclhupfHgE2DJQvyTRCJwo7QccLF4tQfhZoASgEWgsBzgdgVorv61z654K/jWpRItQnKUGYHs9ONxxoJLwZ2dhuRRaRCHVEeyUA1hxzZDefeBJw3a5kZ5MrLA6aL0KLergdKSh/QdRWydf0qbC/ykhBUBIUWq0LHrJNm8fOkwiMTQscm4Pn1GtWlMv7SW++jGTnlef5aN+dgpHdT3uf23QCUYKJ6B2M2P0WLZnnFmKuOrUo4b1OX9u9sNFElIQRtOH3+SOLzow9uHPuG5qX4qRQmKSj0LFo/O9tf27d7Nfl6RRWSdhx2rQqHH0KcZzGX/M4L0v91DuulvoUf3s7DgdlYuc8w2vju3nQGZhKhe9gBTQjB94rFMvXl+bgr1mCO2mRFGuZgMaNGxEl7uH0KzVFcTkjLX38OOctRRq2ZE68fmrJv/hlXy9MZqr2lS8eF9gK4ERY2/kvesf5Z3hi7jb8w4vzY/ipvn9KXk+ClId4PMHb2H8hnOXwFrE0u7hN7ivRT4ppgaDwWAwXIaUKQMltQUWhEVolu0T1Aqz0eEQFu6gYpRgf7LgYKKTLO1DamcgMqQVReIlfaop1h8SRBZxcHi3jXTCIa+kelGIdVscOuKHEIsfN1kgFVIKUIpi8Q66VNCsSFJUjneydSeEuAV/pkhqFoaYOBdFhOJAhpP5q+1AdEkrbDS2E7pVcbI5UyP8NiWkkzSHZkcy1CmsCS9mUSpUsDcJFvx+FqYQIiDAVNKvYINfpaGUwulPR+FAhJXAVingz8C/bSUiqj7Cux+pM9FEYnv2Iv1JwCFstwuZtR2lbCwjpP49+Pfu5aAoTunS53ZqZclOXFn3Yd7/8lc8V7c960iZCC1Pq+v70KGgFfwrWff8Y2w/m405wwlzppOSehq/7PMhrDkPvf0uVax2xEnAf5jDx6BwXP6pe9mbN7PLWZaK5VwUrXsHT7c7aUDS19zR7FVcDR9i4tQnaHKS7szcvZWjRSpR5pxCT/nj37aN3ZTmqvIX8FUJiaNojdbcfGVb2rZpTetmtSkZnr86yf75FYb2+5rrvl1Fnfj8RigOfPkMQ+5NZ8yvX3HHKTmYJ2OTvn8XhzP97F34PLcu38kfazZTYcwaJvU70WQlst0jPNaxMXeNfJAD+mMOdHqT+1ud50mUoZSq05JWsTZZ66bx6mdHaXbbbbTL18kkiE5n1aTX+DyxAz1LFDq//RoMBoPB8C9Bq0B0SAuFJ0viDQfb9uPNciK9miQhwQKfFGxOUzhCBGnZfpwuCy1s0A600OCTrD8oyfJBWqIiJVXhcEOmLTiSAamJfnwO0BmghB+hnWitkVgkp2v+OGJjK1i/Gzw+TYoNHp8izaPxJwpSnBLt1diWQGiNRCK1wLIVB70Cyw8eW5CKTVKmxuexyPAJspMESemCMB/YQpPzh6CL36lYCJ2GPrQYrQVIjUNpbCkR2kalb0JqhS0D7oQOz1fYQiNzHA0BWyjQFkIr/DLofHihfWxOgxFSFxVF0pbAQ3z5szEC9B9i5debiL6qDRUdlejetR5PfTCLXzLbcsVFEAHnin1gB7uzYqgff/Fvi+hWA7n5+I44cBhi4+PzuQH9/Ll2A9kVu1M7v3OoEpn/4B28f6gZz0x/5BQRRfYvPHnNVcxtN4uf32hP9HnOVyUnkhxRmKw1a9lXqDJVS11AhM6qxm3jZ515nL2Dj5/7hMSOL3JX84JcaCSlBzzHwxOb8tR9E+kyczBl8mgTe/9yZn/5I2v++IN1f6xj3YZN7DicgV9Lonx/ktSuKd3vvYV27fKJ4smS9HvlWWY2vpm37Kt577d+5xeNAiCaJv3vpwmAvzul0ttz//d7ufWLN+leNr/7K5nlL93AG7vLM2zyuwy+aBFRg8FgMBj+mWgIWIMriwNHFAePasi1QNdsStd4D2XgdEUGnPCkjdAWNUoAWmBLhVCCo8l+vj8WSOVDK5SQ+DOP4AqN59ARhS1ytguhoTI4RmNrQWamzU/bZLBuSYMGX1YiVngsvyVJ/FJjaRVw4SNQpyS0H4VCIfhtiwrWagUS+nzZabhc4fyYZSG1QmoLhY2FRCiCNu/5F0pJdzwUuRYhvcBxsZXzKJI7RaGYPH0Tfa9JwB124vNCnhLz3GdMu1DCxblg+WCE1EXFx7o//oQq3ahxNplgGasYd9dN7HtoOXOGlqVyv4G0fn40r057kNY3lzxek6MOseTTHyncqQe1C1+8nlc66U+WbUzGESrxHN7Ewrff4rciV/Jw/UtUiJND+h72HIumVKl8isHUAX75ZRtRdepT5ZS7U3Fw9r3c8XEy7d+Yz6ha+cwzpBkPvX4zX3QdwX3tl/J+lzPbyZ+IJmn5Wwwf8AKM/Zk+v/4BNbsHLL4vJiqFrYtnMnnKp3ypb2LBhzfgmz2WZ36uwj0/DaD06SZtJXDrK6OY3PpRHprRmUm9i+Ueo739Ux65eyL+qnWoW68dg3rdT6P6UXx7a0+WDfiIaaPKnuZ8KA6vXc7mNIHwb2DxL3sZXK7shRt+OBIYNnk+2X2vZUCbPYyZMI772xQ7vt309Uy6byAjp/roPX4+b3cp/rc3yTYYDAaD4VIj0LgtGNNDIIWTHBmg0aAgKyuNMaOG8tSrnxARGoESPpSQRIepgBjRgpGdJdm+nP5Ngfolv0/x7NgnGTX6JSIiIxBKoCyNUBqHlEhLYClB3xY2HWu6Aj2nchSI1rz14ltc3XMQFStWRAUquAKRLwRxkTYaB+2qSyrEaGwJUuQqKWZNm0mR6LK0bNcBjcBC4A9UR1GzpA7WguXvNyFi2hMS0xalg3Vj+UatNJ6MNF75rAGNb3iOenXrFHB2de5O1KULSBkhdVHxb2Hp8sOUbd+A2LN4EvQ6WvDA6GY0e+oJ5vUYT5fSfbij57P0fO1tlt/4HE1z0vXULhY8dy9Ho69jXOeLaI8h1vB6t758mqgQzkhK1u7EE588S+d8zS68pBzYyY6okx+rNftTzq2JkHfTJrbrkrQon4/aTF7Mot+dNLup1SmmEN4N/2PwrTMIG/YpH4+oUuDNG93+ad67fTGd77iLDg0m0+dswipag85k40c30fK5uciebzCt0wZefzCV6sOvoOhFebL3cHDlfKZNmcb0zxewIqU4rXv2546hbQg9OJu775tNkTu+5u7aZ1Ztrnr38vKwqXQa8zSLOr+d28DX1fw51hx7BXfeTdjrWWadKT9YceT7sfS86VNiH17I1/ZYeo3ozqjIebx2bYkLF1PhdRg54yfKPnIjwzo3ZMGwp3hpTHcifnyd0Q+/yrd04plv3uOOxhdo6mEwGAwGw78GidMB7WvI42IE0FqiUGSmSY7uXElk+ipaN26F1M5A1Cn4P6VA0KJyQEQhctr3Whzaf4Atv39J+ZDbqV29dlBQBC3FCfRoQmvqlHZA6cC6Oclx2dnZPLjhO8I71aRdjSoE3DAUAitgUoEFaMrHQfki4oRGt7ZSjN/xE5H2btpXvyrgmc5xkYW0Aml9BZ0OIQMiSkjIaRp8MlrjdobQu19f4uKKgDzzU4PgHBuvngNGSF1E7L3f8v3GGJo9UafAhqoqZSuLZ05h6mczmL+7PZ8uf5I732/D2JdHcNWzTej0yGjaNXyY0W/fyIJ7awa24z/EwWNxlC15cdOdRPT1TNzdmXd9ktCIcNyn27x/A29cXZk3CvjYUePkQqaCsNn36wp2F6pB7Qon71BxcM4MvlfNeKHDiUl5av8X3NnrIf5o9hrfvXbNGYRNBK0ee5dR33Vk1MhPaD7jphPS3/IjY/dejnp+4Z0nD9Ht+YV8OLIJjnk389WRBAZfV/XUL4qjIm379yK6+JmviTq2gilv/B8TZ8xlyWYvpVt158bH5jKpdxvKhwP+bXzU+05mxd3Dt2Oan6WrYDgtH3ycrp8OYfTrw7ji0TpBi3LXiSLqrPCw7bM76TFsBuG3f8b00e2IpxoTE6/mxhvacuztWbw/uPq5uR3mh6ssXV5aTIMOY7mh31Cav38bwuukxrD3WP5KX6qFX+gODAaDwWAomIyMDPz+gk2QoqIuXZuZ/JAy/2cIrQNpdOEREXzxxRd4PB4kgfQ7eZJwECe/05r4YkV56oknqF6j+onj84Z48lEzAnC73YwadTddu3QFRHB9edLq+UshSwoGDbqJihUrBtwEc48v7xzyXTUwSohgnymgoF/hCkFISCgJCQnExxc9K0c+ISxSUlLOOO58MELqomGzc+Yslhdqz52tT6xvyd69m8P+3cwa2YJxy1eRWqI1PW+8n0/f7Umr8DBqPdKd929+mkm3zmFI+SG8+dw8Wt3bh9vLzOWdXuWRW1exzluBq/KpLVEHpzOiwU+EFXgfeTiyzaZEvp9JXGGRBYq+E3BU567Zc7irav43tnBHUyKfu0nBiRGG5F94d9JyQlsOp8XJZUD2Tj79ZBGyw//onseUIG3DFO7vdwvjU65gbJ8irJ0xkZ/SUklLTSM1PY301DRS09JIS0slPS2dtPQ00tLSSN5vc2j1Q4ya3I7pA0oXHOlI+oEX3/qG7Pi2jJk0mcc6FMdS+/jg/VkkNRpN/9r5HJirGSPfbVbw+cqD1BuYP30TMV2fZt7gPrSvEpVnLh5+e6Yvd/9Sh+e/e4TG56BWZNHrefSut2j27rt8f8//6Hg+QiRzE9Mevpk7PzhAi2e/ZuJdDQkEt4pz7esLmV24FzeMaEHzH57ng1eH0fB8U0uzD7Dqu/nMmzeHmbO+ZaOzDtfd1Bh+ncn8ifdz09Hl9O7RjW5Xt6RStKmPMhgMBsOlweFwEBJSUB3yP486deowbtw4mjZtisg/1+0UhBC5r/PhQteHS2vwcD5ERJyNecG5Y4TUxcLzG+PG/0rMNQ9yZZ7UOHVoGiOGT2S/uyTlS17J7XOncsMV5cn7zBt99X3cUqkp73ywlpueqEuloR8z7cD19L6xPj+915GqyUvY0eIFrsgn5U5E1qbbrb2pXKD9+X7mP/ci+y74AF1EFS9H+XNxr/Ov4vHGrXh1RwjhoSG4LPCmHiYpsh0vfNiT2JOGp337Im/8FE/v+V0D7n4AeFk97nE+XJOGX3zJk0N/onDhGAoXLkx0dFTgFRVNVFRhShYrR3RUNNHRwVfhQhz57HZuefgBPuswmT7F8xcBaatmsiCrG+O+/5CbqgV+uKZ9/zwvLnRxzccDCz63Z0vsQKZuGFjAh27qD3uFaZ1rclX1oKTN2M4vS7eQjkTZWWxedQDlDiHklOlbVL9jOusGx1H6nEVUBpvnvMRDD73OQn87Hlswm3tbnVRPJuNo+8TXLKs3lptvHUmLBePpM+oZnr63A6VPe04Uieu/YeGSFfy+ajVr1qxl7fptHLVK0rDDtfR66Rv692wZdFV8mW3fTWPCJ1P54I53eCA9nDLV61K/QQMaNGpNlxuupdZFrAs0GAwGw38TrTU+n49ChQqdEtX5pyGECLjqSYkQgvLly7NlyxYSEhLyESg6z78CESkItqiSAq1VwNAij5lETmhJc3ys1jq4XAcszpXKs6+8+wzsQwe3cdw4QqN1YJ9SBrpMKR3Ylg4WRongPs5ZoAXnoXKMKoQMGnUcn2OgR3DB27WsS/NLWiOkLhLq8F6OuZsx/M4rTxBJskgLBj7zCfddez31Ygu4iFZVbvnoB3qVqhtMz4qlzWNfs6rdBP43aQmbvbfx0RMDONk52ipRl46di9B/xC3UK+hKqoNUdYSxtWqx8649kbGdeOTDysSXPcctOOpw+0ezaLQtibSMTDx+gatQKeq2bkONuJMnbJPsi6XewNE82C6vYnTRfNRUvrspmioVSxMf6Tq342jwMj99P5Qp83bTa1i5fAPFke1e4KflFhHhOXNSZDlL06D3Q4zpXfSc9meVakHvAclUPof0OqtEKzrnDRk69jNzVE/e3gEudwSFS1RjwL19qZHfNQ4rTukzRrHcxJSuSKnoPDVpySuZ9MYXeLq9z6+je1OjwCbQbip0e4HvmvdkwnPP8rWK5ORe0wAIJ+HRhYlwB86W2jSd595YQ7G6DWnU+yFub9qMZo2qEn9KiV8EFdsP5cn2Q3nSTmHHih9Z8uPP/LT0F75YVIGeQ//Z/9kZDAaD4d+Bx+PB4XD840UUcEo0qFmzZsyZM4fKlSvnWS5QwuaDhZDqVSg0CIXUoLDYfLg6R+b5kEKipA6KH4lTau7o6MKSNrN/1WxNDJQyCUHAh08LNu+vyo5vNS6HByWtYKohYEsGtZXERmgyf/6erF+XI/ADAqkd+KWi0J69eAtFcazQ/7N3nuFRFW0YvmfOllQSQgktNOm9F2kKKCh2RECUIqKgiAoWFAt8CHawK1VAFBGQoiCoICgdEaX33klIL1vOzPdjk5iEBBJIAOHc14XI7ilz9pzZnWfed543wHcdSqJ8y6wIuu0OHDVrIzHyJKYUmrgkhdv0tQ8BSW6DqASNw63SPg2KFrqEmp8XidBXW+ztv4zXjdfmsNTpVUZSfALO4KBLN0ywsLCwsLD4D5MWlUlOTiY+Pp7o6GhKlChBsWLF/t1oUBdYMjv7A3yzEhq2SP/n8ePHcTqdBAQE4HQ6r1qRorUmLi6OgIAA7PbLP9i+FLTWaK2ZPXs2TZs2pUyZMkgpUdpXHLfzJ24iYyRC+ERGk+qaXQcksW43SjsABal1loQQBDpNvn/ajsMQvDzHy+qdgGFiImhSXnPqjIMTCV686X57EhC+qJZhMqWfg3LFNDFTJxEzbTyyWAQiOBARvQeiFV6/EPyrl8O9/R+8HomtVHnEyX0oE4oMHUlgu9uRItVQIpcoTN6eo/l1jxeb0Git8CTFYvcPRQqfhXyAE+YOzqa0SwFjjfnzE0tEXZUEBBdMXqyFhYWFhYXF1Y/X60UI8Z8TURm56667mDx5Mo8//niq+55Ea7BhIDDRSmIUg8pCUK6RoHFoIHvOmMTY4JcNEO1WmFogtPQ57QmNVAZID0JJnIE2KgcrwkIVT5W2c/asZpfXYNsuze5YXx0pmzJQacfQCiQ4ilYhuFVNPMbNGEFFUAejkfazBLS9C1t5PzyJBkkjXyQ52UCllavKY2af0AIXCrdH4dGaoiF2pF8Y/jbNoWiB0iBlwTnznQ9r3G9hYWFhYWFhYXHNkpKSgtOZj+VjLjNCCJxOJ9WrV+fPP/+kcePGPjdxKVLXIKWubIo0+cNh4D2pWEsK8UkSm00T7RE+Fz0ECBOtnQhMQCO0QKMxkzSrjglMZbL7MCQlKdyGIDnRg1AOX+qfAIRAo1L3NvHsX0fkobXYQkPRhoFOSkQkxEGxshh2E6/pRSQLJDo1pY/UKFderl+C8CC1QCNoWVvjtAm2bPHVpTLIYLN+mbk6Y7AWFhYWFhYWFhYWl4hpmpimicOR59ogVx2tWrXizz//JDY29t+gjobgQpI6RUxKhkGAQxMTY5CSInAWEhQrKuhcz6BuaWhYRqGR6YuitNA4/KFeKYPwUDcBQWDG2khMMUlyaMr5C26s4+Cu2tCknE+wSaVBSwwBNhlK4J134BcSCsFhBFQu66uB5SyGIyAFUbEewXXqYjTMqWhu3lECVm3WLN2iCA72XYO+eHPBS8YSUhYWFhYWFhYWFtckLpcLp9N5SVbeV5KM7TYMg549e/L111+TkpKS7rqnJFQoJmlTzaBYoKB4mJeWVSSBfoI6EYIkl6ZqcUGxIjYQ2ueep1Od9hCUDYEm1ZyEFxKULGzSsrJBiNNO+XBBAJLiYQYRRe0+4wqhAY0ClGFg9y+Ko3l7HCGB2EqUJ6jprRihQdjDy2APDEOXqIp/2TJIUg0vtCbP5gxap/7xpfmditdERmrWHlSphn6CK+X4YKX2WVhYWFhYWFhYXHNorXG73RQqVOhKN+WSSBNTWmsCAgK47bbb+GbG1/Ts2QuNJjHa5IeYzELxQJQCLdh/TBBACklaEmS3YwoDocA0TIQGdzL8sMPEV/lTo7wu/jpjR0qDH0+Bv7/G7RYEOBQoiUhLpFPgdkUS9fXnCG0iECRvXJduRx53FETQdmRiEjrQiUamC790p/VcotCUKSyoXU4gpEKYmn/W/UitBh0xnE5A4DSsNVIWFhYWFhYWFhYW+cJ/yfI8twghKF++PG1a38SUSZN5oGEXDGehbCNuWoNXazyx8Yx6qS9l2vfmgc53I22+dUp3NoDGlaQvUgQoZfLR6OH07Pc0RcMjQAu0UGhtIIWJRhAWCKdPHafflzMoHV6Rd3t0B5laQwoyGUlolVaBSiAwcVSulrqaSZM3xwlN79Y+owsEJCYmc+NbI/noiWrUqFETrfO66ir/sISUhYWFhYWFhYXFNYXWGpfLRWBgnivW/yeoeMMNOJ0O5i34hk633U7FihXP3UhrlDZBlOLkg7eyc9dvtK5yG1LaQEuaVZa+0JAWKKU5cvQke9Z9R6u3B1C5qk+aCGz4RI9Eojh69CTz5s2hUbv2PPnEEwQWLYwUBkKDL/fuX4FkokDp1Jdk3kNRqQgkGCY2rdDYcNgU7W9rR2CAH4ZxZVM2LSFlYWFhYWFhYWFxTZFmeW6zXTtD3YyFerXWlCkTQf/HHmfevHls2rSJ22+/HT8/P7TWSOmL+xiGz/J9yOAhREdH89XUaXTv3p2iRYum2qj7XPukFBQtUoR33n2HKlWqIFPrPCmlEAKSk5P56aefcLlcPN7/iXPNO7LxNbdhkB9FPIUQ2LClHz4wsBCNGzQgIqJcejuvFNdOrNPCwsLCwsLCwsKC/77leW6x2Wzcf//91KlThylTprBixQo8Hk/6WqWMhISE0KtXL2bOnMnJkycBMm23b98+KlWqhBAi0+ubN29m6tSp1KtXj27dul1T4vRSsYSUhYWFhYWFhYXFNcO1ZHl+IdIiVJUqVaJ///6EhoYydepUFi9eTFJS0jnbBwcH06dPH+bOncvhw4czHWfTpk00aNAg/d8xMTFMmzaNkydP0q9fPypWrJgpKmZhpfZZWFhYWFhYWFhcQ/zXLc9zS9r1ZbzOevXqUatWLQ4dOsSsWbMwpKRx02bsNKJYeXZPqs2DJKmmjRnT/keDW9pgNwSmhm0xf7F5i4FUGmFqfluwhFqtG1KksMHv/3zH6/W6YkiJ1Aoh8iFnL5copflps5eDp33LrAzh5a8T5YhZ6sGwSRAKuyF5rK39srUpDUtIWVhYWFhYWFhYXBNcK5bnFyInkai1xjAMKlSoQMWKFYmLi2f9n38ybd8vzLfvw1c7yo7QboiAlTsWAAKEQIYIlm5e4CvaC1DZ5J+TG9DHFcF+gYyo+wAojZKXOaVNaDbsNVm23cRXM0ojacz2jTrVAdAkyKEtIWVhYWFhYWFhYWFxsVyLlucXg5QSpRSBhYJp1/Zmloee4uc9CXQqVoGDcfuJ8UrsNj9KBgdjeMEjHYSoBA664nGZ4NEmSiv8/Qtjxu3nhFejpMYmyHtB3UtEpNYP1kKgEbSoZcNAYSTBH/sUphQIbdWRsrCwsLCwsLCwsLgornXL89ySFq2SUiLxxaAQYHcEUtI/jOrFq1HB8GD6OTiWHEusJ5AwTxQ7UyrwRsUw/kk5QmBwBAmJLkL9A/hlyxmOJ7gQ2idkhLjMokX6bNqFEiDBiUL4C7yJClPi8x28Qu59lpCysLCwsLCwsLD4z+PxeK45y/O8kjXlL83iHATxMfv5NHYvaInTEUyIzcvJ5CSf/Tk2JIIZe0180suGTYMSJiYQ7AgArRBCcrm96gQgtEZKUAiWb9UgFIbQCAxEngv85h/Xd9zTwsLCwsLCwsLimiDNZMIie7QEpQ1UipeUs9GcSkpCI8Cj0MkpJV5HJAAAIABJREFUmMKLRqNjXGjTjVuYeLWCs8kQlYLLawIXVVP30tqtU9MJtU8YaqFxJUbiVTJbm/fLyfUr2S0sLCwsLCwsLK4JrifL87yitaZ3pTbcFF6dRQsXMeGdsYx+YzTVb26CEooPhr/DrXd0oFbD+qA1y2Yu4IsvpvDuxx9SLiKCDd/+xDuvvcWc0Fl079YNm93uE1ypIiZjFKygnBIfbmnnjnqAEJheL8OGvMaLr79N4bBigMaQVyYiZQkpCwsLCwsLCwuL/zTXi+V5XtBap/8p6wxj9x9/UUMUZfzoD+jatStSSk6fPs3pjbuo1aUP7UvVRghB034V8JyIpdCRJG5qVIN2g2tzZ4dOOJ1OpkyZQmhoKE2bNqVs2bLp54GCE1FCQKVwA8J954qOTuDwzlX4J++mccXwAjlnbrGElIWFhYWFhYWFxX+W68Xy/GLZv38/ixcvpm3btnTs2DGTo2FwcDBPP/00bdq0AUApRXBwMO+++y4bN25k5syZPPjgg9SqVQuAypUrExUVxZo1a1i4cCFNmjShXr16GIbhW491GYRsSEgIr7zyCo0aNSrwc10IS0hZWFhYWFhYWFj8Z3G5XNjt9mvS8lxrjUIjtEYLkWpukGavIADfmiGRZragNcpn0kdiQgI//LgQh9PG448/7jPhEDr9uEILDh8+TEREBHa7DdC+9U/at56qQYOGBAYE8OWUyfTo8TAOux0hIKxIGHfeeQcA69avZ9KkSZQoUYIWLW6kSJEiGawfdOof6RNYAp+POWTrDaGVStsa7fMH9K3hwvSZXAiB1gohBUL4ImA6gxm71gqhUy9AyMsi6q69J+6/QtJBVnz9HWvO5peFpOLMptlMmL8Ndz4d0QLAZN/c4TwxYgEnC8LtU51mw0+/su2MtwAO/l/FS2Ki6yL2i2HjvBks3RVL/t8qxal/fmHxxuMFcOyspLB79R/sjb0yNTEKDpPTG2cxbtbfJOZm85QtfD9hDhtP5dc3WgH3ZQsLiytCmuX5tWoyoVEIZaK1yEZ7aNDap410+j9Rpof1f67lq2++pmXLZtx7773YDAMhRKrgkqmaRrN3334qV6oM2vee73WFVAolFFWqVaNVi1ZMnzYNj8eD1mRwyRM0bdKUfv36Ub9efX79dSmTJk9m/969eLxevEqjtUCjfH8rgU53jeDcP0gkGoUCLVBotFakqy4NQsjUY2q0ynIcE0w0Slw+AworInWlMA8yb3Qf5i9zsnbC3RS/ZEkrkXvm8PpTbvyazuLhEvmtkU1iTxzhbEr+PJzCCKJ42WIE5MvRChKDEsVTWPXOU7xYuxlf3lc8X2cfvFs/Z8B9k6k3eysTOwWnvcqmEa3o+EN7flg9kib/2XWzivgDq1jwzVRm7qzLGxOeoo5fzlu7Tv3DL3O/Y+bX01lw9EY+Xz6dB8sZuT9d9CLe6tufhDd3cXPVkEtvfibcrB3Tg55JH3FiVrcsz20K6z8bxg9FHuGVrjW51J/ymBWv8sDtUykzdg3zH7sBA5Nd37zMu7+eyb2Is9WhzwfP0CprB3MdYePq3cTkdCDhoGTtFtTwO8ymLcdIyk13Fw5K1GjIDaEX6hmClD3zePOR1azw/MZXD5Yn57vrZetHT9BnlJch9W6jYXh+dIKC7csWFhZXhmvd8lxoSPDAp4s9xCb76iVpTXp9qLTIVFqgBw3Jsac5dTSRicP64u8wGP+bh/2nfTIFLRDCkypKFHv3lmRlXFG08CCFwNQaP5uXJ29xUriQYMnfblbuLs/pWMnqzw5RvGRZQEBaLSlNavSoBHAfbplC3O9/ELJ8Od7AKhyQzfC11gup8SVfXatsZKGGdjXhlpoGaarw4yUejsdKMspIgWbfkYZs+d7EsHkyfVYOu5vBt/sR4l8ANyMbrs2n7r9A8E28OqoLs7oN5Z0+HXiv5XlGmLmkyN0DefC1W/lw/Fa6v1Ynh5vrZcuom7n53S1kFwPRIpy7P/uVad0jMr9hHmR8l+q8sMqTzV55RxZ9mDlHpnHPpV92gRPYYiijH/yWzi+/Rd+OY2idb+ovhp8+nMSOOo8zpUNwpndMdwKxCSmY+XWqy4HrLPs2b2TjX3+xaeN61q5exbodZ9Dhdbnl/vrExirwSxu6eok5+DdrV61h7bp1rF29krWbD5MUXJmm7TozfEgfOpbJg4gCzi6ex3KzJaPvCL+sA2R17BveeO1LzNGDsEVNpWu9F1ieYxDFxFntaWYsepUW2dSLdG0fT5+HPiWx63TGP3pDqtAwObl2Nl+tqM6TD9bnQmUmzf2L+HjGaVq+c66QUqfm8FzH51ht88N+zm+YiTslmO5zDjOh+Kd0bzOGvamzljmjUboEfX/cx/iOF5KQkrLdPmPqn625beAjfFzvZ56pkf23lGvz+zzx5i6ajlzO0Mb5N91ScH3ZwsLiSuFyufDz+w8MJi4SLSSmVqw/pDkdZyK1JrAQNC9rY+9xL24kKW4vHo9Bkkfj1Qqhi1KmZEukNpAoth8TbD6oUHhxGIJWdQSHj2hivWAUqsHmIwKPaZLs1UggwCl4xA3FgGORktV7NFqWxlAGwVIiU0xOxHnRWhDn0pgeQbJXIQUobeeerh24sQLMWnWKNasUKBDapHIFSRFDcCTaJEWBxy1wm5pkl0BoUEJTpaRECBtaCITS/HlYcDBSIbRGoGhbz8HJ4woRVJHDkYI4r4k7GbypojLYbkddxsGTJaTyG+82Jj8zksWnczF3rE7jFLuZ+NhdHKoVev4BiyzKrcM+4tHaqbcs4Rg7DkThyTRjHEDTm8rw8ZQPmNnpGWrbM7wlHBStUI1SQb5BemLZrnw64jbCMpzU/dcnPP7WEYpGFM+hEQYRfWey6o3m2HPYIjekzHuUmq9ewgHyBTcr33+Uj9elkJtJdx3lxL53Av3uPELdIhfIuRV+NH1qIkNann8W3bvtC976zkWn8f3IYTx59aOO8e3A7ry5ZDcHjpwm2VGMcpWrUrVqNRr1GMXg9rdwc8OyBKUqG++OiTzW/2N+27abI9EQWqEGderUo/49z9Pn/fbc0qIqYRfzWajjzJn+M7r9p9xXKh9klPsM+3adIDH94XBzNM7ETD7Gts2bU6NOkkJlIjj03rssDX+Un3uWw4hLJibSTc2nx/JIrSwXYu5j5stvsCq4JGWzmSlz7f2KR+56hvV132XJZ/eR9TKM8h15fsRASl7g8lJ+PMbkuadz3sDekNc3rObl6lmEaspcHo7on2G7NozZ9SuDIs5zwqRZdC8zOOe2HPmbDfuzpFq2e5hbZo5hwfQ51OtQ4tzvPXWCec+/wZaaAxlf5wxrVqz49z1ZiAoN61M2kwC68n3ZwsLiypBmeW63X8qo5OpGAAYGEhND21DCpEghG8FO6NBYUiFc8MdWG0WDBbNXKpKVTI37+FL3EAYCD0poDGUDhyYiRBARqilZzODEcU2AXTF7lcKtbSBBKpEeMFICDAHSK/EYmgrFTfwNyT3FYGeswD9BsXKnZk+kwGv4omMGApvNoGjRcFAKtIlXQkS4gb9X07m5jb9PmETH2JHxHubvMTENjdNrQ2Kkn1sLsCF8hYC1QNgcVAyDWmE2ioWa7DmrwWswb52XeLdvZZUpTThPvkN+818dvl29mGfYtOh71pZ7iE7VLjRDW4Rbe1fP3XFlGIEZvidca9+gY8cvOJyt6t7NQ42+zPySUY4BS3bxWTvfwyWLVKf93fdQNn2MFM+C+U/iqv8EfZvl3G7DL4TiJUpcUvpSUrDjCtWfzoxfaHHCw13ZD750JOu+nc2Rqt3p3CAEEX4rvWsAOooNM2dxoHJXujQsnP11CCehF5ocU4eZ9vIYttQZzLguF5lilHSIvVElqBRxBfPCdQIH/tpAfPOPWbLoTupWDifgPBejIrexcp2bdhN/Y+jtDagUlssBqnmAcd068f4/Oa0lS+LMgXhchV+leZURebwIQYluk/j9fy3/Pd3BSTzU8CXWnhOAfY4mS9L+30m7ZwcSNzGJB6a/SHM/IA7AnwqtuvFQp8wPQezCRxkWVZlHXnqIrNokdv0YenQexsZqI5g340lqXROTqybH5w7lgREbsl+3Oe4JOo/zkhgTj/IPIdiZ8UNxIBlP/87jM+9jb8Cw3xczuErmH8kr2pctLCyuGCkpKdeV5bkSGqnhyBEvx06aKNOOwERpQAokCmyglURhAnY0CrTNt51hQrJmxu8aD3a08IBXoKUAaeCUCq9QeA37v0YWWoJy4TXsaEzmrQQpNVp7UcpAC5BSgE1hw8DMWCBXKwwUXqkxNPyyzoPDBos2gakE4MYmFYaQOJWBx8gx7xyBxDRdTP4t9VoUaOwglO/+S99aMbvWuZpUyy8sIVUg2KjSZTSfPlGiwFKMnDePZVv0WyTuW8a3q2zc1qM14edO7XLwx0+Y576ZPvfWo3iwE7JN6AN1ej5Tf0ii7Vu9qX5dPBUOGvV9jxyNM93rGPrbPJZ2fJEPX63579yGdyOv/D6XRbc8zwcj6l5kB1KcnjuM15eE8cjigWQNXOSOWJa/ege3Ty3D++t+ZMANl2/25VwEQeXr07hqeO4+DxFGlWaNqRSWhzaLUBp0HsATLbKbOUjhn2kjmVGlK6/0a0JQ7o+adnCC62ROZTWqPM/yuEGY6d/pLhY9VpVHkt7n4PTO+AF4tvPhnbfwcYePmHNnkfP3dXMfU96fRdLtHzG4ecaReTybv3yWnoO/IaHDx/wy+VFq5ZBu5l0/mptqfnrB7xSddJKzqsUFtrocGFQctJgTg3Lewrt5BM2afUOrnzYzttXFTghcyb5sYWFxpVBK4fF4rgPLc5/hgkJTugQ4NRR22ijqb7B0L1QsDP5hEuGCGiVtxCUoTpyBSJcdU/jMKkATVNikR007qw5r/AME4SbsjpUkGBCgDVpUM3HHCA4mONh8yI2JDaEFyvBiLyR5pL5m+X6DEuEaGW1yNNHOkURNnRIQGqqpYLexN16xdJuvrT45Y+A1TBrfIImNF7i9UKKQJjJRcjRS0fAGG9KpqRsCu6Ng9W6BSqt9hYZUo4pCoVDLX5FsdyK15ni0SYDThnZAIUNQrwLEnNFEK8FfhwyEtswmrkvc8Sc4uHcv+/buZc/unWzfGUfNp97iqSbZLJw3/AgK9sOevIZxz/3I0Xp/8W6LLFOn5g5+/Gg0E2rWY0ifIHKeWDU59O1kfvG7l6+7lD7vQM2bcJpDBw5cUmqf62wK+iKGuwWL4sTULjR/ryzj1oylQ64CJS62TX2Osce78M6LrQnLrWqO+YXhL83kVKPRDGp1MZ+D4tisp+jz8V4qDBhD1wpXUkRdJmRhGnd7isbZvGXufJ92rwdx52djeblHfq2PMnD6ZVQ0ErsBwrDjFxBAACn8OfIp3t5/C59+3eOcCFNWEn57n4/WVqT/790zpex5t3zEY4N/odSQH5n8UltKpN7KxK1LWJpcm1sbl0rvt0bV7rz93l0UvsDEq3f9uzzwWl6vNztSiD52kAPe85zQFUWShuCctzgPLlZ/+TXbqnVnUvP8jKpexr5sYWFxxXC73des5XlGtPJZgEsl8SpNUaekWIgX0yspGmgSEWbjpFdQxF9x8ISmQlk4E6WQCKTSCG2gtQdD2TidIikd4uVYnMQd5KF8mGDnWUmAn0l0rCDEbsMpXXiFDbRCCYFNg5ki2RIniQjRnDquKFTIIKKo5myyxu4QKDdEowm2S4SSPhdBAaAwUqNWYcGaxESBv0MTbhfEx0vshonda7A3QVEyAGSqlbsSPit0IQyfC6GSOP1MQoM0R+MFhQPslA7R7I5XOAPg5Bk7wf5ebC5fxM68jBFKS0hdDmK38dMPazkUHUtsbCyxsTGcjYokMjKSqMgoIqPOcObUKSLjXCgjkCKly1GhYiWqVK1O4v79xDSpT2gOh3Y2eZx+zT7n7c9+5OUW91M4w3vebTP5fnMZOr9zy/lli/svJkxcxw2PvMtt5zU7Mzk6tTtVp+b1AzgXWfThSz9IfuLayKcfLMbZbhGtgiB3HvJObqhfiSNDu3C/+IH5Q5tceECpTjDnmQFM3OtBRPjhfxF9PWbVCB54bAaJN7/PD+/cchUM+kwOfN2fdisDs02PEiG3MHLWMApkmYmKYt6osWyo1J8VXS6XyYTizOIX6PPeGe6bMpfuF1JR5i4mjPoGd5cveaZB5g/BVvtZvt/8GOERxf6NlKRs4J3enZlcfSobp3ZO9+cQIRVo2rrNhddIxU/FLs6zRiq3eNYwvPkNDL/QdkZp+p2vPT+9wC2vLSP5nAlCN6d37UMFzqRvs4UXbI4IvIXRP7/JLRfSXJerL1tYWFwx0izPAwMvZL/z30ek2oFLJKfPuDmNZssRX20lJQQnYtwoTzQ2v3DsQrPuqM8Rr0wQvliU0EghiI9VzN/oQmnfeqttGCQnR+LvF8ZBodl+AvCYSENiGL7Culr70gRN08uafxSgMLHhOKFJ9iQiDDtnE+zYhA2X8OJAoKRMtybXArQw2bhH+OzJhYk4bgNvIm7TxZnkIAypUF4bNpsXl7IjtM/uHWH42q4liXGa3+M1hjYxAS0E/xyKwt+vKIdPaZzSg0dr7AIcNoG8jLl9lpC6DHiPzOHVvu8T3aAJVYsXolChUEJCS1ClbE2KFC1GyL6pPD2pFmO2TqRPlZIE5+WuGDfwUN9beeOp6cw/fR+9033UXaz/aiY7qnVnYtZIVRaiF37MtCNteK1f/Qs8EAZl+33Pn++24lLHxFI68b9q1h6Y7Pr8RT49eRsfv9AqT5bsfnWe4tsZJ7n13vvoHvQT3w2sfZ79veye0I8nvnFToWIwhy6ipSlbP6FHlzfZXvUF5n4zkFpXRdkMQVC5BrRqVfwcIWXumsfY33YRWUB1e2KXj+TVOU4emvMsjfJJqKmEUxw+k5Qlx9pNZKJCpURxYOUYBveagPuBKQyul8yhAwcAgRFUnDLnHo2o+aMY83dDnp9wF0XOEUEBlIrI+MQksu7NJxh79FY++v7ezGURzGSio6JwXEBIuRPc588PNw8y79VH2Vsoy91SR1mXqGme9m97K97ZsoDHSp4vIrWAvlVfPm977DXvZfDQJpiZGqU4POtFhh7tyCsf9MmV2YqwlaHaBbe7XH3ZwsLiSnKtW55nREuNv00w+A5wmw6kMlAyNc1da5KT3IwcNoyXRn1KUIA/CAkY2B0mAXbf6qI+N9mITzbRPqmDRqCVybDBL/P86+9RKKwIQgm08AkYG4pihcAmJLfWhTrlbaAkWqTWkBIw/pPxNGp6Iw0atUy1YLcDEq0V1Uv53M1rRwj+d78dKYTP21wLEJplS1cRfeoY993/CEJrlNQYyglaUbKIzVdMF5/BxICOAo/LhikkhvIJNeX1MPLVN3j6xREUDi2S9kkBvoLFAZfxy/vafwKvFoyq9Jm0mFdqnJuG5fr1L0aOO4BfeB5FVCrFbr+XmwY9xYKfY+j9UJjvxZifGDfjJK1feZS65zumuZ/pnyzAuP+bC8+sA9IRQKGQkEuulXM14do8lv4jt3Hj6FV0z7Pjm6TwTaP4fvxxbu5zP4PKrGD8PdmvjYv+YzgPv7CM8IFzeDmmL33yqKSStnzBQ3cO4Y+SA/lu/khuOndUfoWQFGv5GMNHNjznCyVp5i4++y3Li/osO375ntl/nz8cJ/wr0PK2hoTncJnq7GJeGvAZOz1+RD1eh5/y1OQi3D9hLWOyCW9EfdOLao8vIfuSwAOplRY8mdiN2hPTD0jx3nM58HaWzV0b+WDkXEL6LebRShdKwVScnPc0D79zgtsmfU/Pspkv3L3iBWoWf+FCV+bD2Sn714Nq06n3XexKXSqpT6xm5i9umj90E+Xs5WjzUC2al7dBEoANZ2AhQkLO59qXnY16Zoyyzbm3bJYXY36g75DT1Ok/l5e71cu3H6LL1ZctLCyuLNe65XlGpDDwc0Czyple9a0j0pr4eIGK20f8vsV0uP9+37vSJ6bSqFeODP/2/X32bBzxJ/6BqPW0bn5H+nEz/w2VS0gql8jcJq017x5aS3JpSYsHW2dJr/z3vKVCDUplk1L189friDxwgBsr9cUwbDmYhfiO2bRi5nZrrYmJSebItmUUMR+mRbXwbPa9fFxfQkpFs/HLkbw5YyMxhRvT4+VX6FU/9Ir/UBrFi1OETUSeMaHIRax3CW3HA33vYHtIIiZhGCiOzBzPAnEf07qXPf+ap02TmbCqKPe83v4CqSwePF6w2+3pUYf4/RvYdCTrzH3ukIUq0LB+2Ss+46tOLmLIQ29w/N4prOhX6SINMyURXT7lq63t6PhYb+pX+5Ens0ydJ2x4h/s7v83u+qP4bfTNHHsyb2eIWfM2D9z3KhvKDGTG/PfomJO6+C9g7mXmi/2Ym+kSTJITEtGOYAIcvidMlOjJrPYNCc9OtatT/PD8k0zc48GocB8vjLyH0rn9SDxr+aDfN0TlUG22SM8ZHLrrXAc4994ZPNn9ZTbVfZNZn3ejQqaFggLpH4qfK6NbpuLQtBF8fuxWPhjS/ILPesrmj+jZ70sOVn+F2Q9EZOi3Dtp8sBvXmDw4EQmBLZuHWYa147nP26X/2/VTPxaviqXvxxPomqGB7jW5PVFOJLJl3jRWHM2+mEfSxknMOBHBXfY/+OKTlXk8tkH5dn25o3rmEOTl6ssWFhZXluvB8jwvBAYG8vnnn3Pq1CnAJzRyQ2hoKIMGDaJNmzZorfPsfPjEE09Qvnz5PLcXoEePHhw6dOii17cFBwfz4osvUq9evYvaPz+5jn4hFEemP8odj33PSQXwO8tXH8G5YQYP5kfdmQznUZo8PRy2MmUpKU9y9JgXql3459/c/zF3tX6DP7NaM0/7mS9S/9cdH0msCqZvlR/ThY+t0gDmrXglk1GErfaDDOw4lZdeHMUDi0fQIqc1UtqDxwN2Z9rgxc32if24fczOHHwAz4+90XDWrxhKxlI26sQmlv5zquCK0BqhVL2xGRXSU6oT+P39l5hTaAjzP7yHEpf0GATR/NUp/G9lK0a/MY9u0+8nLdisTs7ksXuHsTb8MWZ++xz1/Nwcy/Vx3RyY+zxd+37B8WajWfzNczTNacHcfwVbE4b/9TsvZIzQuJYxsNod7H5hN4sHXGitUwLr3+lG32+ddLi1Cr+eqcatD3Sjdm6/zZK8fNf/mxzfln6FCc80+6aIWf8B/bq/wqY6b/HDzKepn1NafpalSQFVm9PAMZYPRv1A67F3UzaH7u3aMZEed77Aingb2OzYsv6eSQPjv6SdVRK7ln3Ht3+dW8BbR+9lw84EStSpy9GfZvJtng/uoEWFnlmE1OXpyxYWFlee683y/HwIIZBSUqdOHT777DPatm2bafypNWhfIh++CI8v/U3jW0flcNiQNiP19dR90nb0uZ+jBaDTzNBJt0W32e3YbLa0ilXpO2vSN0SjkfjWWqUNRjVgs9l8aZkitS2ZtF/aP2RquzlnElFKid1ux5BGBuGYateeeoX/NsPXYgroebmOhFQcS2f/xKkMazXMEwuZvSyJBx/KTwc5Nx4POByO3Ee6gqpQuWQkO/bGotpduKaQUexmnhgdzJk8rjuRITUpJ+F4xhedNXhs6jccaHcnDz9dh9WTO+cwCHH5rsvpl9o+B01H/03C6Ly14Xwk/zKcO3styCGlKh+wN2HUPxkLkQZx09ur2JkUQEh+rFe1VWfgjE10KRSRaeAli99E176DuaPXKO7IywhPR7Nm9J2MeXMdRXtNZfnH3ah01eVU5rVew6XWd3Cza2JPOr++nYbvLmF49KMsXXBJB7wACWyZPJAHn52N955xLB3/MFVzfQ8kxVoP44dfS9Hrjt508kzl50/vOscsInHLOHrd9TS/RbzIB3fPZcjatHcUJ2Y8wQMf/s25ciQ3GJTu+ikzn82QOufdzuwxywjuNoAOOam69G1X8WqDkow67yPrJi4+kHOsY2Qx7v/oN+4/55i7+KRTC7YVfoUflw2lTr4ZkFyevmxhYXFluX4szy9MmpD0mUJoatSowY4dO6hZs2aGrTRolS6mtBIo6UFqiQYUAmH6LNK1lum7AKB8RhVCAUKnbg9ohdRG6lorfCuudIbToRAKtBQoLVDag5YGKIEUOrWulcZEo5XPmt0nqBQKI13uSbx4tcZAo7TESJ1NTDNWV4DSJqbSSJTvWoROb7epJTaZJhrTBGD+cx0JKT9KliyC5Oi/EQ9ZjJKl8jk0rD14vBKHI8sIQceyZ8V85u3OZlSiY0gJ8LJz6XTmhVfMRkgZlGhwG83Kpt6u4Fp06lnrIhvozSykAEJaMXzCYJa1GcIrndsy8c7C5+6mUkhygZ+/X4EV0/W/Yyxr/3yt4CJSMpDSFbMMHmUQwf4mXm+WuJqsxoAZv/NQ4XJorzdD1K0aT83bxCOBEZD+uokSThwGGMUjKHXOecO5e0TWxTMXRu2ZzPNjavDQpyv45NG6V6eLmPbi9ZocX/wm/U+dW9RUHdpEyr/2BWi3GzdO/JwX8xTFsOGjR+j64m+UHbqAbwfV4tj/QMftZcWCeezLdWrfP5w0L2zZrc6s5tPB/Xn1m63EajtBPzzDjaWeOXdDI4JHZq/n3dbZqwJntT5MmRvLne0fpWf15fw0qEbqF6+XwwuG0rXPh+ys+Czfff8KhT+cl2FPSVCNW3nwoVq56BOKQ/NH8+HhNrw+sBUhwrd/SN0sEzPubcx5+2NK3vjYv0JKJXF6/252O3z7OAqX8T3DRjW6vzOcjoUF6CgWvjqQtc0/4X+dimS+z8KfCg1y8z3qZtuHA3h1mR83jbyB/YvmsT8Xe6Uhi9Xh1hYVcy7jcDn6soWFxRXlerE8vxgaNmzInDlzsggpQMNXK032n9EgBYZWqQV8NYcOVWH3TyZ+0otOFWZKaxw2ePQmG0WC4OdtJmv3GPgUl0JoA4SbE0fCeNtCAAAgAElEQVQiKHQ4kIB/PD4zCUiv/9StuY1KJQTebX8Ts+A7hE6NEmmJEOBOjCc0PonINUszBLMkQpj4t7qZgJbt8UZGEjP+A7z4YlMgEAJ06v9H7N1D9MEdGNJEavBKA6F8ogylCepwB0bjZqnGFQUXvbyuhFT7YWPos6ovk7fFo2Qhaj36Hi/flM9T/MpFisuOM+thzQPMfXUAi3OYBDaTFGd3DOexFf7Z5PY7aD92K80ePK83+SXhrP8sw7tN5oH3vmTo7YM5Z128Okt0DBQuUuwi1x5cGBlWkXphBXTwnHAtY1C1W/n04KXIN0Fww1f5edUIml3q46Si2Tj1NQZP2YUZ1pY3F8/hhUYFd98vHS9eLwjDQ2Ji4rlfVUUb0/m+ZpRJm+hKduEWfvgH5vFHMGUXMwZ1pf+UUzQe/iOzhragMF6OAebhhbz5zO+5fy51MlFeQeWc3jfPsGHaKF549QvWRIG3+L18/O1g6mf3bRn7I0M6zyDRc/44m1/tp5gwailNXnyeyXf/wGPlJKgoNi34geONR7FoxnM0L6z4M8t+wXXvY0Dd3FyUm5X7P+VTb3MefnIgZfPy8SYuZFDtNAcNG5WeXsqmroAoQo32d3NPhATclFo3ltlb4ca77jnHACR+6zJWprSmZdmcflIUZ5e9zMOvLydWhbD529GMyPXvmibh6HYO13qHPUufyfnarra+bGFhka9cT5bnF0NQUBChoaHs37+fSpUqpYsarRUbDmk2H9KgTYTNoH1txeEjJkkh9dl7CuKTNV63IiU108lpFzzYHEKDBftOKpZtA4UXA0mDql5IESTYy3I2SZAUqfB6JUle8BUPlrSrqalUQuE5dZrk5UuQpWrhKFsYdfYY3sgYAgigSOsGeLZsQcV7kUUqwKl1uKPc2EqVRbZsi5kUR/wfy3DcUBedeAhPnMLmb6CxoTG5ARve7X9ihpXHUbY4avc2VArYbyhKyqq/8K9eC9Goma84sJAFJqWuIyEFRtkuTPizNc/8uZ3osBo0rhGe/+5zrhhiXcGUK5xlWGerxwu/r8nWtQ8g+uvOVBzsz7i90+mcy9BD4nc9qf5UTu5iGbFTa8gSlrxQ8zw3PJh2D91DiY7zWXD4aQZnLfKadJpT8cEUK+7kwFcD6D9l90WtjcqK48YXmDOyw5UznbA3ZPCs3+nuMjn2/WAenWTQf8K73J2rdXOa2FVv8eiwVVR78AEaXNLDpIje9BXDnx3GF6tTKF0yECO4Pq3qXM0iClAppLgMavX/mK+fPr+xCYBKTiJF+hGQR7MldfpvFm1w8ODU3xjbvVqmqISt1tMsXjc8D2ukpnNfscE5vHmWhU/cyH1Tkmg+YCIranxP+1HFqdasBS2yu7+nt6RGfy6EQfmHh9F7zM18MXkLj4yoi02Gc/cHa2njKEyoA1KTJi4/QfcwaftE7nYCCAy/Qjg2/5BlIwf17upI+IQFLIrsQ590X/ZY/p40mN7PzcTs+wOr37s520ifa9tnPNTjU6JKRmA/3pCRq7+nR647fQoL+1bk/guFr66avmxhYVEQXE+W5xdLp06dGDduHAMGDMAwDF/WnDQQmGgtEFpitytKFIbioXZKFYXjxxVBDsX3fwhStERgIoUvwc6GQAiBAgQGCEWZ4nb8DU2nYl72nNUEJNlYuctk11kAlboWyUAIG0KYKKmxBxs4qlUEWyucfh7cZ90I2xFst/fBXqgwUhkkfrUBT5RCCIGQEpAIace/Ri1k8ZY442Jx3lCI5C3J+NdqiJlwCsPf6xPYe/bgP+A55Ek3MvggrtV/+pzWDQMjNYZVUFx/T6NfODVbFpxVonnqNFGE0aho3uI2Ia1aUz/+XX76I4nOt+dyhJESS6Suz/Nje2cybciEOszsl19jf+KFZY+jbn1qGnPYtdsLWYSU9/BhjuvSNC5nJ+BsTRo3CT0n3Shxy2zGLTpC+Tv7c18N/1xdgq1y0Sv7EMoQKja6kYoAjadyautNvDb2V+5ZNIIbL2Dq4No5gW4f/YLo9AlfDKp50bW1VMw/TB/+DC9/sQp3nZ6M+W0EjRZ2pM33F3nADHjP7GTTMSeVa1cgtCBCiSqKqFhBcEhILtYEKmJPn8EVVonieWyLLNuVqX92QRa440IYt70+lQX9qnJLoyKkfJ0PNyENZ31ub1+KT/5YwQlVlwgJBBXOsdg2KQt5puXzLEnM3aqylDMHcaW8Q/ua49Kjc8L/Ft5e/RF3nk+4CjuBoUUoktG1L5vNHE0eomu5NoyftIOeL9XEPLyE954ZxJu/CjoOX8Jnz7TIVkSlbJ9Er7teZHOTscy/fxltH4tk/7pVrMp1h/GyO/ICtbHgqujLFhYWBcf1ZHl+sdhsNurXr8/q1atp0aKFT5QIQGuE0CgBrhTFt8tseIUXoSWmT21hSLBJhQeJ1Aoh7KRFmJAeDKXxKhvzVyZj1068UuPVAgMvhjCQ0leDykydE5Ra+8oImzZcu7fi3rUFjcAQXrTy1ZVSxgKM1AiTSP1vGlqCVm5i530JSAytiBc2TAGJCydjK1cNog7hTkjBUF7i5s9BSo0yTQx1+VI/rz8hVcB4jx7lpChJRETePlpZuiO31nuJ8YvW4br95lxHyoR/BVrd3432Oe3g3cjWt17P3VoEeyAB9gRi485NjUnZvZtD9nLcUN5BeL2BvNE2ywbRSxjYfAyORkOZNmMETbNowaTDe4ksWomyV9rv/Hw4avDk9G85fkdn7r4LZs19PcdaTQmbPuahe55nddX/8eP0flS5hJ4Uu3Uukxcl0uG93xg9oAXhhpc/F+VuX+/mabz1RwQ9+91M2SyjP3P3Z9zZYhBLogQl7/qcFXMePTdl81LxniUqLoiwsNw8sV727TuCLt2eHDPAzkPBi6jU85S6kQ4ZFsfos8t5r29PpmV3etc+tnnhhlwd2UaJEkVhxRkiFVywbJu9Onc+NYRaF0gb9KE4OOd13j3YlscH35QeJRO28tTIr2Wgttr07tuEj94dxXsOJ9+NnkVUgwGMX/0a3WtlH0aP/3Ms3e55kXWVhrNwen+qL1oGns1MHzqEhXlI7Ys7GI+unoe2XqG+bGFhUTB4vV7L8jyXNGvWjClTplC1alWKFSvmM+ATAqefokFpG4kmCENw8qQmLFiQoDVOCS2rCjwxgsMJio2HfeYPPosGhRSSZlUNziR5EF4nhvAZQByNl9QqpQkLMSnnMDgUo/llW2pKIRqJRktJyEOPo3ZswJ0IQQ3Lkbh6M+5jhwmq3xIKFcZRIgDvwcMkrV6emo7oswu0aVBInM3uxu4XhTsyFv+GHUhY9CVCudHV2hJarzR6+3a8iQkQWIikP35BC99zkuboJ1INLQoC6ycjX1FE7/EJhgq5MQL0nmLjkp2EdmjDDbZK3Ht3fUZOnMuapJu56QoIDvPEAQ4nh9GgeNbHwsuuzdtJueFe6mR3XSqKhS8OZPyp5oyaNewcEUXKGv7XqQM/tJ3Lqg/b5TwDfxUgi7Vl1ILvkPf34J7W+3l7+ic8Xj9jel0CW6c9R+9nvyK6zTv8OHkQTS7R9LFwy+Es3zmc3Ns8/ov38HI+GbKfoDvb8EyWxSOuTctZFWWiNRxf9DnTt/VmeJ387fLmqZNE6tLULZ+L46qzbN16lJDqtSiXj4LO3P8dT9+3ieDcfkeq42z0QLsLb+nDFkjR0qWzr1OVchY/kVsze5MzZ6LRwYUolJu2GhVp16tiapMX8doLP1Httfd5qEp28RI3K7e/z5iURnTp+2je1kjlGoMKvV6k+5jbGPbujTz76Tpe61YzB9OOeDZPfoaHB3/F6YavMfe7oTQNTq3z62zNa78VQGpfFq5EX7awsCgYXC6XZXl+HnyRp39d/Lp168bkyZPp27cvTn8nQoNXSAxDUNRfcCYeQgIFpUJNdp8V+Ns10TGCALvCEIA2Udh89ulCorWJTZoUC7IRE6txOiDET3I6CRwGqGSDSC3wc4ASJmlW6xqNIcB15hT2QsWQrqN4YuOxlQjHHXUa7ZAYngQ8pyQyxA5Cp4aiQKQ6+wGkHNiMrUYNjCLg2rMZUbgYjpAwPImRiORiuM8moXU0RnAIhrJhSi+g0EohhPS5D1quff8FPGzdsguq3EPN3EyaJG5iwtO9ODZ0PfMfLUflB3vS+q2XGfPti7R+pPS/42p1ihUz/6Bwx/uoUzj/Rkg6ehdrd8Rg85e4Tu/k508+ZkPRW3mpQZaBmjrBmjX7CKnbIJvZWsXJeUMYOCWGdh8u5Nna2Qzy/Joz9INHWHD34zzXbjXj77qwxfuVRIbfwqgly6nyVDeebtOUX4aO5d3BHQg/9hNjhz7POwsTuXHoD/w4rC0l8ksQXOQHYsbGkCBDCMvmufBr2ZkulX9iyp5EtDrJ0WMm5LOQ8u7ZzUFZhgq5CTEl/s7yjZL6nRvla+qU8CtKhSpVCMvtd6QJO5ccyv3xCzWm9//ezD7qe/oL/hq3NRdHcXNi5Ye8NfMQFXu2JiKvqY3hNaljf5Z+t/fCXDSVXtmKqUtHJRzmr+3JVMgpCBbUlldG3sf8/vuwR5TNQUSZHJzYg/b9V1Cy9ySWfvQwNTKKJnWWXSuWsjTXl+Bh66lzCyTnhivSly0sLPIVy/I87wQEBNC5c2emTfuKh3v1AO1EJ7lZudsnb5QwkcC+U+CWJnZlY/tRjfJ4AS/+fgE+bzyhQfl881bsAsNUeA0PUtkxzSSEFKyKcYBdglcjbAKtJUKn1XESKOUl+sdZ+BsaIQzcm7cCXiSQ+PsSpLShlQfDcKC8CiUV4yZN5Pj2HdzqclPaZkecOkjCmb0oLX3DJa1xSUAZJG9fg00bmCjknoOYhm8tmEh198tQwqpAsIRUfuLdw+r1pynXriE5ZJFkwm1rwQsvN6f5yBH8eN9k7oroxsDOo+k89hPW93jzX9codYjFbw4hMvROJtyWj6ugxT98cE93ZkYphD2Y0nU6MuKr0dyWdXQUs5xlf9lp3qvVOaYQ7u2f02fAbAL6zWTK41VyfKBC273BuCeXc9vAp2nf8Gu6ZTu9fxURUINek9bS7Pb/8cTT91JvYkVCT+/D0+AxPlw9kp71Qq8CMag4czoKM6wa4dkMSmXprkza1ZkP/3iJJrcsJKxwfn+VmBz6eytnK7SlVi5m8mOWzGd5cj2ea18sXz87Waotz7yVN7OJfePW5GMLssc8+Bn3thnNJgXuhCiiYhXFbxrK10Ma511IGuV4YNxCUh6+lSfuGEDw8gncl1+FxN37WTiyPzNXLeeP9XtIqvEKv3yY08aSUl3f4e15LenXawC1f5lC9wpZP3iD8r0/5vsK8dRtV+tcseXdwfdvjuT3XDdfE70nAV0lD9eUkf9EX7awsMgJy/L84ihZsiSdOt3O5AmT6dDiYdrWCUKm25D7DCSQCrQT8AAGKYnxvP5cL8pVb07RgJcATasadsoUFYCJRKIxkELz1ZdfUr9+M2rUbYrQCi18yXxKaCqW8MmX5OIlGB7lJqRceYb37Y0hQKBQ0kAqgRapBXvRmFqwfs1a9mw/yPKD+2nTpCE12r6KIQ2UNJGmLXW9l8CUXuymDVOaqYLJd36FwPBVEMZRo47vPQGiAL/lLSGVj5hHf+W3HWE0H1E3x4GSit3L8u+/YcZ3s1l4uB0z1/+PQePb8Np7j9NhdFM6DnuZto1e4uVPerB4SC3fcbynOHm2GOVK5++UqQi9n2mHb+MLj8Q/KBBntodXnJw/m99Uc95unzkpTx1fwKAuQ9nSfCxLx3Y6xxI5M0G0ev0Lnl16C88+9RU3zu5VQOlH+YSKZ++yb/jyu+XsOqtxVgwk0E9y8swe1v28lHql76ZesYLrPnabDZT3As6IHvbsOgDl76BSjk0RHF+zmoOFm9CiVn5HMc6yas0OQhu9TI0LfRTqMN9OWkRii5F0yeoIebWjPCTFxRKb3ceX6MrxHhll7+HFNyX/xAicQYUpVb0ZrRqX5aKzxxyV6DlpBgdu7Ui/h2tR9adnqZnXW6pMvCqOv6e/RJ83/2DF6r85YYayYXV5bm77NOPe6ki7phXwX/98NjsnceLv1WyXDek+bgp/t72Hvh374l0wjoerZlkAbitHy5xyJx0teGlxwaf2pXOF+7KFhcXFo7UmJSWFoCAr7za3ZEx/jIiIoM8jj/DVV1/RoEEDmjRpkmmbf9cQOVLXEBXFOexxVq5cyea/19G8eXNqlYZapXzufxn54rXfUCVd3NG7OUL8+57WvjVOpqlYsWMPzkbNef7VVylcpkyWlmq8XpOdO3eydetW4uLiaHp/d9rVqsUTUmYWzj5tdDGfhm/HAgxJWb8e+YbJwe/nsr5QOwa1zjyoSDl8mNPew8x9qgUT1m8irlRrOvd4nplfdKZVYAC1h93L+EfeYPqA+fSt0JeP3vyRVkO68WTZH/i0SwXk3k1sdVekQ7lzb5c6OYvHG64kIMeHxMWZfWYOhSUljoDg88+OmweZ+dUyZPvPubfEvw91/PZveP7B/kyOvYnXuhVl8+xprIyPIz4unriEeBL+z955x1dRrGH4md1z0nsjCZ3Qu1Qp0nuTjqBIkSYCNlSuooCCiCAKekHQCyIIKF1ABaRX6V2aEIiQEEivp+3cP04CSUgDgkTd5/fjXnPO7M6crfPOfN878QnEJySQkBBPYkIiCYkJJCQkEHvDxs3j43j1uxas6F+8UI0Em26d58jeHWzauIGNP2/nRLQHNdo9y/gNy+jfojTOCef46atZzJo3hHoTXqJC4zZ06NiJTu1bUr+CbwGGqykEBPhCxCmOXjPzVNns96zd/InvfrlJiR4NcwwV08JWMOGL45R/YSbtCvo9FL2ZDbs1ak2vn/MiqWnEbZnKjK2udFveN2+ThUKGdv1/PB3wv5wLqCWpkN3nSjCN+o2gUUE2xq0+7yyYTtxCD4z3+VKJXTOMeoO+4VKCgSJ7j+HfrBNvDZ1Nu5b1KOmeJb8uMYFkaSHm4g6+X7uD7Tt2sXvvQc5FOdLs4/00e7Ul0zYuw9LpWQY3PMu+mf9jav/qeOXn3Gq3+X3rL/yS75xxKyfC7y+0r/Dcyzo6Og+DxWJBVVXd8vw+ySiUXF1dGTp0KHv27OGrr77i6aefJiAgACnlXdGVIceqU6dOdOjQgZ07d7J8+XK6d++OwWBARc203yFDhhASEnJPfQAxMTEsX76cli1b0qNHj0yiyGazERUVxbZt20hMTKRixYq0b98eLy+vO226I/Ay5sQ9sBh6tHl1+pVZUJgO8dWC3/Dp+BZtMsSyaDeXM3zYt9xwLErpom14af0y+jQrTcbl5Lw6jGVE2Sf579cnGTCpJmWHfMPy8J70frYWe+a1pmLsTq40mkazbBIShHt1ur7Ym3I52p/fYOPUj8lvOnxWEn79mFl7Aui98Wn879wHZo5/NZH/nUjAKn7i/SF78Pb2wdvbGy8vT/s/Ty88Pb0pGlgKL08vvLzS/nl7cOuHlxjxnzf5odV3PBP0mHrVWjRnt21mx29HOHr0CMeOn+BMaCx4h1CzYTM6v7+Gxd1aUCnjemDuFen02lw6vfYJYfvX8/0PK1k3dySzXo9F9S9LjTp1qVW9IuXLlqd8lbo0ql8qhxySvFAIaNmFxoZXea1GcWYV88HxnsNkIyE8lJuOrfl8+JPZdvziTi7g1WdfZXPpd/h5XP0CXjNN4+ryRfxqa8yMDn65CmLt5nrGjl5AVNMZjH/a9y8Wz0mcXLuYfZEGjKp9+t8cvolTVhfa5NOdQgnuz3fbJtEgu45/7HIGNpxXoC3OC0PFIcycphFz5QTH4gUGRSCtcRy5HItUjeSkT9yf6MG4WU9To1UznijqmvN5sF3g289/5EZqOBNbtsLBrwINmrem34dv0rF9C2oGpcnm4E7M2r6DymOe583BdVj1+Qjmr/+Mrnnd05ZjfD1mJEvv492WGhWPrJXDl4X6XtbR0XkY0k0mdB4OVVVp2rQpderUYe3atRgMBpo3b06RIkXuiJZ0hBCoqkqLFi24cuUKX331Fb169SIgICCTsPHw8MDF5d7QguPHj3P48GH69++Pu/vdJ2dUVBT79+8nMjISLy+vTOJJSommPaa1FB8SXUgVEFrkn0Q7NmDYmDaZRJLi14jnpyxmbKeePOGbg9pRKzJi4S56FatpPyGKL00nbOJYi0XMXbKTC+aRLJzUn8As/RM1uCat2/vx3PARPJHTmdQiqGhw4VLFwAfowNqItfjyxPNv81aLjN0IBxq+uoytA7woH1KcAHeH+9t37Rns2T6EpRuu0WtoKR5PoJeNc4vfYcIeH2rVf5LOrw7j46ea0KBaMC55/hgXijfow9gGfRj7qUZi2FF2bdvB3oMnOH1gDZsXhuIxaD0765d64NapFcew7khN1v9yiNCYVKxalvF4oeLkXZoGnbvSKJvpqISfX6Juz6U495zG5tkjqP0IoiIMpevRbkgdeubRcbbGxiNL9mLmvJGUz+lkCwNO7h64OtzfyJFQHXA0GnIZb3JEubCSD2edQxMKBkdn3LyDqTFqCi9lu8JuZhSvElSu7EvpUqUpnZ1aTW7PyMleeIUUzKNUqA44OuT2ezJUvektmozcRKIUKEZnvIKq0O+DtgTkcDrUUm0ZnJ9LUvUjoHQ1Oo96hZ49utLhqfJkXV/8Dp5PMHzRYdoPmMecwxVolHt8rx3H1nxy5n5C+0xsGVOTgaFOOTwrCve9rKOj82BYrVY0TdMtzx+CrC6Hbm5uPPvss0RGRrJz504SEhJo3LgxISEh9gV8Ic2cQaJJQclSpRg0aCBLly6jevXq1KlXD0WCpoAmNaQm7WuKphmC/PTTTxgMKgMHDsSgGoiLi+X0mbOcPXMaby9v6j/5JEFBQZnOaUbHwb8jQmaVojoPjtWM1eCgq9N8kJyQiKO722MSUeloPLBdXmEn7gz7LvlRr3YR/Xr8x6Jhs0kQKn/REluFmH/wvayjU4BIKbFYLKSkpJCQkEBMTAyBgYH4+/vfLTSmF2xamf0Olu6B2ncDlm/cuIGjoyMuLi44OjoWqCFEUlISqqrqi/AWIFlnfVJSUti7dy9Xr17FxcWFBg0aULJkKUDj8K0/+P7KXrvzntQ4uvsA5cuWwzPYHoVy9dIVPHy98fbyRgq4fPwsFieVCpUrYtUkCVdu0MASSJ0atalapQoGVYW0sL2/u3jKiN7HKkh0EZVvXNwLQ+LoP7jj5VmFhrUfdyN0Hi0K6t/Mt+PR8Q++l3V0/oWkW547Ozs/7qb8I0nPQ3J2dqZVq1ZIKUlMTGTfvn1s2rQJDw8PTjvH8VnsNqQQICX4w28xB7HFgaIIbDaJGqFgjdDsToCOAqlJfjpzCQBFMTCx+1CC3fxQ05z5yJiX9Q9B7/fr6Ojo6Ojo6OgUGkwmk255/gjIKGKy/reHhwft2rUDIC4+nmtHN+KcEkjvYjW4ZQoDRcVBdcLN6IOXULlmScbXlkCSwZF4sw2rNCNtVswGLwItl1gdeQsEdntzkRbC94iNHx4HupDS0dHR0dHR0dEpFEgpMZlMuuX5IyC/s0EeHh4EFi+KFiGxahZcHT2p5lECg8HEqagkLpoSKOXigEVzopqPL5ej43B0LEOqLYGSjm6cDr+IQnr+E0gBj9o973GhCykdHR0dHR0dHZ1CgW55XnhITbnJ0is3kRJWKkdwNdpIMGsoUiIVEFKFUBsSm33RW0WApiClhvFfMpv47/iVOjo6Ojo6Ojo6hZ7U1FTd8vwxIqWGpkmktCGkgjRJRFQymmYiMdWGapHIFAsSAZqERBNIA1IakCaJvJ2IsEmsCKRmT6+Sf09n83yhCykdHR0dHR0dHZ3HjtVqRUqpW54/RqQERQpaF6nKawlVcJu4nRlFnmZL6/dYWOMFyiwLZV6559jc+h1+bj+e11KeoMUeG2uavsbP7cYzPCIE3yn7mBXUDT9nDyTSbkbxDzUJ1+dNdXR0dHR0dHR0HjvpC/D+05zd/k5owO/nzrB9xw7aVm5Ip+VNaNykKULAhqOhlHb0o3+TLhgcjCgIfFvb2LlqE/VcSuIfGECTD6fTqXUHTInJLF64iG5duuLj74v6Dz2nupDS0dHR0dHR0dF5rOiW5w/BA8z2SKR9TScUEBKpSU6fPsP+/fspVbokI0eMsLsmpu3blJrKnzf+ZO26NRgd0gzNpaRmzeps3LiBH9f9yMCBA3BycKBd2zZIIUhJSmb9mrVYpUbz5k0pVrSEvWZhb7NAgMjbyy+9rVKAglKohLYupHR0dHR0dHR0dB4ruuX5gyOxi4373UgDpGbjj4sX+HXbVipVqkz/Af3v5KhJNEAghWTNurV07NABB6MRIQUIaTfikyo+Pj4ULR7M8ZPHqVnzCUBDSBVXF2f6PNuXmOhotm/fQ3zCVjq0b0+RgAAQAk1oCAlS5HXO7b9OaApS2BCi8MiXwtMSHR0dHR0dHR2dfx3plufu7u6Puyl/W+53jkbDxvnT59mzfx/FSxRl+DD7DFS6ZTkINKkBCufPnsTd1Z0SJUqk1SSxrxAFGlYUodKqZWvmz59HudJlcfP0wC7TFBQBPj5+9OjeifiEeH7euIlUcyrtO7TD3y/Avqc8p6QECKvd4KIQzUaBLqR0dHR0dHR0dHQeI+mW56qqPu6m/G2QGcL5ToVpfL/fdmfBWwkIpH3mCImmCKTMLLaMt36lcQWFdk/35asdDuxdDWAjffZHQbHbmku4eMlKyZLN+G2FDYmkUrBCv0YghcoHK6zYpIYGxIruvPbNTQKCnVElSGFLa6sCaEjhhp9nN55rmMKWn3/hbGI1hGcFEDakUOzhggiE1EAIpBQIoSE1gVQEClbGdjbgVYiiP3UhpaOjo6Ojo6Oj89hITU3FycnpcTfjb8uteMmeC2miBQj0h+JOkqN/2tCkahckaSIlnYFNmtO8iQPXbkl2XTBhn3mX/UcAACAASURBVEECd0+oEaBy8JKNZGHFoKlooiLXQwVC2lDSZBrCgILC7ktg0qwYNAMGZw+eLOPNiQs24m0CEEhps89dSYmmQClfAyPbeNG37zOMXJDK7+dtaEJBUyw0Lady8ZokwmxB1QxIacOiqDjYbGgCVAO8phUu6VK4WqOjo6Ojo6Ojo/OvQbc8LwgEEgXSTBnqFlMITZW83d1IbBRYzTbOhgl2hN3dQmJfONcuipQ7GVaVAxU0m4XR/RTkDQf+iNdwxsCKIwIT9pmnrOF1qrTPXvn5gqdF0q2ZypOusOOGhoPRyMr9FlJQIV3KCQ1NgkRFExooVpzdjQQ7WQh+woEq/g7cMsHNBAN7jpoJTxF2+VYILdR1IaWjo6Ojo6Ojo/NY0C3PCwIB3A3t23rBho8TfHNTkJgEKDYsVgECFE3cccxThQrY7H8LDVA5fsVCsIeBH37RiEvWsNmsqA4GLMKCEAaEZpdtd5FIoSFw4GaEjRO+AuthK9ttCrfN4KRqmKSC3bRCw25EYUAIBaTNLv80SWq85MB1I6lWC/uBGKt9BiwxVUMKFUUKhJBpBhiFx5BEF1I6Ojo6Ojo6Ojp/ObrleUGhIVCoU1rh0m2Jk6rh46DwR5INs0WjZgkDVhQqBwouxVg5cUG1zyoJgRACTQjqVDLgmgyXEwS1Kgh+PgLO0kr5YCOxmkKH6oJLEYLQSAvIjEJGoX55A6YEG3GapH4xlXUnJG4GSVEfFdVZo66HiilR42a8SpK051kJYXcDdPYQlHM0Eq1ZcHIwYk5SSTHYcHbS8BUGylZWMcdJYk2So2EKSO2xHeXs0IWUjo6Ojo6Ojo7OX45ueV5ACLtVuZebpJKLghIncPQEryBB+Hkj/p4ampBoRkGxALhywW4nkY5BaqQAtYsquMeqGA2CssEKQTYBngqumEgwqZQpbiQ6WmTKtQJJZLyksr+Rqi4at6WkdBGo4C64YpKUDBRERtioVEzFbLOSlCCyzCdJivpAOR8nLt3UcPexUCLAyKFIjWK+IFIh0E/BkGpB/AlQuEJAdSGlo6Ojo6Ojo6Pzl6Jbnhcg0j4ntemkPfxNw4oS5gACbOYEzh014uFsJMViw8UREjWRtsit3WLCJgTnzsHv0r6tqgikTeWwKRoHJy8cjQakFRSjBYtFIbCIREsLB9SkIPSmxpUIDbChCIGmGTidHIXi6sOpaxInITgcZsNRE3h7K2gINGlFSo2kBNiYIEBaEGhoQvDbpdsYnL0JuyFxcxKkWDRchT14sbBJbl1I6ejo6Ojo6Ojo/KWYzWbd8vwhSM8pk1JSpahg4tMZu/Rq2ncG/gyNYOFXsxg1cRaODndnc0r72fOq/Nwk73Ux3PGPsGkKAsGNG9f5YdGnvPr2dKRMy69KK+TvTtqivDbGdzFAWs6UlAY0NJITk/h40ttMnD7f/jn2vCoNcHIEVZEIKRnc1IHEFHm3bmlf53fapA8YPPI/FCkSBGB3HhQ2FClIWyu40KALKR0dHR0dHR0dnb8Uk8mkW54XAEIIingpFPHKZq5GSi66ODH53HZKuVymcqUqd77SpBWQuDpBq+oK6aF+mrSvHbX8971cP7+X+qXNuLq6pqVU2RWPhoaQGlKqNK9qQREOd+rTgJMnr3Dh2M9U8r1FcHAw9rWpNJCKfTsEQoH6IfYcLYS9bpvUMCUnc/a3DfiM6ELLasXTGmsPTRRSBbVwmZLoQkpHR0dHR0dHR+cvQ7c8L2iyrLZ751NJmdKl+GbhIlJTLYB9oVukBGn33pMo9mkgkebEp9nDBJ/p/SxJScm4ubogRNr+0+pQ0soINDSpgHLXxU9KAzWq1mTa1MkULRqIlBpCgKYBwppWHwgNNCFREGmOgaBKgaOrCx9Pm0yTp5rYC2H3thCaEdAQmgaFKKeu8LRE5zFiJvZWLOb8FrddZv3ns1lxLIqcvVM0wla/z+uzthFeuAxWcsV6fh0zP/qeE6Zsv+XUio+YseZ3rH91w3QKDi2VW3+c5nJ0/i/MpHM/Mfd/j/5aNsdEk5BdHdoNts8ax8xfo3O55wDTNc79kZB7mUKG+fx65s5byaEI2yOvyxa6jSXLtnEh8ZFXpaOjkwu65XnBIoSCIPt/qqpSs2Z1Thw/hpQCqZEWqqcgpEAKC1LKO/8QILAisQESqUiksIfnSXlHg6VpNwWRYVuJRBU2+zZS2gP+RHponwDUtFaB1NJnwYR9h1Ig0/Scve13P7eLPit25/bCJV30GalHRMyWqby++OE63IpPc8bOGETVgjpLmonY65e5cPE8F85f4Py5c5z9/QxnTp3mUpQ3nWZv5vsRlckr/FS7+Quzx03AfW5fejyRU6kYtn37CV/LErz9cj7bZ4vl+pVIkvLZC1Sc/SlV3LtAL2Lr76uYOikarxF9qHHPgTBz/LtJTHEOYWS3Sg9Qr4248DCiUwtmQTmhuhFQwh+X7L7UIjjy816upBREXQLHkg3pWDcoy8iLRswfx7h420qBL5EnVHxDalHWN78PTA1rUhxRUdFExUQREx1N1O3b3IqM5GZkBOHXb3Aj/DphV69y7dqfRKY4UmHAIrbP705gPqpwtJxg8WtfcaTIYb7u5HMfP8RK7B8H2LJxI+s3HsX5uc/4tH+lbM+ZFrmCwbVHEv7qVn56rXrm+1DxQAldx7vzzNQ+OJOmbtnVZebUzL40mhnA7OOrGFi0cL1sskOL3sY7ffsxTxnFhj49H3VthK15nyHveTA3tAXlsz2GOjo6j5p0y3MXl2zfXjoFiBACTdNwc3PDaDQSHR2Nr6+vXTChgQKKVNNyn9JyrgBN2Hs4QgpU0gSOEOmpUHZBJrQ0hWSXPfbPpV2gpRVUMkyTSSHT9m1FSBVNFShSomXYHqGhSNDSc67utElDotpFWyHT3rqQeiRoJJ/bwrKfbQx+tT3FH6A/k3RwAR9vd+HZafkQUtZkoiMjuBkZSeTNSCJvRRJx4wbh4Te4cSOcG+E3CA8P5/r1CGJTNBQnL4JKlqFsuXKUq96REX3HUbN2fepWDc5TRAHEbv2Vw04t+KKjf85Tmsn72fmbmRpjm+CVz9+sXf+G56q8yo58To0Zn5zK6T3jKK+m8tOIqjy7/HaOHXop/Hl67g6+faZoPlvzCLCFMr9XJd7caymQ3Sl+/VkV9i1dswsxt5xn9Ydvs+JWbhInlduh1zH5lKKoR27JvgKfbnNpUzcoy/VhZvt7rem1NKbgZ0CEK92XRLKqX5YXre0yC4cOYO7JRFJTkklOSiIpKYnEhASSzBqoDri6OaElJmAIrkG1soH4+/sTEFic6k2fpGPJ0oSULUeFCiEEuuU/wdlQbRQT+n5Ft/EzGd56MnWzvVE0ksJ/59jhIxw9dpwTJ45z7MgxTocl4x5Si0ZNWlLfw0qqBi7Z3DhKQHemfLSSp4b3463qu5jZyifD/eXGU29PpsfKgbz52UD2jq9+z8Pb+vt/eXn6eRq8v4DnchFR2s0TbDscRgHpeYQhiFptahN0v8+52H1M7dmHz+O68PXmCTR0s2LNZuTJbLbh4pL7kynx0FK+u/0kA9qXIeeMiwT27zuBrPImDfP7UNLR0SlwTCYTDg4O+mzUX4BdMNn/v1u3bixbtozBgwcjhEBIBalIbsVb+HaXglDSRIuwTzsp0sapWzWI2aAhFPtMVNpeKRMAXeuo2ITGzA02FNU+RSWlXfQICWdvVSPup/RIA4HEhpTg7QT9mwgMRo24Jd9gjQq/s5CwhkTVBMUuXiA2IhSjejcM0KqAapP4jngZ3Dz+0uOYG7qQeoQIryfoM3YcTRzud0uN659vZsahvEtGLehCqaEbSNRAMTrh4e2Dj48fvn5+BBQJJDCoAg1qNie4aFGKFS9JqTJlCSnug9MDD1bHsHn9bhzbzaWjb86lTL9tYkdsNV5oX5L8dleVYsNYfe0ZTBk6eCmrBlF5nCOfn/6STnf6UhYOTWxG71PKnY6mJSUea43hzB9dN8sKA5LYX6cyepGB8lWK3FNn4vGVLDoVRM9nG1HkoQbwEzm3ajqf7CvP2CnPUiHH3pxK8Re+Z+/kBg+1EkLq2iFUeTeXAo5NmbL3PFNy24l5F69UacfJMbv4dXTRB4jzdaL7d9HYvsv+W9vZyTSos5ZOBw/wXsbRAO0qnzavzMKndnF0cu37ewipJWg6cDRutxxwcnHF1dUVN3d3PDy98PbxxdfLBYNpCyPKduHC2PUP9rtsl1n1wSf8ejOzPNQiPXA4PYcRz96mnv/dDoDi14wxEztzakAJ+v1gxr9MRSpVqUrVqh15qe871K7/JNWLu+ajHSol+85l3u76dH/xHdodnEs777vfKv5deXt0DerM/oT1Ly2iW4bvSD3Cx0Pf50Lzz9j9YoVcj6nl6FyG9V1CZEGoX5uZFIeuLA3/gT73MbhsDdvAf3o/z8wDMWgspX/ZpfTPoaxwf4ppB7bxRuWcflUiJzZ/zaQPXuSzjm8wY8ZYOpbO5gY0HWbPoWTK9GpGad0kTEfnsaBbnv+1iLQFdwHc3Nxwd3cnPDycoKAghBAoKKRYjGw4cXeA19NDUr2I4NAlQTLVuXzCjGJTsSn2RX+RkqYVVbrVFSgY+eWUFYtmQUiBwclG4xCVo+c14rSaXDpqtac5CQFpM1JlfBUGNBWoKKQe2EHqubMYQiohDDZsl69gtZkI8S+H8udZEs5cQgoFY4kyWK+eB8WIz5AXH8/BzAFdSD1CZEoYR7b8QvJ9v7QlsRdj8xUupVnNWD178M2pBfQNcsfhUUTzmCO5cDaMBBtg2sOy7ZI6bwfxx5Ejd4oozkFUqBycFrKUyu4V67leojVlEo+ToVhmVHeKVy5PQLrQVFzwLpK5NxbtKMDJA78igQTe6RuZ8XRS7Cty3ykpMATX4emePTOHTVlPMfnj8/j0WMSLVbJe7hoxu+bw5vz61O37gELKFs2ptXOZMWMO3x9OplyXMVwMt1KhdM63lurkSUBgYL5m/3Ii2d0hu7xSALTIM+w7dxtbXheQ7QzhKRrxVw6ya6dPjvu7g+JHxUZVHlJwPiwGyjTpTZlHWoeG1WzCZNKwj7AJuzWrVy26P18LMGNKsWDWjDgYQDFZkRJSElMoOmw9575o8eDnVvGh7QfT6LXpdVbsjKFd14xqSaX8gCG0+eJzDp820e2p9Fpi2f7OIKbHPc8PP/bPUyQ4tv+Sy/FfPmgLM5H8Qx+KjlDzPVgCNiK2f8QLAz/kWNmxrDzYg5AcDpa89Qtv9RvPycZD6FMxt1eVG43e2cLx5nN4Y+R7dH3iB579eBGzhj2BZ4ZS5kMb2RJelLYdanHfY1s6OjoFgm55/nhp164dq1atYtCgQTnOCJYPUtCsGq/2VbHdgKtxKkZF4/vDAnO2mwjAipAO+PtKXKzQvYWBp5wEv0ZoGBwkP+yFbFPPAU1oOIXUx1jOhuI8ADSJLewCWoqZgMFDERqYr18mdtZ5EFrBpxI8JLqQeoTIqH3Mn3AV1wfY1nr7Mjbq5a+w6oyn7yMSUYAWsZTh9bOE3L3WmI0Z/jRUGcfe41OpZwCSd/DDhj8xh31Nv/pf57xjhyZ8cn47r5XKqeEaJpMZHB1xynLzSk0DoeQ5yh+z4RO+/L06oxZ2Jd/pNrbzrJ7wBr/f6W0JjFX7MnFAhTtFUq/tYfW337DgmxXsjvCmUZ+XWPLlcLrV8L2PTuWjIXXLu7QdtB2fUv44516S25EWTEvHMmxD7q2WyZGERjXlf7fX8XyWC1qLOc+BY3+SNR1L+/MqCVoC1w5tZ+vNDAdf3uZyvI3ksKNs3xp77zlU/KjcpAZBGZtk2s2HfaewMykfj1AZw7nbFpK+7E/7Dfmb93N4cizfT2ptF+FqWfp8+DV9tGvM69KQlW328MuYUpnOa+qWEVR+PopJJ76nf4ACJJOPCeRsMe95h6b9F3P9jteCxJRiwmFMDUqMyVpaw2YTHH62HIvvtoboG7exekTxQs01d4saq/Haxh95peIjvCKtVqyqI4b83FtJv/PDxJd47b9nKDXiW3ZPzVlEkXCQj175mN2+Q/lh7nOUyHP/KgENR7Pot448/XZ/hr/UhCMH57P2y76EGADMHFqzkSuamd8+60v3z/Pz4zQcS/Xm3an9qFzI1i3R0fm7YjKZcHbO/c2k8+jw8PAgMDCQM2fOULVK1bRFee0mESAQUnLisqSIq2DRzzaSUsBkkzgbwCoU7qwXlUnOSMCAFDYiIiQnvQWmcCubNEGcGRwNChZsZMzByri5gkLK7hUk7dbAyxfFnIJmsyCSTCQf24VUVEiOw27Wp+Y96PsXowupR4hSrA/z9n32gKF9rSj78aNo1QNiqM7bu/bwTrWsnTLJtc/bUutOr04jYuV81sQ357OzKxgYnP0lb93/NvW6XySv56nJZAFH5yx5D2nOMoog1xBr21nmT1+Foc+ybGajckHGE3bmJJY7P1Xg6Nbuzn2f+NNwyqy24Fm7I8+8upQv+rWjsnf+O6vWxEiuXrnyUKF9puhUJDlnyytBz7Dw1Fxa5dYBvI/QvtS1z1O8X1y231lOfMFzbb8mxs8nc+6PNYlblmTCxw3k50yHXyM5ykLSH+8w8NcsR8EUx83EZsyP2MDgjHksqj9VmjRHyU9ij+0yCYeOc7tCI5rXy98whqFs0L0PQ6UoTRuX4M3ly7n40jju6hETBzds5ValUTzl9/CjFzI1mhvhReg852UaFNBUiXbjRyZNuEy8Na/jpREXdh1ZtDjZLUGSF9Jmw6bmMSNli+LI0o94Z+Jc9iotGLtyL8943sBqgeym7rToPUzp2YMPLzfnv5s+pWPAfTTMsQzdP9lKlSdGMXqrhiH9+WA6xOoNV/Co0oYQV6d8vIg1Ig6uY/eZEEZ91C//9evo6ORIuuW5waB3PR8nrVu35uuvv6ZUyVK4urmm5UMJyhVTMKVYsVpV/DxtnLgh8BVQuaggyqbSqZiNs5EQFn7XKR3soirAR8FbSMwo+LjDyTANL6NCcX8FxclKA3cDKYmSiEQryVYyGEYIlKJVca1WlKSzFzAWr4aIOonplgkRFILimIixWm1kZATG5GuYTl3DJnnsA9YZ0a9mnXyiYHB0xsXl3vA4J2OGjo71NPNn/4Jzzx8YWMkrU2hNRkxYMAlnXFxz6yRJTCYzwsHpnhkpTZNZQvuyohG1diqf/96Qtxe3z7fhBQCGury8MktHHoBkAIwVB7Pkm3doX8n7AW5mG38u6kuFRfe94T0ofjlllaSjEXVsI5vOxGUxg1DwrdmR9uUzNusae1btJtScpeOteFCpVSeqkAfGpkw7+QvD/DPsMj1HamtOOVI/35MjZfp5KCE9wu/dv6EiT79SkafzageAaQuhXy7mQvMRvPlAuV/pqJTr2omKk9fz45U3qFg27Wyb9rNy4y0avNY9HzMl+a0qmPp9nuO5B5m+zgbrqUvMmng574IxPzO2aR+2VHydOXPfoUPJ+1NyVosVVPWuYMmCFrWJt9r2ZdYfgXQcvYhDb/WgfOJ6Xmn7PAsTG/HK9Jn8p1v5O+G4CSe+5qV+r7FO9OLrzXN4tvyDKEsnKjz3NZufu/tJ7M/zWX6lDIO2r2JGo3xML1kPM77WWkKbdqKOHgeoo1MgpKam6pbnhQCDwcDTTz/N6tWrea6//UFpVWw4GxUCPVWczALFSVIs0Eg5oaG6g4MCUSmCCsEG4m6nkHEUTAAYNIq7KgT4SiLNgkBvIzX9bVxLEZQKMHIzXKNKCUHKnyrJcXfd/9AkQjMjvIrgVtuL1IgklGIl8CjlQ0JoNA5Bfsj42xiLlUaLtZAswgrduk26kHqEaNe+Y3DtrXmEV2WPNeYqVlE+74KAjFpOX7/VBabQjVXfZMee96hx31eHRsTKqcz/vQrDFrTLUUQByJQUTA7OWdzLEvn1gxeYc+xu0mPSxfNYIuIY/8wlMnq0RJ+6hSyeS2if6QifTl6Lz/AtDC5TsGMXjmXq0yI3EWVKxeTolEOejEqJoas5PP2ph87TUBRHnHNdFF4j8tAavvn+KplX6DFQYVBD2mS8vKyh7PhuIdsTswgptRg9q3fIW0j9hVhPf8vbn+8mJiezBBnB/lgrsSvGMfxkLgfIUI4+k8fSKpeYT7VMYxoETefAb8lQ1p4cnbT1O9bGNueDng8j0goJ3h2Z9dMC3hkyhm51NjFs9kI+6lsp3+HIVqsVVEOOLxLFtxWjPl1Mr/JtqVckrZRrZ2b/dpS2H41m1LP1Wf/MDBZ90p7YBa8z8v11pLb8kM3/G0N97wI6utpVls5ZS3TtcQx+MsNdafqFN5pPwPr2Tj7tlPk6MR9dxdoLpej+ZaOHymXU0dGxo2kaVqsVV9cCGi3SeSCEEEgpCQ4OJqRsCJs3b6ZCrVYYbQrHQy1IDCjSjCYMSGEmTFOQmsSgpiAUZ1SDFYtFISgwc1/hdoTgV0VDXhFgTkQYXQi7LUDaOB2m4IDk6J9glODjqyHs3n6Y0bDeDCXh+3NYpYpQBIomSZb2vKuk8w4IZwOYFDCaUNMXpipE6ELqkaDg3+tztteKfShbaOEYSOW84r8kCPfGvDZvJE8U0NlUvCpR8kHCfG6t5+1xa3B+fh1jqufeGC0lGZOTJ86Z6hE4exehSJF0ISWJuqYgXP0pVqRIBkGqYbsosEfWZrt3rn47iS9vPc2Xr9XLxQ750ZC6YSS1/1uOBb/8h/rZqCXFwQUPT89H1kFTPIpRIcQXF2Gg0rAFbB6WQ0Hztbv/7diE8et+ZXwORU03gylXwR2PQvD8soXtZuk3u6gzpjuVsrvMtGScVIGDqzd+ftm/tLXrW5m/+DyV3hpLqyzuk1rEQdZtvYA9HSsFz5bdqXR7FUuWGAAb5xevI6pUD1I3L2UJgDBQolFHQJJy7QAb1sbnOqgh1GDqdKhH0WwL2biw7jOWHUu474Ra6VKFPi/1ovJ99lNcKvbm0231aTlxEMMGNmTP1pks+mwQ1fNcZ0nDbLaAwZhLmKpKyac6UjLrx46l6TjhR+o2n8IzvUbQcJUzFqU0fd7fwicvVSfhxAmuhFSjtNfDP9SS9s7mix0KreYMIFO6mC2GK6dOYr1HkSez65vvuVz1eZ6vp09H6egUBLrleeEh/Rw0aNCAXzZt5sTh7bzcvimQbuKVfp5UNCkREqa9M4pmXV+kXr36CIwEeks0qYHUeLmtiiYFmmbjh2Xf4mi+QdfB4xBSILALN0VRkBI0NNyNgtVrVzHpvQm83KcXfTt2tdedG9K+kpREIpz+6l5d7vy7hJQWw5GFHzB12RFivevy7NvjGfCE1yMZVXYIrEKDwEew40xoWC0WcC1Dw6496fiYr62Us0e55N2bKRNb40UqNyNS8A/0zvb4pianYHMOxi3TM9WVRqNm0+jO3ya2jvyFn/4cxKy5AzPMcJn4ecgGNofmIKRSd/Pp9F/x67uNLv5//ZxBcnQ4oWEe2TjUWLBYwWg03hlPSbh8iGNhyQ/kQqN4lKb2EyXuWdzVqfNsDncGYvazcNomrtqybqkS1GwYQxtm+Mh6lpUzVnA6mxwkxbMOz435iH3HHqCRjwq1It0nTr3H+AIA0xZilq7mQoe3mJJDaJ9px2hWrDiR7a6tl3/m86nLCc943HbuwxwVSmiKD2WL+VKCHXw2ZYf9O+FCm4/bUAfJ7U1TeWFXZoWkmZJItBpwc3W0r+Hu3Il5fyyhd9qJc2w4iR0nbdg1n42YiwfYszs634MwqX8e5beLcThVeI6yXbtRubwBQ4UxrDk1GLfi+XzEO5Sk04ebOdB4AgNfGE6TI/uYveQznq+Suyozma1gdMB4330jE2G7vuGTqYs5HO1Kyc6vMWPmW3QoZeDasudoMeBXKszYwfoxVR5uwMF8nJljv+RypZdZ8Fxw5mtB2rDZVLKah2k3vueL72NoOmVwwS2GrqPzL0a3PC88ZBSyAo12bVqzadNWTNd/onOXLigChLj7pNQ0G0iFPbWKE7r3SyaPaHRnHxIbApX2T1hRMZCQkMSEX2fx0dTptH3CgH1ZqnSDCgFSIz4+gTXr1uHq5Mprr7/K8wMHYDAoKHnEVEmpIaVAEzYKV4bUv0pIaYQtGUKnYauJ0AB2sWNfGI6HltEvuAA626YdvFy1LXNCC3xpUjvGOkw6soe3K2W8gCSpJgs4OuFcCAZ5XJpOYscRDUWBWyuGUPulCMZu28grVbN2hTTiE5LAxR3X3LPUuX07Fjdf3yydKfvIBEoOQsqpPsPf6c2m14cwotYG5vct8xAXupXEiFD+iFQpU70IBoMBm/UeZZIBM6fPXEIGtqLYPb4cFiwWMDo63Cl79uuhdJh5jmzWIc0TY52JHNw5jko5HENNSyI68iY379m5ikNilg81E3GRN7mZ1XoPUKwJZE2dugfrb3zc4UkWZHLaC+ecOZqbzzXmp0wi30LkORORlwfT+NfMga8yPpRbWp08Knu0ODScwLbTE7J8auX4hLo0PjCc3ZtGEHDPVsks/lqh+NB1WezP7ds1/LkHB/aPp3J258olgNIhd2qn/tgVbBmbj4Ym/8GGT97g9U9Uag6ey9zpQ6mbHg7n4EOJEJ987CQjBkp0mMIve2sxts8QXnjqJMcWfM/0rqVyuH8kZrMZDMZ8319a4mV2LPua+f/7lh8PxxHcaggzd73FwAaBGNCI3PIG3UZsxOelH1gy6iFFFJC4638sPuVHv+VjeTLrQFNqMimaimemc2LlxLzP2eTek1V9S/z9Qzd1dAoBuuV54UQTCgKNNu1acPLEKRYtXEiv3r1xd3fjjsOeIhDSxpT3P2DN6jWEXQujZMkSac57ClJIFGlEIDiw/zcWL15MlaqVUAENgZKmoeLj4ti8ZTNJScl07fw0nt6eCGEPG1SkyDNaT6CgIRHSgH2nhYd/kZCKZ+vKn8m4xqYtfCMrtyXT77k8Y1jyxrEuIy3rDgAAIABJREFUb60/zAtmie3MbHoNPkPfn76kl2/mq8O8ewJtxiYwbtdM2t1PL0G4EJhNro/JbIZszBgKHC2cbbPHkex7b0UJx0Kxpc0jKYq96+Hf/X0mfdeYV56fQK3tH9EkU8KURmJCEri4ZpmRylrnbSJuWfALKXJPh0azaXYhlb2SotKAhWxyG067IZ0Y5bqNOV0Cc+wUSUssV4/uJvrPq1zecp4Uaxhf9GjCnPBrXAu7we0kK4ZKb7L72PuULF2U1AUzGPafS1T1vPf20RLPsGrRNSq93JoS95wuExYLODg6pbXFgfofHifxw1yOwUOg+Lbi9c9b5VzAlkKjfkMpVc0VxeEJXpg5hxceoB5jhX5M/bIGCdmNISQdZP6UTXg99wY9K+dzylQtTuO8Fnc1/8SwIm6MzPZLG+YUE/KN8nj8JycXBDMp2pP5a0++0NKsWR9911tLuMCmhbOZOWspvwd25bVVxxjVsniBrY3kUKYHs7eVolz/Hox/9790az2dJtlOTEl7aJ/RmMvSCyYiT+9m0y+b+PXXbWzbe4JwpRRNeo3km/8OoXvtgLSXkJWra16h28C5HE/yoPjmN2hZ441s9yg1DxpPXM6XvYrn+VvcWs3iwMmXsZa5V1Rab4RzW0sh/PTvWPukm56YMJRtzqiJL9I2tyRPHR2dfKNbnhdOVKGAUABBzZo1CQwMZMmSJTRq1IiqVaumLdgLEgWDUaFzl04s+vZbXhg8GIPRmDbjJJBIomOiuHbjT1q1bokQyp0wvOSUFHbs2MHNmzdp06YNRYsGAwqCNMMw1f6Ozs06DOwuf2q6VWAhCw/9FwkpJ4KCfFH4827iveJPUPDDmFBnxJXgitUIBszJPjgoLhSpWI3qQZl7GKlXPDAoguAq1ameV2cxTyRJScng4kq6+Z0tdDtLt/6B6QEEuxrckD4dKt8TKmavysTt0AtciLr3Ak69lXJvaJpahkHzvmT/U88wcEwd9izsyd2JP42EhESkm3vuQspymT+uQbG+pe/pJOaV5A4qJXrMYeWNzjQbNow61dYwJMNKpaadE+jw8nIuXA0lNXY7vZ+ch9HFj+CSJanbtjGlS5WhdMfnCAkpS9ly5ShftjheDqC9PpepsZ+yfttazlpsyEw/XKAYXCjS8xPefbnqvW3TUkk2gZNzfuyXH5REDi35nE2huc2aZcDoD3u+YPKe/BRWCWwymCFNimT6VAlqQJ/BDbIpb+b4pHm8TG3mvD6SAUULUGQ4tGH2paX0ye7dbN7B6088w6VXjrJ2aGC2x9q69y1q9zhbcO3BhMkCDk6P8Nxq1/lp0mjGzdlKfLW+vDLnMOvalsn+fn1Y3Gsz+of9dI3yp3gu0X0pqSYwOuKYzY/WwpYwoOVLLL+UgHQJpkaLTgz/Yjq9uzalfMZpIC2SnR8NpP+UE5Qd8hGzy+XU4bJyadUUvtjvQI8yRXIok0bSfqaMXEbZd2fQp2zZbIuY//iDazYr8Xv2cF2rnZYX6kq1/p8wPfe96+jo5BPd8rzwkjHMT0oIDAxk2LBhbN68mSNHjtClSxe8vb1R0NBQMDo5U6duXXbs2UOrZi3uCBopBCtWraZ3r54IRUUisVg0tm/bxp9h12jatCkdOnTIkh8n7itfTmT438LGv+jKdqLVOzMZtPcFFpxJQFM8qDpkBm83e0Qp/9ZLrH73Zc5n6RNo1w6TJCuA7RxfDxnDsit5dXgl0rsdU5a8SYN7BvRt3L4VDb4BpC+1Yjn8FWNG/IgxyOe+TBZMMeHE1vuUdu0qZ3HSS0MtRe+Zq5lU817789CZzai84N5NlCJd+HTByzRtN5pRzeuwYmD6oqaS2NhEhLtnlrVrEgg9dorryWnqJHUHJyNc8U45y969Geu1cD7SDI5qHhewA5VHzmXihrpMfG8d3Rd3J31c2lCsBq06OdC5ZBnKlA2hXNnyhBT3ynNUXwlszutfNef1PMplixZNTCx4+/o/ughfzUTE2d/Yf8KSd9mUK+zfdRXPuk2p7JOfB5SBMqWfyXdTbOfn8vpnl3hy4mKeLUgRldYWJ3dPPLPNkXLBIEBxdMPD0zP7HCkXY44zlLaz02nbZganshxCa3IMKZZxVC0yIfPj3FiXd3fOBbPAydnp0YWDWf9g89KfMAzfw9nJdR6NgMqIQxDFgzL8bYvlws51rL1ajpcGNcQVjdQUEzg5ZfusUYp2YPjbH9CuaDNaPlWdwGwKmUI3MGX4S8w4EsSwxbv5uHuZHO9B04mptHwngXLDPubV2rndqakcnDaaD9f7MO2dnO40M6cOHCHWwQn18EY2Xh/NyOJ6IJ+OTkGjW57/PUh381MUhXbt2hEXF8eaNWvw8falrrOC8dIZpBCU0QTbDx4g+vfjpKdSxcTHU+baNaQllhgUELDBIqjTui1tWrf6SyI1Hif/IiEFaolefHW4Ca8cPkuMT2XqVi7yCK1tFYyOTmQ1F7EZ017swosKjdvSOGYeHx0oxaiX2xB0z7Vm4fzKaXyv9CA4235DMjduxOISGExGp2Dh3oU5F5bSM99KKpWNL5ShZ2h+y+cf98bvMufVLbR6czQLmqxlaBkVsBEXm4CLp2dmty/zKeY824JPL6aJS6lh00AZ24oNWfYrNRvGLoa8BYlahgGv9mBa3wWsudmVF4rYD5Qa0p3/TC6Qn5h/kiO5meCOf4AjVxa/yIhvLjxQblRWHBq+yaoP2to71oovnT9cS+d8bBe1uDvlTlZhyoYV9PPNu/w9JKzl5baT2WvO/mtz5HnOxBso9e1zPLk4+zK54dBoPJtmdSXb9GTbVXbM/4L47CaUbZc4l2QjYt+3zBHZJzfbrpwhIYdZW7V4Z8bPKUdsplBFjWs/vMFbFzowc3zLzEshK75U9UtiRZLExdXt/sbMtEhObj/EtWxy0+5t9DmuJUvMN0+xdUNEvupRAmrQpl7xB3/Qp4mnFStWs2b9rxy76UDZPp/R+/mGuKqS1JRUZE6hxYoPjQeOoXF2+zWFsunTcbwx7Ufi6r3O94fG07l0zk9jLfIX3hr4IcdDXuGnD1rmui5c6qGPGPXpJepM2MuI8jk8IWwX2bL1D7y7vkGPo7NZtS6MEaNK6jlROjoFiG55/vcio9j18vJi0KBB/HHlEmdmz6T8qf0opSqjOtp4Mj6SuB+XoXj44VypDMrhw5S3GUhOTsZ68yLCJOjxwUzcKlciqzFEumD7J/GvElIAOBWhSuM8wkIKAkMZOo+fxqisoX3rIlnycwIogTw18HUaNjWyp9ZcaDiKsY0zKx8tYjG9prvS+b/PZG9Hbr3M5WsapbqFFOIT6cKT/5nNqB9b8d5/fqDzsr4EEkdUjAWPIK/MnUGHhnx8NpWPAbBx5dMWVP2iBhvPzibzxGEi33YNYLQxf2GZro2aUkeO4+BxCy+0za6zZiU5IQWL9pBGIYoRV3eXHM+F9do1bsii1C1pxCW6CnXreZF1PjLp1Erm/RRGqc4j6F45fzHlhnJ+2dep2bBpMgdHwCg2rtmJY7t5tPO0Ys1L0QmBIWuisEMZGnfvSdA921q5sv5T/pdQhUETu1I2l9Mko3cz77PtePZ6k77VMl//hpDsZyfUwFq06xxF9O5tbMvht/1pkiRe2Ms2U04zF1481aUKZbOb1nGvSLMuFYEkDi39mssV+tOrtgcnj32AGlWFNl1aEb1+CafLDKJntbTrybybyGgFvyL3OdtoOca84X1ZFJGfa0/DnGJB+3YUfZflT645tPmCP1YPxPt+2mSL5fyOtaxYuZq167dyLEKhaJ02dHt5AZ8/05kGxdMPmiQxKQmcXch1Xe2MmK6za+E0Jk9fyB5LXYZ+spPxHUx8//F45j87nmG1701M0mL28H6Pfsy51Yo52yZnybfMQtJ+Jo+Yzvka49k1ukqO96Lpt2/47qQfHd99lUFl1tFswQJOjJhUYEtI6Ojo6JbnfydyOkdlS5bFo1IIiacO4lAyGIdaNRDxbnh5gO3mFay2GPw6zkMRFoi5SdzcKVjMFhQhEGl26vmt6++K/tp4VMhUokIvciEh8wVjiUzM1HlWSw9g3DOf0+fduQzd8ioV08+IFsXG8RPZVnksB7rlMF2QcIbToY6EVCxduE+kS0PGffEl5dUW+CuANZLIaPD2z63TGcvOHSdweXI0de7RPimkpEiM7g75G0E2uuHmmEpScg6jIMlreKFEH5bHPuQoiWNb5oX9wjD/7L9OvXCBq8aShJRyoEjNUUxukaVAzCZGNZiJQ51xfLtsEvWzdPKTr13itl9ZSuQrpsvE1lEVaDs362K8WemF73d5700pMoh1oQvItG6pY3V6ja1+T9mkAxNoPtWRzp8uZd7gMjmfY+0mqwfNJbzY83w5ZyLt8pncb3jiRb5e+WLOBUxbGFG2CxcGzmNlDvbn+UG7tZZpr8zAc8EL9Mn0jcKtXZ/z4udmam4aQ1kVMF3lamQAJUre5xoEjm3576V4/pufsuZdvFKlLYeHnWTnGyEFGx5qjeb37WniacM2TkRIitRoRZcRc5j+TFeals0uRNJKYkIqjm5uuawjlYZ2ix2fvMK4WWs4bq1MtxcXceT17lRyA0x/EJC6jeEtN7H/06V8MajqnQWBU88vZXTvF/k2uikzNy5hSPncnnRx7Jw4nJkXa/Lu7teokdMEl3aNxVMXcKX8MBa29aFWtaE0+O80Plv/Mou63a/ToY6OTnboluf/DGyKRJEqSA3Tb3sx7d+L4uYB2LBZLJCajLLjCAIjqikJU4rlXzezX6j7339rrAeZ2qo207MKb5uZFNEpwweetHz3fVrXG83IWa34+fVqOGIjdOlIRq8OYuyWF6mQQ4/JdOIQJ8yVGVH3kWdLPDReTz3P4PQ/bOGER4JvQEDOF2DMr/yyX1JvSuN7c0G0ZFJM2OOu81G37fIpzsb70yInm3unZry3YQcjrA8ppBQfyuc49G/l/MmzpIZ0y36hUy2KjW+NYv7NBkxZ8c49IorU/bzfsS3rW6xh76zcQ5sy4tD8I3Z/0TnDYsYWdo1vydva+2z/sFmGDrCVEzOe5oXLQ9g+p1umcLrEdS/RdFb+6tMif+KNQZ8Q3XMJ6wfmIqJI4sgn/Rj+vRMDV31Am/w6pGnJxNyKz91MxRxLqgRLYhQ3I9TcrxHhgLufTzY2/DZ+//oLNgf0Y3NrN8gYhKm40OitCbSu9Srv/NCbZX0D0c6d5aK1NC3LF5R5zV+AOZKTm9ewcu1afty4g5M3NfyqNKPzkFl82KcHrSv75C7WtDhi4zVc/dzyFnWKL9Vq16PtfwaydGBrymSM9HEMofecbYRUGkTPkc1pf3k5KyfW5sa3/2HEW//jXLEhLN7xGb1DcsuL0ri14Q2Gzr5Gnfd38XrOKoqwZWOZuMmZHt+9Sj1HUEoP5K2+s3j63Q8Z0mYGT+lRSDo6D41uef7PQEhA2pDOvnj26UzKjj3gFoyzbwop569gU91wLBGC5h2EgzEKw61kUg4e+MeF7+WGLqQeFcYmzLi0JZvQvgGU6JeQ6TMluA+zPt9Mo4F9eaXcJt5zmEnP0Xuo8fFO3qqd0wi3ld+37eZGiRY0LP43e1AlhhEW7UWxYjmNVGncWLWYTZZmfNol4N7RDS2euESJi1s2+SiJl9j32w1ULw8M1nhuXvqN1Z/N5HT5EXxRM4eOmOJPpUb+VHqoH5UHWjj79/+BZ41a3DuorhGx9nVGfRNLy1kbebVaNu10asC4zwbz49PDGdtyH/OzOy7ZINyKUL5y5QzCKJWL7iqqFkSFypUzmASYifZyQLjYy2fUg7EHXPOX92M6zRf9BzL/ajkGv+ZA6KVbeJX3vzcPUYvg14l9eW7aeWp/tJ6ZHf3zPYKl/Tmf7uVeZUcOeVmZeLsGwW/nUcZYjykn9mVZnw20G8uZ9MVlWkxeSb1s+uRKQA/eHT2LBtO+4EiP9yl68CChJWpTx6+wj8VphO/8kk/nr2T9pj2cjwafik3oNHgmk/v0oE31gPzbqGu3uB0DXn6++bg+FHxbvMykrLOwd/Ck9ugf2BYwnI4vdKXeD15EXjFTY9hC9k17lsp5iBvb1aW8NOIbbjf+mLWvV8/xNyQf/4QBY9ai9vmOGT3S7yF3Wo5/j/Z1RjJ6Yid2TG+W74EKHR2d7NEtz/8ZSCHTbNAt2KQ7LjVrkXItHM0/GEfPIFIu3UK4OKIqyaiewQg1ipT0bSmsPnsFiy6kHgdaLFf2/cIm7/+zd9/hUVRdAId/d2Z3UwikkUYPLXSQ0Lv0ovReBKSpCIKKFBULViyIFQULAgJKEem9oyJI7z1ASKiB9OzOvd8fGyBA6PiJcN/noWQyOzO7O5vMmXPuuWWoFxmKgUFoi8+Yuq8pjTuVYRpQYuhsfuxV8PpvkLWHOfN3E1L7Q8rfqwlkbiiN8ycOc8j36qBNEX0+9fa2tHs3B1VOqoZf5+69axc/jFuOvcH3NAvJ5MJUnuPceciSLdu1F+COWKY/U4dRe10oYeDpn4/Sjz7DxPdepeI/11nk5uJWsOxvO5W7Vr8mw5a28yu6Pz0N715T+aFP4eu+53513uLrvito9Oxz1I2cRPt73gnv7sgzcWSr05NegVvYOroPDfpGk+yTm2JlyhJZviKVKlUmMvgIE18dxpcb/Wj75QK+7FGK20kAGLme5rcTXW48QXDaSgaV78SB/huY1uP684cBIGxk8bvqnLaOMHngUFaUHM6aJ65XGmhStGd/Gn4yiK8X96Tqwo34VhlIZjHwfWffIqZugBo9P+a9dq1p+EjonTXdsU4QfQoCg4LvQZlhEoeXT+CLKX9xMs2FV44WfDbhVbpVuIUxZ0kbGdmlHzOdDfjym34Uu84HKGn713Ru+jKbCg1m1qdtrmjuY+TszCcfzqHyk0/Qq8RyJnUtcM/m5dK0h43T6dQtzx8UUmIhUalxJE34CiklwoCUzYDlBGHHuUth83YQn+bC8PDmeiOzH1T6LL/X0uKJjT1PmhXL+gmf8HZ8NMePH+NYVBRRUVFEHYshLtXBp08NperT46gTmX6hF3+IPdFOTOsCZ60g7GnxJFpwTdySLnX9eCZtDaXRO1X+wc6DGbh2MrpxIa5X4WUrft1bzVexOP7nBqKyFadUJhMMg+T4pFf5ZHMBenzSNPNB8mnHOXYSsodcO1Evjqp8tCeFd5NSkQ5PPG33Q7AhiZk1jeWyMu/XvfJet4z+jf5thrCt8iiWjmpCZnHjZT5Uf20MA5fWY2C/CVSZ1pU898PTS2fkqEa3l6rRLf1rmRjN9vVr+X3dcmZ+P4LeIxPdP16Fndy1W1LKcYL9JwpSOuw2SlMND7IG3OSMT82KQ4Dp5UdgYOBt12vLU9vZcr4qb3z6FNdr+gZAYHPemlUA7+wLeHK1N/XG1/znW5LfNYOwJ2dwqKdx13Xs8uxBDp3xJk94yB0GUpL4g2uZM2MG06ZMYc6meMKqtmHATz/Rr3UJbrna8/wpLhgF6Pz51/QokNmRWEQvfJ1OXd9nc55+TJr5BjWu+cFikLvDGCZsq0+zPvXplDqL8b1L/AfeT027/6SmpuqW5w8IIUx8ytfA4R+MEgpDCKRSmMBX02dRvmQxyhaKcHfjQ2IohVTgyJMPpe67uXP/ETqQulfSVjGkUgtGbz1HijTw9A3lj5+mcSJfPvLmLUDFx+rQIX8Bch/5nGZDYNTWGXT2BuR5dv36EYMGjeIP//a8u+pnahx8hyeeeZwyczsw9N3X6FM335W/0OUpZn8+iUNFnmTio9f+qleJq3j38QaMveUrJcWZnWdRhW+wiq0Yz/06i+eKZH7JJDz8yJHJ2SThygu2uN8ZM3E9XtV6UzWTqkV5fBovDZ+DvdUknq+QeVlj6pYNbEsOpHp4wHWzBQ7vm10CWaSlpOK6y0Z912PYPPB0pL9W1mGmTliGUfcrWoRePuL4nT8xqONTfHe+FsPbZ2frtB9ZE3+B+AvxXEiIJ+FCPBfi44mPv0BCfALxCfHEx8cTF20Ru3kIAyfV5pcuue/DgZ0WCVFbWbtmNetWr2DBnEVsPOVDmeZP0bt7PbIf+53lK1bxw0tjeemUQVipatSpW59GTVvwWJVwfDJ7QlYiZ0/H3zgTddHtjJFKJ+w+BAb6YAOM0CaMXNDkmnWUdBcqXN6eBwUrlGT9yz1YGdyOxQ0yG/x2HzLuPogCuLBmLVtVBPVK3PqtnLSz+9m4dg3rfl/DikULWL4pGldgMWo07cuPX/emVeQNxk1ehxHWkHdX1IfMnlXiHqaPeIbnRv2OR5MPWPj9c1S4XoRmBPDo278xxWpJ577VqbxmBGM+eprKQf+x0mlN+xfplucPGCXwfKQ8nmXLA1eW6i39bjJSZKFWm05XBM1SCoSRPr7qIaADqXvFVoKOI3+kQbZ85C9QgNyBmU/MmTJrPCbxqLjtzPzic8aMm8qqs3lpOuAX/h7UkDwOoNxnrK3Wis+GvcT7TYowstTjdOrYlnYdWlA+1EbiupG8Pj2Fup/1zLRdrzCykqNQYfLd8u9/ybHodWy/4ToOfMPyER5+G6eMaxOvV6jOx4c8yeLlicOEtAsnOZe1Nu9/24prehEmbWRkxz78nNqIMW+1dHf4A6w94+jz3DRO2B3YRBrRm1ZyMLgd71e+i1xc0gy65rwHnfoyJfBp/ROxv7THG4hfMpLRa4JpO7fZpecEaWwe+zrfbonHJebxZs81+PsH4O/vj5+fr/uPrx++vv7kDM2Hn68ffn7pf/yzcernvjw19CV+rjuJ9tdOQHb3kk5yKDoeKSxio84hjdBrAxJ5gvW/LmLTsVhiY2M5cewwB/fvZ/+Bgxw9mYw9tAjlK1en8atT+aZZPUqHXCyWakDrZwAZz+E/FjJ77jzmzhlJtw9fwp6rLPWat6F95040q5DjUrbVOvAZTUoM5Y9bmGf4klsZI5XOXvoV/tww4trPkzzOD0805N0NaSTFHiZ7h4Jky/Bta9cXvPTFUWq+8yx3czpeI+0oG1bu5JywYRrC3THpzAq2ngFPb6//c925i51T3mL8VomXpwOH3YZwxrBm/ExSK71Ns0yzQCDPbWXOtMVs2refA/sPsG/3drbtjSHZ5k/eoqWJrPo0n7/Xkqa1ihJw17+JrvoMyLNsnvwBr77xOfNP5afTJysY1acCATf7qJg5aPzBYlaWHELvF5+n+uzPafjsR3zzRhOu16tG07TLdMvzB4yhUCr9BqJSqPT3VSlF36efpkCBAkgExsXfSkqh3CuDUIh721/2vqQDqXvFCKBU3WvvYl+7nh2Hhw3DOsbvq2Io2m8KX3RrQMGrbmbbctRi4A/r6fXKfL7/6jumTFtIhbatKI8kzZ6DYo8N4uWu15lA0usRun782W1OyDuTBdeZkNcIbMjL3xYiONPJrG7AVpq+38+k/IFzxCcmkeoSOLLlokyNmhQPyuTUM7OSO6IGTw0cQ/fwyx8+M7wMFQquYeWpBJJdnhRt/jIvPTWQ5hnKc+xeWclms9/6nXbPmrz86xJ63m2nvkwJzODi6Y0cLOKcgTzyxDAG187YXMNBlYGTWdrVj8IFchN8q63cL4r8kDXLe/LTnCja9MqX6Y8qm5cP2bwdV110GwQWqkBFeXWDAINs4WWpbIa4fyikrWF49TZMOmWSJSAflbsNpdzVg0YMD47N/5CRq20E58hBrjz5KNOgOu2KlaBUZCRlwv1v/APGyEq+Kq3pV6U1/d52cXbnEqb9NImfpn7BJ7YiVI7MwcU+KmaBfsw92u3WMlJ3QNh9CMzsYI0wHn/hHRy7kvAKjqBS9TJXlNKaeRrSY1h2yva8XodCgUdAHgrmDri9ElwbbPqsC/0XXQBhYDo8yeIbTP5HB/Naq5uM+7rnbOTwSWbz2jWcT0wmxWmB3YfQGm/w63sDuE6SGsP7Amu+GsUsWzFKlS7DY892Z3hkeSqUKUjgP12PnBzFiqlzOVlpOPNH9Kde3tvZYVZKPvEFqxt0ZdKn37C7TBlCdRClaTelW54/GKRMbzKR/vv24o8/JUCkL1SAj3dWPLy8MRFXpJ9MdWllpASBcpcFIh7IWj+hHqYehZqmaZqmaQ8ppRROp5Pk5GTi4+M5d+4coaGhBAVlmACxfxtYOC3zDfy0BiKrXvoyOjoaDw8PvNPL6S3LwsfnP1LmrGXKkhIF7rFQAgyRyZ0kpVi6bBn5wvNRIF9+MDIPkC6GGEqQHnA9eIGUzkhpmqZpmqZpdyU1NVWPjXoQCBBSsP3sYX6L+hNlXJtvUUoQFXMAX9de/OICwEgfcJ5hVQU8X7w52exeCJWepPr/PIP/Kx1IaZqmaZqmaXfsYstzu/0/NCm5likDgRSwNS6KN7bOQCiJUCZKgBISIRUIA4VCHBeoEwIhlTvgUgKQCCUwbSY9CtUjm90THtBsFOhAStM0TdM0TbsLqampuqTvASGESB/XJPB0BNIsRwmOJhwg2SWwmQ58PYMINCVRTotCDicHE5O4IBVKujCVJMX0JYeMZk1cPIZwb089mDEUoAMpTdM0TdM07Q5dbHnucOhprB80hs2Ov+mDb3AElXzDSTRSOBCXyPlkRW1fJycvnKNn8fLsPXsKT3suzlmnifDIzsboOaw+f+7fPvz/Cx1IaZqmaZqmaXckJSUFb29v3fL8AaGUujTWKSkxhq/3z0ZIg+/sHmR3GMQmp6CkQpgWhnDw7ZG1SEBYAtMUSOUeLyUME4nicku7B3OGXt3UVdM0TdM0TbttF7sAenj803MaaP8v7jBIoZTChkAkWajzyUgrlVPJqQhLYlgSgR0sBUkuDCnAFFhSwblUSJWYSiAkKNQVTSgeNDqQ0jRN0zRN026b0+nENE1M88GfePWhIRVKSWpmL0o/ymEfuYpXPKsz5dEXGFO2O0XnnuL9kMeZ8ujzTKo9kN5xham3w5spNQYytfpAmm/Pht9nG/k2HdVfAAAgAElEQVSgUFv8Pd3j5lR6ePYg0qV9mqZpmqZp2m1zuVy6ycR/1PWmkRWGYO/e/axetY6KWfNSZ8xEGjVoCMDMGTPJft6gX4P22BwOBIKCDR107/EklQbkJFd4bh4fE8n0mTNJ2R3HvOjZPFrrUbIHZb/xPv/DJX86kNI0TdM0TdPuiG55/t+klHJ31FPqUoBz9OhRFixYQK5cuWjXrvUVQXJaWhqxp2KZMX06Dk+PS8FP6dKlmDVzJitXrqRjx454OBx0aNsWIQQnTpxg0aJFmKZJgwYN8PX1dXcFTN8v/LeDKNCBlKZpmqZpmnYHbDZ9GflfdjGYiYqKYunSpQQEBPDEE0/g6el5KcC5GHDNnTuXOnXq4Ovre2kZgGma5MmTB19fX3bt2kXx4sUvfS8sLIyOHTsSExPD7NmzsdvtNG7cmGzZsl0RTP2X6U+Apmmapmmadtt0NurfdbuBSMbkj1KKI1FHWLp0GdmzB9KxYwc8Pb1AAAqkkqTPKMWBfftRSlKoUCFAZRoENWzUkLHffEO+8Hxk8fIGIZBSgoDQ0FA6d+7M6dOnmTFjOlmyZKVu3br4+/u5j+WqhhTph3Dt8yW9ucN9lMXSgZSmaZqmaZp22/7rZVkPip3HJDM2WJe+llgYwgCVHvAIgRRXXvSbMSsoEppMnQatmLzBmx2LBODCQiGURKBA2sCU7N9+lpwFGrBzlguBIiLMoGUFgVSCD+c4saT7PDgpmjDk+6ME5yiQvj+FVLgDMqEQyh//3B15tPAZfpv3G1GuSIRvIQxDgEzfv2ECClMZKCVB2EBZSCEwhGBAA0FWr/snfLl/jkTTNE3TNE3TtNsScx4Wb7vYuBxK5hNkNS1OJxqkuSSpqZCcBufTLjfrfqJ6dZrV8ODAKRcLtqcHTkCeYCgUIIiKg+Q0J07LINmjFIf3u+eIMoBUp6RleRObkCzdCqlKYiDI4htC7XyCbScsHFIRLw1SnJL4RInTMkEIwrNDr5rBdOnUhWe/TWPnNuUOshyKx4oKDp6QJEsQODmTZpKUmEKaZQeRhmkInq3r+S+8wtenAylN0zRN0zRN+w+5pqxPqEv/hPobYDepWRJij9tQdsn+KFhz/PJjBCYKhYmBwHVpqb+vwNNT8Hg1g5RjBvvOC0K8YOLfLhSghEIpGwh30KYMQFoIacfLW5HNZlCruEEJByyJlgRnMZn0p0AIkEKhlMASNmzSwjJAYKCwMDxMQj0VAQUNcvorjiTacCVbLNlicsZyYUgDTPcx3k90IKVpmqZpmqZp/1EKhVBgCYWBwaLNEgewFBBK4RIGdmFhYoApcTkNhABDmBjCQiEQhoXpsrF5n5PtdhsLNptIJd3jkoTEFGAIO5ZKBQSGMBAYgAubMpGG5ORJxZRTEpflwlAGIFBCYhNgCIUpDZQBplIImx2hLJRwITCw4iXf/2UgLRfKEBhK4RISu2mAzcBmKSwESroAx7/4al9JB1Kapmmapmma9h9lIrCEpGGEye44iQODUE+Do5bk/ElBuXCB07RRPI9gz0mDjZskGTM7BpIKJR3kQrL3lJ0qJQxm/SnJJiB/sEmMIaiSU7D7tJMDB+0IJOnpIQCqlgIjGZzCRsmcgpkbTII8JUYWhW82gyBPgUoxiD6fwokkOxlbSWTxM3jEB5Ic4HIpEi4ovLMYnFKQ1+GgQG6JuqA444SVu11I8/4KXYybr6JpmqZpmqZp2v3IHdYI4qXA19vAUwgs00lWD/AyFKlITOBgDGSxSZS6sjxOITgXr0i1wMtDcOikxMsTfOyCOCy8hcnO4xJfLzsK1zVd8/YfF6QpEy8bbD2p8PSUZPUSpLoEpgHHoyU2D3BZDgylrijOky6BsAmyepi4lIWn3YavhwJLgs3J2TOSRMM915UUAqFL+zRN0zRN0zRNuzckYPDHvouZHgWYoMBypnJih4Gw2XGX5LnzSUopLGW525wrwb6Din24254bApCSvWmJ2E/6IITLvUnhQimDvGEgFRi4UApizkLMWXcZoEIhpOJgWjw2j6zsPeYOnNYfcyGEIHcgOAGbS4KCpETFmkQBSKR7wBXyWDyGR1ZOnnSPrbIU2KQE00Ao+X9/dW9EB1Kapmmapmma9h+ScS6nwmEGAxpdm6lRKI7sOcjC+b/Ro/9QbMblcrzCYRIBBPoInmtspo93ApREIjh38jTTp35Br37DAcOdBxIKpSCHv7ukTSHp30iAsl3cIRYSZ3IaY0a9zXPDPrjyeIQiq8PAZoISkg5VTc4lKITh3rdSCgvFdx99QuvuzxIQGAyARGFIQNjw8tAZKe3flLKFGeN3k6tZGyqE3n1lZ0pcLPHCnyDfKwf+yZNr+GnmSYq3bs4jgXe7nyR2Ll1OcrG6RIZ5XHct1/aJvDnVxeMvdaN81rvc5SUWB2aO4KOtZRn+alPu+iWzDjL7kwmcrz2Ezo9c/7lomqZpmqbdyMV5vHIFGOTyz2QFpdjh6eCL4RMo8XIbikQUy/At9wWNjxe0KHt5YmWFu/PfLzPXcHrnQuoXGYyXt5d7XqoryuoUUpk0K2MixOWLI4lk5/YD7Pn9F6rkHEpwaHB6OZ47k2SlT/QrgJoRCiFsl7YrUThTUnn+98m82LsutcuGXdqXwgAlUeL+GpWkA6l/QGrMTrYeieduk4/CI4SIUvnwvYfnTNqG8QwZsJKOVVrdg0DqPJO7hPNKyDQOjmtMxrAgec0YBg6IZvhjzXnkLvdi7RlD31Yfk3PcFn5s7XGdgX2S6KXf8sH3hajySre73GNGJqHBKawd2Y/BJSvxfcvguxtY6DrMws9HciRgwJWBlHWIWe9/zopTt37WiKwV6DG8A8X1p1jTNE3THl6CzLuCK0GhQoX44MMPMQwbisulf8JwZ5kU4orHCuVui96kcWNio0/g6eWFcTGTJa7ctincW7i4XCmFwKRwRBGGDh1MYFAgwrj4ICP9MUaGbV154IYS2DzsvDx0CGXLlr3cyUGlh17CuO+aO+hLsHvO4tiE3lR9aS3Ou9ySmasP8/ePod7ViYv4FXz0wo/scGX6sGsYORvz8uutCTctotb9SVRgJJUK/5NvvYudG7YQn7chkUF3ecrLo0waOpI1RiSfl/O9wQcojc2bdmF/pAvl73GiJ0vVIbzTcQqthr1Hj4YfU8P73m4fAOsEq8d/zuyI/nQum+Wmqzu3TuGDdeepPUwHUpqmaZr2MLteAwaFwmazUb16dRYuXEihQoUuPcL9TyaPTF/g7eWNl7c3pmleynxltt61EZzA4XCQJUsW7HZ7Jo8RVy+44kvTMPHxyYKnh8fl53V/VfNdQV+C/UPMfH1ZsPtzat/RRb3k+Gd1KTjyet+3cKamkJIeqan4XSyetx3Pis2oke/a3vpmmiv9HsQFfv9jB57l+1Dhdo5LnmD1hOkcL9aJtuX9b343QJ5mw4aDZHmkAiXvqtW/xcEf+jF4oR9Vy25jUO12uKb/QN9HMqnbc+1l49YLRLSshN8tbTuNNR/15LM/U1A3Xxl1xgP7/rH0evwopQNv8okWnlTsN44Xqt3ukzfJU28Aw/vlvOlrHPfdBkatu83Na5qmaZr2UBFCEBAQQHJyMklJSXh7/xN3gx9eOpD6L8pahyHj66R/kcr6Vyry68bWfDFzEu1CbnAJnrCCxeuclB1W6xaDjXSuQ8x6ZxBrutWjTfnMinCvcmElK/82qPhuDW6eW7m+tO2j6fniEnIMXMzc4WEseqE1T9ZrwJEfp/Fu4xwZZjAAeWwpK/dkp1ylAlcsvxFPv2BCQlIzD6TUaf6cMo2jER1oVdYXEVKfbsUAdYa/pv7CoULtaBPpn/lNEuGBn+fN9y+TznBOBhLoc3GJi13jn6H96ptHua6ozbiof/OdaJqmaZr20GvSpAlz5syhbdu2gLtRhJQQl2Dx83p1KfujAIRAYbHpdEFcS5wgJDK94YQA8gZC3dIGpoKxKxRK4h5YpcBCYWKw5VR+XEtS0sdciUvZL28vQbuKBoYhSJwxBee5swglscw07JYHForAHds4fyGWRLsdMBDKhRIGQoJ/l+4Y3vdsIPxd04HUf5yMmsCIrw5T6eWptA4xQB5nyUdfcbD2MHpHXnnXIXH5bJaczUbxqGl8+sn1Ay5hL0iDPo9R5A7Pjvhlc1geX4juhRI4cijphusKhy9hOQO4OnSQsfN4seNwNhUfxpJhlcnigBajF5E9qBWt2jzKia/n8m3ngulzW0tOLVnCRqcXgatG8d6GzPZk4F++Az3r5E4PtByU6/Eh5a53YGl/MmT5ryxtOJjRrxa/HJy5NvLKqpnMqzeIT94ofcsfIOvIOuafyE3DSwPGEpnRqzyflFrOysGF07dvElqxDV0a+d00i528/AjzDt/izjVN0zRNe6iFhISQkpLC2bNnCQgIACVAWZxLFkz+3eJi/ZyXlyJ3NovDJxykGeXZ84dMb/XgQiEQSlE1wqReKUAY/PRHMkoKhDIQdkmRUIP90U5SrUps/11iqIvjqARSKPIFKNqU98A0FBeWzcG5exe2oDAwTOLPRmM4FcWyBZF27jgp0dHucVVBOXCdOoZls+HbphPGfZRU04HUP0TF/cG4YYOYf4dDhBK3HMSi8E3WOs/S995nWY4+LHoqwn0xbmTDcXoug3ukUWT1SGpcCtqTWD17Mae9HZxY+D3fXrWllNh9HEzwp2CB7Hh41qFgjzsNpBJZMWcpp9NO8P6jBXn/JmvbCg1g2fZRVM9YBXd+HSNadWbMhaaMnzOYS/GgEUD14b8xx6M5j/eqT+e0eUx4sggexLFkwR+4AoM5Mm8aRzJsKv7IVg5YeSidP5A89nr0qJP7OkciOTG+DZU/zMPXv4+iwS1V5aWyY/yLjIpuw8jBNQi4wXt9fvHbdF/QmcOTQtKXeFOzXjme/nYWh14cREEABP5FHqXJY7dQ2ndyzH034FLTNE3TtPvLxfFNSinq1avHkiVLaNu2LQonQtgw01ujqfT1SuU2MFyCmo+Bcc4kKlHhcNqYvdvCUiCEwkjvTyFR2JSNFGFhk4rQEEG4p6BoJRsls0g2xxooQ7J4MyQhcSeu0m9NK+XOYiHwqNgCr4JppJ3PikEarnMJ2L3siDz+KFzIpETOfzkGcMBdt3K7t3Qg9Q9RzjiO7ttL4p0OkPMqTZP6pQi6QZ1a/KoRPP9TFp6d/SpVL0XnWanx2tf0W1qf3oNrs+7zhu4L/PNL+HleLLmfWMTGT2tdlQFKYnqn3HQ58zqr5/Uh+G6u0OMWM33hKQJbfc3iN6thv/r78jDjOrVkdoUJzBhYHJtHIHkzBC0ydilvtOvIuwcrMnLuWDrkufoFyEqFwTOYmfY4j/dtybACGxiZ/2cmLDpPlmbjWDWhBZdvVJzim0b5eDvfGNZ9VfearNcVUjfyxScL8Kgzj+o+QNqtPFkPCjxSkKND2tBazGbWkApknmx2cSQqBr+QkAwfOEFgvfqUGTidecdfoH+oe71NnzSjyqSbfyytM3tx0vxWDlLTNE3TtIecEIKwMHc78aNHj5I7V26UUCghMDBwKReGMtgeDUWDTDbukpw5Y5DstPD2dCIVmOkd/SSAMDCFQCExpUBhEHvSIjaPIvGIxeE0g8PJLrI4DBKUxFQCUyikkO45qwyFUDYQirQ100hdZ0HOfIiURIyUZBLPnsRWtBgmdjgTAxJM4eJ+u4usA6l/iBHUkDd+udNmE5fJsysY92Mclbo1pYRfhj79p+bxUu9v8eg3n9eq+wAuEk6dICYmhpjYkxSuXYrYT/rzaou/+KJeVqKnjWXmCRcpO3dwRtYiR8YT0TrMrn1J5KxSFL+7OkEtDk/6ghknXCTvPkRq4d6UvvoMi9/KsSgvygypT8livlc++uAkujXqxc/JdXj3y64w+wNen5XJbowgqnWbytQcKwmt6GDPqB9YkWAhd25hv6sFpS7uM20few8qCjSKuDagu+q493w1mC9iGvHZS9W5nYyxZ6l+TJkcQ/0WLengM5+fny2ZyeNT2bfnKGHl82Hjcj2eEVKVKuGvsWpNPP3bF+epHxbQKOlWWl+4CUcYpe+qmYemaZqmaQ+qq7vtKaVo1qwZ3333Hd27dcfDyxOBRConBUPsnE+UuFyQmOJix2lBgHQRHmISY1k0KWUQFac4FiswJYj0DnwKhX+Aga/TyVlpkpgM+2PA0+YiyNfEMiW1IkxSUuH0eRcWdgQSAwMDBaER2PP5krxrHx62rCjncaw4J4ZfftSJGERESZRSeNhSSD18BuT9FUnpQOofIAQgrXuSfHRtn8l7Q9bSpc5jlwMp104+a9+Fb/Ypck7rSrFvT3PmdByJTgU2T3yzBxMcHEzRgnH8MPgjuldtx6KxS5B58pFt+5+sT+lL84xX+6m72X1QUKBHkbs7IdI28vWYVfjUaUShP1ay/KBFhcJXZpTSdvzNttSidIv0uebhZp5qtOz2Km07DqLRhe94evwmTmb2Ipq5yJf8FN16tIe4+fQZt4Xw9h3JumALm+Oh1MV+GAl72HMigIKFbzz3U+rWUTw1YgdV3llLhxy3+wE18K/1NjO+iebR7q3pn2sl3zQPvXJ/rn3s2Gcnf6ccmBkCKWxFqN25E362dcyYkXgH58s5ls88RHi1RkTeqMmIpmmapmkPPaUUHh4e1KtXjzlz59C6dWtAYBngl82gUE7wSlVID0i2GxQzFYYvZLeZZLNblAg0cV0QWMblAE0IgadDEhFsJzxIcDRRccEyqJLd4EAqFA4ziT5pUSafjR3HTaLOOVFc7shlGAYeJapgK1aGtEOJeOTwQNiDSdh3Au+8BcB0YObMgeuCL8lHliLvs1boD1cgJc+x8fsRvDt5I3H+5ek07BW6PuJ3j7OEJv4hwThi/2T+mmiq18lx45KyG0nZz8RPpxHlV5+yBTK8VbZ8lG3cit5lcxCeNze5cuYkZ46c5MyVk1yhAXimxy7W4S9p3mgBi748yFeb8tB9xlCOd32HFRvSaF7jcirDtf0vNifko3Hpu3ktLA79OIJvD5bhuYkjoXdV5s+N4sXC4Rm66FkcXb2OIznKUylfJjWLtry0GDo0/YvejJ3Z+yb7TOGPkUOZkNSUb9/vye8bnmTdhlSeSJ94K3XTBrap4jQpc/18lIyZxwud3yK6xQ+s7FXwljv+Xckgd5svmLC9Dg17d+ORInPom3GA2bmNbDxUiDrXpI88qfn8aMr92Izsz2ylZIX8ZBUAinN71rHXXooK+bOmD/9M4siGjSTmq0ax7BdnvjvL7nWnaPLrAb5peI8nz9I0TdM07YFiGO6rvEKFCnH40CFWrlpJnqLVMJWNTQecGAiUUiBMLCWJQoIAL8MFwo7DoUhIlQSHmO71cCKVICbGJOakRO2xsFxO7KaDX2JBCIutxwx8pMHGQxK7kmTLZmDJNE7GxnH0QhJBsceI+2EPWBJh88BpObGkhTAMEnZ7IvzsyCQbeCRgd5kIceuVO/8PD1EgJTk6sSeP9Z5BjARYxYp1R/H4azIdbzsLcWP+zV9k6OROjKifhy+yBRHsnwUPm3Fb84kpK4XzsSc4beWk2ccv0OCKejFvqr/wDdUzLpIx/PrqM3xcYDifPlkMG2Dme4pf/yjGC5UakPDoJzzXoA5zS/fj6wVbcNUon/7mS6L/+JOD/hWpXurO68Rch77nuWEL8Wz7M0+XLsLRhgV4/9eZHOn/PPkvRifyFEuWbSWg1jDK34uSNNduVq87S+SA4bTJnRNVKoGP1+7BVa8UNiyO/PU3pwrWp1L2672/Caz6aCjTs73ArNHNCb2r08CHyq/+wJtrqvPOW7/SfmJrAtO/k7h2FZvCyjMszOB6k1aZuVozesEHVHYApDCrazhDgj5hwYdV3J0JXVt4rWJtdg+ew9S26SdDyky65Ol/NwetaZqmadpDImOpX+06tZj162xStv9F1+qRgN3d/0FcXM9ESIklXEz75gPyl65PZGRlwCRPoEApQAq61TCRUmJZkuk/TyR/aBbK1miDoRQYGW5kSwmYeHtaTJ8+g3feeZeBzR+ndd16F+sEr0spibrYnt3j/hrT8BAFUhdYOm0+sRnqp6wTc5m2LImOna8tM7srWaswZN5++h7fxfY9UcSeSyTNJZHqVqNogTBtePnlIKJMJBFBt3DSqET2rZzF4sRnMpSIGSSs+IFpx8vw/OQehNtMGjYszZDJc9jxZvn08UvnWbNqM7Zynal0x+0kU1n54TsscLTix3eaEoCBb9uWFBk1nV/2P8fgiPRI6txiFv7pQfWvq95gHJIk/tB6dslSVCjgDVjsH9OOdn93ZMU3LdObOaSx/uvhLM3Vh0ELttFb+GJDUrNWafr+soSjr5YiXJxixaod+EcOv0H3QR9qvb+W3Une+N7NhFcX2Yry7ORNtMmW+1IQBRZnrCBqdnqcSAeQeg/2o2mapmmadhcMw6RFi+bMmTOXQDmPpk0fB0AI41JcI5UAaZCyMycTxr/A6IFrMU0DIQQKgRSSzlVBCDt79xzinUXv8va0aZQpbaIMsGUIkKQl2LZtJ3/+tY5cufMxauQH1GnQAMMQN4uj3A0upEoPzu6voQwPUSDlSVhYIAbHsC4uMoIIy3HjNgR3ziRrzhJUzlnilh9x9vuWFH4ziB93fU3jW5jQ9Vb4NhvNguUnyF/GHYyFP96Ekq9P5KeNL1O6ogPiFvHbijTKDa+d4eL/dnlQa/j3TGlVmOZh7hPcLNKetmXe59tx6xnwQWU8kMT8+jPL7XUYU9f3Btty8veoLrSLHcHOqe0JwCQsu52jK1axOa2lu0166h9M+vArdj/fl8Gevri3ZhBa+1EKv7qQBbEDeNpzCQv+8KLW2Grc8KU0fMjqZeFyua5aXoSnJ6+is39elMvF5e8Wod+vm3gyS264tNxCCg8cJpjBuclxxYZM8rT6kJ9u8gqqhH0s/2UKR0wAF1uOphB/fjm/TIlylxvKY+yOc3J8/XSmyPRz1rWJo2nctEm+pmmapmlaRoYwkULR5LHGbN26nXHffk/LVi0IDAi8snjGgCe7dSE8T142b9lCZGTkxb59YBjp80TBli2bmT1nNoULR4AJhjKQKKSU7N2zl5WrVlC4UASdu3TG08MbUCihMkzze31CuVuuSwN3g4r7yEMVSNV9+WO6r+3BdzvikUY2SvT8kGG17qOxJa5kEpPScN10xTRidmzkQFyG9JqK4WiCIiV2F3+sNTOM9RF4hBW/FEyYhdrQOvIdvpywhtcq1iZt8a8sS6vKGy3y3NVYMTOkJi1DMi7IT+cn6/DeK2OYN6wyLXyPMm3yKrI1m8pj/tfdDOBB5baP49t8CrNPtqVrsIHnI2UpHP0rv0dZVC9okrp+JgtOV2NQ8yvnWzILN6VJgY+Y9dtxWvrMZJWtNl/Wvcns16nL6F+kPl8ctm683g0Jska+yqK1b1DpDk4nM6w0NSLWsvS7sSy9tMmyRMQv47uxyy6vmK88Hpt+YOymDI8tX5UigffZyEtN0zRN0+5vQriDGNOgdOnS5MiRg5kzZhIREUGVKlUujacCAw9Pb+o3qM+4sd8QERGBj4+7kit9Gij27duPw26naJFi7uXuCaPYuWMna9euJTw8nO7dnsThcFzcNULcxlVnesrKfW17f13zPESBFJh52jB2Qw0GbNjJuYBilC8WcueNIK5hsX/6O3y15uwdd+tL3bUXK+EYP7w0kOVXdz2wFaLVK89QzReQp/ilXy36L89ksqMtT1FzSsYFJvn6LmL357Xdz9XMT8cnavLW0M+ZNiw/CePmk1bjI5rnvJMwSrlLXjNlENqmL23ebMn7X75I/bqT+WZdTtq9VZubVdE5KrSmaVATpvwaQ5feOTBzlaFE4Lts2JgMBW2smTKLc3VG0CLsqmO2FaVl0/x8/NPnjLYvwdHge+rfKPkFYI/k+V9W0SHV4viM5+n5rclTYz+g2S2Nm1OcX/sePV9eS5GObSl7hyeTZ703mV/vzh6raZqmaZp2t4KCgnjyySdZv34948aNo0aNGkRERFwquzNNg2bNmzNj+nS6PNHVvVxAUlISixctpM/TT3NxIPiOnTtZ+/s6CoTnp2vXrtjtdoQQ7pLAWx7m8t/wUAVSAHiGULxayM3Xu22KxJOH2Ls39opASkkJxq01mnDFJCItJ8f37SX16ut4uzfnLiZNjJz0W5zE0xlPRusAH9Uuw9jIeWz9uDqXR1UJhJExQ2UQ1uYpWr3Zlo8HGDhXBtB+Vluujkmufm6X9yRJPLyOX6dMYdr0X1n0dxp+3a/zsCy1GfBsJBVGvkivlZuJrvM2z1a4hfFejnI0bxzM2F/nENuzN2H2IhQtkMoPO/fjSjjGT7PTaPzZY5mUItoo2qULZT8YxAdpBRm4ogl+N9uX4Uv+clXID1B+PLHbazF81BKaz3uDKjd5cOrusbT/dDGiyeeM6V+cOxr+KE8wffBTfLfz5nnIqykRSO2ho3mx6g1TfJqmaZqmadd1sQmFEIKKlSpRunQZxs76iZErfiKiWiSmsmEZLkwl2ODcz/7V48kW6C4B3Ld9B555vfho9zyElGxf/jvnSCWyUkU6lK7izkIJEIgr9vWgePgCqX+MjdJPf8fspy8vkbEz6F33TaxhM/i6Q/6bXmifHduInK+E8vLM72l6szFSpnnlmydsGAKEYWKz2W78xvo24oV+kZQbPAOz1ihevGn5WzQnzljELH2HDnNXs/DPo5C3Gs07DqaHfRDTr3+QRPR5nW5f1+OzlcUYsqoLeW4p8eWgXKPa+H03j4VnetMtKIj8+QKIPxNL7KwfmJOlHdMbZp5qMvM0oWGpQaxJaUvn8reZInIUo+/EKUQ/1opmTeGXma9RKzDzA07Y9Bmdmw9iXcSbzJnYi8J3+kkyvMhVuhrVAy2St0/h459PU/mZZ6h9oxaCKoFNE0cx/TnbwpIAACAASURBVExdWuXIdoc71jRN0zRNuza48fTyJFuFgkxYMR+1Ybc7CFIKBCibgP37YL/LXZ6nQCSBOrXOPVduVolAsmR3DD2L1yWbhzcqffLeByuEctOB1D/ICGlAv97f0aRXI/rYFjOuTZ47nKfoXlMYXt54CoMsuXKT7YZndiKr3hrBrLNOktctJbRpF0a+1p32dQrja5zn+02DbxBIgTx/inNpgKFITUqGWyym9KhYl/qFJpEQ44IgT+qN3slO7zN83WA5BZ5YQ+VMNyM5OfsdvvpLIsUMJm8YQqlKt9e1wwiqzdu//YzRuhPNaxzk/Ymf0+eRjEFbAtt/fJFuAydwruZI5nzXnwp31fTRj4qdB1ERwNWCXAl1GLT8GE//9ikt8mb28Yxj/QftGB0VTq9JY+gefn+cUZqmaZqm/fdJFIYCJNgdftQJLcLBs1s55bRjCAj0zk6gqYhx2qjk583S2EOkSQtDGSAUaaY3OYlnb6rz334q/xf3Vw/BB04WSvebzLTBwczq2ZJhK879C8eQxrlDezmecHlJ4l/v0P3ltYTWrgZTBzBwWvQNxnV5UTiyPq2Gjuf3gwf5Y8q79KlXGN9bOXNSd/BF97784mjD882S+arHAKafuMURZFlb8c36GTxb0h1MeGbNChu/ZuzmSrR/9By/jXmD/q9O5VCGHhFW1M8MHPAzPn0n8lmTU4wZ+iW7br9iDiOkHm8vXMHoSlsYXLMird+Zz6EUSdKBubzdpgJVn5pP0HOzWftLfyrctHbwNtgi6DVpLiPyzqZLzRa8tzKGK1pgJOxg4lN1aPDWCZp+N5fPm4bpD7CmaZqmafeMIRVKuEc7OexZyeXpx2MFG/Bd1Sf4uEo7uuR/lKo5avJ04RJIlyfjanfn1Uda80aFZ+hXuhWfV+hCs5Dc7uyTSh81pZT7zwNIZ6T+cVmp9PLPjDtYjU5d+lBy9WQ65/vnsggpx9czbeyf7Nyyla3btrFt+26iLuTlueXb+Liag6RtX9Kx5Vvsq/ghK37rxOHnKtHymU6UDJ/NkPKZpVYMQtt+yI9tb/NAUnfz/ROPM2h9UV5bMo7BBTdg1mxEz1Z5CJr7OjX8bz0EsM4fYv2y+Uz55Ft2xp3jhSqL8QkvS80WRS4FgPLMMoa27MPc0BdZ8FZ7yh+N4ZfKr9PzvRosfqXcDeatug7vYnT99g8qNX6TZ55rQZlx+fE7eQBn2d6MXjeCJ8r4/TNBTJbS9Ju2hrwvd6JXo3Is6DWCD15pgc/qTxg29GOW0JC3F3/NsxX8dRClaZqmado9pVAgAQMSk44z+fBpLMviW3s2cvkoDsbF4RI2TCnwcZgsWLydVCsVYRjYhYlUBk6VhKkM9zVaeme/B5UOpP4fjDBafvoD/as3ZMAzY6k8+ykK3FUsZZEYs49tm7ewddt2tm3byrZtW9myI5U411B6r85PsZKlKFWhNS/2LktkufI8EmHj5Kp36drxNdbnHcy0Sc9S3NOg+IcTeGVXY4a37EzW2RPpW+buJyeWZ9bxcfcOvLw6By9Mm8bgSG8MajDi5885WO8pWrUQ/Dz1NR4NuU4okHaWPX8sZfGSpSxbvoLVf+0jziMXpas14cWR9WjQqAFViwZeGnPmOvIbg9t1Z0xSOyYtHk6lLECRZ/nm/aVUG/gEA0os5qvmOW+vrFLGs3/ZT3z/8wr2nFV45M9CFk+DmFP7+HPRUsrkbEaZoH/o4+PIS9MPVhBZdzjtOvakyjfPINLsFO/1Nes/6kDRezF5sKZpmqZp2tWUgRQS01IoBUlpKeB0kmylEZeqEBjgTMZpN0hJVsg0iWk3kIYN05WCCxCGwLBfnCHKPevUgxpL6UDq/yVrdYZ/+R6OXZUJucuEVMLUjuTu8DPnhQPf3EUoWaoUpR97li6vRlKu3CMUz+N75RubepQlbzej11uLsR59i9mTXqTKxYxQ1kq8/Msk4pp0YEDtOuwfN5n3Wua/w7bwLk6sGEXfnq8xN6U6r/32E0OqB17KnDgKd2f8b0l0avYCTarvZuSkMTxTPmNmRXJiYleqPzuVgwkOwkpU4dE6T/LR8EY0qFGSkGsOKpWohe/Tu+fb/Bnck/FzR2do426jYM+xjN1clw5dGmGOn83olnlv2PAj9dQeNq5dwcK5c5g7fzlbzmajdMNOvDJnMl1qh+MVv5t5Y0cz+uueVHitLxHV6tO4yWM81qgOFSMC76xr39VSTrBp6VzmzJnFjJlL2GUvzeNdK8CfM5j74yC6nl5P25bNad64GgX99PgoTdM07e7I689joj0kMrYkVwYIKSgfEkGvhAjGD/+YF19/mcJ1qnLq5Cm+fPM9nuzTm1ylIhAKVv80i63RR+jdvyc2w8a898excPkSXhzzHv6OLFckpDLu50Hp3ifUg9bQ/T8ifvs8fttyHpvdhmkIlJXE4RkjeGV9A+bv/pzaN4hkZOxGFm12kb9sGQoH3SjkcXHwtxG8MPgTZh/2p/6wb/l2WB3CMrv+jlvPJ93bMWT2WfK3GM7YrwdSNeBmxWPn+f7xMF4Jmcbe1+x8OugFRk7fg3f1Fxk7/g0a5848TndF/cbg9j34dKMHVfp8yDcfticiPQpx7ZrJmHV2KjWsTbmc1y/Ik9HLGDmwP+9PjyK07ftM/OppIjNr5Gcd4Zc+jen+4xnK9h/D+PeaE24D5Fl2LlvEij838vffG9m0eQs7DseBfwHKVKlFo+ZtaNuiNkX9M3uxkjj6+2ym/jyNWfOW89f+OMyggpQuV56ypYpQuGBhChcvT9WK+bimH2LqMp4t8jhHhkczu3tWzuxYzKKVG/h702a2bNnK1h0HOG3mpFzdx2jaogOdW1UjjzdAAgeWTmH8hMn8/Ntq9iZkIU+xMpSNjCSyfA2atnuMkrdRLqlpmqY9fJRSOJ1OkpOTiY+P5+zZswQFBREWFnZ5pf5tYOG0zDfw0xqIrHrpy+joaDw8PPD29sbDwyPDJK7af0nGYFopRVRUFIsWLSI0NBQpJU2bNkUIwYwZM3jvvfdYvXo1Hh7u688NGzbQsWNHVq9eTWhoKElJScyaNQulFIZhUL9+fQICAlBKoZS6NJ/UgxJI6YzUv8QrZTPjR/zAYeme58nh7YN/aEVeeP9Zqt4kHWSERNKwwa3sxcBHnOVCgaeZ+MtQ2pe4wey0fhUYMP1vao5/jZE7C5Df79Z+GJp2Dxw2A9PHQfy57LT/chxv9ajAdbqGA2DL05SPVm2myahX+FGFkyNDKsdWtAXPFr2FZ5bFQbKzMM/+MoOhLQpffwyUmZc236whT+nnGX0ugMtPy2L3hJd5bU0AZStW4vGBvRlZvQaVS+bA+6ZP3ZvcldvxYuV2vDhKknD0b1YtW8Ha9VvY/sdMFn1/mGzdZ7OyYr5rHyrsZPHzx8fDvRO5+xfeHb2F0DLlKN92CH0rVaZy+SIEX3MO+FCgTk/erNOTN63zHNqwmpWr17Jm3e/8tiw/rXrqX16apmna7XG57qAjk/bAuThR7qFDh1i+fDmBgYF06dIFT0/PS8GP0+kkJiaGFStW4HA4Lj2mbNmyrFixgsWLF9O5c2e8vLxo3749ACdPnmTOnDk4HA4aNGiAn9+97NB1f9AZKe0hlj6aUtM0TdMeAldnpI4dO0Z4eDghISGXV9IZqf+EiwGO+98Myy/95XZl5idDCZ+6vJ2oqCgWL15McHAwderUwdvbfXtauGfSRUrJzJm/UqpUCQoWLMTFDhIX9w8wd+5cwsPDKVas6KXtG4aBUoqTJ0+ycOECPDy9qFe3LgEBAQiEu7EFAoTCPdmUSt+v+8tLM08plfEp3VfZLJ2R0h5i+ge+pmma9nCyLAvLsnTw8wBInyvX/X8A6UQKEJiYV0RZl/+vpMWx4yeYN38uIUHBtG/XjixZsgDqUoMIkChpcOjQAZSUFCxYKD0AEwhhoZSJVCAE1KvfgG/GfkO+8HC8PR0o4Q6MDANCQ4Pp0qUTJ6JjmTNnDoZh0qJlC7y8PBAY6cGYuhwwGQaGEgjhDp+kUunP0R3Y6UBK0zRN0zRN+9ekpqbicNyTNknav+RiNmh3tMXsTe6ZJwVgKYFhSJASITIPlK0Tyyngd47GLbsw+U+TfasEAguJRCiFwEQhERhs3XKaiCL1+HCeE4GgQIii6SMmQkhGzXelp48EsZ5NGPbDEXLnzZ/eqc/I0K1PIgnGP1dbmpQ4z6QJEziXpTrCLz8GBgiJpcDERJCGxLyUaZPpwZ3A4Kk6NrJ6/ZOv6u3RgZSmaZqmadpDREqJ0+nUgdQDIvqcYs4mdw5JKUWeHIIcDsW2aIGlFFKBVGBlaCrRtVpNWtSwE3VGMmdT2sVaOgL9FCWDTTYeSSXVZUehkKI0R3YaICxAUD1C0LSsgUAxb4vCKSUohZdnGNUKKFbtUqS5wFLKvX/rYuWeJE92gy7VA3myV2/6fpvK7kMWlgAbiurF4ECUi9MpBkJJnEogJVgobNJCmAY9at9fwzJ0IKVpmqZpmvYQSUtLw26369bnDwzDXXInJAYGJcPgdJrJi80N4mLAwsXOI7D0iEAICcpAGAamYbpDkvSMklCSgsF2lFD0a+mJFS3Zmwh+lo2Jm1ykYWIoC5SJYbhLB4UCQxoYWPgHGvhaFi2rG1TwNFgWLfH2UExdJ0hCIXBnvQzsmIYBhsCQNqQBhj/ksStylDYpmd0gOllxKkGy4m9FTIrEMgzsWEh1/wRRoAMpTdM0TdO0h4ZS6lJZX2pq6r99ONo9IAAhLIQ0UUKxZIfCxwFfHlIkOt2NHKSU2ISFSxiYKuPsTmBiYGEhMNhwyCLEU7IjWpCYZmKkKYQDLCEwpUwf+5RhjJIQKMPCUjZiY1ysjTdIOSr/x955x9d0v3H8fc65uTdTSIyIvfeqrfYoatSmatWq2tQuSmlRoyg1So2iFXv3V9SorUapvUeUkMiQ5Obec87390cSEtkRip7365XXK/ee9b1nfM/3+T7P83nYogue2HVkB4gATCIyf0vIxBLH0BSBQKAFamwTDuh2id+wE66CkCTsEaAICSFFhhnKr5ntbxhSBgYGBgYGBgb/Eex2O5IkYTIZQ8C3CYGJygXgir+EkySR2UnnSqiOCJUolwesskKxbCau+glOXRTE1MHTZI1yRU2kj9C4GSBRsbjC5qMSbggK5IEAXaJKdoXz/8CN+xqxtR4E1YqaCA+CJwIq5IK1JwUWBfJ4yZicJHKlE4Q+gYdBGsF2B4R4Fp7n4ipR1FkiEDCZZIICVZBllHSCLIogf16FCH9BoE3n2B0RZci9PhhPkYGBgYGBgYHBf4SIiAgcHR0Nb9RbhEAHScfFIpM/q4TtCbi7QMlMJu5e13F11nFykHlil/HKqOEUJTeuCw1NCGRdIdQuKOZhQjGphKsy+bIIMsgCyVHGy0HjbrBCPm94+DBS8lzXBZKkAoIbDzVKZFbI7ahwJwLyesrkSie4bdXJnUHmnwdQPJdMWIREsK4hUBC6iiQEuiyRMR1kTWfiToCGUwaJHJ6Ckw9lMmXQsQdJeGYQaFYZ6bZOLG331wDDkDIwMDAwMDAw+A8QLXluhPW9+URLgAsBMhKSBjvPiaigOx1dkpGwgy2C648dcXEShGsaziYI1+Wn9ogAdEnj6iWZy5INXZiQFBVUBdUegskhHSaHyHVMCDRVIpuXhJAEoKEjc/8R3PVTI1X6ZA0hZM7cCEe2OPL3XR1nVeKMr4YiNDJ7KFHS6gJdAmuwxI5ADRkdIZnQsHHyRgTC4sydf3SczDp2u4SjLKHzXFjha4BhSBkYGBgYGBgY/AewWq1YLJZ/uxkGaUS0/Hn+rBKDmppQdBCyQNKVqGK2Erdu3WDTz4vpNewrHCTQZRO6EBTyAkkIMroKhjQ0ISGhyyYkESkJ4ffgAWuXz6bXsEmROUpRtaUkSSKzmxwpWa7DZw10NEnCJExokh1JtxAeHsKcKcMZOu77yP0qKkI3oeCAs1nFJEUaUR9VlgkOFxB1XFVSMekWZk8ey0c9PsPDMzOSBJqkIwsJUHFyMDxSBgYGBgYGBgYGr5BoyXMnJyfDG/WWkd1TIbtH/Gp219wdmTlsK/kdu1K8ePE4y92doWnZZ58FAqFLrF17iPuXdlOnQDjOLq5IUlRBXGIIVSgKjd9RYuxNQQjBmbN3uHxsM2W9v8TLywuQkaVIZUDEs/VrFH2uMcJEuDWcT4+sJtsnDalb1vtpqyKP6ZCi8/IqMAwpAwMDAwMDA4O3nGjJc1l+veSjDVKPJMVWz3seIQQ5cuRgzpzv4q6fAEIXSJJEixYtefw4ECcn5yjflhS1feL7EEJQvFgxxo0fT5bMmUGIp9tJSIluLhBYLBYmTJhI5cqVY7T39Qrni4nxNBkYGBgYGBgYvMVES54bYX3/PcxmM5UrV+bEiRMp2k5RFBRFSZbxFY0QAiEEsixjMpmQZRlJkp6GICaHaEXJN8XgNzxSBgYGBgYGBgZvMTElz+12+7/dHINXiBACNzc3dF0nODgYNzc3hBBI6GiALAAZJCk65E4ghIRAQwGQorKjhIwQMT1EemQdX1UgmeTI70Skqp4UVRxYRDYASRIIoaHrMkKyI2NGx46MCRElIaFH7Vd6qson0DQVIckIBIqI9Gbp6Jjk18d8eX1aYmBgYGBgYGBgkOZES54b/PeI9gi1aNGCNWvW0KVLFyRJQkdGQvDwicrqgxJIT7X0ABldwF9+eQneoSPLOkLSI4vvCsidWdCklAMIO3N+19GFjCQESAoCFVlInLlfkLBfbVHbiEjRCXQ8HaFtNRVFkQhcuwL1/j2EHJl7ZdIldBQ8L/7NY//bWBQTIto+i6w6jGfn3uDm+i+e0dgYhpSBgYGBgYGBwVtKtOS5g8Prl6hv8PKJDqtLly4dFouFBw8e4OXlhRA6EoInVol1f6qIqGwfTw8olknlr9tgVyqx9YyKqsvomookRYpJVCuk0LgUyChsPK6j6ZGy6w7ONmrkceDPGxp2U0VunxGoukBVVcABJJVcHjItq5owCXiy73+oF85jKVwWyawSdu0aQrdTLGNeJN+rhF24gqaYMGXPjf3COTBD+vZdUTAMKQMDAwMDAwMDg5dMtOR5SnNVDN4OYuY4vffee/z666906NABSZKRpMgQP4GCkDRAkDeLgiyZ6NdMwXZP50owpDPZWfmnCVXYQchEC/BJKOiSHU2KNJSypFdwkzSaV1Mob5HYdU/DxQw+R0yE6zpCNyEkFRMSkgwmXaAhYcpREsfcNpzqd0DSrIg71xDBoZi+7oisCez3rvD48inAjPya6U4YhpSBgYGBgYGBwVtItOR5unTp/u2mGPwLPC8UkTFjRtzc3Lhy5QoF8hdAEKmUp0sqJl1Gk2VOX9FxddI5fUsjwq6jamBRJHRJiwwJFBICFUkyARIyIAkFWQh8Hwj2BEvYr6msExLhdoHsoGPFAVkWCKEjCxmipdQlGVUB696VhEo6ksv/kO1WhCbQ7GEox3aB7IBkC0PSJYQkE51N9bpgGFIGBgYGBgYGBm8hhuS5wfM0bNiQRYsWkSN7dhydnJAlGUWXKZBbxhauotlNZMkAJ+5pZMFEnjwa/rpCtRxw9h7cuRejjhQgCciUWcFLV1FNgnTOJk7clshshizZJFwsFrK5CZ6ESTwK1gi2QcxaVA7eJXEpl4uwcxeRs5XEwe8U4f5hOFiKoTiGYipVHvneTazqHex/3osUsniNMJ4sAwMDAwMDA4O3DEPy3CA+zGYzjRo1Yv3GjSB0dAFCljEpKtncHcidUZDeWSN7JjNFvFTMjjJZXCRuBUA+LwknB5BEpHdJCC1SDELSSZ/OgWJeCq5OElk8dcrkBLMskcXTzj1/nZyZdJwtRKr/6Tq60BECJHsoMhacC5ZCDg1HzpwL51JlkS0OyFmzYnpwEylrfizpsoJkR3vNJgUMj5SBgYGBgYGBwVuG3W5/Ws/HwCAmuXLl4uq1q+z74w9yFqmKQOf8DRlVqDgICbsioegR3JRkFCEhS09QJEcwgaoqeHtFS6RHKvw98hMcFHY0CYRqxUGxsN0PQHDuDljQOH0PFF3GO4OOEBI21Y5N18HvOv6br+Og6eiyiSdSBA6aBU3WUK5IWJ3MYDsKJjsCCcTrlSRlPF0GBgYGBgYGBm8ZhjfKICEkSaJ2rVps3LSZiHPH+KT2O5G5S0joikDWASGjSaAIie+nfkGND3pQsGBhALw8ZKIVJ7pX10GWEELh99+288TvMo07DkAWIEXVgBJCRkIHScbFUWPfgf1MnzSFeiUK0bNbX3QJdElG0nUUIaNLAiHpyCjoRNajkiUdSdcxObxeMv7/LUMq0nAGdB6f28Mft9wp36AcWV/YS6hy58xptDxlyO0WXdAsAt+D/+Na9kZUz6UkurVBatC4tXM5v9vK07RhcTzT2NOrBd7H39GLzPE8r/rDA8ybuAZT16l8Usqc6H6eXPsLX88SFEr/ermiU4ZOwN9b8DnpSZsOVfFIy5+i3+fwylVcytuVLu+mT8Mdv36o535myuZwqnfqTLVsifQJYXuZ0m8dLh+Pp3dVj38x/lrn/pH1/Oabk/rNK5AluQ3RH3P5jB8ZixfC4w14wzw5tYKp253oMqIleV6kq9ZusG3eRu7nb0i7BoVxSbMWJhede/+bwphVgo6zR1HT/ZU3wOA1QlVVQ/LcIA6xxCckmWZNm7Bp81Yyu+6ndp06yJEqEE8zmASR9aVObjRzY+9UxnZejpBUJKFECUbIfFjVggYEP37M1H4TmPDllzSqFClEEbm9hoSCEPAkLJzdv+7kbuBj6r9fn359++FgdgAReUw56sBPjy8RVdw3qpYURNWcen14k0d3yUAn5OYRNnw/hu4NS5KtUEsWXYwAdK6uHECrj6ZxwBq55pPzPnwxYiGnnqTiMNZ9TGpahbqjD2CL/s52nh8Hf0TLT3/gmhb9pcbV/y1mwfz5zE/sb8EK9t/R4j/WG456aRvz5v3CUb8XVF3RbuAzvhefjN/Eg7ROPAzZzcCK+ajSez3/xNNM2d0V/8OLGDF4HpcSu0zWY0xpXYmyjadx/o2+nILgYz/yRfdODNv6MI31chRubplC3+ELufCSz5GmqahqWv5paMk+GRrXt37H+C+XcTwi8TVtf25k0U9rOfnY8V/uoO2cXzGU7iNWcUlN/lb63VX0rlqejkvup/5eUa1YEz2mzuO/T3A1LLUHeIaToy+7Jg9j6u+p6fyftcf356F0H/Qlq6+a+HfmS2Wy5Hbh1uYJ9P/qAKH/ShsMXheivVHPq7YZ/LeRJOnpnyxFquZ98EFTnJyc+XnVz9hVFREp5UeUrh6SkBk79gtq1KzFA7/7SChIsowsyUhSpBdLFnD27N/MmvktderUBinSYxUtkW6329m6dTtrfdbwTvmydO3WlUEDB2E2m5GQkGUZRZaRFDly37L87Bhy5HFkJfJPec3u6TdgvjAFaE/w/fsYBw8f5ujRoxw+dIiTVwKwmdKRq3R1GnVoRD6LCig4mi1gs0UZPjo2/wvsXfwV8489YN3az6magmn3iKOb+O1eNuo3rcRT/4S5DJ/N6s+GOqPps6A223oXRCGCk8tHMmRTGAmO/XUbVltmum5tTfUc0dOjOg+ObeB/50NesuijglfFljQo4hzPMiuBD4LQXDzxdE39bfPk0HwGD/iHEVVbUTFz6oeJ+p1t7DghKD26OYXS2uHnVotRk9uyo90ndCpVkK0DihMrOMJcmsFTurOywdeMXNmKtZ2yxTPgjeD09IHMulyMgTv7UDTRNobid+shoXoaW4SSIx7Zs+L+wk+5Qu7OUxmxohzDh35FxzozqZFW0+1yJpr3/4hxdeYxa1dv5tdPpMhexD4+r92TNQ8TOE+aidwd5vDzF7XjeCj1O7Opl38Ae2zxb5o6HKgy5Tz7h+UnyVtQf8Dvv/+FqdJXNE/UQ61xZd9BbjmWZ1SV+J7D1x2du5s3cESuyreNMz/3XISy/ANPOm9OwpIEQMKh2HD+ODmJivE5fR9vY2iT1uwsN5/dP3chf6x7XOfBvAbk7L2TuJfbgdJjj3F8fOmnLz+lSA8GNplJzxkrGVnnE3KkolvSfX9h8IhNPHlnFKObu/Lw/v34V9RkXLJmxu0lWchKoV5MG/QTVaYMYWaHA3xe8u16xRskD0Py3CA5CCGeGtrvvvsu3t7e/PDDD9SrV4/8+fPHWu7i4kLr1q1ZsWIF3bt3R1GUWEZ6SEgIly5domvXrrEUIq1WK0ePHuX8+fPUr1+fPHnyPN0uuq7Zm27sv9m9bNDfbPllK4dOn+HM2bOc/fsSd4NUJLMLTiIMqeTHTPXpxHu1K1HII+bbWMPiaAZNxa4ByHhU+4LNW51o3Ww0TRoE8/PmKTTwSs7bzsafm//Hba/6NH03diyyc6WRzPp0E++NGcDC+lv5NJ8zbVb60SaRvanHRlK62k/Pf8ulVSPoNusqKZgYTgVmas2qGb8hFbaZTwp14NynBzg9qUKMG0fjus8gei5xY/TPX1Ez0egsjQD/x2hSBjJlepGRhMYVHx8OU4HxrQolPYhNMTJZm89iycCT1B/Tk2k19vB56djX1rXGSEY1WkHPKbM52nYKlZ8LQw87Nple31yg5KjfGV05CasjbDsDSrfll8A0NqQcKvDVX4cYVST+M6Td/JUFPqcJTqZ1bvXKjbJvKcMHZKJZ/qTPupyhHO261yVnEqs6VurMh8XnMnvBer6s14mE7etQHty8gb1kbzqUc4u1RAQd46fvf+dagIRTgts7UGHwSsbUckqy7UliP8aMTlNIjkkAoD/cwdYjMlUntSBRO0q/y64953Co2IW6GVLaKCsbuxXk43XBCU7USI6NmH99JW1flo2m32XzxiMo1WfSJE4soCN1Rm9gS4+kXI/h7J3YgTluOcmV0BsqQxOmLR/Ce4370Ky/DKtF2wAAIABJREFUJ7vmNOH57lr2fJ+vl/ajTPQ+9Jus6j+Qs3F25kGjzk1J1+InfrnanaEFU9ijqJdY0GMga31VdN8vqZH9y4TXlRwpNuQ3/vymWjK9VjoPDy5n6R/3SbbD1p6bXOoGZvbrDw1zJqN/lHAp0ZLejZIxIWDwRhAREWFInhskSUwDRghBnjx56NGjB1u3buXYsWO0bNkSRydHEAJJAmcXZ4qXKM6RY0epUqlyZHFnIdAlwfr162nWrCmyLEV+J+DYn8c5ffIklSpV4tNPP41z3LfBiII33ZCyBHJkxU/sMhekSOkm9O7wOWXeKUe5okHMrFqFxaWa06NV9XheWBKOjhYk7NhiTFm6VxzG+h0W2jYaStsmEuu3T6ZOUgN+62F8Nt/Au/FcqsU5kCvVRn9Dx3XN+GrsOlr81Cb5eQaxMPPu5FMEjNfSziOl32Zuo7J86T6La7+0J9IPIOPg5JbEhs+jkK1oHsSx4XTpW5KDy9uSLcHfKPAPCAKn7GRM9wIdvHqK5SuO41BjNh8WeFmvfjeqjZnNp1vrMe3zZXTc0pOcMZsse9G6d1vGvb+SH34bQ+UmMTwpj3czqus33K0zl/3DyyQ9YHKsydite+mlpp0hZT/6Da3HBCAncnrUKxuZNOpHgjwy4ZbMMHoPLxfu7Pie75KxrpyzK9U+jmFIPfmFjkUG8Fs8XiFbiEbQmU8pnHUosZsik+WjFRyfUSfKK6iQ871BjB+UK4a3Q+f23PrMUkowuHs1ErYRZDIVq0fjxmmQi2W1ssoEt5K1ss7DbZs4INfm25bZEw3X025tYOMRqDi5cSLPUcLHsYeFEOrVkPF93+X5Jznizx8Y6ROOPaW7TQHaldWsPuxArblN4jGIFbKVb0i2pHainuDI5+BZPDcZEjkH6auNZ82CW9Tq3JkP8+zl16ElY3uOLVkpVa8BDaK/VE9x0FXiLCoXFvXk8w2+z4wT7T6q/Swz2zdm79NO2kSRj+cxrZV3Io19zL4xHzF8tzvtF/jQt1RCRrrKlUXd6LbSlZatK6Qg9E8QcGIDixaeTeS6hfPo9gNs7tnwdo96erLlxO3Or/ww4wG3/SUy5ciMS4LnUsazZTl6GobUW0G05LmrayLefQMDYhtS0f9bLBaaN2+On58fS5cuJV++fJRzcUa+dg5VgaKawo4Deyl69SzIMpIu8A8NJ+OVK5iUCIIAHcGGx+EUL1eBXr16xfI8xXfMN50325ByrMpXf5zjq+e/V08lsaGMm6szkggjLFQnZhyQa+kBrFrzmPcbTaRNG09+2zacsonM3gbuWMyaW/np2Kl6/AO49A0YPeo91vadyKwBH/B1hdQp6CiOrrilZeC95oJZAUyOuLq78yJ5yZbi/flxxh9U7jGAPrUrsK5rngReyBoB/oGQISMZE3ljR/w+gXbTj8QTlhOF9RZHz2mYVB96NdmSukabCtNl3lRaez+79rbTK/h63aUYM78Ce87C5LKcY+EXY4jzyKvB5ClVGtOBKYw59mybx0eXs/ByZurUvsqScWOera/ko8nQLlR43kElZ6LIu5kokrpfEi/WgB+QpWCSVL1VCtN/x0kmln0FXYG5BC0+G0opFdDt2HQHzAkcVoQE8NicAQ+LjGuJvIl3VNolVq04gFRjGl1LvCZdmnqWb1t14sdrkT7k8PuXCbF5MrluKWbEWE3J9iELN4+ighlA4+a69RyxarjObkypHxI7gIVaXx9gdpO4nYLsXYVOvfvGMcSClvyPz31e8HclSgRHF/3I0QzNWds8S+rzu6xXuHQTcn9UMIkXlEKudt+z7FR1GozrxBeVDjC5WnIGjxIWzxzkyWuJMTGVl7wFqjy3ngnvDInNMFg5O7cjH06/QdkJv7GgZ9kEjXjb2WkMX+tLiaG7GF4+Je8AhUL9N3Gpf2LN2EDHbO24OPBXjowpFqPv1bn//XvkGuzIpNNb6fp2a7kYRGG321EUxZA8N0g1kiSROXNmevbsycWLlzjy/TTyXz6FS57SKG5QPciXEJ+VCDcPnIvnRDlxjlK6RHhoKFbfv1DCZNp++S2OlSoAkcb928x/9klz8vTERfzD4wCd2K4GcK8yFp8F16g98hBHr9soWzwBZTb9H9b9uIWAMkPoVP7ZOtb1Xcjf6wEjjm+jby6ZnB1HMfSPZXhIVuBtlCJVyNXxO6bvqEinYX34ofoWesUb+mXn0cNA8MhEptROfYogLh27QGDG4tTKkwYhWjGIOO3D5K/3k6VIDtLFspp+Z9OVhLd7uP15v4Q7hQrB3T2buBvd7OA7XLhfAe9PO1Eh4anhNENXVTQUTKZXNeOjE3r/CvflfOTLnEC3Yi5G84HFIOx3Bpdtyf52ezgyonQ8nZCNg5+VoM7qqvhcWEzTJJyktj+X8dMJd5qsak+u1yWSRQ/jwZXzPMrUhW7VMsc1whE8PPAjP17+h7Dod4x6npW/HMNUoikd38udsHcg9C/W/HCYe09S65/WeXDYh01/BSbh4da4duEJIvgc236Yz/moBilelenRrFTc1QO3M3/ldQp0WkKDF5iZUa9f5LrVneKFsiXDQ+JGtfELGbK7JnOm+dDv3a7J8OQp5G0+hlnvH+PbLnNQRv5I/xi5RE+29qPuN46M2TSVRgmGV1o5v7gjTQfvx6vPan4ZmrARpT/ew+jOX3Kh0mT2fl4xEY9pcong9MoZ7HVuQrfmxeN4HhPd0vc8t5wKUzBNpTcNXicMyXODtEKWZYoUKYx3yRIEXTyFlCMz5pIFcbS2QHHV0B5eRQsLIsOwaZgkGR7fQ1twHrtiR5J0FKEgyZJhSL2tyJ6eeBCI/2ONuKdBJlubRfz1gQOOloRfONrFpSzaFUrhoY1iCR7o9jCCg0KxRd87jlUYufz52c63DDkbbWd8w8ZynRk7ZDkN138cd1Cr3ebm3QgcsuciRyJ3nqX2GDbUjn/Zkz39KbvrPPWnb2ZLz1xpr2rmUJOJxzbSMY1zSMJWtCBjt+Spgtmu+/DlXD/eH96bKqkV5HhqSKVu89joRAQ95P79Bzzw8+PBg3+4f+8evr53uXv7Njdv3uDGjRvc8QtFLtCFlb8vomVio1nnd2nVOCtzF3zLlgHLaP78THnEUdZuuYFHnSnUSHKUGMLOH1ZxNW8HFjZJKqlI4+8Vg+hxOA1OirjDiXDImOhKMpmq9mTchLLxdLQqp7/YxtIY6ZBB/5vFojOZabvhR2Y0SviHa9e+4dCPp3BOOBksCVSurfuCPtMvJzPnchff9N319JPDu9/EY0hpXP9pLpsCKzC6a3nMgHrqK+q1Ok6b3Wtpdm0+8/c+SFZosnZjO1d0hXTbJzLmz0gTVM5cg0/61MU7vp/sWJ7hq4/wUZYST40oTVVBkhLvHxyy4RiwmXmrT9O7ZLmoaxTETp91XHIbT+kEjcFAjs3oQIsRO7G0/J4fh5ZB+N0nXnkJ/S7ren3EzEcNmb+sBRkCElgPCdkpPZndkx4A6/d9mDBwPNd61aN38yRXf4Z6gXmdqjIhoj+bto6jquGheutQVRVd1w3Jc4MXImYInqar2FHRJQXbod1EHNiL5OSI0GUkzYpQNaSdB5BlBU21IoULZBGluKdIUcp9b0cIX0L8Zw0pJWNG0kuBBAQkZClbcEz0nebPpslzOW6FMg4O8cw4v0TUMEJC7cnMl4rMe3JOvNxRmiB7t2XS2BWU7zeGz9c1Ynnr51S71Jvc8AXvd/OlblZWu8D8L5Zws3BflndOyIjSuLxyOBOPFWf49C4Ue+PucJ2A6+c55jOJaT4bGTxnIV98kDflfkxVQxWpMKQCtzKy3VT2+QcTHBxEUHAwwYFBhERESaJKMooMuikTRcoWJ1/2nBSuXpb3Py5AoSLFKVGyCDndkxrgW6jYrTNl50xi0Zp7fNDDO9a1DPvjZzbczE7zeQ2SDDnV7/zM3HWPqTL2UyoleZIEEY/vce9eWtwUCvnrNKBIXue0efa1G/w004eHpYYyoH7i1qMIC8OKI84uqT2ymYpfnSBgTFI5lzb+GFqOFrsbsfnYJCpHnTbZFI8nOPBXvp6+lyeuH1EwKilOt4Xg988jnmgagef3sHljcg03yFU4I48ObWJj1GdTgYy0+TQBQwpwzleCgk8/CawRNoQI4c7pE5yIvtzaVfzCY2wkZ6Vx03IMX7iJv8aXo6wJ9IdbWLFDodniNvF7tqyX+WVgO3r9cIogHfilO2V+Sc4v8qFbycTiKmUydlzHneXNksifCuXgtClsk5uwuM87pKhbNxWh/4olXKjTnpat3di+8TPKvvpiVwYvEUPy3CCtkVCQhAkc0+Ha4UPs+/Zid86CU0YrtnM3Ua0SDkWL4ZDeG8XhHnY/G+GH//i3m/1KeeOGmc9QubB8KF/9Gs8spwji3G2NwLDpdGm/Mv4Bt/Uqd7UQ7n/bmfbrEgsgcaBk9zmMqB17cGM7PYev19xD+xdOYdjP7cnUaVMyFcMcqDb9MnsH534FNWkU8nafzMAllZgwbhq9m3xDlRijAj3wFrf9JXLmy5eKs6bzj894ZhxxpcVPg0g4zUDj0aktrN5spcs3b6IhJeNVdxw7/qzDzD7dGduqArt6zmLpNx9RNAWDHruqIiQTJlPKrroecYcTe48Q2mYc3St6ki5dOtzTp8fTMxOZsnjh5ZWBaxMrUG1VdWb9/j11UxlBohRsR7vKXzLKZyO+3XrHkJwOYOuP67lftCddaySVFKhy6od5/O74ASs650tGGJiJsv1Ws/W1SxbRebBpHN/sc+GD5T2TvGf1sHDCccLZKfWDJcXiiluS1y4CZ7MMshlnN3fcExy1q/w1exwrb2sJuOhMFOm3jlP9oj5q11nYrSd735nE0v7lU2YMJBOrNQL93mp6Vlr93BIHSj/9X8a7Vk0KjdjFH746ZXMJLi+Zz+4cXdnzflwTXr2+hgFte7HwYhZa9WnOsfkHKTZxMb0TkhjXzrGwxwj2lfmSZf3KJNzn6TdY0XcA/0vO7zoxnSHzfany1TraJUtVNjZy1g/4bv1M/Or2o1kHN35b3ZMir2CSzeDlEy157uSUtiHvBv9xhIYkRRWdfaJizl8E7voiu3jiUNYD+VoAsmQH+z2ES1YUT390dIQQCAH/BZv+jRtmxsQe4o/fgwdxZWFFKKGqQA8LxO+BFP+MsdAxOQgC7l7nviVdIrPKZgLDnjPV9DusGj+XM+kLUjDixgv+ilTiUJwu0z9LPPTJfpzv+y56ZU0CwFSSvhPHE3ajKvmfiy5Qr13jlp6Rank9U2zU6fd8GDxsPdZaM5nY6vn6NGmDZLLg4iI/fSiCto+h89yTqVM50yFTnZFMHVyVTDJgMuPs4khyU5aULNX4zOcwVed8SqdRnalyYDczfppF15LJy4iw2WyAIw6pGiSZKfj+AAa2i89vqPMksycE+RPwIgV05Rw0bVqe4WO289ujXnSLCmHUbqxgwVYrtaZ2fyZbnRBB25n743nydZ5HU48k1hUiShL89evV9YBtfD7kZ0JqzmBi66RFGkR4GFacXiC07xkR9y5zz6UgeV4gp0m7uYTR353G4u6eLI+TdmMdy1cfxa1ytpf0AtIIDg5FKTeG/Zt6kzvWaZJwcPN8VkMqf0N6D05HTgfAeoD5iy9RY4QPpeJpmClbKSpXb0fB2RPoJX/DOwuO412mHg3qJWCRhoWwNEzCu3Q9GjQol/BvVf/kj+RMkgTtY2z3KVwqM4Z9vVJf9sFcuAfL19ylboPBfDgyP3um1k5UHdHgzcCQPDd4KUQV1iU8kJDVi0AIkCXC/9YRetS9JoHJ0YKw2sDiiKwroAt0dJR/uaz8q+DVG1K6HwdmDWPk/F1cU7NSucM4pn/eiNwpHvCZKNlnOb/1iWeReoox5SqxuOwEti9uFH+ohHqaL8pX4LsiI9i6qmUKQs10bq8YyKitdupMH0aOqb1JSiPwpSBlpmyrTnTJmshNGubA5oGLePTqWgVAhnpDmRTnW50HJ05yS8pHzyIpvO3026zs/xlrn1Rlyoye5HtJGr2uHdbg3+HZZ9nJDU9PzxQZUlrAGX793xkeO+SjZWMnHKMuj3O7X3jULoUNkj2o2P9njlSaS88Ow+lR/SSHv1vFrI5Fk7hfdWw2O0JxxSHN+zCZjJk9cbA+xj9EB+fUHkAme4OeDAsIp+hT28bGqUWLOOjeirXtcybZ/QZsWcoGv9x83Kh0kl4NodqxCxmz+Zl1H3LuV7acepT6kgKSM/lrN6NSYs9gMtADwnDK14iR03qSX4GQS6fw9SpD4QSMG/EkjHCccHGN3yjUffexcEZEHBEC26mb6BR49kXYfkbUqs+W6ms4vKAxqSrtpl1m4aej+FVqyPheQXy5OKkNVP5e8Qt/Or/HouZeqXzFatz/+xCX/GNeORnPQlUo7qUAOn5+/piyF6CYt1dcMQb1DF/XeI/pf8d4sueMBz2CkCAb5sElyDQEQMKt+SJuLmoWuY6lIB2mzwXAdjTpVuqP/8EvXCJzVu8XH0rYLrGkeydm3a3OtweGUOoFtQTcKo9h5bRTVOvTmU/LHmJV+xz/geHO20u05LmbW0rLlxgYJIXAUrwksv1DBDKSBDqRHqrlv++lTO5clMidF01WkYSChI6QQcmejddx4vJl8IoNKZ3bS7rzwZAtBOgAvqyf0IY7poMcGhOfetdLxJSH/HkshN68yl0NYtVg1H3ZMOl7HlTvQ49q3rFm/rRbPzFw+CaCy37B1x/nYMHUV9noN5lwjh09g569PeWypcQSiuDc958wZFMYNabNo/8rjNVzqzWMxbWSubL2kGNLxzF49EUo0Zk586bRq2LKPW9xkclQoR+rD5ZiUof2jP+4OufOLGX1pMaJCHYIbDY7ODiQaMqxpiOQE601FR8OOXKSld3cvaOT7MJoYWv5KEd7fILj5iR+PanXs5brGjrnae6x7NkKUha6bLzKD3Vib+fRfAyjlzVgbK9B1No9lyaJhTpF2LBLZsxPLS6Ne9u+ptfYYwnL7CeF4s3H6xtRKeuLjWpN+dvy3c62kR8CtzGofgt2VlnGgRXtYoQ8PkMPDSEMZ1zd4n9Jabf3sHj2sTj3ngjzR4tpSDlXZdiE5qzp2I/hjSqwqFlKPb02zs3sxaidKtWmTuJDqS+JlKKNJGgHsxf/hV0PZnaL6sxPxlEcygxg9azWMepSBbN1WD167IgZ3Gyh0eL7kWGbuj+3boeQsWj2+A1sOQdNRs4mb+AzQ0w9OY9PZwbTdeFwaj5VUJdwyPlOMloYP+qdu/wj0lEhh8cL9gM6D3+dweTd6eixYim9CqVFH2gif7cFzN5XkU4TZ3OoxVSqpmV5DYNXSrTkuaIYlcAM0h7nyjWRKtdCQooM1RORtaL27NiPPUseqvUeCBJExn8JIkcWEiLB0vBvF6/YkAphz+bdPI45kSjCOL1tB9dGlY6lfPfycSJ/vuyIY1e5psY2pB5v/4LB4zdRakEvelZ7brOIUMIt5Rk2dyhlzP+thLoXwnaWoyeCcSlbhdLJ9j7q3NvQhxZD/ocfRSlfOTW5VS8Z232O+szj2xnfs+Wf3LQYuImVg+qTK43zDuRM1fl8y34K9G1G9++GMqNRLb6tmXA8UESEHUwOJJYiJex27Jgxm1M2a2QqUIBcLOXK1Qgol8wrYnmHj6d+RzVbKjpWyZnCxeMxCV3KMGjVMm7UbEGPHmU4sDHSoxMfwm5DxQHLUxVOhULD9hM8LOXNST46Dw8sZNyYhOTP48nvTN+QiTM7sLdtXz6uUJxtA4vHERqxPQklAhdcE5DRd6g8jqO7+sVTR6oJWWJ58GWytprG1PUV6Nz/M96vtIxWKcq7UQkNDsWt7kTm9SuCMiep9W2c/u4rVj8uQrMeDcgbfeuE/sWaHw7g1rQXDfLGvYCmfFmJLZ7qTqsFp6kSEnX2bDsZUnXEs8X2S1y8IZGtYhB7fv01zv4U9wJUbtCGEjG+s5q30F95ROmm7WiXOelfnhxCL17iDvnpXORFFdRkMjWdx7GrQbh6ZEg7z5GclZaz91FW5CSvYUS90VitVhwdn13ExOSmdT06f+XZ34sSvY/E9mcIYLyZyHI8wXkSyALatGtDgQIFkGU51vX9r3m3X/G41IH06V2RCIthp0o4pM/wXN2el0ukW9JM/gK5UR5e55q/zlM5qMCdjPnsJx5VGM/EjnHDHZSCvVh6sBkZsjmSTLUHA0C7uZ+D1x2oOKBGsuueBB4cT6uuS7nv6YXbw1h74/a2b5kbr5yyzoMD/miBR1g0aig74nuiTUVpO+5jyr2II8F2lS1TJzJ14Vr+1ErzYf8fOdm7CYVeZjF5c17azN9Fge7BFI1T1TcmAmtEBFgsWBJ7ruw27JiJW3JEEOZ3ncuXE7AG7S5kyhDOhROHuPhO/OqJssmdrHmz8LSVSl7qdv2Euok0J0nied7kTA2Y8sMADtT9nEFL6rOxe654c0f0cCtWLFgSPSFpjSDo4h42+cd/o9keBSLi5IXLeDWbyZLBp2g4uhNfvLOHydVjxvjpBIeEgVMWXNNC4Vj2pu30yawv35WBgxrx7sp2JD9S0ZkKozZwMNCLHCa4ncTa6qV5fDb9NHn67OanKe8+DU/Vfb/jxI8nyNbha6Y2T86IXiZ9jsI8lQwJO4urDGFRH7W7f3L6QXbS/TWcptNuY7Y8uyOEGoG96CiOHxsfbx5U2mHj8oUr2DJUpGjOtJghlHH3SEDe31yJgT+t4Um+nM/d+zIezWewq4RMgQQ6XdkjD3nToHUG/x7RkueKoqBpWqLGTPQyVVVRVRVN054aVi9yfEVRsNvtSJIUZ1Adk2hZ7Zh/Bm8uXl5eeHp6IoT4T1/LV2xIOdOg/2Cqbv2cPwI0BCC5FOeTz9qm4OWdQtRAbpw8yP4Dhzh8+AhHj1+lxPQLLG/pjHuhAniLdZw+bQNvR9D92TGyLz/8U5axqwdRPN6zI5Mlm/dLauzbisbNLVs5qVRkcoOkk+lB5fbmYbTqPJtL+Qbx8+dW+rXbE2O54PH53WzedC2u0AhgfRSCHnqNP7YEE69+kTmYyqNfzJDSH+/kuy9XEdh9HX9PbULeNK47lSByZspUeH7KXOfJzaOcCS9OlSJugE54uBXMjolKKes2GypmLM97pEQo2weUYHtSbZn2HkWmJdDMTJ1Yf3sZH7yCmW6XKsOZ8OFKWk6ZwYEOs4hP7E88DiCI9GT0fJVub4X83X/m5MSE6kiVp9JP8WyGG9XGLWP80RqM7DaUakfm08gz+qnRCQoMBpeCpEujnyJna8+0iWso12sYI1rXZkmLFIT4WbzJkSWyXYkScogvO47hYJbubBrxbhoUpU0IHf99B/jbqQT98l/gsNNi7q1rH3U8nVvf1qJovOc8FQg/1vepyNF4ZegFIXeuooU9ZljlMnyR6I7CuX9NhzKJrWPj2FeN6briTrx9XkpxLz+MJT9+TErTVQ1eP6xWKw4ODk+NIkVRkGU5XuMoerAryzImkwkXFxc8PT1fKLcqZ86cWK1WZFlOUOji+UG2rutP22EYVK8fAkHMqLzo6yOEiArei/199LJnG8Ta2dMvpeeXvSW88m7UUnY4/zv+DkuX/8YVzZuqbbrSvMQLSEY9hxZyi5P7dnLWX+fRpl7kX/uAeyE6TlkKUa7yuzTs/zGNowrOmEtXoozLfP48chH1/RLcXdmLHov8qDJpLUNLG5XB0wz1PCt/Pory7gya50xqiBbCqTmdaTlkM4GlBvLzxinUvTzwuXVMlBq6gwtD49vexqEhJai1rh7Lzs6h9ku9jDLZy1R9dUZULHRCbx5m8xof1q3fxG/H7+LZ6zcuzqmNBYE1PCLSkEqk0woNDsEmu+Ge/rlrIjlTb8ouJtVJKD5R48qCjnT+rRILffpTPJ4BvezgSd74Ng/ZzeS+izmTTAUPU6GPmDamEYnXJU5P/Z4fkn/FSn7aM4UaDeNaUnb/RwTiQcZMOrd2LWDt6ZC0i96WzBRq1JsmhdOwO7WUYOD8CfxWeRB9h7xPucXNotLRdAKDghHp0uOeZi8kmVydpjBqRSWGDx1N21oLeT+p2sYpxHbrPFf0coxYNoX6abzv2ASya/sBRKWvqeJ0gYSiDUPW9qTU+D+e5seJ0PuE2FQmVCvCrOh7Tc7AB7P3MLlO3E5EyVqNjwdpPEjAfhSBJ/jlrCDPe61oUsyBy1vmsC2sOt3blonfI19XwvmdAom8kBUylW5AS+tj9IiLbPx+PbcLtKFX4/wpko8PPePD91uuk61qpmSnNxq8vmiahtVqxcXFBZvNhqOjI6a0qcKeImKGFSYXm82GEAJFUQxD6jVD1wWHHlzkXNC9yDC+mNaPDkJWkXSZC/7nyGh6QGbtBhoKiq5Gvldl+ZnBJQS1vIuR19ULWYIkyqS/kfwr81GOeevRa1y9NNhTBH4XjnPo0GGOHj3K0ePHOXnuDkF2AUg4F6tE116tqFWrJlWKZYlb1NStClVKSmw/epjrBzfQpf8m5JZLWDqoxEupbfK2Y/O7g3+6HGR9rk8N3b+A5Wfcaby8HUnaUegE3biD8wdzWL+oF6XdwHb5ZbX4GdqN72hSZRxHk6s8IGyE2G1Ig/LhOTz5LwHHhnO5vKIdqauDqfPk5iG2+Kxh3YZN/Hb8NqHmrJSu+wEjlrSlXbNqUfe4IDQsHBydnsstiYmG/6NAhHsRPOKEiMm45yxF2bIJW4hFmr6L5/JLPPAoTeeEEpPiI/wKe1av5e+iNSieqEycjt/ZvZy78w7jRjciqbQVc+mavJtpJscPX0Bt+HzNHg3f2/ewO+chR2bBjbnzmb78Xjwz+xrhjwMIUU24eWTAKbk/S3KlSb6eaWtIERlG/N24jVT6bDCft6zOosYegM7jx8Hg5k76tHSumQrTe0p/fqo+hRFTPqb25MpJFIZNGeYiHVm8vz0AYWFhsZbvEGgAAAAgAElEQVSJJ1bsKKCHE/Z8qYkoZMWM2WJK8hWs3VnDT7s0qk19H49r3yXSnvfp/knRp/eAem4V45Y9oUbnnlSIvu0lJwrnjv+aKjkbMWRKowT2rnPzu3rMN5Xj8xkzGVk4gpXXFvDro/cZMWXwc3LsyUUhT6PBjG8EYKOd9/vUGPUXIRNnMadR8jyI2s0VtK9+A6lIbxZMeR+Pt288858jPDwcWZax2+1Yrda0qyEV/DjhZQ980+QQmhb59Blhfq8fkoCfbxxi4cVf0ZGI9kNJApAFQpeRJB1JSIgnIF0DIQkkHYQiIXSItqRk4JdaA8nj6sVb6Y7iTa4jpV1n9nulGbQnBB0TbtmKUa7y+/TvUo1q76bnf12bs6p8F0b1TUD+HED2pkqlfKgLZ9Ck1S3uFxjGlvkfketNEL5RTzO3bT02JJYnIR5yLgIKvtSGaASc2ciCWd+xwOci1ZdfZXnzGIlC2jV+/PonbkgFaJc3Oe4hd2pOOchpk/mV3pyKRxW6jBrDe8mNmwk9yoLx61A+GEb3cskfcprylopr0CeKTsj1A2xes5Z1Gzax8887hCoZKVazCYPmt6Fdy7oUyfD8DavzJDgUnF1IQNgNULnn+wCy1MU7FSfauUptKjn5sPO3ewzJn1LpZGeqjtjE6jaJufLCWNUyMx/7JXOXijfemeHhvX/QeN6QUrlx4y5kq0Uus4UKU09xLx61zbCjY6le+2tu1JjGgR39X4OwJ4WCn0xniE8zfjtzGWvjSjhi5dGjYKQMGcmUxv2UpfxgZnzjwN1qRdJ4Iknj+rd1KTz0QKKlBA608mBFAsscyo7n5JGxCYRbR2Pj1A8L2GtpyNIWWZASUVS1FGtGv1LPPlvXH+frFY+o3n0gvV5UbMJ6lHkLDqBUm0G7Ai/jZWKmWP8lLDhbl46dW5Bx7QbG1cyU6DOo3tpA/2a92SA1Zd66b6hrWFFvPLquY7VasVgs2Gw2wsPDCQkJIX36Fyw4vncbHN6d8PLls6BSLfDIlOpDCCEICwvDYrE8DUU0DKnXByEJJElGSOnwtljxjVCJNIkkvFzTk881B3eDrnI7LCzquskUd8/EQ2sIj8KfoMmROVOCyKK8QpKRI/0bbyX/+lAh1Si5aNTvC6wf5uPdmtWpmN/j2Y9RT7E/We8JM4WKF8YpaCO3snRl1YYvqf6CfdArQzLh6OyKa6KjclcqNipAsXwvI/bsCZd3LGb27O9ZsfMaep7adJiwhIH1Yqot6Pj+MpJJ+2RyZr/BN02b4bJhLSMrJ3GSX7ERBYB7Wdr0K5vs1fUH89j+5QZMNT9hYPe0jlXSCLq6n00+a9mwaQu7TtwlVE5PgaqN6DurNe1aN6BU5sSGulZCntjAxS0RQyqMW3f8kLPmJGdqTrZHfZrVcqD3+s3c7dUnGZ7Gl4xuJSICzJZ4jFrNl78vPMRSsCgFE/qtTw4yodc0Trs1ZuHCPnGNKPUqGyZ8w4nS4/iyeRrUBUou5pIM232REWZz5DG1B/j567jmz5RKr2ZipKdmvzFpvldQ8G41nW3FA+LxAgoCd4yh03cnkd/pz9IJDUgfzz2ruBckAefQU/RHPnw19xz5esylmafE6TRqfcpQubRgDAsvZ6P9t53J87Im5eQctFywnXBrfbo3a0jgkrVMa547XgM45K8F9Gg1kPXhdZmxfTndChth628Ddrv9qQGiqio2mw1fX1/c3d1jGyWr5sGWlcnbacBDuJlECMipQ1CvABQoFlmoNTn8fCDWx5CQEMLDwzGZTGmmHGiQdkSaTBI4ZqFxFnfyZ61JQeU2p0IcKOPuhC/pcFRrIrTHqKbMuNhu8shBxllzx8VRZ79fOGVcJYJCfRl+fi+yiLpVDEPqdUMhX7PPSL16sU7AgUm0GbaFECGTvXpL6j+vF4zOvd2/cDxbEz4o/JoVulOK023JBvq+NJWO57BbsakgIv5h/w/DmDNnCVvPhpCxfEsG/rSKPq3Lkum5u0m7vpS+QzcQXn0au9dUZGOrpoxt3ISITZsZWzUNZXzfClT8z+1iw9r1bNy8jT2n/yFcTkeeyg34ZFpr2rZpRHnvZHq+tEf4B+qYsrrjltBJtl3k/BWVbO8VInkZijr3t39B7/W5mLqgO/mUTDRqWQdLjxWsvNiLkUX/XTeudmM/B2/I5P20UNzaWdbTnL4IBeqWJn5RxRD2jevFt39npO2K7+kS3+hXzoD5/h6m9n5E/jJr6JL71f1ekznG8Fj15e598Hw3YdEW7fxSPmm1J86gWrt7EpWKL6uZieKYuwL1csezQL/H4rnXwN0dx0unuZdvOu0Kpu7cyp5NGDYRgtpUxIL6Yg1OJdZTU+nxxT5cW69kbJ2US3jqup5gwn4cTPnosGw3bsPa0rVtJf4atJBlXzYld7SdpPtzZG5fuo5ai1/xfvismkyzPEbQ+ttCtDdK13V0XUfTNEJCQvjnn3/w9o4hiFW5DkzoB3payJRE8SQo0qBKDrWaxPoohOD+/fs4OjoaBtRripAkJCSE7Q77H4dxNHgDEZoVEwpr0fBXrThLjkjChpNzPvKbfDkSGIyr2Yl0kgM3w0PZKoOsP4tBeJs9jm+wIfUihHF+xQDa91nC7UI9+KzyVmau/5FNX9Wnfay8DZXb/5vAhwfuEHZo+L/W2n8fHb/ffuO4VeWfWS2oK7lSoF5nvp0xiI/r5IlXgUv338votgPZojdk3oI+FPEwUWTDJrQPmjC+eUsct25iRMXXzDj9l1D/mk2b9hPYduERdtmNXBXr0/Ob1rRp05jKOVLhTdQe8SgAMhT3TLAgr+7/F2dumShYomgyw7hkMuXNQMDacYx5rwkr2mTBs9kntB7dmCXz99N/dq1YHhLbwSl8ujEvwye3JpXj4kQQBB9ayLTt97A4ylgfXubg5g0cdnufJS2yxjEwbH/u5XBQZupWii+ZX8d/x3A++e4KuXusZ2brBLxNsieNpsyj5/7GDPlkHpW29SWNU6KSR9gtbj2A7LlzJ9h5C6GhalpcGfis5WicsxzZX5ENaMpelz6fF6S0R8Iv0JD9U5n+m0yDWUspMb8tM8b60G7Vh0+rUaQEgTuVP+0b6zv7rd9ZOCcg6lwJAg/fT0pfMNVEXFhEh+ZfcDxrN3xmtEqFEq3K+SlN6X61LcsWdk5eXUVTLj6YsYu9JQfx8WetKLOjFSNnfEU7p1/5evgElhwTVOi1jLWT2lM07V2YBv8SqqoihMBsNhMREfFUMU+SJK5du4aXl9czgzxPQWjSHjallVxlCuk3LtZHf39/IiIicHZ2fjq4fpsH2W8iQgfQQLNyJeAuuklHEiYENoRkRlFBU0Codgi5z9+SGRk798NDAAFCA0lGCEB6+6fM/3uGVMjfrBzZjf7zz+LZag6//9CL4tez8HuFaSxYfoW2nxWKMQARBARE5iO8Tjh/uIqHzcCSoLshbQk5MIHmvX7mnpSBEs0+Zejw/rQrnznBm0d/sJsxLVoz9WIBBm1cQrf8UWu6V2bUml8IbNCCMc3a4Py/DfQvaVSCNOXKRe6cNejVuSWt2zSlSm6XF/PWqb7c9QNPL694ayoBhB36gxNaEfpXSl5YovrwHGflj5jQYzENxk5i//szqelai76flGXF1+NZ0Ls6gws/O5p+/y82bfCl48SXYUhJOGe08feapZwKF5hcMpOncn+WDB3OR3FG4Cpnd+7jTrpq1K0S916zXVrEx90WEVhnBru+fZ9E9S/S1+Xr+X3Z13A0PadVY+eIpPLddEIu72X92hvxXE+dO5eCU6wcaLtwjstqRqrl9UzwHjEV68biDXEL8r5q5Gx16f15wsu126vp0+17/qk0kV+6NiJHzk74NB/Ix3OKs6l/iWSJXVivbWLS0C/ZGRpB2Nim9DN9x8TOpXBHxilTXvKGHmTB3IMxW0X+IpkSr6+WYlTubB9H5+7fcNDSjPkbZ9MkVZJ4OsEB1zl99CJBKboxXCnR5QcO1WzM0FadGPmeD6MkHYf8bZi27zv6VE48f8rgzSMiIgJHR0dkWUZRFEwmEw4ODpjNZsLCwrhz5w65cuV6tkHvMbBlVdp6pZJDnQ+g2DtPPwoh8PX1xWKxYDKZjPyo1xRJgmY5ypHfzQuIzJeCKFn0aBUJAVuX/kKhd0qQv0RRJDlK3hzpaV0pgQBNUNIjF1qUt/1tvNT/IUPqCRfXfs3AoTPZ6ZuBmqO3smps7UgJ2BI96F1/Np9MGcayVuvpGq02oQdw4+ZjMuTN9q+2PA4mZ16g7EOKcSlSlmr1+9Nj8Gg6lvNMcHAOOgFH59Kr43DW+RWl/8+bmVwn9oBPzlSXKRt/xL/ORwxt3pMse5bQNk0KVr7BpP+AGTs+SLPdabcucyPURM68CXktwvjjf/sJztaM6gXirhE9htNDb3JwwypWrV7Lxl3n8R52mMNDx9Hs526M/r4n+4YVpXjfr+i2pAFf9ZtDg20DKGoG0Hl49z7WzKVSJWSRHEwF+7LxUt+kV7QdZ/W6C7jVHEbt554ZzXcT/VsOZq/3YDav7E3xZKSOuNUYz/xBe6j3VU+m1NvP2LKJbaRzc80Q2q5JeA0lT9LHjNFi7hw6yi2lKANKp0U13n+PkL8W0LP1IDaa2rNs+WBKmmV4fzKLh5ygyZCGNAv9hZ+GV03EsNXw3Tqcll3mcLtE7/+zd9/xUVTrH8c/M7MtvSekQAohoYSOUgQBAREBBQEr/lAQEFQUsHe99l5RsIBiBxvFhhVQQVFEOgIhlJAEUiB125zfH5tNI40kkJCc933de8lkdnY2O9nss88538Mz375JTPL73HfHQM7+8jaefeJmRs1dzua5tTsfy4Uvs2W3wO8kPzOzHfiZ1x66g8fe/RvRey6fffAII1vX9aK3cfBAOoRGnFQR7MzewaqP3uatt99nxUYbrXqNpLdlE9/+tpJn7zBxdMpUJk8YQHSjLNMgNTRd17Hb7SUJfZqmlRRRZrMZk8nE3r17ad26dWlXKqYdXDQRvnjnNJ6pckI36siRI+i6jslkKimkZBHVFCkMCu/C4IjOIJRKm0q6gGWbXiDUP5FZl42ssvEknAJUxX3YZqlFFFK25BU8Oms2z361D0v3/+Ol9x/n+n6hpQWBGsmkpx7i43PmcPe0F+iydC69fICijWzcodFpXNdqjt6wTtWwkxO50lSAGj+tVING8cQHo6rdR8/ZzCePz+H2F3/kaNQYnvv2TW7qXfk8KK31eF5dksL+IXcw/bI4olc9SJ+Tn04gVUonffVattGO87tVUW3n/cjSr9KJvGgMfSrUAbbdezjgtLLrmWEkXP8HKcQw4OIrefSrpVw6MA6T2pm7Zj5Ln5ce4/Mp7zI+aDAPzZ/FLyPvZvyMUJbNu4J4cz4b/tqJX+LsKoaR5bJ8RjsiZ1f/SIqyCxG1z/+o4qEu4pM9wYx+4iKCSrbq5Py7mFsn3sDClASmPd2T9JXv8kbucXKP53I8N5fc3OPk5uaRezyX3Lzj5OXmkZubS25eLnnHsrHlF/D0jU8z+ud76V5lLaWRdMdqfru/a5UfPqiqAVNlt9d1qDBXRs/8mZcW/QE9/8fQSjsenlz8xh5ShRcVlwarK13XQVEa7u9f7g6+ePZObn9mJdldb+GTDx9ndMkHKf6c+79lfGS/hIn3DaXH9zfwyOO3c9XZYRX+UFnZ9f50Lpq2FO3Kxfz22oTiIIq+DBh2AY/ccAtXdH6emCFjGDmoD2f36ERcVAQRrYLw9rBgMRtQdScOhwOHw461qIDCwkKK8vM5unE3x3OPcywnh5zsTLLssdw0bXiFB2Eldf2nvDX/TRYt/YUULYnLHv2GJ24eQutKx8mqWDzMiNxj5OhU+YKrZ/7Ed+vzCR+ZRHB1z58zj9RtG1j707esXLGCb9ds46gWyVmjrmXeCzO48pxIzNg4/PuHvPL8K7x5/SAevSmKHoMv4MKRo7jw/HPpGeNXzQdiUlNmtVoxGo0li+66F9c1m82YzWYsFgtFRUXs37+fmJgyExNvuM8VOuE8TfMHh42FDt1KvnR3oywWS0nBJztSTZNAoCjC1VFSlUrXflIQzL7xJqLjYlx56VX8lXCqOq4jKCCUZllMNYNCysqBTRs4UGTCpKko6Nhy1rA5Q2Dx9EIBDH5+4Aznkmfe5MmbBhJeyaM2tJ/J68/+wqBpdzB8yFbmzryYhOQX+eJoR+YMqm8ebhX0TDZ98yO7ClRURaA7beSs/41U4YWvbwNdbbbtLJv/DXuFAYOmoakKCCe2nH9Yuk3gf3FwlfNoasORsZHPFrzAs698yJ+ZPnT/v3l8+vRUzqohXtez62wWz9/MgCse4+pburN2wcW1XCAyj0+u6czsVVUv+GTPPYK98B0ui/u86vk/WiI3LPuOu7vV9CvgJGPHX+zL0zAZjbh+fEUc2/IXB4SBDpbG6wzoh79n3vzfyfPywsNixmTU0HN38PmLP2DvfBeXdK7ssekc+mg+n2VEM+ny/uWGT+mp7zP5ipfZpZtobY7m0qceYvIV5xFfbgipgaTpc7jopWt57s2djL2jA/6DHuWT+RlcNP1qeq19m5G9Vf783M65bw2odP4cmOg4djYTq82ydvDvu/dQy6ypyjl38caTH5Iafz3ThpctKotYP+9+Fm3OR2cjr8+4jPkGM96+/vgH+OPv74+/nx/+fv74BYQSG52Iv58ffn7F3wvwx+fIUmbNfIqbnr+YH++sat05BcVgwsPT86RfaLOWXk3na5dT4OmJp8WMySAozEzjiNaZuc9fR1VLd5m8Awk8yfsCJ/uWP8vrv+agGTQ0VUVRBE5rBr+vOIwW16be86ry961m6cL5vLpgKX8XtmXM3St47tbhtKn4g1PDGfHU9/x61kPcdOsrXNvvTf434CLGj5vE9dOGEmMCPeUtbpr5MeLyxXzz+nhalzk3U8woHl55PjN+/5DX3/qM79+6mxfvOkqRXodJ7YqK78ULuWma+0FsZOG9j7Hwqx9Y918OWquejL7xLd6bNZG+rap7ho0k9eiM6aMnOK/dUtr4myp5L6FTkLab3dmJ3HZl3zJDRm1k7vyT39b9yYa//ubvjRv559+dHMp1YAyIo8e5w7l5wStcOmYAbcv9npoI7zuJR/tO4uGsbaz69GOWfvolb8x5i4cLVHwi29P9rLPo0bkDiYkJJCZ2onNSW4JkoF+TJoTAarXiUzwkRVGUkkLKaDRisVjw8PDAarWSnJxMmzZtSrtSbdrCxVfDZwtPw5me2I3KyMhACFFS8BmNRtmRaqI0RXUVU7iuOWfxvxUonfOkgMXLEw8PT1cwhftVTQBCd91W0TEo7hfo5vs8N4NCSiP9kxkMemxz6RolioolYhD3XXm26w9S4AAe+mp1jceJu+Yj1gbfy7UzX+a+yQvRMRF79WKuqdWs3zpQPUj78lauWLC/OBZYQfMMo8v4B5jUs4HSlQwBHF31EHOWHys3H0MxeBHeZQL3zRpS94U39Sx+eGQik15NJvTc63j1kfuZek6rWl5UKhHjXuStm7YwMzmVdDuE1eqPuInE4VOYGlPPT9XUUHqH1qZyUyj65QGGz/zG9Wmye6vmRWTfmUwZ1njjZdQgE6lfLWBhcj6FRVZsTtDMfkT2uIF3F9xD90qfiGNs3Pgfhr7TmXFO+R+4GtaHUVPu5eKLrmdc95Cqn8egMdy32IK1R0Lxp9omEiYu5LekYTz3zGJ+2JpF3PULeGp8JTH3Bl9axbQjYeyN3DKyuivPxjrjbrTjSdVEuFdPz9pDmq0NY++eTZ9yd+XJoJvm8fb5ZuLbtiYqPIJWwT6YTqaLo5/N079+z/hXnuWr6xcxpuJDNbThgtn/IyEhsk7zUwJH3MlrL/Rj77Fc8gusODDgEdCGniMuYUh8Q6cGaIQHHeOHRQtIdghARTWY8fANJKr7dF6+f3L9YrxtW3hz6jju2hrNhZNe56XZV9MnrLpXCS/aT3iKVSNn8sOiV5j//nJ+2nsNdxS/JKrRU3j+k7Zog4aXK6JKuYqIh/pO4iHAWZBJ6oGDHErPJDe/CJvuGumvKhqayYjJaMJkMmEymTFbLFg8PPD28sHLxxcfzzLn6dWOtv5O/PvP5PmnxzP+gm6E1eplWiPxliX83Pojvt50gJxCJ3rFtDJFxeh1FUkjrubKcnP57OxaOJPxT23HM6YLZ/UeyORL76L/gIH06xKJVy0uLi2wIxdMfYgLpj4E1nS2/PoTP/68mt/+3MSqdz5n3oEc9MSb+Oa3FzlPFlJNms1mQ9M0NK30wlcUpWR4n7sjVWVXaua9rtCJU92VGj4OEjuXfCmE4PDhw3h4eJxQRMlCqglSiuPPcY1KUBSBq0JyNSvA9ZyiuDpMrn5U8RskReBUdITQUAG1BTy/imgG+ZN61k7+2JqBXdEwWbzxC4kkpnUQljoPbykifetfbM+LoOdZsVVHSJPHoe37KAxqR3xo6V8gPTuZzSl2wjsmUO1yP4Cef4TDWTYwGDB5eBPg79Xg1a01az8HjhaBqqFqBowe3gQEBuHdELWadQ/r/zHRrXfrk1xotpjDgcNgqP4x6w6sNieayYyhMWZNWzPYsyuNfBTXUCwvP4JDwwj0PEMHx+jZpKabiAg/w2K89FxStu7BGtaRhJp+sdycDhxaDddXXU8n7V/+LoynV6ycfAJgO7yFvw6YSOyVQMWGtH7sCNmWENnxqIu8A+zO9ie2tc8pGY7nyNnP/oIg4iLOsNeDFuj48eNYLBZMpvKvf7qu43A4KCwsJC8vj2PHjpGTk4PVamXgwIHlI/XvuQ6WvnUKz1KB5f9CQlLJlvT0dFJTU/H398fHxwdPT8+SxXilps0pdNbtsrPloOIakVPSeRLs2/sfAf7++AeGIIoLJoEA3cnQzgZig1XUFvAcN4tCSpIkSZIkqblyOBzk5+fj6+tbaRfH6XRitVopKCggNzeX7OxscnJyiI2NJTa2TKrNwX0wPAEc9hOO0SBGXAovfFzypRCCf/75B4vFgr+/P15eXlgsFgwGQ+3XTJMajS505q9y8sEfOggdVUBkmILmcHIgU0FXXcETKqAKcLjG9PH4ZQb6xastoliWV7EkSZIkSVIT5l6At6qhcO65Uu70PvcQv3379uF0lok9j4qBsdecmpNUVLjxgXKb0tPTAUo6ae4CSg7pO4MoCuh68bpQDrrHKcRHm5k1WmXSECOX9VBI9FOwqzqarhTPp1JQW8AaUiALKUmSJEmSpCbLPXTPbK5+bGzZBD8PD4+SiPSUlJTyO864B4wNNA+7rBGXQnzHki/dc6PKJvXJQuoMJFxzpBQECAN/7RakHrWz6m9Y+aedNbshJRc03YBTPX3Z002FLKQkSZIkSZKaKKvVislkqrb4KJvgV2NXKjIaxk1u2JOsohulKEpJISWLqDOQAF3R0YwKF5ytEe6tYDBAlBFScxSy7SrBHiod2imMSnJyVhsNRQj04uV7WwJZSEmSJEmSJDVB7sjzmrpRUL6YKltIKYpyYlfq+rsbtis16gpo277kS13XS7pRcljfmU9RFMICVUb2MBDlLYiJVBnWRSfUoBDXGuK8FOLDTHQIAw0VRTTnwPPymkH8uSRJkiRJUvNTWeR5VSquK1W2mEpJSSE6Orr0OOGtYcJ18MG8+p+kqsEN95fbVLYbVbaIkgETZ5ji8Ajd5uC9VaA7nSiKwvo9Thx2Oygqy/4w4O0jsOWDh5fAoeigaugKLWLhb1lISZIkSZIkNUFWq7VkrlNtuIspdyHlXqDXarWSkpJCXFxc6c7X3w1L3gK7tX4nOfpKiE0o+VLXddLT009YN0oWUWceBYVecSqeZhMIUNAQigChsPyTt0lM6klCx56uPAoUFKEhFIgOVFrMkDdZSEmSJEmSJDUxDocDIQQGQ+3fqrkLqYqL9JrN5hO7UmGRcOlUeP+Vup+kqsHM+8ptqjg3quwCvNKZRVEUescb6B1ffrsQgncf+hRz6FGumdGnRT+3LaVglCRJkiRJOmPUFHleFUVRTiikPDw8UBSFffv2ld95+l1gstT9JC+aCDHtSr7UdZ20tLQTiijZjWp+Zs+ezYQJExr7NBqdvLIlSZIkSZKakNpGnlelbFfKPU/KYrGwf/9+HA5H6Y5hEXDZtLqdpGaAG07sRqmqWi6pT3ajzly60NF1gRDu/7q6USDw8vLCw+Iqwl3bXd/TRen+LYEspCRJkiRJkpqQ2kSe10TTtJI49LIJfid0pabdCebaz8MqcfHV0KZtyZeVdaPcIRPSmUkI0HEicCLQASei+F9CuP5fFwIUHRTd9R3hQHc6QLSMNaXkHClJkiRJkqQmwh157uPjU+djKIpSMsSv4rpS+/fvJyYmpnTuVWg4XD4d3nmh9negGWDmveU2paWloWmajDtvVnR+2uLg6DEjTs2OKjTA1W3akRLMtnwzwWkOlOKwcx3Q0ekeLegQocrUPkmSJEmSJOn0OZnI8+q4h/dV7EoVFhayb98+4uPLJAhMvQM+mg/WwtodfOwkaF2aAOhO6vPy8sJsNpcrpKQzl4LKyn8FG/YWoWBAQad1uBODXSU5MwH1kMCJXpySLoqT/QQ3DDPQIaKxz/70kFe4JEmSJElSE2G1WrFY6hEAUYa7mKqsK1VurlRIK7hyZu0OajDCDNmNahkE6GAUGig6itDpHmMgPkZw60iVq843celZkBCsojqL50QpKkIBRWkZJUbLeJSSJEmSJElNXF0iz6tTdpFek8mEh4cHHh4eaJpGcnJy+Z2n3g4Wz5oPOvYaiIop+dLdjXLPjTKZTDJgoplQAKFqOFVX18mpCP7c5WRfmsLKvwVfrbOzdqfCgWwHuqaAaHnPeTMopArYvPIjftyZQ/Od1qaT9vtinlv0KzmNfSqSJEmSJJ0SdY08r07ZBD93MWU2mzlw4AB2u710x6BQuOqG6g9mMMKMe0E909EAACAASURBVMptOnz4sOxGNVMCMAg7Bk0jKUojzNc1Pa4wC9KPCfKdCoH+Or0TNNoHa5zTrvhWovjGLcAZP0dKT/uE+66ezu5pv/DXE30oCQq1reH2s8by5YD3+feV4dQtQLS2rORk5FCk1+GqUUz4BgfiWcNQaG3fcp68MRVH71+4vcMpnL7ndOJo4MhKRVHRtGZQs0uSJEnSKeKOPPfy8mrQ41a1rpTVaiU5OZmEhITSna+7DT6YB4X5lR9s3GSIjC750ul0cuTIEby8vLBYLHLdqGZGoOBQNHRV0LYVdG6tsStDwWgUtI5Q+ek/6BirkpMKveIFx4tUDCVx6Q7A2NgP4ZQ7wwspB1sWvMq34jxemHl2+WJJOCnMPU5uoaNORXH+7tX8sCWrFl0uFb+YHN4471o+zK5DT8x4Dk9t/4Xb2lZXHKmEjJ3FVQ8O4bUXv2fm68PxrnJfK7/ccx7Tlhyp4nE7McRM5JUPH+C8oAovdPoBXhoWz80/2U7+cVTD2O9Jtq2+nfg61n+2P19h5jOrOV6rJ9KBTXTiulceYlRYTS/kTrK2r+Gndds4kGXF4BtGbNdzOLdXND7yb4AkSZJ0GjVE5HlVqpordeDAAWJjYzEai9/wBobAxBvhjSdPPIjRdEI3Ki0tDVVVT4g7l92o5kEBVN2J06bx5Z86QtFRdQ0UJ78f0FEFfLxGJcBD5dh/Cv6eOjZVgKJBC7kGzuhCSj/yGU+8tolWly3nqjYN+c7XyaGldzD+rnXYa9zXSNd7vuG95T8x3VHxnb6THQsmc+OX0dz10cMMqSzJVPUjLrIWFYalD5OuSOLVl+bz2cPD+L/Qqh9vfvo+ku1dmDmxF+XuUhzjj8Xz+HFPFopH1bc3nj2H9+8bTB1WlajAzh/P/R9PWiv/rmPLu9z98hoqqz/VsKHc9tBlruLLYSU/P5/8WhRS9kMb+HFHESPnV3c92Nj/7XPc+7/X+Oz3A+SX7SQqGv7tR3PzMy9y94VtMNV8l5IkSZJULw0ReV4dd1dK07RyhVRRUdGJXakpt8H7r0JBXvmDjJ8C4a1LvizbjSo7N0p2o5oTwcCOJtq30nGq7sJIQREa3y77iISO3Yhr2xmHBga9eIqUUEgM10si0Zu7M7iQyufXJx/ms6LBPHv70Go6NHWh0famlRy4xlauq1OwZBIdb3Xw2Kb3udLfvVXB6B1EkHclP0rHFn6ZexjPwfcx88KBtKrVa0seH13dgZu/q6QrZMvFeexfZrQP57YK3VI17Cre+/M5hhS35bQ25zP7odlEl7lPff+rDH9Ro/Oc6xhQzXxSNaQTw0aNwr/qXWqpiKIPDJBS+XedB9bwwdtL8ejRibAyj6codTP/GryZeL+rkDL1ncuHK+bW4v6c7H5yAEnPhRJW1eNzJPPZrVcw/dU/KYwezFWPPMal5/ciIcoXR/ou1n/9Ds89u5iHx2wh5cNfeGtcRHOYSChJkiQ1YTabDYPBUO/I8+q4QyfKDvGzWCwcPHiwfFcqIAgm3gQLHi+9sdEM199d7njupL6KceeyG9V8qKrGmF4nXpNCCD5/+mP8w9OZNrR7iy6ez9hCyvbPc9z62h46zHmb6+Lq8cJTtIFHxs0ledTTPD39bAKLrwXNK5CwCsOUc33MoKj4hLaiVWDNh3b+t4yvNnsy5OaLqKaBVIGJzpfM5bauDkDHbtMxmqp4mkQuWdkmAgLNqN6diav22XSy84P3WKsM5JnJnZvOE2/ozk1Lv2dWa/cPyMn2x/rRY1HFHR0UFYHFUt2ZOzmcdhRCBtKqst2cybz/f0OZ/EkO3We+x1uPXUGnshV4WDixXQYyZkRHLhx4B4tvfZjLh7/O8Iat0iVJkiSpHKvViodH/ceBVKdigl/1Xalb4f1XID/X9fWlU6FVVMm3nU4nGRkZ+Pj4lIRMyG5UyzJ9+nTi4+NbfOHcZN5PnxTnLl6f+xx/B13Bp3POrkeQRA4/33cdj32zl65ng7lev/8Oktd8zvpDzpItuT8tYaMSR3frD3zy0Ym3ULwTGXxh9wpFlolOY2+hEwX8OKcn41Zfzk/r7qRbJc+U7de5dB7yMf0/2c5bF9UwHMC2gXcW/4Xf6A+4MvoMfKErWsn01leS9shevp4eVkWXyEHa4SMQGkFUZTtorek3djxTe4/j0ZvPxq+Ku7J0uZF7rpzH6teXs2T1iwy/8NRGlUiSJEktl91uRwhR2hE6hcom+JnNZjw8PCgqKuLQoUPExMRgMhUPaPcPhKtnweuPgskC0+8qd5zDhw9jMBhkN6oZEiWBYwooosoBev5+fmWCUSqfe1Exu6w5Xh9nYCHlYOeCW/jfzzmoA7vTs6p3w7U4zt7F05n0whb8R73GO/ecTf1ycvL46cmrmbLyxAlBr0+9gtcruYUWdxM/nN+d0Eon4nhyzvhRhL86n+eX38w7YysOtLOyfulykgOH8OTAmsdU5656gw92xzFxwWgCatjXueU9Zk/9vQEuDsGBvwohuN4HgvwMMvJMBAb5VD3UTj/KofRCPCMiSjqL5RmInfAkr9R4ZxZ69uqEUXxH8t4sdMLl8D5JkiTplLBarZjNp+cDO3dXyh2FXjHBLzExsXTnyXNh8ctwyTUQFlGy2T03ytvbG7PZLIuoZkYXAgXFVVAplWdGCIr3QUHXBYpa+XMvdIGiuMostZleH2dcIZX/x6Ncc8c3HNWpRxCATvpXcxh7/VKyu97KFwunkNAgPwkF/8s/5sDiS6h+TXIHGx/ozYBKulRlmXtPYVLPV3j8zSWkXjyViLLv5gvW8OHn+4ga+xoX1FRM6gf48NVPye53PzP61PxiLazZpKamNsjFocUP4YIOcXjW8/fHmZbGUYJJDK3mrByHOHQYwntH1bPw0cnPzUfHgJeXRRZRkiRJ0ilxqiLPq1NVgt+hQ4eIjY0t7Ur5Bbg6UWMnlbu9uxsl141qnhTgx8Nb2JqzHxUFpZJFdnUEu49sJVA5QFDRziqDJZzoXBjVg1ifMJpr9sQZVUjpWd9y5zWP81foGC5JXMGKOh7n2G+PMP6qeeyOm8aHyx7nvMrbF3WjuMYf1/SDNVRRvZejJXD55X15+O5P+OLQFGa2Lj3PrBVv81laR6ZNHlhD0QaOjW/w2o8WLn5vEtWmrLvPredNfLxicgOETTQcR0Y6mQQRGlrNA3AcYH8ahLeJrt+F7djO4o/X4/DszdCBvvU5kiRJkiRVqaio6JRFnlelurlSe/fupX379qU7T7+z3G0rdqPkulHNj1Dgi5Q/mbf9K1cKX2WXpgBVCMR+BZEiqo46FxDhFUicd1izjUM/c678oi3Mv2Yyr6d0Yu7CZxkWWJcnROfIzw8w+qKH2RA2iUUrXuGiiFP7I3DueIYhEZ24+fsqMsCrpdL6oos4y7mOr747WrqmlTOZ9+avoGjwDK7rXlPJcIyvXn2bbW0nceNFNSVkiJLxrE3tcnemZ5CphBIRXnUh5TycwqEif1q39q/7ha1ns/qByTy+TqfTjAe4tj5BJpIkSZJUBSEENpvttA3rK6uqrlRqaio2W9VrSaampspuVDOnCAAB5hC6eHkR5d2KaEsQ4ZZA+oS2Y2K7EZwT1IbWXiG09gghzieCUVFd6eoXS7xXEOGeIbTzCifK4ou7zFBVUOq0qmvTd2Z0pGy7eGfSaG5eaWPQc+/w4DleLDzpgzg5tHw2F02cx38xU3j3i1eZEH0a3iQ7CzmemUN+Hde4VaMuYNrtWRR2LH2Rsm18kzd/9WP80iupcfmsrOUs+jyDmGtH0q2msZDCgd0uUE2m0rWoc7fyzfKNHK3DWsMuCp7x5zGmT33mGTlJP5SGLbA9rappvzn27yeVcIa0qeNlrWfz2+PjGPfE3/iMfpVPHh3IqVnRQ5IkSWrpTkfkeVUq60q5gydO6EoVczgcHD16FB8fH9mNasZ0nK7CWA3g4uguxAT1JVrdz5YCA908PfjbJhgW3hmKjmKxtMFo28t2RwFXtwnH5Gnny5TjdPexU1h4lDu3/YJC8wyZcDsDCqkC1tx7CdcvzaTLnM/56KYkzGrGSR7jGH/Nm8rlt35Obp8HWLHkHs4Naoq/+AUsvao1V35y/MS6/bHHud79b6Hj1GHb2EDeKdlBIeyaL9j9xpDytwscy333vsMF91/P7ME/8OroVtUUNFZsdqV0fDTgTF3JY9ffzx91LARBI+LazxjZJ7we6YpODh1Kg7DziKjm703RgQOkKxG0aV2Hy1rP5KcHRjPusQ34XvwSyxZPo71cjVeSJEk6RU5H5Hl1Kib4ubtShw8fJi4urtx7AXDNjXLvazQaMRgMKIrSrN8kt0Sa0BAIhHUXj25LRlV+KQ6X0NCxgxAIYcSgONGMoUQbj7KryIaia2iKAV3YeQcNBSdn0sC3ujoDCilPzrriGi63xvLwE0M42fpH2FJYMuM+bnpjF+FXLODH+dfSsZrFaBuXmR7XPs3LA2x1aIAqeLZP4sTwVC+6z/6Ad5IHccnUqXRf+wXT4quoRoQdmwOMZnPJpa8l3s7q47ef9Nk0LBv7U9JwpP/I0zMOVTknLH/bn9gUHz69fSrril/XDbFjeeDOC2tYDDmfP54cx/jH/iJgwgK+eucaEmXiuSRJknSKnM7I86q4i6DaJPhV7EbJdaOaL10BgVIcNOHEWTKxxBWF7vpfOw6nwKGnscumoigaoOAQjuLgCR2K9wZw6qCoUJt4gDPNGVBIgaX7rSzsXpdbCo58fAvXGmO55PkfmX/D2QQ06d95jbihk5k+tD7HqGQulhrCBU++wc1rh3LP7IUM/+I6Kh3VqBdSVARms7lpzZHSczG2OYeBOTZS9+6tej9Le87tC9bkvezFweFNa9nTowcP3ln1TQDy1jzE1IfXIAY+xReyiJIkSZJOMavVisVSU1TUqVd2rpTFYsHT0xObzUZ6ejrh4eH4+voihGD//v0l607JyPPmTuHS6D4k+bd2DQGtZA8BLHvzPRLP6kaHLklUEuwHgFMIuvrHQHFcenN0RhRSJ81xmNWvvc6qdB0t8iKe+OAtbu4b2AIajNXw6scd/7uC98c9yXNrJ/LiwEpewEU2WcfAPziIJhWxoIYz4fmvmXAyt3Hu5In+XXg6tBV+1T3x+n4WP/IaW0yDeeGNW+gsiyhJkiTpFHI6nac98rwqZedKGY3Gkq6U0+lk8+bNBAYG4nA40HW9pBvlntcli6jmSnBOWHv6h7V3PcdVpPYt2/E8IUGFTB5/XtXrSAGKEM00ZsKlmRVSTtJ/fY27b36Qd//ORlcUws67jhmNWEQJXUdH4eS637n88MSNvPWvvXa7GxK56pn7GBla/Z34D5/GFfHv8f7in3hy4IgTh8jZMzmaA4HBIegp3zN/6T/kNtjVr2BKHMnM0e1Pz0XnzCA9E4LPCav+uS/6gzV/FGDudymXxTap8lGSJElqhqxW62mPPK+Ooijl5kq5Czyr1Up+fj4mkwkvLy88PDxkUl8LoCoqwhXdR1Xp5ygwdepU2sa1rbJr5d5RuGuxZnq9NJtCypnxOwvuuYUH3tlAQfSF3PXRJRy+czorG/m89IJCihQPPE9qRdpC/vvpY5Zu6cjApJBqCwE9YzM/bz1AjwfvZWRoDYc1dWPQOSG88OfvbHeMoGJyuvPQflLtnsS2DkUkv8rrz75LqvPEwzgLs8nKdWDwCSTAo7bFh4L36LZMO6GQslNwLJNMT/ejdHK8qJI7PVmOdNKOQKuIiOovcmHD6gBLYBC+LbplKUmSJJ1q7shzH5+mkwnr7koZjUaEEAghUFUVs9mM0+ksiUh3F1KyG9W8uZpQNT+/vj6+eHl5ueqjaq6H5jqkz61ZFFKO7fMYM+QWvj4ezYV3LuXZO8aSYPiZm2qYG1NKJyfrGD6BAQ0+pE1PPUQ6YURGnvyRPfvfyZcfX0p12RgFH4wj9NraphhqRESEwpFUDjs5oZByJCdzkEgGR5swn/00G1OfruQO13P/uefxWPJAnln7NbM61PMSsq/lrs6h3FVhs6HdgHodVj9ykMMFHrSKCq2+I+Uxkud+20C2ZzQypE+SJEk6lRoz8rw6ZbtSAAaDoWRIn3u7uxslCylJKtUsCilDh6u573Gd6/pcy5jE4jHHJ7X+bQHLpnbm+chX2PjSmAY8MwdbNvxDbnBfOkc1hRdNnSKrFUzmSpLvnBzasp0j5gQ6JlR1WeTx6/+u55l/fBi1YAE3nFBEOdj9+f946q9uPPjwWGq11rHWhelvPMgFAeVflBXveDoZHGx6ZgwT39qDo1aPD4zd5rDsvalE7E8hlVacFVXDJa76Ed25O9G1PL4kSZIk1VVRURGenk0vOrjsXCl3UaXrekl3StO0kpQ+WUS1HEIX5P3+A7ZNm0A4ERhRcKKrYNl3EKevL0cDfFAFKELBWbzwrveISzBHx6K0gFTHZlFIgQ+9J91Y95vrxzmec4RteWn1OAdPzp29gHnGs0ojyG1/89myXfgPfohzyoUYqESPf5SFPUNpfzqfAWcyq39NRo2bQeIJiatF/PPPDmg3lG7eld8895cHuf75LQRf9h7zromtpHunEmBK46enZ3I0vjtLrompucOnBtFx6MWMaV3ZL5uTvE5DuGhMZ2q7HrDWJgEfBQqTk0lV2hDXtplc4pIkSdIZzW63l8SNN0XuYspdSLmH+blj0mUR1fIIBEWbN3P803fR2vXC7A22/ckIq53WnsGYOrch/6d1IARqaDT6vo3oRToeXXtBTGxjn/5pId9lAuhZZB0TeLQNrMdBTMQPuZr40oOS+vGTvL0rnknzOvH1jJF8kXAPL9/cjyBVJbDrSK7oWv9Tr444/hsLnvmKVLMFtegIu35dxue/+3DhwksIr1i32Dbw8+/HCB3ah3aVXBV65tfcMf1l/ouZymcvTKii26QSNPJJXpu2mlG3Tue1Piu5sV6VokabEbN5dMTJ3s7BH9t3Yw8bQDv/Wnwa4rRhw4SpKTQNJUmSpGbJarViNjftaFh30STEiUlTsohqeRRFoAoVhIaxlT+GzomYe41B87bjOLIPZ/5RAuc8CpqCkp1G5msbUQoFoCBEs82XKEcWUgDOw6RmQEj/Vg12SOv2+Uy/fTmmS99nTk+N1Z8c4dvbhtJ79UMsWjCX/iGnvt2peAZj27KERRsLEQYvQmP7MmvhbdxxVcQJ84Ycm1fxywFfBgztd+KwP9tO3rx2Cm/mDOG575/nwmrP3Z+hj73Ojb+M4N5pzzBg1Z10reLvhvHsOXz0VQHRNaQNnrxs/v03GTVhJp1q+ODPuvEZRo64mzWGC3hh1efM6CCrKUmSJKlhNaXI89qQRZPkoiBUGxp2in5fjfXXtWA2gW5HdYIQdvK/XQ2qhmaz4XSqoOqupD6lOYeel2q+hZSiomlgs9ccIa6nbWNnhkpMQkID3LFOzp+vcO2E21kTdStfvDSOVp4ql778M1363crEmXcxrPcaHnp3Ibf2Dzq1seyGBG78Yic1D3q08efHn7LdZxC3n1chSch5iC9njWPOzxHMWfY+M5Nq8Wmaz0Aeen02Pw17lGlPDmP1/T2p7FZqUAf6D67dQzkpeb+y5i878ZPPovp61cmelR+zOt2OnW/55LtDTO/QpmWvNyZJkiQ1uGN5BfywI5vsoiycest4g3mmUBTwtRgZ1imMEN+m3TE87YQTXVdweLYi8OrxFK5Zi24MwyOsiILtuxEFGh6JHSEoEoMpA3t6IQW//oJS/J+WoPkWUloooYFwfNN6NuWPoXeVHwLl8sebi1mnd+T2/sGlmx07+PyFpWyzqa5LQbdy8Me/cHoNJriqxcjzd7Hsmdu59emvyOt9D59/eB+DAtxvyz1pf8U8funal1uuvJG7Rwxk52tLeXVi+0qCH4rPbPkM2kXOrv5xFmVTKHpWv09N8n5k0Sd7CB79BBcFlW7Wc/5l8a0TuWFhCgnTnqZn+krefSOX47nHyT2eS25uLsdzc8nLPU5ubh7H83LJy80lNzeP3LxjZNvyKXj6Rp4e/TP3dj9dL046acs+4NusSMYN7VzDBa4RN2wMfV7cxDrjIMacd2KnTpIkSZLq46mvdvDy9/+RU1Db2CSpMZgMKuN7RfHM5V3wsTTNeWynm0BDUQxozkIcOQ7MrdviOJyKMAdh6XQWRfsycahOVGsqGINRAxr7jE+/ZlxIxTNqTC8ev+dJzo16j+gwb7RKimM9P419B3MJGvsWU5LK/DgMYTi2LuLFFTkINEyefgS36c2sl+9mRIXAnYIDv/H5ogXMm/8x6/PiGHvPV7xw21AiK/npenW8mvk/tSX+iku5b/JQDh/5gk9m96KyfAdTx7HMnphU7ZPk+Pdd7nm/Nj+QqjjZ9caTfJgaz/XThlO2H1W0fh73L9pMvg4bX5/BZfMNmL198fcPwN/fH39/P/z8/fD3CyA0NppEfz/8/PyKvxeAv88Rls6ayVM3Pc/FP95J51OQL160dTmL1x/D188HT7OKI/Mv3rrvC/J6Psj0/lWVqKUsve9hddqtWDFjlqP6JEmSpAY096NNLPh5b2OfhlQLNofOB+v2sycjj89n9ZPFVDFd0dHt+eQtWQjCAYoRdbMdm1NFUQROVUE1mch3OFANBkCgo6MLUFtAU6r5FlIY6HLHCtbEv8PSX3eSlmtHP2HypIJq8uHyLiOZNHkYbcq1IwKYsHA3E2q6Gz2VlXdfyXXf+HD+/73Ez3Mn0T+i+opBDejHHV9+T9g1F/Pw6k2kzepFfLk38QZ8W8XQLmEsN94yssqOFYBtnZHd2nGSfOp4tepZ7Emz0Wbs3czuU/6ePAfdxLy3z8cc35bWUeFEtArGx3QyPRuds5/+le/Hv8KzX13PojH+dTvHahgNu/jw9gf47XghNgcYLL5EdP8/Xn59Dl1qW7hp5kqHHkqSJElSXa34J1UWUWeg9XuzeGz5Dh6f0LmxT6VJ8OnRF7OHF05VKw2PEII3lq3g7PYdSEqIL2lUCAGKEBijYhC6QksY5qOIyqJZmjwnmbs3c0CPJCkhpPGrwbxMMg1BBNXcACnPkU+ewwvvk71dtXRyU7ayxxpGx4TQWi4y68Th0DCcih+knsa/fxcS3yu22oWFJUmSJKk5GfX8Wn7ZeaSxT0OqAz8PI7uevABPU6O/w2xUQncioLi7pJSEkAghGHPRGPr278ftt9+GqhRXTMLVjxLF/zGozb+rd4YWUpIkSZIkSU2TEAK/mV8g32Gdub6ZO4Bz2gXXvGMzJnSBQEFHRwG04iQ+ASxZ+inx8fF069odVdFLtuvFueeKcK091ty17FJbkiRJkiSpgRXanbKIOsPlW2U4iFCcIBQ0lOKZT6Wdp6CAQPx8fcuUWa7tSgu78Jt/qShJkiRJknQatbD3ks2SfA5BCA2hgMC1yG5prLmrsEIo6GW+46Lg6k21DLIjJUmSJEmS1IDkrAmpOVDQ+SdZsPUwgEB1l1QCdqYEsz3PREAaKDhBKS6fdJ1zO6pE+eu0hH6NLKQkSZIkSZIakNVqbexTkKT6UzXW77bzwXobCNcAPy8vMOmQXdABcUigUIhQFRSHCqqOQCUmVKV1QMtYU0YWUpIkSZIkSQ1ECIHNZmvs05Dq6b3fU8jItZIU6UuHCF8sxpZRGFRJAYSDoV0NHM/TiAiEIrvO8WwDew7p7D4Oqq5AC1g7qixZSEmSJEmSJDUQh8NREhMtnbm++DuVL/5OBVwLy8aHepMU5ef6b6QvSVF+tA5s7gu7uIPMASFQFBPbU52Eejo5mK6y75iKj9NOZqGGIhzoqoYiKI5Bbxk1lSykJEmSJEmSGkhRUREmU21XhJfOBLqAXel57ErP47O/DpVs9/c00inCl05liqtOkb7NZv0pRQhQdTRNpXuMws5kJ5nZCiarzp5MUM0CT0+FkFaCJE0lswB2poOOaBFFFMhCSpIkSZIkqUE4nU6cTicmi6WxT0U6DXIK7Py6O5Nfd2eWbFMUiAvxIinSVVR1Lu5iRQd5nnmdSh3QNZxOO55GwbC+JpL3OjEZVEb3hN93Q1yEwENTiPJWOVLoZE860IJG+MlCSpIkSZIkqQFYrVbMZjP6mfaGWWowQsCejHz2ZOTz5cbUku0+FgMdI1yFVaco35JCy8dibMSzrYECAh1FUdmwW0HdZ0U4VBw6/HPQgapp/HRcIcBbwWZz4GFSsCNQhKsGa/6ZfbKQkiRJkiRJqjd3yISvry+Fdr2xT0dqYnKLHKzfm8X6vVnltkcHeZZ0rTpFugqstqFeTaJ7JYBOkXBxT9CEAopryKoQgl9WvEdM++7ExHcCRYXicPQesYJW/gIhdKD5B3TIQkqSJEmSJKmerFYrBoMBVVVxfR7fuDy8PQgxK9gLizhcUMP5KCaiQxQyjlgprM8SWKqGt1EBdAqtOs56HKqlSMksICWzgBWbDpds8zRpdIzwLRdskRTlh5/Hae5eKXBuB41zOyigKKXFnS74ft4yIqIzmTW8O6pW3HsSAnSleI5U4/8OnA6ykJIkSZIkSaoHIQRWqxUvL69GuHeVsDZhjI608cW6TI4K17Yh4wfzfh8je39Yy9lLMrEDKB6MHByOfUsK32WUljlqcDRvPdCJHrZsnnp+NU/sr1s15dGtB9unRuGbt58r7/qLlY6GeHwtT4HNyYZ92WzYl11ue1SAB0lRfq4OVqQr5CI+1BtNPUXdK6FTvMwuCMX9LwSCKy6bQEK7RNfaUcJVSAkBOnZURSvuSDV/spCSJEmSJEmqB3fkucFw+t9WKT7hPH7DWYz3ziUm42fu3VN1H8groR2PjIuj9dlGzn1qJ9uK3+saQrxorSgYDA6O5tSnJVU1U/skfrw6kqB6vOfP3riRQUsyaKmrdB3MLuRgdiHfbE4r2WYxqnQIP7F7FehV/+RIVS29noUQCCFQFAVFUYmIiCQ4JBgVQ8l2AKPmvt/mJg4UbwAAEPdJREFUP6wPZCElSZIkSZJUL0VFRZjN5ka5b5F7iMe+ieX8CcFcM7INC15OptKGksGfWWOiaasUseS7ZLaXaRj4BXsRpICem8d/BafmPBWTiYgAT0LqnEAgsHhpLSYNrraK7Dob9+ewcX9Oue3h/haSIkuLq85RfrQL88ag1S8CQojKC+2yxVRLIgspSZIkSZKkOiqJPG/EtaN2r93BB4PO4frEOCZH7+PBfRX3UOl+QTdujtE4tnMrT2y0Ufp2WCE22ANNAeeRPKppaDUIYc/khYX/8Uet70el19CezGnXEjLgGs7hnCIO5xSxamt6yTaTQSWxlQ9JUcWx7JGu7lWIT+0+BEhPT2fdunXous62bdv477//CAkJwdPTk3PPPReLxYKmtYxOlJsspCRJkiRJkurIHXneqJ/G24/y+upMrhhhJDDYgrrPWv77Bl/OiTFDwREe/TCZ/8o1FYwktvJAQ5DnNJDUIZT2VdyN0K1s2XmM9PqM/tOL2Lz5MCvstb2BhunslhKmfWrZHDqbDx5j88FjfMiBku0hPma6tvZjTI9IxvSMLAm1cHefDh06xM8//Yhi0Bg8cBAGs4lzBw4AFBQB2ccyeee992kT2Ypzzx2Et7c3QHHwSvMmCylJkiRJkqQ6KBt53tj2rv6D7mttHLXCCUWHI4dXXlnFUn8D6RXnQBn86BmloaDg37EjSzpWfR/Ceogpt/7BkloXQVJTFOBppJN7TlVxV6pDhA+ephPLglWrVpGTk8MFFwwnwN+HwxlFBPt54xCgqSrZOemERMQyfUo8e/bu5Y033uCqq64iNDS0ER7Z6ScLKUmSJEmSpDooH3neCLQgHr+/PzeGVX3/8UPOJWtIxa1Ovlv8NeN+taMGB9LNTwGhY7XrOMrWWYqKh1FFcX/PplM2iE+Las8vd3Wga8XRXD5t+OiVNq5/2w8z47Z1LCk5ppGoKH+6ncTQvtYeLW/uTUPQVIV2Yd6lQRTFRVNkgEetj5GSksKUKVMAge5M46UZc7EM6sqRDan4JwSiZ2xi6PWvcl5SGLFt29KtWzdyc3MJCQk5dQ+sCZGFlCRJkiRJ0klq3MjzhuMb40+CCvrx/Uy8ZyPflKmUTB27sfnGWEKP7uXihzbzWwPMn1JMoTx8R126FacmTbC5CPExkxRVXCxF+pEU5Uv7cF9MhvoX+Xa7HaPRiKaFMPvFpzH62vg7IYN2nQJBuRb/4EAUFDTFta9Sds2pZk4WUpIkSZIkSSepMSPPSzgzufvBL7nX/aZVsTBu8kAWdHOyNc1MUqSB3OS9zFq8neVpjjJLpArXEkFo9EsMxEsR2A9ls6FCoaR5GPFSQBTaya6kjnGmp3D9sxl4F9+9oV17llwchmdhGve9vtMVKKHb2V1mypbQnRzLc1DZ6ECjhwl/IzhtdrKKKt6hILuoZaxNVB2TQaV9uE9JseQunEJ8Gz41UgjB0KFDWbRoEa1bt2bw4MGERUcCMOTC1ii6hlBBQSEzM5MffviBgoIC+vfv3+Dn0lTJQkqSJEmSJOkkNWbkeVlCgFMIQCVxQFce7W4he9M/vGHryIuRCn6xbVl0Vzhr1u7gga9S2JBb5sbGYC5sb0ZFQQv0Jk6Fo2WKKYuHEYsCotBWaSGFvZAtewtLvvTws7uG/jlt7Nmbxboy3a2Sn5Q9jTn3VDbPSuPS6RfyZneNzA1/0fHdNKwVd2lhIvwtxcPySmPMGyLCvLYURSEmJoYpU6awZ88eFi1aRFBQEBaLCSEUUAXoCjk5OaiqyrBhwwgJCUFRlCpj0psbWUhJkiRJkiSdhKYQeV6eRmLf7nxyWStCcg8z69MDZI3qCAhS/tzBUq8YbhrUnVVnxfHpd1v5348ZpDjAHN+K8/xc7SQtOIDe/vBHZulRw3xNqAhshTaOt4z3xY3Cw6jRMdK3pFjqVDyfKaABFtWtD/fwPE3TSEhIICEhgaysLBwOV4UsUFDQ8fT0Kknqc2sJiX0gCylJkiRJkqST0iQiz900D0Zc1ItXhwUR7MzjnQ/+YfFRwUgABPbjR3j07WRWDevO/NGtuOySfvRvtY7ei49wVo9WRBS/31U0P/q2M/JyprtVpLrWl0KQerSg0qF4J0VRXIvpCmjJA/Rigj1LQh/cBVNciBeq2gSupSqUvc6DgoIa8UyaHllISZIkSZIk1VJTijw3h7fh2Ws6M7GNCdWRy0eLf2fOJiuiYvy5sPLrd+s4L6U98y8N4Otv0zju04YpPTzQdBtrtuXSvVMgfTqE4L0ulTwAxUx0kAlVCPam5dW7kFINKkbFddzu3SMrqaZUehR3x0yBgYzppZVLCHQ7ejCNX9JO8arBDcDHYigplDoVz2XqFOmLj8XY2KcmNSBZSEmSJEmSJNWS1WrFaDQ2iaFLdrtGVIgR8jJ5+b0/uX9TIdWVGBk7d3DJIyCEQocRsQzzBEfGfh77MJfZ9wUyJCGMvoZUVjkAzZdOoQro+fyXVocyStGI6RjDrL5GPn9nB38ZVEyAYg7m5snB1d7Uv30ib1a6KrDOH5//wLC0vCbT1VIVaBvqXa5gSor0JTr4zE5zlGpHFlKSJEmSJEm10NQiz/Wj+7jzA4V2+/ax/GhpaeEX6kfeXxuZ8JuV1KPHynWTXBkAGlEBZlThYM2Pe/gtS6f9XifD2ocxOlFj1VYnWlgA3XwVhD2PLWknN0FKMQcwe84wusV4YDy+j28BPw8jmgJ6UQFbDxdRVMnt/EMCiPcGx/E8NmXaKwk819l+zNloQeiBXiZXlymqNPyhQ7gvHqaKC2lJLYUspCRJkiRJkmrBvUZOo0aelyPYsWEvO8puUryZPGkAD7VV2PrVL/RfVlmPysGqTzfwtGc469YVoAv4dnM2RR2CuaBnCF5b0/CMDSRBFdgOHGVtQQ2noWi0iQ1jdFdfPADF5EPvWIGzMI8f1qez06kQ4GVEARwp/zHuhb0cPqEaKk3ty96yhQsaObUvLsSLnjEBJUVT5yg/wv1rv5Ct1DI0lVcCSZIkSZKkJs0dMtFkKCY6tPMnssy7OcUvkitiVBS9gO3HzAzueOLit868XNbuz+LxN7NKth369zAbxgZzTpc2XOiThaFTAB6K4N+dGRysogUUmRDLlD7hnN8xiM5+Btx5CcKRz6pV23n0x4P8neuKZh/s50oAPJZTRNYZkAD41KVdGN65VWOfhtTEyUJKkiRJkiSpBk0v8hzQArhxSl/+z6+yxDcvJlzRjwmVfMe24x86vJhMRpmCRs86yLtbEzmnWxiTB8aSk2hEceazdkduFfOuFHzbRXNLvwCMgHDa2Z+tEx5kRivM5O2VB/i7JC2ieCghgvScwiYzv0mS6ksWUpIkSZIkSTVwL8DbJCLP3YSdlP1Z/OntOifF7EFSuAcWYSP5QB5HK1QsRh8fugQbcDp09IpdIWFl2c+HuKdrLOdckIhdA3vqIT7eW1X7SLB7ZwZ/dC5k68ZDLN1wmE3RPdg5NYoT8gxVL2IDXfHnGdmFOBQPencNILxcXodKt5LUvgBG9VDLFXDCWcgf/2ZXMiRQkhqPLKQkSZIkSZKqoes6dru9SUSel+PM4qlXV/MUABr9xg9mRbggf89Oxj+3m11liw7Fh5vnDKJrkINfN2WQWcnhCv5L5r0DMdwTrWESTn5fv59N1bSP7Lu3ccETpV97RFexo9mXDsEK6AVsT7UhDJHcMqUXo6pIAvdv355FFVL7ROFBJt3+J5/Xe0ErSWo4spCSJEmSJEmqhs1mazKR51VRg6O56xxvDHo+C1fuK19EoZAwsAtz2hrQM/fx2obCypPv9ON8tjGHO6IDMThzWPl3w8SMGyP9aG9QELZjbDxY5oi6nf0Hj3PIVvVtFbMnXaI8kDEPUlMkCylJkiRJkqQqNLXI80opJkaPTmCAB2Ru3MGTO8svZRuQ0JE3x4QQiJXlK3ewqrCK45iDua6PPwZA0fy5fEAgb3yeRU2hfTWJbhtItAaOg8fYWAS408JFPu+/u4bHqkqzAIxxSayf2474ep6DJJ0KTfejFUmSJEmSpEbW9CLPT6S1imFWdwsaCkFdu/HzbWfz6KAwEj0UghPa88G0dnQ3C/b/uYm566roRqHRe0RnJoepCJuDAqHSaXAX5sbWc40kxUz/dr4YEBzZn8VemTQhNSOykJIkSZIkSaqC1WrFYrE09mlUy3l4Fxc9vJYbvjrA+hyIjI1k1uV9Wf/4CDbc2J7+XnBkx1YmfnCoyrCG0G5dmD/MD4uwsmrJWmb+WYRu8ueWazozwqceJ+cVxvC2Gopu5ectmY26NpQkNTRZSEmSJEmSJFXCHXluNFaRitCE5B89yrvLNjDsvu8YteIIGTpoFjNBJgUQ2A3e9GvnRWUDFH1jElg4MZq2GmRs3sqta7P57LPNfJYtMIbF8Oo1bUmq448gpHM4/c0KesERvt5ReZC6JJ2pmm6fWpIkSZIkqRE1ycjzKqlEto3i2sFxTO7uT4iqIGz5/LariJiEQCLbxfJEfDRzUg7yyoodzN+STwHgG5vA+zM6MsAbCg/tZdriFPYJ4Ngh5iwKoMMN8SR1TOLTqTqXvJHM1mpS8xRVodxAQMWT8X1C8VMF2TsP83PFdpRiptfZ8czqUPUcKdXfH/8z4ccvtUiykJIkSZIkSaqgyUael6MSHBHMiO6RjO0RzsAIM64GlIN92/fxyJLtfJzqwBwQzP+dn8isfiHExLTh4Zlh9Fj0M48qibx9eTSdPcB+NJW5CzbzQ17p0XN2buXaJV58eXk4EZ27sPxmT254extfZxUXPoqJ9nHeeFntZNmMDOkRgKcCwuHECphiYrk2XkPRi1ixLp2cE07fg2HnJzGsFo9ULh8lNUWykJIkSZIkSargTIg8jx/SjzXjQyhejxfhtLJt6wHe/H437+wqxJ0qbs0+yhsfH+Xd70OZProjk30P8OjuEB6+11VEWTMOMuvVv/kg/YRVetmxZgOXaGfx2YRWRMS3Y/6l/9/e/bs2EcZxHP8kF3NN0WIHoehgl5qpLkrBQRCKiIOb/hUO3R0cBVedBJHOWvDn4iB0KFLsZKBWbdGaGIerDdofyd3lco9LglH7Iz9skiPv1/6Q7y3hPjz3fJ5Nnb2XlWMkydaVa+d1czT+x5of2YIylbgmJo5rzJLK+azuvwv0j9DX4tKaPrp7POTgkCbTR9TOMS3goBCkAAAA6kSi8lzSyutlPbpwVBeL3/Uy800z83nNre9+Dslbd3Rn2tHdmGRMXLdenVR6zNHUg/ea3dhtVUWLs290eXNc01eH9PTF12qIkmS2Nb+ypbVjA7JkFAaB8l/yuv0wJ8cYOU8WdGP4jCaXVvV2p7FMUc8eL+xff36KIIXeFDPGsFsKAABQ5fu+XNdt+bO+bS/QyNTz/zzVzg4lYioHLb7KxeOyTSivweUp25LnVZq7pDdmKWVVVKrfkIollR49rOFYoFxuQ/k9zl3JHtTpEwNKGV/Lq1sqdOitdeb6OV0aH+nMjyGy2JECAACoE4XK85qWQ5QkhWFTdeQlr4XWPfNXiJIk4+vD50Jj672iMp/avRIYOBi9++EvAABAhwVBEJnKcwDdRZACAACo8jwvQpXnALqJIAUAAKDflee2bXd7FAARQJACAABQNCrPAfQO/ikAAEDfM8bIdV12owA0jCAFAAD6XrlclmVZSiQoNAbQGIIUAADoe7WSCQBoFEEKAAD0tSAIFIYhlecAmkKQAgAAfY3KcwCt6NkgFZp9buoOy/rptnGbd1OMSl5FTd3n3dH5AABAK2qV58lkstujAIiYX8bLx+SQGjcAAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 在每个批量里，1个像素是1个样本。与像素（样本）对应的通道维，就是特征维。\n",
    "\n",
    "② 所以不是对单个通道的特征图做均值方差，是对单个像素的不同通道做均值方差。\n",
    "\n",
    "③ 输入9个像素(3x3), 输出3通道，以通道作为列分量，每个像素都对应3列(输出通道=3)，可以列出表格，按列求均值和方差，其实和全连接层一样的。即像素为样本，通道为特征。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 这个小批量数据实随机的，算出来的统计量也可以说是随机的。\n",
    "\n",
    "② 因为每个batch的均值和方差都不太一样。\n",
    "\n",
    "③ 因为每次取得batch中的数据都是不同的，所以在batch中计算的均值和方差也是不同的，所以引入了随机性。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 总结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 当每一个层的均值和方差都固定后，学习率太大的话，靠近loss上面的梯度太大，就梯度爆炸了，学习率太小的话，靠近数据的梯度太小了，就算不动（梯度消失）。\n",
    "\n",
    "② 将每一层的输入放在一个差不多的分布里，就可以用一个比较大的精度了，就可以加速收敛速度。\n",
    "\n",
    "③ 归一化不会影响数据分布，它一点都不会影响精度，变好变坏都不会。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 批量归一化（使用自定义）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch import nn\n",
    "from d2l import torch as d2l\n",
    "\n",
    "def batch_norm(X,gamma,beta,moving_mean,moving_var,eps,momentum): # X为输入，gamma、beta为学的参数。moving_mean、moving_var为全局的均值、方差。eps为避免除0的参数。momentum为更新moving_mean、moving_var的。                \n",
    "    if not torch.is_grad_enabled(): # 'is_grad_enabled' 来判断当前模式是训练模式还是预测模式。就是在做推理的时候，推理不需要反向传播，所以不需要计算梯度    \n",
    "        X_hat = (X - moving_mean) / torch.sqrt(moving_var + eps) # 做推理时，可能只有一个图片进来，没有一个批量进来，因此这里用的全局的均值、方差。在预测中，一般用整个预测数据集的均值和方差。加eps为了避免方差为0，除以0了。       \n",
    "    else: # 训练模式\n",
    "        assert len(X.shape) in (2,4) # 批量数+通道数+图片高+图片宽=4\n",
    "        if len(X.shape) == 2:  # 2 表示2表示有两个维度，样本和特征，表示全连接层应该是：2 代表全连接层 (batch_size, feature)\n",
    "            mean = X.mean(dim=0) # 按行求均值，即对每一列求一个均值出来。mean为1Xn的行向量   \n",
    "            var = ((X-mean)**2).mean(dim=0) # 方差也是行向量\n",
    "        else: # 4 表示卷积层\n",
    "            mean = X.mean(dim=(0,2,3),keepdim=True) # 0为批量大小，1为输出通道，2、3为高宽。这里是沿着通道维度求均值，0->batch内不同样本，2 3 ->同一通道层的所有值求均值，获得一个1xnx1x1的4D向量。       \n",
    "            var = ((X-mean)**2).mean(dim=(0,2,3),keepdim=True) # 同样对批量维度、高宽取方差。每个通道的每个像素位置 计算均值方差。\n",
    "        X_hat = (X-mean) / torch.sqrt(var + eps) # 训练用的计算出来的均值、方差，推理用的全局的均值、方差\n",
    "        moving_mean = momentum * moving_mean + (1.0 - momentum) * mean # 累加，将计算的均值累积到全局的均值上，更新moving_mean\n",
    "        moving_var = momentum * moving_var + (1.0 - momentum) * var # 当前全局的方差与当前算的方差做加权平均，最后会无限逼近真实的方差。仅训练时更新，推理时不更新。          \n",
    "    Y = gamma * X_hat + beta # Y 为归一化后的输出\n",
    "    return Y, moving_mean.data, moving_var.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建一个正确的BatchNorm图层\n",
    "class BatchNorm(nn.Module):\n",
    "    def __init__(self, num_features, num_dims):\n",
    "        super().__init__()\n",
    "        if num_dims == 2:\n",
    "            shape = (1, num_features) # num_features 为 feature map 的多少，即通道数的多少  \n",
    "        else:\n",
    "            shape = (1, num_features,1,1)\n",
    "        self.gamma = nn.Parameter(torch.ones(shape)) # 伽马初始化为全1，贝塔初始化为全0\n",
    "        self.beta = nn.Parameter(torch.zeros(shape)) # 伽马为要拟合的均值，贝塔为要拟合的方差\n",
    "        self.moving_mean = torch.zeros(shape) # 伽马、贝塔需要在反向传播时更新，所以放在nn.Parameter里面，moving_mean、moving_var不需要迭代，所以不放在里面      \n",
    "        self.moving_var = torch.ones(shape)\n",
    "        \n",
    "    def forward(self, X):\n",
    "        if self.moving_mean.device != X.device:\n",
    "            self.moving_mean = self.moving_mean.to(X.device) # \n",
    "            self.moving_var = self.moving_var.to(X.device)\n",
    "        Y, self.moving_mean, self.moving_var = batch_norm(\n",
    "            X, self.gamma, self.beta,self.moving_mean,self.moving_var,\n",
    "            eps=1e-5,momentum=0.9)\n",
    "        return Y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 应用BatchNorm于LeNet模型\n",
    "net = nn.Sequential(nn.Conv2d(1,6,kernel_size=5),BatchNorm(6,num_dims=4), # 在第一个卷积后面加了BatchNorm                       \n",
    "                   nn.Sigmoid(),nn.MaxPool2d(kernel_size=2,stride=2),\n",
    "                   nn.Conv2d(6,16,kernel_size=5),BatchNorm(16,num_dims=4), # BatchNorm的feature map为卷积层的输出通道数。这里BatchNorm加在激活函数前面。      \n",
    "                   nn.Sigmoid(),nn.MaxPool2d(kernel_size=2,stride=2),      \n",
    "                   nn.Flatten(),nn.Linear(16*4*4,120),\n",
    "                   BatchNorm(120,num_dims=2),nn.Sigmoid(),\n",
    "                   nn.Linear(120,84),BatchNorm(84,num_dims=2),\n",
    "                   nn.Sigmoid(),nn.Linear(84,10))   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss 0.249, train acc 0.909, test acc 0.846\n",
      "30358.2 examples/sec on cuda:0\n"
     ]
    },
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      "text/plain": [
       "<Figure size 252x180 with 1 Axes>"
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     "output_type": "display_data"
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   ],
   "source": [
    "# 在Fashion-MNIST数据集上训练网络\n",
    "lr,num_epochs,batch_size = 1.0, 10, 256\n",
    "train_iter, test_iter = d2l.load_data_fashion_mnist(batch_size)\n",
    "d2l.train_ch6(net, train_iter, test_iter, num_epochs, lr, d2l.try_gpu())  # 变快是指收敛所需的迭代步数变少了，但每次迭代计算量更大了呀，所以从时间上来讲跑得慢了   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(tensor([2.0168, 1.5084, 2.6115, 2.2617, 1.2831, 1.7600], device='cuda:0',\n",
       "        grad_fn=<ReshapeAliasBackward0>),\n",
       " tensor([-2.1202,  0.0205, -0.1117,  1.1191, -1.5594,  0.1140], device='cuda:0',\n",
       "        grad_fn=<ReshapeAliasBackward0>))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 拉伸参数gamma和偏移参数beta\n",
    "net[1].gamma.reshape((-1,)), net[1].beta.reshape((-1,))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 批量归一化（使用框架）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 简洁使用\n",
    "net = nn.Sequential(nn.Conv2d(1,6,kernel_size=5),nn.BatchNorm2d(6),\n",
    "                   nn.Sigmoid(),nn.MaxPool2d(kernel_size=2,stride=2),\n",
    "                   nn.Conv2d(6,16,kernel_size=5),nn.BatchNorm2d(16),\n",
    "                   nn.Sigmoid(),nn.MaxPool2d(kernel_size=2,stride=2),\n",
    "                   nn.Flatten(),nn.Linear(256,120),nn.BatchNorm1d(120),\n",
    "                   nn.Sigmoid(),nn.Linear(120,84),nn.BatchNorm1d(84),\n",
    "                   nn.Sigmoid(),nn.Linear(84,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss 0.253, train acc 0.908, test acc 0.861\n",
      "56499.2 examples/sec on cuda:0\n"
     ]
    },
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      "text/plain": [
       "<Figure size 252x180 with 1 Axes>"
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   "source": [
    "# 使用相同超参数来训练模型\n",
    "d2l.train_ch6(net, train_iter, test_iter, num_epochs, lr, d2l.try_gpu())"
   ]
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