n_1r10i.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import scipy.stats as stats\n",
    "import annotate\n",
    "import n_1rxi as method\n",
    "import plot_utils"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "chunk_size = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'n_1r10i'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fname = method.__file__.split('/')[-1][:-3].replace('x', str(chunk_size))\n",
    "fname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import rate\n",
    "rate.setkey(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "source = annotate.get_clean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "source = source.sample(frac=1, random_state=8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "<head><title>502 Bad Gateway</title></head>\n",
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      ")\n",
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      "Bad gateway. {\"error\":{\"code\":502,\"message\":\"Bad gateway.\",\"param\":null,\"type\":\"cf_bad_gateway\"}} 502 {'error': {'code': 502, 'message': 'Bad gateway.', 'param': None, 'type': 'cf_bad_gateway'}} <CIMultiDictProxy('Date': 'Fri, 22 Sep 2023 07:51:55 GMT', 'Content-Type': 'application/json', 'Content-Length': '84', 'Connection': 'keep-alive', 'X-Frame-Options': 'SAMEORIGIN', 'Referrer-Policy': 'same-origin', 'Cache-Control': 'private, max-age=0, no-store, no-cache, must-revalidate, post-check=0, pre-check=0', 'Expires': 'Thu, 01 Jan 1970 00:00:01 GMT', 'Server': 'cloudflare', 'CF-RAY': '80a8e882ee0934b1-NRT', 'alt-svc': 'h3=\":443\"; ma=86400')>\n",
      "Retrying in 5 s...\n"
     ]
    }
   ],
   "source": [
    "await method.rate(source, chunk_size=chunk_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "source.to_excel(f'gpt-ratings/{fname}.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "source = pd.read_excel(f'gpt-ratings/{fname}.xlsx').set_index('Unnamed: 0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'novelty': SignificanceResult(statistic=0.5992730075310098, pvalue=5.138650850032038e-120),\n",
       " 'feasibility': SignificanceResult(statistic=0.6106164208919811, pvalue=9.286619722237988e-126),\n",
       " 'value': SignificanceResult(statistic=0.29870966238505475, pvalue=1.3180210000792644e-26)}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr = {key: stats.spearmanr(source[[key.capitalize(), key]]) for key in annotate.measures}\n",
    "corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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kyZKIGZQ5IzIRjXSc5ZmIiIiIiIiIRpq2tjZMmTIFgUAAQOwJL4Lri4uLccUVV8Dj8WD8+PEYP348enp6cPz4cRw9ehR///vf8frrr4duco61z+C6K6+8Eq+88oqhdSQikos5YiIiIiIiIiIiZY4fP457770XDz74IPr7+2PmhcMJggCn0wmv14sf/OAHEV+8czgcEfvgfc1EJBfzu0TDV0NDAyoqKiK+6BnkdrtRX1+PsrIyCyIjJRYuXIiNGzeGlvPy8iImvQi/jyCcnfp4zZo1WLVqVdQ4BUFAVVUVVqxYYUjZ8Y4DuYyOUYnPfOYzce8VmTdvHl5++WVTYpGOTS3MHq9aYvd6vaitrVX0GqXjUNoe+fn5+PDDD2Nuf9ZZZ+Ho0aOKYlIapzQmrXUyg5LjxW7vmXaLx64xydHQ0IDy8nIMDAzE3MbpdGLz5s22jN+OknUskP1x0gsVOOkFEdFQTHgTERERERER0UizdOlS/OIXvxhyA0nwpuLg/2+44QasWLEi9EsG8QwODuLJJ5/Ej3/8Y7z99ttRb04Jz0m/+eabmDFjhn6VIiJSiTliIiIiIiIiIiJ1Wltbcffdd+N3v/tdKPcLIGreObhOEASkpKRgwYIFOO+88wAA99xzz5BJL1avXq1LjFdccYWpvxhNROZifpdoeOIXPIePmpoa3H777RHrcnNzkZWVhdbW1rivtUMfr1mzBitXrky4XXV1te6TSsg5DpQwIkYlEn2BP8isiS+ijU0tzByvWmNXMvGF2nEYbI+bb7457oQXQVonvlDyvgFAU53M6GMlx8t///d/2+o9047v4XaMSQlO0qCfZB8LZG+c9EIFTnpBRDQUE95ERERERERENJIMDg4iPz8fx48fBxB5o3Fwefz48Xj22Wdx5ZVXKt5/IBDAHXfcgfXr10edVCOYk/7e976HdevW6VAjIiJtmCMmIiIiIiIiItLmjTfewB133IHXXnstYnJlaf450bpw4c9rsXr1aqxatUqXfRGR/TC/SzT8+P1+TJkyJeoXO6Xcbjeam5uRk5NjQmSkhpL+jMbKPm5ra0NxcXHUa1UpQRDQ0tKCwsJCXcrW2m7R6B2jEtu2bcPcuXNlb//aa68ZPnGdkv6Vy6zxqrQ9o9m1axc8Hk/cbbSOw6ysLJw6dUr29o888ggWL16suBwlcY4fPx6iKKKzs1NxOYA5fay0f7Ozs3Hy5MmE25kRux3fw+0Ykxp+vx91dXXYvn07urq64HK5MHv2bHi9XlvGa0fDZSyQfTmsDoCIiIiIiIiIiIiIKNls3bo19OFNtAkvCgoK8MYbb6ia8AIAHA4H7rvvPvzmN7+J+GW/oODEF7/73e801IKIiIiIiIiIiIiI7OJTn/oUXn31VWzevBklJSVRc8/h64J54vD1UuHPq30QERFR8qmtrR3yZcS8vDx4PB7k5eVFrPf5fKirqzMzPFIoJycH9fX1cDqdCbctKiqyVR8vW7ZsyDWlw+FARkYGHI7IrzWKoojly5frVraS40DKrBiVmD9/vqLtFyxYYFAk//b8889r/pshPT09Ytms8frtb39b8z68Xm/CbaKNw6ysrJjbZ2dnRywrmfACAG699VZF2wcpOV6OHz8+ZMILJXUyo4+VHi/SCS+sfM+043u4HWNSIycnB0uXLsXTTz+NLVu24Omnn8bSpUs5KYMCw2UskH0lvtolIiIiIqIRq62tDcuWLcPOnTtx+vRpDA4OYvTo0SguLobb7UYgEIDD4UB3dzdcLhdKS0tRWVmp6Q//8DJPnTqFQCCA0aNH47zzzkN+fr4uZUj5/X7U1taisbExNGtnsBwAMZ+LF4N0n5mZmRHtFQgEsHv3bpw4cQL9/f0QBAGZmZmYOnUqJk6cqKqe0jLDyxgYGIDT6cTYsWMxffp09PT0oKWlBadPn0ZKSgpGjRoFl8uFyZMnY2BgQHV/hvdfd3c3MjMzMXPmTKxfvx4ul0tVWyrV1NSEiooKtLa2oq+vD4FAACkpKRg9ejTGjBkTikfJTNvxxkhOTg5efPFFLFy4EKdOnYpI4Ac/+CgqKkJ9fX3CGZ3jkbZtMK5AIKBrmeF1PXLkSMQ4SU1NxenTp9Hf34/BwUEAQGZmJkpKSjBp0qSINknUZmrrHT6m9JzRPTxWp9OJ9957D11dXTh16hR6enogCAIyMjKQnZ0ds/xEdQ5//tixY6Gk/7hx4zB27NjQOcLn80W0++jRo3Wpc6LzklHHZDgz+pOIyCx//etfI5bDbzpOTU3FM888g8mTJ2su59Zbb8WuXbvw0EMPRdzAHCzvgw8+wIEDB3DeeedpLouIiIiI7EGvvIqSMoZznsCKfER4+x48eBD79+8P5fRSU1MNyReaXa9EOWiHwxF3HMkd59Lt+vr68MYbb4Ty7A6HA5mZmbj44ovhcDgicm4TJkyQPY6l7elwOEL5+0AgAODj3Gt2djbGjh0b0dZqj1np60RRxL/+9a9QewIIfW6QlZUV0dZKxlG8+Lq6ukwfR9K2TktLC/VlX1+fLjEkatvw9ps0aZIh59xE59l4MWk5N8SLwai6ST/zCuYtMjMz4XK5DM9vnzhxQvWxT9Yx43qHKJlde+21uOaaa/DYY49h9erVOHz4cCg/DEROxBw+YXK0L5tJJ1RWipNeEBERJafGxsaI5by8PLS3t6O9vR0AkJubi46OjtDz27dvx9KlS02NkZQpKyvD5s2bUVFREfXX1YPXi62trQDs08c7d+6MWHY4HAgEAujp6QGAiOtcANixY4duZSs9DqyIUYljx44p2j5a3fQmbWM1ent7LRmvwWNFi5aWloTbxBqHsZw8eTLm2JQjeG+vUmqPl/BtY4lWJ6P7WOnxEs7q90w7vofbMSayBscCGU4kxR555BFREATR4XAM+ZeIaKQqKSkRAQx5lJSUWB0aERGpVF1dLQqCEPX8Hu/hdrvFLVu2GFqmljKktmzZIrrd7qjljBkzRhwzZoziGOLt06i21KtMLTEk6r/MzEzD+9Pr9cqqlyAIYnV1tax9xmtbt9stFhUVyW5Pr9erql5qj0elZeoxjtxut1hdXR23zfQYU0r60Ig6S8tPNE7itYnaMo2qp57HZDgz+pOIyExz586NmSdetmyZrmX19PSIZ511luhwOKKW9/jjj+taHhGRGswRExHpI1GOQY+/2UdSnsCKfISS9jUiX2iHeiUaR3LHuVm5drX5V0EQRK/Xq+qY1TOnH28cxSsnVs7eyHGkpK3VxqC0bdPT03U//2ntX7XnBrkxWFE3s/LbetWTjGXG9Q7RcHL69Gnx0ksvjcgLm/UIz0Pfe++9VjcFERmI+V2i4aesrCziePZ4PHGXy8rKrA6ZZOrs7BRramrEs846K6IPL7roIlv2sfTvv4yMjLjLbrdbt7KVHgdWxKiE0hymIAiGxyRt47PPPltVPsyK8ZqamqoqxxW+nJqaqriNYo07pdvEe6ih9nhRWyej+1jtPddy6m507HZ8D7djTGQNjgUyGie9UIGTXhARDcWENxHR8FJdXa0pWeZ0OhXfjKS0TDVlSG3ZskV0Op261lPrPtXUU+8y1cRgxZiRkjvhRfgj0Q2WRrSt0ptVtbat3DKNHkdGjSktN17rUefq6mpT205NndXEp8cxGc6M/iQiMtv48eNDk1CET0aRnp4uHj58WPfyfvSjH8XMS//3f/+37uURESnFHDERkXZy/obX+jf7SMoTWJGPUNO+RuULra5XrHEkd5xXV1ebkmvXI/+qtFyz8s565T/1oratlcRgxWc0RsWgZeILo95PrBhTRnyWR9Yy43qHaDj585//LHo8nogcNCe9ICIjML9LNPwsWLAg4njOy8uLWM7NzY1YXrBggdUhk0LJ0scTJ06MiMPhcEQsS7+YPnHiRN3KVtpGVsSoREpKiqK8SEpKiuExJWpjuQ8rxmu8SYHlPjIzMw1po1hjU+7j/vvvFzs7OxW1h9rjRW2djO5jpceLkrobHbsdz+92jImswbFARuOkFypw0gsioqGY8CYiGj5aW1s1zW4afLjdbtkJM7VlKilDqrOzU7dfiAvGoNc+ldTTqDKVxGDFmJHatWuXqjIFQRBbW1tNb9tdu3bJqpdebZuoTLPGkRFjKl4fxqNnnceNG2dq2ymps5Z6ajkmw5nRn0REZuvo6IiZI77uuutML7O8vNyQMomIlGCOmIhIGyV/w6v9m30k5QmsyEdoaV8j8oV2qJf0MX78eNm5NL3yovHGsZ75V7nlmpV31qscvcaRlraWG4MVn9EYHYPcc4PaGKyom1n5bbX1JGOZcb1DNFw0NTWJV199tayJLqQTM8d7Xs2Dk14QjQzM7xINP/fff/+QYzo3N1f0eDxRv7hcU1NjdcikULL08Ze+9KWo+YGMjIyo+aLrr79et7KVtpEVMSpx1llnKcqJ5OfnGx5TtDZOT09XFGe07c0YrxdddJHmvNO0adNUtVFWVlbMfcZ7TmlOTMmkolqOFzV1MrqPlR4vSupudOx2PL/bMSayBscCGc0B0lVRUdGwexQXF1vdrERERERkomXLlkEURc378fl8qKurM7RMJWVI1dbWwufzRazLy8uDx+NBdnb2kO2zs7Ph8XiQl5cXM4Zo+9RDvHoaVaaSGKL1n8PhQEZGBgRBGLJ9enp6wrZUqqKiQtXrRFHE8uXLoz4Xb4xIY1fK6/XK2k6v4zFRmUaOo1htpnZMORyRqYx4fRiPnnXu7OyMWNZrnMSipM5a6qnlmAxnRn8SEZnt8OHDMZ+bM2eOIWVOmDABF154IQBEXGOJohg3HiIiIiJKDkpyUWr/Zh9JeQIr8hFa2ldLvtDO9ZI6fvy47FyaXnnRcNJxrGf+FZB3zBqZiw0fR/HOKenp6UNeKwiCoeNIS1vLjUFr2zqdTs3nXL37V+65IVEMeryf6FU3s/Lb4fR6DyPtzLjeIUp277//PrxeL2bNmoWXX3459P4Z7XN3QRAgCALEj38AMeZ7bfjzah5ERESUnCorK+F2uyPWdXR0oKmpCR0dHRHr3W63qr9ByVrJ0sfr168fcj0riiJ6enqGXG8KgoB169bpVraSNpIyK0YlnnnmGUXbb9y40aBI/i1aG/f29irah3R7s8ZrfX295n3IyV1Ea6NTp07F3F76XFZWlqrYfD4fysvL0dDQIGt7JcfL+PHjMW7cuIh1SupkRh8rPV6k3x2w8nxqx/O7HWMia3AskNGcVgcwHAQvYEVRxHvvvWdtMAaIliwnIiIiouFr586dql+bnp4ekXzcvn07li5damiZcsuQamxsjFjOy8tDe3s72tvbo25/8uRJNDU1AQByc3Mj/igPxiDdZ0ZGBnp6ehTHFk2sekrL1JPD4UAgEEgYg7T/gq+LVffe3t6EbalUa2ur4tcE7dixI+p6pWNEiZaWFlnbaTk2lJRp1DjKyMiIaDO5/Z1oTAVv3gqK1YfxSOssHe9qSceJ9LyoF7l1ltZTGo+0LdWex+Mxoz+JiMwW73rg0ksvNazcSy+9FG+99VYoZxs8h+pxfUJERERE1kqUi9Ijj5YofynNjyRznsCKfISWHJvafKHd65VIonFuhPBxrGf+1eFwyDpmjWzP8HGkNL8dvIkfMGYcaW1rOTFobduBgQHNn13o/TmR3HNDvBj0ej/Rc+yqzW9raU893sNIOzOud4iS1YkTJ7B27Vr88pe/RG9v75DJLsLfm6XrLr30Upx//vkAPp5cJvx5QRB0+3KBx+PRZT9ERERkjpycHNTX16O8vBwDAwMxt3M6naivr0dOTo6J0ZEekqWPCwsLUVVVhZUrVybctqqqCoWFhbqVraSNbrrpJlkTGOgdoxJz5szBvHnz8MorryTcdt68eYb9aEs4uW0sl5nj1ePxwOv1qp500+v1yvo7SUsbOZ1OPProo5g/f76qSQkHBgZQUVGB5ubmhG2q5Hh54oknAEB1nczo42nTpiE1NRX9/f0Jt01NTcWGDRtw00032eJ8asfzux1jImtwLJDRHIk3ISWCMycPlwcRERERjTzd3d2qX5uWlhax3NXVZXiZcstI9Lr8/HzZry0oKIi6L+k+U1NT1YQWVax6qq2/HNK/CWKVJe0/6TiIJ1ZbKiUnKRlLrPGnZYwkIjdeLceGkjKNGkfSY0BufycaU9JfIlTTTtKy9fobWDpOlBwPSsits7SeidpS7Xk8HjP6k4jIbCdPnoz5nJ7XDHL3HS8eIiIiIkoOiXJReuTREuUvpX+zJ3OewIp8hJb2UZsvtHu9Ekk0zo0QXh8981DS/KLczxH0FD6OtOS3jRhHWvch5/V6tq3ac67enxOp+ezDqPcTPdtXbX5bS3saeeyRfGZc7xAlm/7+fqxfvx7FxcVYt25d6Jekg/fwiqIYMQFG+LpPf/rTePnll/H666/jsccew2OPPRa1jOBzWh9f/OIXzWwaIiIi0kFZWRk2b9485Ne4g9xuNzZv3oyysjKTIyO9JEsfr1ixAtXV1THv0RMEAdXV1VixYoXuZctto9raWstiVOLll1/GvHnz4m4zb948vPzyyyZFlLiN5bJivNbW1qqaKNDr9aK2tlb29mraKNgehw8fVjThRXZ2dsSyz+eTPbGHknOKljqZ0ce1tbWy86v9/f04cuSIrc6ndjy/2zEmsgbHAhnJaXUARERERERkL5mZmapf29fXF7HscrkML1NuGYled/ToUdmvPXLkSNR9SfepZSIGqVj1VFt/OaRJ0lhlSftPOg7iidWWSsmdjTeaWONPyxhJRO6NmVqODSVlGjWOpH0it78TjanwXxiNtr0c0rLVzIIdjXScKDkelJBbZ2k9E7Wl2vN4PGb0JxGR2eL9quj48eMNK3fcuHFR10vPpURERESUfBLlovTIoyXKX0r/Zk/mPIEV+Qgt7aM2X2j3eiWSaJwbIbw+euahpPlFuZ8j6Cl8HGnJbxsxjrTuQ87r9WxbtedcvT8nUjPJg1HvJ3q2r9r8tpb2NPLYI/nMuN4hSiZPPfUUVqxYgYMHD0ZMbBEUfn0RnOwCAP7jP/4D9957Lz7zmc+YGzARERElpbKyMjQ3N6Ourg7bt29HV1cXXC4XZs+eDa/Xy1/fHgaSpY9XrFiBRYsWYfny5dixYwe6u7uRmZmJWbNmYd26dSgsLDSsbLltZGWMSrz88svYtm0bFixYgI6ODgQCATgcDuTm5mLjxo2YM2eO6THFauPzzz8fO3fuxJ49e0LtOW3aNMycORPvvvuuLcZrbW0tbr/9dni9XrS0tKC/vx+pqamhyTmPHDkSWldcXIy6ujp4PB7F5cRqo+nTpwMAdu/eHbU9lEyuAXz8wzm5ubno6OgIrdu+fTuWLl2qKc5ofaS2TmZobGyMWHY4HAgEAqHl8L+zgX+3kZ3Op3Y8v9sxJrIGxwIZhZNe6EyvL8nYgV6/cktEREREyWXmzJk4dOiQqtdKb4ScPXu24WXKLUOqtLQUGzduDC23t7cjNzcXBQUFOHDgAE6dOhWxfVZWFs477zwcOXIkIhEYHoN0n/G+DKlUrHpKy9RTeHIvXgzS/gsEAhAEAenp6VHbID09HRdeeGHctlSqqKgIe/fuVfXaWbNmRV0fb4xEi12J4uJiWdtpOTaUlGnUOOrp6YnbZmrGVG9v75C/vWP1YTzSOkvHu1p6jpN45NZZWk/peVralmrP4/GY0Z9ERGaLN6lRVlaWYeWG/xpD8Nf+AH0nWyMiIiIiayjNRan5mz1R/lKaH0nmPIEV+QgtOTa1+UK71ysRs3Jp4cLHsZ7510AgIOuYNbI9w8dRvHPKW2+9FXXyxIyMDMPGkda2lhOD1rZNSUnBtGnTNJ1z9f6cSO65IV4Mer2f6Dl21ea3tbSnHu9hpJ0Z1ztEyeDVV1/F97//fezatUvRZBezZ8/GPffcg6uvvtrcgImIiCjp5eTkYOnSpbK/8EzJJ1n6uLCwEJs2bbKkbLltZGWMSsyZM8eUSYSVSJZxGI3H48Hu3bsNL0dNG3V1dUUsezweNDU1xX1NQUFBRJ5Fuo9ElMRp136X1nn69OkR7fbJT34yYjm4vd3qY7d4AHvGRNbgWCAjCOJwmqXBJBs2bMCSJUuGzOg03ATrJwgCBgcHrQ6HiGxu6tSp2L9//5D1JSUl2LdvnwURERGRWm1tbSguLtZ8ret2u9Hc3Cxrlka1ZSopQ8rv92PKlCnw+XyKXxsrBr32Ga8MKaPKVBKDFWNGqqmpCTNmzFD8OkEQ0NLSEnUGbiPbdteuXbJmetarbROVadY4CqfXmIrXh/HoWedx48ahs7NT837kUlJnLfXUckyGM6M/iYjMJs0Rm5VLtapcIiI5mCMmItJGyd/wav9mH0l5AivyEVra14h8oR3qJTV+/HiIoigrl2bEPTnScaxn/lVuuWblnfUqR69xpKWt5cZgxWc0Rscg99ygNgYr6mZWfjucXu9hpJ0Z1ztEdrZ3717ccccd+POf/wwgcmLj4DIQeR2kNAfscDhC+2TumIiUYH6XiIiIyJ4WLlwYMYloXl4e2tvb474mNzc3YtKLBQsW4OmnnzYsRjtK1G5sIyIie3JYHcBwIwjCsHkQERER0chUWFiIqqoqTftwOp2or6+XfROSmjKVliGVk5OD+vp6OJ1OVa+PFoMe+0xUhpQRZSqNwYoxI+XxeOD1ehW/rqqqKuaNlUa1rdfrlX2Tqh5tK6dMM8ZROD3HVLw+jEevOldXV+PJJ580re0AZXVWW0+tx2Q4M/qTiIiIiIiIKNnJ/Rtey9/sIylPYEU+Qm37GpUvtLpeUk6nE0888YSsXJrT6URVVZXhuXa98q9KyjUr76xXOXqNIy1tLTcGKz6jMTIGJecGNTFYVTcz8tvh9HwPI+3MuN4hsqMjR47glltuwYwZM/DnP/8ZoihGTHgRvsx7d4mIiIiIiChcaWlpxHJ7ezuysrJibp+VlRUxmQMAzJ4925DY7Cxau+Xm5sLj8QyZ8AIYmW1ERGRLIin2yCOPiIIgiA6HQxQEYdg/HA6H1U1OREmgpKREBDDkUVJSYnVoRESkUnV1tSgIQtTze7yH2+0Wt2zZYmiZWsqQ2rJli+h2u6OWM2bMGHHMmDGKY4i3T6PaUq8ytcSQqP8yMzMN70+v1yurXoIgiNXV1bL2Ga9t3W63WFRUJLs9vV6vqnqpPR6VlqnHOHK73WJ1dXXcNtNjTCnpQyPqLC0/0TiJ1yZqyzSqnnoek+HM6E8iIrNIc8Th/w7HcomI5GCOmIhIH4lyDHr8zT6S8gRW5COUtK8R+UI71CvROJI7zs3KtavNvwqCIHq9XlXHrJ45/XjjKF45sXL2Ro4jJW2tNgalbZuenq77+U9r/6o9N8iNwYq6mZXf1queZCwzrneI7OCjjz4S7777bjEzMzPifmOHwzHk/uPwdZmZmUPWyc0Bq30dERHzu0RERET21NnZqSnX6Ha7xc7OTqurYTol7TZS24iIyI4EURRFkCIbNmzAkiVLIAhCaHbl4L+PPvqo1eEZorKy0uoQiMjmpk6div379w9ZX1JSgn379lkQERER6aGtrQ3Lly/Hjh07cPr0aQwODmL06NEoLi6G2+0OXQd3d3fD5XJh9uzZ8Hq9mn51J7zMU6dOIRAIICsrC8XFxcjPz9elDCm/34+6ujps374dXV1dEXUBEPO5eDFI95mZmRnRXoFAAHv27EFXVxf6+/shCAIyMzMxdepUTJw4UVU9pWWGlzEwMACn0wmXy4Vp06ahp6cHLS0tOH36NFJSUjBq1Cjk5ORg0qRJGBgYUN2f4f3X3d2NzMxMzJo1C+vWrYPL5VLVlko1NTXB6/WipaUFfX19CAQCSElJwejRozFmzJhQPEp+nS7eGMnJycGLL76Im266CSdPnkT4n9kOhwMZGRkoLi5GXV2dql9lC5K2bTCuQCCga5nhdT1y5EjEOElNTUV3dzf6+vowODgIAMjMzERJSQkmTZoU0SaJ2kxtvcPHlB6/MCitc1dXF5xOJw4ePAi/349Tp06ht7cXAJCRkYHs7OyY5Seqc/jzx44dQ2dnJwBg3LhxGDt2bOgc4fP5Itp99OjRutQ50XnJqGMynBn9SURkhng54uB75HAql4hIDuaIiYj0o1deRUkZwzlPYEU+Irx9Dx48iP3794dyeqmpqYbkC82uV6IctMPhiDuO5I5z6XZ9fX148803cfr0aQQCATgcjlD+zOFwROTcJkyYIHscS9vT4XDgxIkT6O/vRyAQAPBx7jU7Oxtjx46NaGu1x6z0daIoYvfu3aH2BBD63CArKyuirZWMo3jxdXV1mT6OpG2dlpYWOv/09fXpEkOitg1vv0mTJhlyzk10no0Xk5ZzQ7wYjKqb9DMvURThcDgwatQouFwuw/PbJ06cUH3sk3XMuN4hssrAwAB+/etfY82aNTh+/Hjos1xBEAAg4rPd8HUOhwOVlZWoqqrCueeeG/Gc3Byww+FQ9ToiIuZ3iYiIiOyroaEB5eXlobyxXE6nE5s3b0ZZWZlBkdmbnHYb6W1ERGQ3nPRCBd5YTEQ0FBPeRERERERERDRScNILIqKhmCMmIiIiIiIiopHu2WefxQ9/+EO0trYOmewCQMwJMMrKyvCTn/wEF110EQD1k1dw0gsiUov5XSIiIiJ7a2hoQEVFBXw+n6zt3W436uvrR/xkDvHajW1ERGQ/TqsDICIiIiIiIiIiIiIiIiIiIiIiIiIiIkpG27Ztwx133IE33nhD1mQXwXUzZ87ET37yE1x11VXmBkxERERERERJpaysDM3Nzairq8P27dvR1dUFl8uF6dOnAwB2794dWjd79mx4vV7k5ORYHLX1YrUb24iIyJ446QURERERERERERERERERERERERERERGRAm+99RbuvPNOvPjiiwA+nshCzmQXkydPxpo1a3DTTTeZGzARERERERElrZycHCxduhRLly61OpSkwnYjIkoenPSCiIiIiIiIiIiIiIiIiIiIiIiIiIiISIYPP/wQq1atwuOPP47BwcEhk1vEmuwiJycHP/zhD/Gd73wHaWlp5gdOREREREREREREZFOc9IJomDt16hQ2btxodRgxfeMb31D92smTJ+PgwYM6RqPMww8/rCl+IiIiIiIiIiIiIjMwT2wc5omJiIiIiIiIiEaeBx98EI888khoWTrZhXRdeno6vvvd7+IHP/gBXC6XqbESERERERERERERJQNOekE0zPl8PixZssTqMGLizcBERERERERERDSc1NXVGbbvf/zjH5aUCwAejwfTp083tAwyDvPERERERERERERE+ks02YUgCFi0aBHWrl2LiRMnWhIjERERERERERERUTLgpBdERERERERERERERBoEb2gWRRE333yzqeWZVe7q1as56QURERERERERERGRRDBPK50AY968efjpT38Kj8djVWhERERERERERERESYOTXhCRZYIf8hAREREREREREQ0X4b/oN1zKZR6PjMTxRUREREREREREySw8vyWKIqZPn47//d//xec+9zkLoyIiIiIiIiIiIiJKLpz0gogsc8UVV1gdAhERERERERERka6M/gJ/rMktjCrXqkk8aORgnpiIiIiIiIiIiJKdKIo455xzUF1dDa/Xq0u+Vm1uljldIiIiIiIiIiIiSkac9IKILLN48WKrQyAiIiIiIiIiItKVVTcUG1Gu0RN4EAHMExMRERERERERUfISRRFjx47FXXfdhe9973tIT0/XZb+rV6829XVEREREREREw5Xf70dtbS0aGxvR1dUFl8uF0tJSVFZWIicnx+rwiIgoDCe9ICJLuFwu3HDDDYbt/9JLL8XNN99s2P4B4PLLLzd0/0RERERERERERETDGfPERERERERERESUrNLS0nDbbbdh5cqVGDdunK775qQXRERERERERNo1NDSgoqICPp8vYv3GjRuxdu1a1NfXo6yszKLoiIhIipNeEA1zkydPNv3XJT/44ANMmjQJgUAg5jY33XQTMjIyDIvh/PPPxze+8Q3D9k9ERERERERERAQAgiBYHQJRQswTExERERERERER6WfOnDnwer0oLCy0OhQiIiIiIiIiiqKhoQHl5eUYGBiI+rzP50N5eTk2b97MiS+IiGzCYXUARDT8PP7443FvZAaAxYsXmxQNEREREREREREREZmNeWIiIiIiIiIiIhqurrzySk54QURERERERGRTfr8fFRUVMSe8CBoYGEBFRQX8fr9JkRERUTxOqwMgouFFFEU89thjcbfxeDyYOXOmSRERERERERERERHpKzs7G5MmTbI6DFO5XC6rQ6AkwjwxEREREREREREREREREREREVmhtrYWPp8vYl1eXh7y8/Nx9OhRtLe3h9b7fD7U1dVh6dKlZodJREQSnPSCiHS1detWtLa2xt2Gv95HRERERERERETJ7MYbb8SNN95odRhEtsU8MRERERERERERERERERERERFZobGxMWI5Ly8P7e3tockucnNz0dHREXp++/btnPSCiMgGOOkFEelqw4YNcZ/PyMjAokWLTIqGiIiIiIiIiIiIiMzGPDERERERERERERERERERkTn8fj9qa2vR2NiIrq4uuFwulJaWorKyEjk5OVaHZ1ta283Kdk/mPk/m2M0UrZ2mTZsGANizZw/bLoGurq6I5fz8/NCEFwBQUFAQMemFdHtSpq2tDcuWLcPOnTvR3d2NzMxMzJw5E+vXr0dhYaHV4RFREuGkF0SkmxMnTmDTpk1xt7n++ut5IU1EREREREREREQ0TDFPTERERERERERERERERERkjoaGBlRUVMDn80Ws37hxI9auXYv6+nqUlZVZFJ19aW03K9s9mfs8mWM3U7x2kmLbRedyuSKWjx49GrF85MiRuNuTfGvWrMGqVasgimLE+kOHDuH5559HVVUVVqxYYVF0RJRsHFYHQETDx1NPPYUzZ87E3Wbx4sUmRUNEREREREREREREZmOemIiIiIiIiIiIiIiIiIjIeA0NDSgvLx/yxfggn8+H8vJyNDQ0mByZvWltNyvbPZn7PJljN1OidoqGbTdUaWlpxHJ7eztyc3Ph8XiQm5uLjo6OiOdnz55tZnjDxpo1a7By5cohE14EiaKIlStXYs2aNSZHRkTJipNeEJFuHn300bjPT548GVdddZVJ0RARERERERERERGR2ZgnJiIiIiIiIiIiIiIiIiIylt/vR0VFBQYGBuJuNzAwgIqKCvj9fpMiszet7WZluydznydz7GaS207RjPS2k6qsrITb7Y5Y19HRgaampiETXrjdbni9XjPDGxba2tqwatUqWduuWrUKbW1tBkdERMMBJ73QSBAEq0MgsoXdu3fjzTffjLvNzTffzGOGiIiIiIiIiIiIaJhinpiIiIiIiIiIiIiIiIiIyHi1tbXw+XwR6/Ly8uDxeJCXlxex3ufzoa6uzszwbEtru1nZ7snc58kcu5mitVNWVlbM7bOzsyOWR3LbSeXk5KC+vh5OpzPudk6nE/X19cjJyTEpsuFj2bJlEEUxYp3D4UBGRgYcjsivrYuiiOXLl5sZHhElqfhnbYpLelImGskS/Xqfw+HA17/+dXOCISIiIiIiIiIiIiLTMU9MRERERERERERERERERGS8xsbGiOXs7Gy0t7ejvb0dAJCZmYnu7u7Q8z/4wQ/wl7/8BTNnzsSBAwfQ1dUFl8uF0tJSVFZWDvsvfPv9ftTW1uL++++PWD9hwoSIdsvNzUVHR0fo+e3bt2Pp0qWhZWm75+XlKXq9Fon6PCsrC6dOnTKkbDmCbdzY2DhkfEljz8rKslXsdhFrfMVy8uRJTJgwAceOHQutW79+PURRHBHHdSJlZWXYvHkzKioqhkwmAgAulwtjx47FDTfcgP7+fqSmpqKoqAj19fXweDzmB5xkdu7cGbHscDgQCATQ09MDABAEIeL71zt27DA1vnjnpJF+bBDZGSe9UGHx4sVYvHix1WEQ2UZfXx+eeOKJuNt89rOfxcSJE02KiIiIiIiIiIiIiIjMxDwxEREREREREREREREREZE5urq6IpZPnjwZsRw+4UVw+U9/+hP+9Kc/RazfuHEj1q5di/r6epSVlRkSq9UaGhpifum9s7MzYrmgoCBi0gppO0uX8/PzIyYlSPR6LRL1efikEXqXnUisNg6Or0mTJkWsl8ZqZex2kmh8RSMdw4cOHcLtt98+7I9rucrKytDc3Iy6ujps3749NPlBS0sL3njjjYg27+/vx969ezFjxgx4vV7U1tZaF3gSkL7PpKWlhSa8AID09PSIZen2Rkp0TuKxQWRfDqsDIKLk9/zzz+P48eNxt+FEMURERERERERERETDF/PERERERERERERERERERETmcLlcuu3L5/OhvLwcDQ0Nuu3TLhoaGlBeXh51wgsAGBwcjFg+cuRIxLK0naXLR48eVfR6LZTuS8+y40nUxj6fDzt37lS0T7Nit5tE4ysa6RgOGs7HtVI5OTlYunQpnn76aWzZsgVpaWl444034r6mrq4OlZWVJkWYnDIzMyOW+/r6IpZ7e3vjbm8UOeckHhtE9sVJL0zS19eHd999F6+88gr+8Ic/4KmnnsKzzz6LzZs3Y/v27bIuQojsasOGDXGfHz9+PK677jqToiEiIiIiIiIiIiIiszFPTERERERERERERERERERkjmnTpum6v4GBAVRUVMDv9+u6Xyv5/X5UVFRgYGAg4bYpKSmYMGECOjo6ItbPnj07Yrm0tDRiub29Hbm5ufB4PMjNzU34ei2U9vnOnTuxcOFC1NTUGNavcttYFEVF+50+fbqWsJJWtPGVlZWlen/D8bjWqqmpCXV1dbK2raurQ1NTk7EBJbGZM2dGLAcCAQiCgIyMDAiCMOS4nzVrluExyT0n8dggsi+n1QEMZ3/729+wadMmbNu2DXv27Ik5c1aQy+XCJZdcgquvvho33HADJk6caFKkROq9//77eOmll+JuU1FRgbS0NJMiGmpwcBBtbW04dOgQjh07hjNnziAlJQWZmZkYM2YMzjnnHJx77rma/hAgIiIiIiIiIiIiGqmYJyYiIiIiIiIiIiIiIiIiSi7p6eno7e0NLft8PtTV1WHp0qUWRqWf2tpa+Hy+iHUTJkxAZ2fnkO/4DQ4O4tixYxHr3G43vF5vxLrKykqsXbs2Yr8dHR1DJruI9XozNTc3o7m5GRs3bsTatWtRX1+PsrIyXcuI1sZ5eXnIz8/H0aNH0d7ermt5w1208XXq1CnZr09JScG4ceMixvJwO661qqioiLo+2iQNAOD1erF7926jw0pK69evx/PPPx/RbqIooqenZ8i2giBg3bp1hsek5JzEY4PInjjphc5EUcQjjzyC++67DwcOHAitk8Pv9+Mvf/kL/vKXv+D73/8+vvCFL+AHP/gBLrnkEiNDJtLk8ccfRyAQiLvN4sWLTYrm3w4dOoTVq1fjlVdewa5du9Dd3Z3wNUVFRZg1axauuuoqXHPNNZx4hoiIiIiIiIiIiEgG5omJiIiIiIiIiIiIiIiIiMyzZ88ezfvo7e1Fbm5uxIQN27dvHzZfAG5sbIxYzsvLkz0Jg9PpRH19PXJyciLW5+TkoL6+HuXl5RgYGFD8ei209LnP50N5eTk2b96s68QXsdo42M7S8SXXSJ1kQO74iiU4ectwPq61am1tjbo+1vd/W1pajAwnqRUWFqKqqgorV65MuG1VVRUKCwsNj0npOYnHBpH9cNILHe3cuRO33HIL9uzZM+SNThAEWfsIvk4URWzevBl//OMf8fWvfx01NTX8dTGyHVEU8fjjj8fd5pJLLsFFF11kTkBhXn31Vbz66quKXtPa2orW1lb89re/BQBcfvnluPXWWzF//nw4nTxdEhHpwe/3o7a2Fo2NjTh27Bg6OzsBAOPGjcOECRNQWlqKyspKXRN8ZgivV1dXF1wuV9LWxQp2aL+2tjYsW7YMO3fuxOnTpzE4OIjRo0ejuLgYBQUFusRjRT3D69Xd3Y20tDQEAgE4HA709fUhMzMTM2fOxPr16w1LJDU1NaGiogKtra3o7+9HamoqioqKUF9fD4/HY0iZ4W3d3NyM3bt3h5K/giAgKysLTz/9NK699lpV++zq6oLT6cR7772Hrq4u9PT0QBCEIbN/O51OTJ8+HVOmTDFkDEljMKI/pf3ndDoxduxYTJ8+HQ6Hw5BxbIdzgh1iSGZWt5/V5RMREY00zBMTERERjRx2yLtI895G5bntUFcz2O2zO73a3Q79Z4cYjJJsdZMbb7LVi4iIiIisNRKuH62uo9XlJ4NobXTeeedh586d2Lt3r6G5E62U9K9ZY0Fue37iE58AALzzzjuWtnFXV5cu+ykoKIj4ArBe+40mWm7PyPaU1iU/Pz9i0ouUlJSIez7D16ekpOCLX/xi6J7XX/3qV9i5c2dofHz605/Gm2++idOnTw95vdvtRn19vW6TS7z44otYuHAhTp48qWk/AwMDqKioQHNzs27HjrSNjx8/HrHs8/l02a+etm3bhvnz5+PYsWOhe6pHjx6NkydPRnwfNCUlBV/5ylcgCILp555bbrkFv//974e0ZyyCIETELr23QY/2jHUuvuKKK3DvvfcmPK6jrbvoooswc+ZMHDhwwNA2lp57lOjv79ctDruT+/mLdCxMmzYt5qQ8giCgqqoKK1asMDT2YExbt26NWH/mzJmI5Z6enohlI8810djt+tasz9yIFBFJF7W1teKoUaNEh8MhCoIgOhyOIQ9BEOI+Ym3vcDjEkpISsaWlxepqEkV45ZVXRABxHw8++KBh5U+aNClh+Xo8zjvvPHHjxo2G1WO4KCkpidp+JSUlVodGRDaxZcsW0e12Jzzvut1uccuWLVaHK1u8eiVbXaxgh/arrq4WBUEwdGxaUU+59QIgCoIgVldX6x6D1+uNW67X69W9TLnnGgCix+PRfZ9WjCGj+jNR/xkxju1wTrBDDMnM6vazunwiIqKRiHliCmKOmIiIaHizQ94lXt5bzzy3HepqBrt9dqdXu9uh/+wQg1GSrW5y4022ehERERHpjfldZUbC9aPVdbS6/GSg9J42o+4RVENJ/5o1FvS4R9DsNl6wYEFE+dnZ2arizs3NjVhesGCBIfEquadVr/aUtlFeXp6mPo72GD16tDh37lyxrKxMXLBggVhTUyN2dnbq1Gqi6PF4dI+5pqZGt/ikbazXw6hxOG/ePM2xmXXuGTdunHjrrbeKCxYsEMvKysRp06ZZ1p563UdtRRsrPfdIH5mZmbrEYXdyP3+JNxbS0tLECRMmiG63W5w4caJ4/fXXi62trYbHrmV8GnWuURqnFde3Zn3mRqQUJ73QwQMPPCCmpKQMmbwi0SQXcifACK4799xzOfEF2cqiRYsSXtidOHHCsPLNupk5+PjCF74gHj161LD6JDsmvIkoni1btohOp1P2OdfpdCbFhxJy6pUsdbGCHdqvurpa0fWAmnisqKfSegUfeiYn5E6YoOfEF0rPNUDiiS/U7NOKMaR3fyqZ8EKvcWyHc4IdYkhmVref1eUTEZnh4MGDpjz8fr/VVaUkwjwxBTFHTERENHzZIe8iN++tNc9th7qawW6f3enV7nboPzvEYJRkq5vceKurq5OqXkRERERGYH5XvmS7LlbD6jpaXX4y0HJPm9VfYFTSv2aNBb3vETSrje+///4hZaelpSmKNdr2ek6IEKT2nlat7RmtjXJzc8WioiLd+tvIc5IRE14A+n7JO1ob6/EwYhzqMeGFnn2u5Byn5RjS2p56nyPNbGOt7QZAnDZtmqYYkoHcdvJ6vba7RtM6Po0416iN08y2M+szNyI1BFEURZBqL7/8MsrKyhAIBCAIAgBAzyaV7vOCCy7A//3f/yErK0u3MojUOHHiBPLz83HmzJmY21RWVuLxxx83LIbJkyfj4MGDhu0/moKCArzwwguYNWuWqeVq8atf/Qq//vWvDS+npaUFvb29Q9aXlJRg3759hpdPRPbl9/sxZcoU+Hw+Ra9zu91obm5GTk6OQZFpo6Redq+LFezQfm1tbSguLlZ8/a4kHivqqbZewMd/f7S0tKCwsFBTDE1NTZgxY4bs7Xft2gWPx6OpTLXnGgD44x//iGuvvVbXfcZj1BiSUtufSvsvnNpxbIdzgh1iSGZWt5/V5RMRmcXhcIRyxkYqLCzE3r17kZGRYXhZlNyYJ06OPDFzxERERKSFHfIuSvLeWvLcdqirGez22Z1e7W6H/rNDDEZJtropiVcQBFnnFzvUi4iIiMgoU6dOxf79+4esZ343UrJdF6thdR2tLj8ZaL2nTa97BNVQEvu4ceMgCAKOHz+ecFstY8GIewTNamMjYjfiuNJyTytgXr5PK73b7sUXX8QXvvAFXfYlNWfOHLz22mu67MuoOGPd16vWtm3bMHfuXN32B5h37nG5XDhx4sSwP4ai0dLGWs89QY888ggWL16saR92plc7hTPrGk2P8anHdxgSsdv1rVmfuRGp5bA6gGTW2dmJm266SdaEF4IgyHpIiaIIURRDz73zzjv47ne/a1yliGR66qmn4t7IDGBYXtQdOXIEc+bMwdatW60ORbZjx45h//79hj+i3cxMRAQAtbW1qv6Q9Pl8qKurMyAifUSrV15eHjweD/Ly8iLW270uVrBD+y1btkxVgkZJPFbUU229gI///li+fLnmGCoqKqKuj/UFTa/Xq7lMtecaALjpppt032c8WseQXGr7M1b/yaF2HNvhnGCHGJKZ1e1ndflERN3d3bjrrrtwxx13xHz85je/0aWsYM7YyEdbWxuqq6t1iZeGN+aJt1odiizMERMREZEWdsi7RMt7OxwOZGRkwOGIvPVJS57bDnU1g90+u9Or3e3Qf3aIwSjJVjcl8UrPL3auFxERERFZK9mui9Wwuo5Wl58MorVRenp6zO2l9+zpdY+gGkr6t7Ozc8iEF0aMBaXtKYdZbZyTk4P6+no4nU5d9ud0OlFfX6/7F2213NMKaGtPvdsoKCMjw/Bz0sKFC3Xbl1RLS4tu+/rGN76h277CLVmyRNf9zZ8/X9f9Afqfe2Kd47q6uoYcQ0p+MEcURbzwwgu6xjl27FhV+0tEev7V0saxPldQauXKlarKTxZKPn+RsvoaTY/38KqqKj1Dispu17dmfeZGpBYnvdDgrrvugs/niznhhXQyi0Q3Eoe/Rio48YUoiqirq8Prr79ucO2I4tuwYUPc56dMmYLLL7/cpGgiFRcX46abbsKPfvQjbN68GXv37sX777+Pjz76CP39/ejo6MBbb72F119/HTU1Nbj++uvhdrtl77+7uxvl5eV44403DKwFEdHw0djYqPq127dv1zESfUnrlZeXh/b2djQ1NaG9vR25ubkRz9u5LlawQ/vt3LlT9WvlxmNFPbXUCwB27NihOYbW1tao62N9cKFHAl3LuebkyZOy9qkm2RmL2jGkNAY1/Rmr/+RSM47tcE6wQwzJzOr2s7p8IqL169fjJz/5CdatWxf18Zvf/AaXXXaZLmXJnWBZy0MURaxbt07zdQENf8wTM09MREREw58d8i7SvLfD4UAgEEBPT0/ED9UEqc1z26GuZrDbZ3d6tbsd+s8OMRgl2eqmNF6521ldLyIiIiKyVrJdF6thdR2tLj8ZRGujeBOTh/8Ib5Ae9wiqofZvNTnbqh0LStszFqvauKysDJs3b1b0OWc0brcbmzdvRllZmU6R/Vu03F4ierZnojZSMnlAUE9Pj+HnpFOnTum2L6nTp0/rtq9jx47ptq9wHR0duu5PrziNPPfIPR86HA7FE8noHeeJEydU7S+R3t5e3do41ucKSuk9Fu1G6ecvQXa4RtPjPdyM92u7Xd+a9ZkbkVqc9EKltrY2PPbYY3EnvAiuF0URRUVFWLx4MX7xi1/gqaeewp///Gc8//zzePTRR7F27Vpcc801yM7Ojpj8IhZRFLF69WqDakaU2O7duxO+Yd1yyy0mRfOxOXPmYN26dXj77bdx4MABPPnkk7jrrrvwhS98AVOnTsU555yD7OxsOJ1OTJgwARdccAE+/elPY+nSpdi0aRM+/PBDPP3005gxY4as8k6dOoUbbrjBkF/+JiIabrq6uix5rdGkseXn50csFxQUxN1+pLND+3V3d6t+rdx4rKinlnrp8XoA6O/vj1iW/n0jXZZur4aWtouV/JXuU82HG7GoHUOJ2lL6gZCa/tTaH2r6wg7nBDvEkMysbj+ryyeikc3n8+GnP/1paLKIaJMdP/TQQ5g2bZpuZSaaYFnLI6i/v9+U2ewpeTFPzDwxERERjQx2yLtI85xpaWkRy9Jf7lKb57ZDXc1gt8/u9Gp3O/SfHWIwSrLVTWm8crezul5EREREZK1kuy5Ww+o6Wl1+MkjURtHolTvRSu3fanK2VTsW1LRnNFa2cVlZGZqbm1FTUzMk/jFjxkQsZ2dnRyzn5+ejpqYGzc3Nhkx4ASTO7UWjd3uGt9FZZ50V8dzUqVNV79fIc5LSSQ2USElJ0W1faiYRsGK/eu3PrHNPvPOhnGPo7LPPjlueXHqdI5XQq43VnHuiMWqM24XSz1+C7HCNpmZ8pqamRiyb8X5tt+tbsz5zI1LLaXUAyaqmpgaDg4OhG5mDwr9wJAgCvvKVr2DFihWybmgeHBzEk08+iR//+Md4++23h+w7OMOiKIrYunUrdu3aJfvGSyI9Jfr1PqfTicrKSsPjyMnJwZe+9CXcdttt+MQnPqFpXykpKViwYAEWLFiAp59+GrfeemvMX/wOev/99/HNb34TmzZt0lQ2EdFw53K5LHmt0aSxHT16NGL5yJEjcbcf6ezQfpmZmapfKzceK+qppV56vB74OCEUPnGCNPkuXZYmkNTQ0naxJrOQ7lPPDxHUjqFEbSlNrqrpT2n/KaWmL+xwTrBDDMnM6vazunwiGtl+/vOf4+TJkxAEIeK6IpjPXbRoERYuXGhhhMoF89BPPfUUfvCDH2DKlClWh0Q2xDzxx5gnJiIiouHODnkXaZ6zr68vYln6y11q89x2qKsZ7PbZnV7tbof+s0MMRkm2uimNV+52VteLiIiIiKyVbNfFalhdR6vLTwaJ2igavXInWqn9W03OtmrHgpr2jMbqNs7JycHSpUuxfft2bNy4MbR+1KhR+OijjyKWwz//nDt3LpYuXWpobIlye9EY0Z6x2ujYsWOq92nkOUn6nUI9jR49Wrd9ORwODA4O6ra/8P3qvT894jTr3BPvfCjnGJLeA2z1OVIJvdpYzbknGr3Hot0o/fwlyA7XaGrG58DAQMSyGe/Xdru+NeszNyK1hvdZ1yCDg4N4+umnY/7CriiKGDduHF566SU888wzsn/BLyUlBV6vF3v37sWyZctCN0XH8sQTT6ivBJFKfX19ePLJJ+Nuc8011wyZ/dAIb7zxBmpqajTfyCy1cOFC7NixA9OnT0+47R/+8Ads2bJF1/KJiIab0tJS1a+dPXu2jpHoS1qv9vZ25ObmwuPxIDc3Fx0dHRHP27kuVrBD+82cOVP1a+XGY0U9tdQLAGbNmqU5hqKioqjrY/19U1xcrLlMLeca6ezlsfap52y9aseQ0hjU9Ges/pNLzTi2wznBDjEkM6vbz+ryiWjkOnPmDH79619H5IbDFRQU4Be/+IUVoakWXofBwUHU1NRYFwzZFvPEkZgnJiIiouHMDnkXad47EAhAEARkZGREvflbbZ7bDnU1g90+u9Or3e3Qf3aIwSjJVjel8crdzup6EREREZG1ku26WA2r62h1+ckgWhvF+hX2IL1yJ1qp/VtNzrZqx0K0mKS/eC5HsraxGcdQtNxeIka2Z7Q2SklJUbSPjIwMw9szKytLt31J6dmeEyZM0G1f4XJzc3Xdn15xGnnukXs+DObHY0lLSzM8zrFjx6raXyJ6xh7rcwWl9B6LdqP085cgO7y/KH0P1/PzJCXs9t5s1mduRGoJolHTfg1jr7zyCj772c9GHMThNzUXFBTg9ddfx+TJkzWV8+CDD+K2226LWc65556LgwcPaiqDSKlnn30W8+fPj7vN888/jy9+8YsmRWScrq4uXHHFFfjXv/4Vd7sZM2Zg586dJkWl3K9+9Sv8+te/NryclpaWqDO4lZSUYN++fYaXT0T25ff7MWXKFPh8PkWvc7vdaG5uRk5OjkGRaaOkXnavixXs0H5tbW0oLi5WPBOyknisqKfaegEf/73R0tKCwsJCTTE0NTVhxowZsrfftWsXPB6PpjLVnmsA4I9//COuvfZaXfcZj1FjSEptfyrtv3Bqx7Edzgl2iCGZWd1+VpdPRCPXI488gm9+85tDcrjBCY1/+9vf4stf/rJu5TkcjqgfLqn5UDaaaHnorKwsHDlyxNAbKij5ME88lJ3zxMwRExERkRZ2yLsoyXtryXPboa5msNtnd3q1ux36zw4xGCXZ6qYkXrm/nGqHehEREREZZerUqdi/f/+Q9czvRkq262I1rK6j1eUnA633tOl1j6AaSmIfN24cBEHA8ePHE26rZSwYcY9gsrSxWceQlntaAf3b0w73hcrx4osv4gtf+IIu+wqnd3tu27YNc+fO1WVf4V577TXMmTNHt/0ZEadZ5x6Xy4UTJ06oPobsdo5UQkvsWs89QXqPRbvRq53CmfX+kizXRHZ7bzbrMzci1URS7Ac/+IEoCILocDhC/wb/n5aWJr7++uu6lXXrrbdGlCUt991339WtLCI5Pve5z4kAYj7OOusssb+/3+owdXPw4EFx/PjxcesMQHz55ZetDtVyJSUlUdumpKTE6tCIyAa2bNkiOp3OhOfT4MPpdIpbtmyxOuyE5NQrWepiBTu0X3V1texxqTYeK+qptF7BR3V1tW4xeL1eWWV6vV7dylR6rgEgejwe3fdpxRjSuz/l9p+e49gO5wQ7xJDMrG4/q8snopHpsssuG5KzDf572WWX6V6eNFes9yNWHvqBBx7QvS6U3Jgnjv4Y6Xli5oiJiIiGLzvkXeTmvbXmue1QVzPY7bM7vdrdDv1nhxiMkmx1kxtvdXV1UtWLiIiIyAjM78qXbNfFalhdR6vLTwZa7mnT8x5Bo2IP9q9ZY0HvewSTqY3NovaeVqPa0w73hcrh8Xh0i9HI9pw3b56uMc6bN0/3GPWO06xzT7ActceQHc+RZsau5dxj5Fi0G7nt5PV6bff+kizXRHZ7bzbrMzciNTjphQpz586NeSPzsmXLdC2rp6dHPOussyIm1gj/9/HHH9e1PKJ4Dh06JDocjrhvZnfeeafVYequtrZW1oXbSMeENxElsmXLFtHtdic8p7rd7qT6MCJevZKtLlawQ/tVV1eLgiAYOjatqKfcegEQBUEwJCmRaOIEI66h5J5rgMQTXqjZpxVjyKj+VDLxhV7j2A7nBDvEkMysbj+ryyeikeXAgQNxJ4rYvn277mXGyktv2LBB877r6+tj7n/u3Lnag6dhg3li5oljYY6YiIhoeLND3iVe3lvPPLcd6moGu312p1e726H/7BCDUZKtbnLjTbZ6EREREemN+V1lRsL1o9V1tLr8ZKD0njaj7hFUQ0n/mjUW9LhHMFnb2CxK7mk1oz3tcF+oHHpNfGF0e+o1oYTRkwzoEadZ5x5pOUqPIbudI61qY6XtZtZYtBu5n7/Y8f0lWa6J7NZ2Zn3mRqSUIIqiCFLE7XbD7/dHrBNFEWlpaWhtbUVBQYGu5f34xz/GD37wAwiCAFEUI/5dtmwZfvrTn+paHlEs1dXVWLVqVdxt3nnnHUyZMsWkiMwhiiI8Hg92794dc5uxY8fi2LFjSE1NNTEye5k6dSr2798/ZH1JSQn27dtnQUREZEd+vx91dXXYvn07jh07hs7OTgDAuHHjMGHCBMyePRterxc5OTkWR6pMeL26urrgcrmSti5WsEP7tbW1Yfny5dixYwdOnz6NwcFBjB49GsXFxSgoKNAlHivqGV6v7u5upKWlhf6W6OvrQ2ZmJmbNmoV169ahsLDQkBiamprg9XrR0tKC/v5+pKamori4GHV1dfB4PIaUGd7Wzc3N2L17NwYGBgAAgiAgOzsbTz31FK699lpV++zq6oLT6cTBgwfh9/vR09MDQRDQ2dmJwcHB0GucTiemT5+OKVOmGDKGpDEY0Z/S/nM6nXC5XJg2bRocDoch49gO5wQ7xJDMrG4/q8snopFj3bp1+P73vx81b3vZZZfhtdde071Mh8MRtbyHH34Yt9xyi6Z9BwIBXHjhhThw4EDEelEUkZKSgsOHDyM3N1dTGTQ8ME/MPHEszBETERENf3bIu0jz3kblue1QVzPY7bM7vdrdDv1nhxiMkmx1kxtvstWLiIiISE/M7yo3Eq4fra6j1eUng2htdP7552Pnzp3Ys2ePobkTrZT0r1ljQW57XnDBBQCAt99+e9i0sVmi5fasbM9obXTOOefgT3/6E957772Ie15/+ctfYteuXZa054svvoibbroJJ0+eDN0nMmrUKKSlpeHkyZMIBAJwOBzIzc3F/fffj2eeecbw/Gk027Ztw4IFC9DR0RGKaezYsQCAEydOhNa5XC6IohixLjc3Fxs3bsScOXMMjTFWnKNHj8apU6cQCARC26WkpOArX/kKBEEw/dwTq5xox9C0adMwc+ZMvPvuu5bEOXfuXFRVVSU8rqOtMyv2WJ8rzJ8/H7fffnvEWDBzLNqN3M9f7Pj+kizXRHZrO7M+cyNSgpNeKHTs2DHk5eVFvbG4vLwczz33nKllXnvttXjhhRd0L5NIShRFFBcXo62tLeY2l19+ObZt22ZiVOZ57LHHEn5xoLGxEZdccolJEdkPE95ERERERERENJJcddVV2Lp1a9S87aZNm3DdddfpXqaRk14AQG1tLW6++eaoZTz00ENYvHixDrWgZMY8MfPE8TBHTERERERERERERJScmN8lIiIiIiIiIqs5rA4g2Rw+fDjmc0bN4DRhwgRceOGFAD7+VeIgURTjxkOkp7/+9a9xb2QGMKxver/++usT/jrfP//5T5OiISIiIiIiIiIiK50+fRqvv/56KF8bnrctKCgwZMILMyxYsACjR48GEFknANi6dasFEZHdME/MPDERERERERERERERERER0XDg9/tRU1ODhQsX4vOf/zwWLlyImpoa+P1+q0MjIiIiGpE46YVC7e3tMZ+79NJLDSv30ksvhSiKoeXgDcfx4iHS06OPPhr3+ezsbHz1q181KRrzuVwueDyeuNu8/fbb5gRDRERERERERESWeuONNzAwMAAAobytKIoQBAE33HCDlaFpkp6ejs9+9rNDctGiKGLbtm0WRkZ2wTwx88RERERERERERERERERERMmuoaEBU6ZMwe23346NGzeioaEBGzduxO23344pU6agoaHB6hCJiIiIRhxOeqHQyZMnYz6Xn59vWLmx9h0vHiK9dHV1YdOmTXG3WbBgATIzM02KyBozZ86M+/x7771nTiBERERERERERGSpf/7znzGfmz9/vomR6O+6664L/T988osPPvgAhw8ftiIksgnmiT/GPDERERERERERERERERERUfJqaGhAeXk5fD5f1Od9Ph/Ky8s58QURERGRyTjphUI9PT0xnxs/frxh5Y4bNy7q+t7eXsPKJAp66qmn4o59AFi8eLFJ0Vhn8uTJcZ/v6OgwJxAiIiIiIiIiIrLUzp07Q/8XBCH0/6ysLMyePduKkHRz5ZVXxnxuz549JkZCdsM88ceYJyYiIiIiIiIiIiIiIiIiSk5+vx8VFRUYGBiIu93AwAAqKirg9/tNioyIiIiIOOmFQn19fTGfy8rKMqzc7Ozs0P/Df12vv7/fsDKJgjZs2BD3+alTp6K0tNSkaKwzduzYuM93d3ebFAkREREREREREVnprbfeipjsQhRFCIKA2bNnR6xPRhMnTsTo0aMBYEhd9u3bZ0VIZBPME3+MeWIiIiIiIiIiIiIiIiIiouRUW1sLn88XsS4vLw8ejwd5eXkR630+H+rq6swMj4iIiGhE46QXCoVPOEE0EvzrX/+K+OXKaEbCr/cBQFpaWtznOQkNEREREREREdHwFwgEcODAgajPXXrppSZHY4wLLrggai78nXfesSAasgPmif+NeWIiIiIiIiIiIiIiIiIiouTU2NgYsZyXl4f29nY0NTWhvb0dubm5Ec9v377dzPCIiIiIRjROekFEcSX69b60tDRUVFSYFI21zpw5E/f5UaNGmRQJERERERERERFZpaOjA319fQCGTpJ8/vnnWxGS7i688MKo648cOWJyJGQXzBP/G/PERERERERERERERERERETJqaurK2I5Pz8/YrmgoCDu9kRERERkHE56QUQx9fb24sknn4y7zRe/+EW43W6TIrLWhx9+GPf5rKwskyIhIiIiIiIiIiKrtLe3x3yuuLjYxEiMI/3lEuDjCT6OHj1qQTRkNeaJIzFPTERERERERERERERERESUnFwuV8Sy9D4I6Y+BSLcnIiIiIuNw0gsiium5555DZ2dn3G0WL15sUjTWO3DgQNznzz77bJMiISIiIiIiIiIiq8Sb9OKcc84xJQZBEAzdv/RL+8HyOjo6DC2X7Il54kjMExMRERERERERERERERERJafS0tKI5fb2duTm5sLj8SA3N3fIfRGzZ882MzwiIiKiEc1pdQBEZF+PPvpo3OfPPfdcXH311SZFY73Gxsa4zxcWFpoUCRERERERERERWeXUqVMxnxs9erTh5YuiaHgZ0kkvgrq7uw0vm+yHeeJIzBMTEREREREREdFwU1dXF3W9IAiYM2cOJk2aZHJERERERJTM/H4/amtr0djYiK6uLrhcLpSWlqKyshI5OTmWxlZZWYm1a9fC5/OF1nV0dET9EZDU1FRs27YNoijiuuuuw/PPP2/LOtmZncdCuGSJk9Rh/xIRJQ9OekFEUR06dAgvv/xy3G2+/vWvw+FwmBSRtfbv34/33nsv7jbTp083JxgiIiIiIiIiIrJMb29vzOeys7MNLftHP/pR1PWXXHKJruXEmvSip6dH13LI/pgnjsQ8MRERERERERERDUdf//rXIQhC1OdSU1OxePFi/PCHP0RBQYHJkRERERFRsmloaEBFRUXEpBIAsHHjRqxduxb19fUoKyuzKDogJycH9fX1KC8vx8DAQNxt+/v7sWnTJmzatAnLli0b8iMldqmTXdl9LAQlS5ykDvuXiCi5cNILIorq8ccfRyAQiPm8IAi4+eabTYzIWrFmMg936aWXmhAJERERERERERFZKd6kF0a78847TSkn1s3NfX19ppRP9sE8cSTmiYmIiIiIiIiIaDiTfokP+Dgv/MADD+Cxxx7DbbfdhrvuugsTJkywIDoiIiIisruGhoa4k0n4fD6Ul5dj8+bNln7JvKysDJs3b476RfhYol0rA/apk90ky1hIljhJHfYvEVHyGRk/vUVEioiiiMceeyzuNldddRUKCwtNishafr8fDz74YNxtiouLUVxcbFJERERERERERERklbS0tJjPdXd3mxiJcc6cORN1fWpqqsmRkJWYJ47EPDEREREREREREQ13giBEfYiiiJ6eHtTU1KCoqAg//OEP0dXVZXW4RERERGQjfr8fFRUVMb9cHjQwMICKigr4/X6TIouurKwMzc3NqKmpwZe//GVN90PYpU52kSxjIVniJHXYv0REyYmTXhDREH/961/x3nvvxd1m8eLF5gRjA3fffXfCD2huvPFGc4IhIiIiIiIiIiJLZWZmxnxuuEx6cfr06ajrR40aZXIkZCXmiSMxT0xERERERERERMOdKIpDHgAiJr84ffo0fvzjH6OwsBBVVVU4efKkxVETERERkR3U1tbC5/NFrMvLy4PH40FeXl7Eep/Ph7q6OjPDiyonJwdLly7F5Zdfjv7+/ojn8vLyUFBQEPV1Z599tm3rZAfJMhaSJU5Sh/1LRJScnFYHMJwY+eb2j3/8w5JyAcDj8WD69OmGlkH2smHDhrjP5+Tk4PrrrzcpGmv97ne/S/jrfSkpKSPq5m4iIiIiIiIiopEs3qQXR44cGfLBaDI6evRo1PXx6k7DD/PE/8Y8MRERERERERERjVTSiS+C606cOIF7770XP//5z3HHHXfgu9/9LidOJiIiIhrBGhsbI5bz8vLQ3t6O9vZ2AEBubi46OjpCz2/fvh1Lly41NcZYYsUey+HDhwHYu05WSpaxkCxxkjrsXyKi5MRJLzQKJnNFUcTNN99sanlmlbt69WpOejGCdHV14Q9/+EPcbRYtWoSMjAyTIoq0f/9+5OfnIycnx/CyXnrpJVRUVCTc7qtf/SqKi4sNj4eIiIiIiIiIiKw3bty4mM8dOnQIM2bMMDEaYxw6dChiOZiPjld3Gl6YJ/435omJiIiIiIiIiIhiT37R2dmJu+++G/fffz/uvvtufOtb30JaWpqVoRIRERGRBbq6uiKW8/PzIyaOKCgoiPiCuXR7KyWKPRY718lKyTIWkiVOUof9S0SUnBxWBzCciKJo6MOKcmnkefLJJ9HT0xN3Gyt/re4vf/kLioqKUF1djePHjxtShiiK+PGPf4xrrrkmYVuMGjUK//M//2NIHEREREREREREZD8TJ06M+dy7775rYiTGeffdd0M3LQcJgoBJkyZZFBGZjXli5omJiIiIiIiIiGjkCU5oEesBIOL+4uB6URTR3t6O22+/Heedd56VVSAiIiIii7hcrojlo0ePRiwfOXIk7vZWShR7LHauk5WSZSwkS5ykDvuXiCg5cdILHSVK9mp9mF0ujUyPPvpo3OdnzpwJj8djTjAxdHV1YdWqVZg4cSKWLFmCv//977rtu6mpCZ///Odx9913Y2BgIOH299xzDwoLC3Urn4iIiIiIiIiI7C03NxcZGRkAMCSP+n//939WhKSrjz76CM3NzVGf46QXIwfzxMwTExERERERERHRyCLnR/SiTYARvl4URRw+fNiyOhARERGRdUpLSyOW29vbkZubC4/Hg9zcXHR0dEQ8P3v2bDPDiytW7AUFBVG3P/vss21fJysly1hIljhJHfYvEVFy4qQXOkqU8NX6MLNcGpn+9a9/YefOnXG3sfLX+6S6u7vxyCOP4LLLLsPEiRNx2223YdOmTfjwww8V7cfv9+MPf/gDrr76asyYMQN//vOfZb3ui1/8Ir7//e+rCZ2IiIiIiIiIiJJYUVFRxHLwZt7GxkaLItJPY2NjKEcszRUXFxdbERKZjHli5omJiIiIiIiIiGhkefXVV2M+NmzYgEWLFiE/Pz/qJBhERERERABQWVkJt9sdsa6jowNNTU1Dvlzudrvh9XrNDC+uWLEfOXIk6vaHDx+2fZ2slCxjIVniJHXYv0REyclpdQBEZB8bNmyI+3xGRgZuuukmk6JR5v3338cDDzyABx54AACQn5+PCy64AEVFRTjrrLMwbtw4ZGRkICUlBX6/H52dnfD5fHjzzTexd+9exZO9/Md//AeeeOIJfmhDRERERERERDQCXXzxxdi/f39osotgjuiDDz7Av/71L3zyk5+0OEL1XnjhhZjPXXzxxSZGQlZhnlg+5omJiIiIiIiIiGg4mDt3btznbr75ZgDAO++8g1dffRV//etfsXXrVvh8vtB2zJEREWnn9/tRW1uLxsZGdHV1weVyobS0FJWVlcjJybE6PIohGfrN6hjb2tqwbNky7Ny5E93d3cjMzMRFF12EmTNn4sCBA6GYzjvvPOzcuRN79+4NbTdz5kysX78ehYWFhscZzbZt2zB//nwcO3YMgUAADocD48aNw5QpU/D+++/bJs6mpiZUVFSgtbUV/f39SE1NxaRJk3DNNdfg8OHDpvR7Tk4O6uvrUV5ejoGBgbjbdnZ2Yvz48bZpTyWxR+N0OlFfX2/Y8RTtGCooKMCePXvQ3d0dum8lKysL999/P/74xz9GbGtWe4bH2dfXl3B7QRAwefJk/Od//idKS0tx3XXX4fnnn9f1XBXt/Ddt2jQAwJ49ezBp0iQcP3487r0CgiBg0qRJoTitPL9HO9bz8/MBAEePHrXk+I92nnS5XBgzZgza29tDMRUVFaG+vh4ej0fX8mORe1xLj99ox5sVx1C890ujjhe70Xr9YmVfEpF6gqj0Dr4RbsOGDViyZMmISM4GL3pXr16NVatWWR0OGay3txcFBQXo7OyMuc2iRYvwxBNPmBjVUDU1Nbj99tstjeGKK67ACy+8gOzsbEvjsJupU6di//79Q9aXlJRg3759FkRERERERERERGSM3/zmN/j2t78dMelF8N+VK1finnvusTpEVURRxMSJE4f8WokoinA6nThx4gRGjRplUXRkBuaJ5WOeeCjmiImIiIiIiIiIRpbdu3eHJsHYtm0bTpw4AUEQMDg4aHVoRKQQ87vWa2hoQEVFRcSEQkFutxv19fUoKyuzIDKKJxn6zeoY16xZg1WrVimefD6cIAioqqrCihUrdIwssc985jN45ZVXZG9vVZyVlZWoq6uTvb3R/a5HnwPWtKfStgSMjzNZ2lOvYz3a69WO2XjnPy2sOr+rGZ9Seseu9DwJAF6vF7W1tbqUL4eS98F449hux5Dex4vdaL1+sbIviUgbh9UBEJE9PPfcc3FvZAaAxYsXmxSNff3Xf/0XXnrpJd7ITEREREREREQ0gl166aVD1gU/TNywYYOqX/6wgz/+8Y84fPgwAIQ+9Av++8lPfpITXowAzBPLwzwxERERERERERERMH36dCxduhTPP/88jh8/jsbGRvzoRz+yOiwioqTT0NCA8vLymF/K9fl8KC8vR0NDg8mRUTzJ0G9Wx7hmzRqsXLlS85f1RVHEypUrsWbNGp0iS0zNF7mtiFPNl+CN7PeGhgbce++9mvscML8916xZo2pCAVEUce+99xrSnnodQ4Cx7annsR6NmjGb6PynhRXndz0mvAD0jV3NeRIA6urqUFlZqbl8ucrKytDc3IyamhosWLAAZWVlWLBgAWpqatDc3Bwx4UW8cWy3Y0jP48VutF6/WNmXRKSdIOpx5TOCPPvss7jzzjutDsNUt99+O/7rv/7L6jDIYFdffTVeeumlmM8XFRXhwIEDEATBxKiGsuoX/KZMmYIHHngAV155pellJwvO8kxEREREREREI8nkyZPx/vvvA/j4w7DgpBeCIKC2thZf+9rXLI5QuSuuuALbtm2LqEvw33vuuQcrV660OkQyGPPE8TFPHB9zxERERERERERERETJifld6/j9fkyZMkXWl3Ldbjeam5uRk5NjQmQUTzL0m9UxtrW1obi4WJcv6wcJgoCWlhYUFhbqts9otm3bhrlz56p+vVlxNjU1YcaMGapfr3e/KxlzSpjRnnqMV73b04hjCNC/PY2KMxq5bWzUWFQbj1Zaj/VotMau9TwJALt27YLH49G0D70oGcfJcgwl63Wj1usXK/uSiPThsDqAZHPjjTeira1tRD044cXwd+jQoYSzq91yyy2W38gMABdccAFKSkpMK+/888/Hhg0bsHfvXt7ITEREREREREREIddff/2QD8iCk0SsXLkSPT09FkWmzh//+MeICS+krr/+eguiIjMxTxwb88RERERERERERERERGSE2traIV/qy8vLg8fjQV5eXsR6n8+ny6+8k3bJ0G9Wx7hs2bKon6crId1eFEUsX75cc2yJzJ8/X9PrzYqzoqJC0fYpKSkRy3r3e6wx53Q6Ne3XjPaMNl4dDgdSU1Ojbj927FjDj6NoManhcER+dVTv9tQrTqmzzz5bdRtHG4vZ2dm6xqckHq2UHuvR6H38az1PAoDX69W8D73EOgdkZGRYcgwpfb/UcrzYjdbrFyv7koj0oe3KkYiGhcceewyBQCDm8w6HA5WVlSZGFFtZWRnKysrQ0dGBV199Fa+99hreeOMN7N27V7cvEpx77rkoKyvD1772NVx++eW2uImbiEguv9+P2tpaNDY2oqurCy6XC6WlpaisrBwyS6OSbe3Gitjt0F5tbW1YtmwZdu7ciY8++ginT5/G4OBgKLE6duxYfPKTn4QgCLrFF17mqVOnEAgEMHr0aJx33nnIz883pA22bduG+fPn49ixY6FrFEEQkJWVBZfLhZkzZ2L9+vWaZtVsampCRUUFWltb0d/fD0EQ0NfXN2Q7h8OB9PR0XdpWWubg4GDUa7BRo0YhJycHgUAADocDfX19yMzMVFXv8P7r7u5GT08PTp06FbXM8ePHw+VyYfLkyRgYGJBdT+mxEQgEsHv3bpw4cQIDAwMAgP7+/iGvCyaQioqKUF9fr2i2Xmm9HA4HTpw4EdGH0ZLoKSkpSE9PV1WmlHScxkran3feeZg+fXqoP7u7u5GZmRmxLLetpWPI4XBgYGAAoiiGHg6HQ9djRdq/Pp8PO3bsiNm+mZmZ+NSnPoW0tDRFx0p4OYcOHcK+ffvQ3d0NURSRmpoKp9OJ0aNHY2BgIOJ4cLlchpybn3nmGVRWVqK3tze0zuFwYNq0abjwwgtVlxHvvQRA6Lljx46hs7MTADBu3DiMHTtW1ZhJVL7asahXne1+vWFHbE8ie5k/fz5+9rOfhZZFUQzlkQ4dOoTq6mqsXbvWqvAU6e7uxve+972IdeGTX5SUlOCiiy6yIDIyE/PEkZgnJiKi4U6aY1Obg9SyX+m2GRkZqnKUWmIKzy9JczITJkzQpXw9/54Pr0vwM4LRo0ejuLgYKSkpePPNN9Hd3R3K+UyYMAHPPPMMpk2bpjqG8PilbXT69Gm88cYbGBwcjLsPpbnZWPnCIGnOOSUlBZ/61KfgcrlU57alubLw5ffeew+7d+8O5byBj/9mSk1NDeUwg3WbNGmS6raO179ut1t2nhmA7BjCy+zq6gp9FiQIAgRBwOjRo1XlfGOV0d3dDafTidOnT4c+K0lJSUFqaipGjx6NM2fOoLu7O/T5V1pamqpxc/DgQezfvz80bpxOZ0SeOS0tLdR+PT09hnz+legcZ0R+VlpmeD2lnzcZlV+3Ig9td3bM69oxJiIiIqKRqrGxMWI5Ly8P7e3taG9vBwDk5uaio6Mj9Pz27duxdOlSU2OkoaT9lpWVFdFvWVlZEffpWdFvVo+tnTt3Riw7HI64n0VGE/wMPvxetR07dugSXzTBv5WCbaSEmXEGtba2Ktp+cHDQ0H6Xjrns7GxVbQmY356xxmusMXvixAmcOHHC0GNdj2MIQNTX6Nme0jhj/dCKUocPHwag7lwV6/ynByvel5Ue69HoffwfO3ZMc0wtLS2a96FV8Lz/l7/8JWK9IAgIBAKh+0+MOCfFK1vpMaTleLEbrdcvsc6dRvalEZi/pRFNJCIaBgYGBsQ9e/aITzzxhFhVVSUuWbJELCsrEy+66CLx3HPPFcePHy+OGjVKdDgcYlpamjhmzBjx7LPPFi+++GLxuuuuE++44w6xvr5efPvtt62uStIqKSkRAQx5lJSUWB0a0YixZcsW0e12Rz0W3W63uGXLFlXb2o0Vsduhvaqrq0VBEKLGEO+hJT65ZerZBvPmzZNVL0EQxOrqalVleL1exe2otd56lamk3mrHjJJ6xjs2lD68Xq+p9VJSppTccapnW6sdQ1qOFb36N9GxorYcQRDEzMxMVWXGU1RUpEu9lNRzzJgx4pgxY3RvW7XtrNd53Q7vn8MJ25PInj71qU+JgiCIDocj9G/w/06nU/zLX/5idYiyLFy4MKIe0jo9+OCDVodIJAvzxNZijpiIKHnEy7FpyScp2a+SPJ+Ree5Y+SW9ytfz73ktudHU1FRTc3eJHvFys2bkJY2qFwAxPT1dVVvrlfuOl2uUxmDGZ09m5fSN6FMzPmPTs1wlZRqVX7ciD213dszr2jEmIiIish7zu9YpKyuLaHOPxxN3uayszOqQSRzab4keVvSb1WNL+ndHRkaGqr+Tpa9zu926xhmkNbdgVpzhpDk/OXkBI/td6XFhp/bUa7zq2Z56xRTtoWd7GpVn1TJmE53/zI5HKzXHutGxq4lB+prU1FQdW0k5Jed9vc9JRn1GMRyuG7VevyQ6d1rxfq0U87c00nHSCyIi0gUT3kTW2rJli+h0OuP+Eet0OsUtW7Yo2tZurIjdDu1VXV2tKYGhJj6lZerRBmomElB687Vek08oqbfeZcqpt9YxI6eeco4NpY9Ek1DoXS85ZUoZNeFFvLbWYwwpPVb07t9Yx4oR4yhRmfHInfBCaRlW11NN+VrP63Z4/xxO2J5E9vXEE09EnSwiuDx+/Hhx7969VocZV1VVVcI6nDlzxuowiSgJMEdMRJQc5ObYlOaTlOxXTZ7PjDy33uXr+fe8EbnRRDEYmdMCoudmzchLGl0vNW1tZP/GisGMz57MyulbnX81ot5KyzXjc6FErMhD250d87p2jImIiIjsgfld6yxYsCCizfPy8iKWc3NzI5YXLFhgdcgkDu23RA8r+s3qsTVx4sSI/TscDlV/o0q/JD1x4kRd4xRFfXILZsQpJWdCX+nDyH5XelzYqT31Gq96tqdeMUV76Nme0jj1fqgZs4nOf2bHo5WaY93o2FNSUjTHk5mZqWMrKaP0vK/nOcnIfPZwuG7Uev2S6Nxpxfu1EszfEnHSCyIi0gkT3kTW6ezslD3T47hx48Tx48fL2tbtdoudnZ1WVy9EST31it2KMqVaW1t1+QUsJfGpLVNLG7z22muq6iUIgtja2iqrjF27dumWFJJbb6PKjFdvvcZMvHoqOTaUPnbt2mVqveKVKaV2nGppa73GkJJjxaj+lR4rRo6jWGXGs3HjRkPKsLqeWspXe163w/vncML2JLK3gYEB8cILL4yYJEI6acSECRPEf/3rX1aHGlXwV2CjxR/893//93+tDpOIkgRzxERE9qckx6Ykn6Q0d6c2z2dGnluv8vX8e97I3GisGMzIaQGRuVkz8pJm1UtJW5vRv9KHy+Uy/LMns3L6Vudfjay33HLN+FwoESvy0HZnx7yuHWMiSnYffvih+Nprr0V9EBElG+Z3rXP//fcPaffc3FzR4/EM+VIfALGmpsbqkEkUxbVr1yr62+d//ud/TI/R6rH1pS99yZC/06+//npd4zQqt6B3nNFcdNFFimKK9iV1Pftd6XFhp/aMNl4FQVD8xXQ9j3WjjiEA4tVXX61bnNdcc40hMebn56s+V0U7/2VlZRkSpxnvy0qP9WgPvY//aH2j9DFt2jQdW0k+Pc77as9JRr3nnH322cPmulHr9Uus83lGRkbUPLoZ79dyMX9L9DEHiIiIiCip1dbWwufzRazLy8uDx+NBXl5exPrOzk4cP35c1rY+nw91dXXGBK2CknrqFbsVZUotW7YMoihq3o+S+NSWqaUN5s+fr+p1oihi+fLlsratqKhQVUYi8eptVJnx6q3XmJEKr2e0Y0MvXq836nqj6hWvTCm141Sp8LbWawwpOVaM6l/psaJnOenp6ZrPzZWVlarKTlRGvPeS7OxsVWUqiUFLO6s9r9vh/XM4YXsS2VtKSgruv//+IdcpwWVBEODz+fDpT38aGzdutCLEqHp6elBRUYHVq1eH1oXHHFRUVITbb7/d9PiIiIiIyBjRcmwOhwMZGRlwOCJvH1GST1Ky3+C+1dCa5w7GFH7Na1T5ev49r2duVBAEWTEYmQMOF56bNSMvaVa9gI//XpTT1kbmvrOzs6PG0NXVZfhnT2bl9M3oUzM+Y9NSrtYy9civW5GHtjs75nXtGBNRsvvjH/+IK6+8csjjqquusjo0IiJKIpWVlXC73RHrOjo60NTUhI6Ojoj1brdb9n1ORFaPrfXr16vOw8UiCALWrVun6z6j/a00duxYTfs0Is5o6uvrFW0/ODgYsZws5xQz2jPaeBVFEQMDA4aWG48Rx5ARZs6cach+jx49qvpcFe38d+rUKV3jUxKPVkqP9Wj0Pv5vvPFGrSFZlnuKdt6Xjpd4tJyTtJYdy+HDh4fNdaPW65dY5/Oenp4heXSz3q/lYv6W6GOc9IKIiIgoyTU2NkYs5+Xlob29HU1NTWhvb0dubm7M1ybadvv27YbErIbSeuoRuxVlSu3cuVO3fcmNT0uZatvg2LFjqsvcsWOHrO1aW1tVl5FIrHobWWaseus5ZqQ3pAfrKT029NTS0hJ1vZ71klumlJZxmkh6enrEcrCt9RxDco8VI/s3/FjRs5ze3l7N5+be3l7V5ccrI957ycmTJ1WXGWvMJCpf+jppclfufuOxw/vncML2JLK/z33uc7juuusgimLEeTV8EonTp09j0aJF+NrXvob29narQgUAvPLKK/B4PHjqqadCMUebtEMQBPzsZz9DamqqRZESERERkd6kOTaHw4FAIICenh4EAoEheQK5+SSl+1UiVo5SS0xavhwut3w9/57XMzcqiqKsGIzMEYYLz82akZeUlpGRkWFYmYODg7La2sjc98mTJ2V9XqhFrLFrVk7frLFqxmdsgLr8rNYy9civJzq2pOdyPfLQdmfHvK4dYyIaDkRRjPogIiKSKycnB/X19XA6nXG3czqdqK+vR05OjkmRUTx79uxRtP3u3bsNiiQ2q8dWYWEhqqqqdN1nVVUVCgsLdd1ntL+VTpw4oWmfRsQZjcfjUf2FZiP6XelxIZcZ7anXeNXzWDfiGAp6++23ddvXgQMHdNtXPErGrNzzn1nxaKXlWI9Gj9i1TkTs9Xrh8Xg07UOtaOd9JfXRck7SWrZcyXzdqPX6Rcm506z3a7mYvyX6GCe9ICIiIkpyXV1dEcv5+fkRywUFBTFfm2hb6b6tpLSeesRuRZlS3d3duu1LbnxaylTbBoFAQHWZcuPt7+9XXUYiseptZJmx6q3nmJHejB6sp5Hnhlhtpme95JYppWWcSklv8ExLS4tYDraxnmNIbhsa2b/h+zaqHCvey+KVkei9RK1YYyZR+dLXSW8ulrvfeOzw/jmcsD2JksMjjzyCs88+GwBiTnwhiiKefvppfOITn8Dq1atN+3XhoMbGRlx33XW4+uqr0dzcHHXCi+CyIAi47bbbcM0115gaIxEREREZS5ofSpQnkJtPUrrfcNI8mTQnGStHqTUmteSWr+ff80blRuPFYFZ+ITz/aUZeUlqGdJI/6XjUS7y21tK/SuKN93mhFrH6zaycvlljVe25R+mYUpOf1bOt1eYaEx1b0nrpkYe2Ozvmde0YE9FwIQhC6EFERKRGWVkZNm/eHPOXvt1uNzZv3oyysjKTI6NYlF4vW3V9HRxbsb70mpOTY+jYWrFiBaqrqzVfJwmCgOrqaqxYsUKnyP5N2jdavyRvVJyx1NbWKv4y/KhRo/DpT38aP/vZz7Bw4ULU1NTA7/erjsHv96OmpgZbt25VvY9YzGxPPcar3se6XseQlBX3pmuh5n0w0fnP7Hi0UnOsR6Ml9uCxvnDhQrz88suqY/B6vaitrVX9eq3U3tOrx3uRnvcTxzovDIfrRjXXxuHj8+9//zumTZsWc/9GXldowfwt0ceMm7KKiIiIiEzhcrkilo8ePRqxfOTIkZivTbStdN9WUlpPPWK3okypzMxM3fYlNz4tZaptA4fDgcHBQVWvlRtvamqqYZNQxKq3kWXGqreeY0b6CzTBehp5boj1S+J61ktumVJaxqmUdAKNvr6+iOVgG+s5huS2oZH9G75vo8qx4r0sXhmJ3kvUijVmEpUvfV1vb6+q/cZjh/fP4YTtSZQcxo8fjyeffBLz5s0L/ZJ18FoqOIlEcN1HH32ENWvW4L777sOXv/xlLFy4EFdffbUhvzDR0dGBZ599Fk899VRoNvhgPMH/BwXXCYKAT37yk1i/fr3u8RARERGRtaT5oUR5Arn5JKX7DSfNk0lzkrFylFpjUktu+Xr+PW9UbjReDGblF8Jzs2bkJaVlSHOvek58HC5eW2vpXyXxxvu8UItY/WZWTt+ssar23KN0TKnJz+rZ1mpzjYmOLWm99MhD250d87p2jIloOAnPuxIREalRVlaG5uZm1NXVYfv27ejq6oLL5cLs2bPh9XqT8pe6hzPp9XJ2djZOnjwZWs7KysKpU6dibm+mN998M+6P6bz55puGfjF2xYoVWLRoEZYvX44dO3agu7sbmZmZmDZtGmbOnIl33303NN7PP/987Ny5E3v27AltN2vWLKxbt86wX2KX9s3hw4cTvkb64xJB48aNw8UXX6xXaLItXLgQzz//PE6cOCFr+zNnzuC1114LLW/cuBFr165FfX294rHQ0NCAiooKQ370w4rr64svvhgulyvmJCCjRo3CmTNnQstmHOsXX3wxxo4dq+uXm624N12p/Px8zJ07V9P7YLzznxoTJ07EsmXLLHtfPv/88xW/Ztq0aTj77LM1X1NoPdZTUlJQUlKCuro6eDweVfvQS6Ic2fjx43H8+PHQcmZmJj73uc/p8l6kpuwrr7xyyPvl7Nmz8cUvfhEvvPDCsL1uVHJtHG98pqWlYezYsRBF0ZTrCi2YvyX6GCe9ICIiIkpypaWl2LhxY2i5vb0dubm5KCgowJEjR9DR0RHztYm2nT17tmFxK6W0nnrEbkWZUjNnzsShQ4d02Zfc+LSUqbYNJkyYgA8//FDVa2fNmiVru6KiIuzdu1dVGYnEqreRZcaqt55jRnozZrCe0mNDT8XFxVHX61kvuWVKaRmniUhv/A+2tZ5jSO6xYmT/hh8repaTlpaGkpISTefm9PT0uF/AiCdeGfHeSw4cOBDxoZcSscZMovKlr5N+ACt3v/HY4f1zOGF7EiWPOXPm4JFHHsEtt9wCAEMmvgiuCy6fOXMGTz31FJ566imMHj0an/70p3HFFVfA4/GgpKQE5557rqLy+/v78c4772Dfvn3Yvn07tm7dij179sSNISh83eTJk/Hiiy/q9kvYRERERGQf0hxbcMK2YF5EmieQm09Sul8lYuUotcTU09OjOh655ev597yeudHgJHeJYjAyRxguPDdrRl5SWoaWsZBISkoKpk2blrCtjcx9Z2Vl4bzzzkv4eaEWscauWTl9s8aqGZ+xAerys1rL1CO/nujYkp7L9chD250d87p2jImIiIiIIuXk5GDp0qVYunSp1aFQAtLr65MnT9ry+nrNmjVYuXJlzOdFUQw9b+SvnRcWFmLTpk2G7V8LpbkFh8MRc5LLzs5OlJeXD/n1eSM1NDSgvLwcAwMDmvbj8/kUx65X2bGYNT6D5NTnzJkzcLlcmDx5sinHulFtLDf3L4dR+bk777xT0/thovOfGsuWLbPsPVptffbs2YMbb7xR0zGkxzhct26dba5vlObI/ud//ke32PUue7hfN8q5Nk40Pvv6+uD3+019b1aL+VuijwmilrsLiIiI/r+pU6di//79Q9aXlJRg3759FkRENHL4/X5MmTJF1syZ48aNgyAIETNAxuJ2u9Hc3GybmR6V1FOv2K0oU6qtrQ3FxcWabgoGlMWntkwtbbBt2zbMnTtX8esEQUBLS4us2TabmpowY8YMxWUkEq/eRpUZr956jRmp8HoqOTaU2rVrV9RZfI2qV7wypdSOU6XC21qvMaTkWDGqf6XHipHjKFaZ8TzzzDNYsGCB7mVYXU8t5as9r9vh/XM4YXsSJZ+amhosW7Ys6uQSQOSvkUSbeCIoIyMDZ511Fs466yyMHz8eGRkZSE9Ph9PpRG9vL3p7e9Hd3Y329na0t7ejo6Mj4uaaWOXGW3/WWWfh9ddfR1FRkdrqE9EIxhwxEZH9KcmxKcknKc3dxfolxETMyHPrVb6ef88bmRuNFYMZOS0gMjdrRl7SrHrJjQcwp3+lXC4XTpw4YehnT2bl9K3Ov0rpWW+55ZrxuVAiVuSh7c6OeV07xkSU7DZs2IAlS5aErm/D/x0cHLQ6PCIiRZjfJVImGa6vjcoFDjdW5xG1MCIvIjd2M/NsZoxPPeqjd79bcZ+uGkblprTEaMeYtNBaHy3HkB7j0G7vMVa+hyfD9UMyGW7tOdzqQ6SWw+oAiIiIiEibnJwc1NfXw+l0xt3O6XTiySefxBNPPCFr2/r6elv9EaSknnrFbkWZUoWFhaiqqtK0D6XxqSlTaxvMmTMH8+bNU/y6qqoq2Ukwj8cDr9eruIx4EtXbiDKB+PXWY8xISesp99hQyuv1xkwIG1GvRGVKqR2nSkjbWq8xpORYMaJ/ox0rRo2jeGXGM3/+fMVf8JVThtX1VFu+lvO6Hd4/hxO2J1Hy+d73vocHH3wQKSkpAIZOZiGKYuiDaEEQQo/g+uDjzJkzaGtrw/bt2/Hiiy/i97//PZ566inU1dXhmWeewXPPPYe//OUvaGpqwtGjRzE4OBjx+lj7Dxc+4cWUKVPwt7/9jRNeEBEREQ1jSnJsSvJJSvZbXV2tKs9nRp5bz/L1/HveqNxovBiMzmkBQ3OzZuQlzaiXkngA4/s3WgxPP/204Z89mZXTtzr/KqVXvZWUa8bnQolYkYe2Ozvmde0YExERERFRskqG6+tly5YN+XzY4XAgIyMDDkfkV8lEUcTy5cvNDM82nn/+edVfJM/Ly4PH40FeXl7Eep/Ph7q6Oj3Ci6u2tnbIF2PT0tIU7SM9PT1iWW7s0crOzs5WVLZcZozPaPUJ9q/L5Ur4eiOO9WgxBe9D0eq1117TZT+AtmMoHi35rmjnPz2YmccNp7U+Wo6hWMdGQUGBovJfeOEFVeUbwcr38GS4fkgm8c7dVr03a8HxQfT/iURERDooKSkRAQx5lJSUWB0a0YixZcsW0e12Rz0W3W63uGXLFlXb2o0Vsduhvaqrq0VBEKLGEO+hJT65ZerZBvPmzZNVL0EQxOrqalVleL1exe2otd56lamk3mrHjJJ6xjs2lD68Xq+p9VJSppTccapnW6sdQ1qOFb36N9GxorYcQRDEzMxMVWXGU1RUpEu9lNRzzJgx4pgxY3RvW7XtrNd53Q7vn8MJ25Mo+fz5z38WXS6XKAiC6HA4RIfDIQqCEPURfD7aI9ZrtL4+/Pm5c+eKnZ2dVjcZESU55oiJiJJHvByblnySkv0qyfMZmeeOlV/Sq3w9/57XkhtNTU01NXeX6BEvN2tGXtKoegEQ09PTVbW1XrnveLlGaQxmfPZkVk7fiD414zM2PctVUqZR+XUr8tB2Z8e8rh1jIkpWjzzySCjXKv2XiCjZML9LpI6dr68nTpwYEY/D4Rjyt2H48sSJEy2L1UoLFixQ9fd7Xl5exHJubm7E8oIFC0yPXRqT3Iea2PUqO17uwszxmag+Y8eONT3HYWQb6zk+1R5DiR5a+jzR+c+KmLRQUx+9jiG9xqEZ50SlrHwPt/P1QzJJND6teG/WA8cHjXSCKBowdRUREY04U6dOxf79+4esLykpwb59+yyIiGhk8vv9qKurw/bt29HV1QWXy4XZs2fD6/UOmclPybZ2Y0XsdmivtrY2LF++HDt27MBHH32E06dPY3BwEA6HA6mpqXC5XJg+fToEQdAtvvAyT506hUAggKysLBQXFyM/P9+QNti2bRsWLFiAjo4OBAIBAB//AnVWVhZcLhdmzZqFdevWyf6VwWiamprg9XrR0tKC/v5+CIKAvr6+Ids5HA6kp6fr0rbSMgcHB0P1Czdq1Cjk5ORAFMVQXJmZmarqHd5/3d3d6OnpwalTp6KWOX78eOTk5GDSpEkYGBiQXU/psREIBLBnzx50dXVhYGAAANDf3z/kdcFZ44uLi1FXVxfxy2xK6+VwOHDixImIPoz2p25KSgrS09NVlSklHaex/rQ+77zzMH369FB/dnd3IzMzM2JZbltLx5DD4cDAwMCQX3PX81iR9q/P58OOHTtitu/o0aNx8cUXIy0tTdGxEl7OoUOHsG/fPnR3d0MURaSmpiI1NRWZmZkYGBiIOB5cLpch5+ZnnnkGlZWV6O3tDa1zOByYNm0aLrzwQtVlxHsvARB67tixY+js7AQAjBs3DmPHjlU1ZhKVr3Ys6lVnu19v2BHbkyj5HDp0CDfffDNeffVVCIIQWi8nLR++vVxK9iuKItLS0rB69WrceeedQ37Nh4hIKeaIiYiSizTHpjYHqWW/0m0zMjJU5Si1xBSeX5LmZCZMmKBL+Xr+PR9el+BnBKNHj0ZxcTFSUlJC6wOBABwOB3Jzc7Fx40ZMmzZNdQzh8Uvb6PTp03jjjTcwODgYdx9Kc7Ox8oVB0pxzSkoKPvWpT8HlcqnObUtzZeHL7733Hnbv3h3KeQMf/22VmpoaymEG6zZp0iTVbR2vf91ut+w8MwDZMYSX2dXVFfosSBCEUL5ZTc43Vhnd3d1wOp3o7u5GX18fBgcHkZKSgrS0NGRmZuLMmTPo7u4OxZCWlqZq3Bw8eBD79+8PjRun0xmRZ05LSwu1X09PjyGffyU6xxmRn5WWGV5P6edNRuXXrchD250d87p2jIkoGW3YsAFLliyBIAihc13w30TXR0REdsP8LpF6dr2+njBhQsSvn2dkZKCnpyfmstvtxrFjx0yN0Q4+//nPo6GhIbR89tln4/DhwzGXgzweD5qammIul5WVYcuWLYbEHCSNXRqDXGpi16vsWMwen4nqI112u934zGc+Y+ixrmcbjx07FidOnAgt6zk+Ex1DcqWmpkbkfbX0eaLznxUxaaGmPnodQ2rHoXQcmHFOVMPK93C7Xj8kE6XnbruOw2g4Pmgk46QXSeLQoUOmlDNmzBi4XC5TyiKi4YUJbyIiIiIiIiKi6H7zm9/gnnvuwbFjxxRPfqGHaGVedtll+OUvf4np06ebEgMRDX/MERMRERERERHRSMJJL4hoOGF+l2j4mTRpUsT3kBwOR8SPdAWvXYImTpyIgwcPmhqjHSxcuBAbN24MLefl5aG9vT20nJubi46OjiGvS7TdggUL8PTTTxsU9ccSxS6Xmtj1KjsWs8en0nGQTP0LGBu/XnHq2eeJzn9WxKSFmvroFbva/rXimKGRx47nbiLSjj/dliQmT56MwsJCwx8XX3yxqtnLiIiIiIiIiIiIiCi62267Da2trVi9ejXGjBkDURRDNz+HP/Qk3W+wzBkzZuDFF1/Etm3bOOEFEREREREREREREREREdEwNHPmzIjlQCAAQRCQkZEx5MvQADBr1iwzw7ON0tLSiOX29nbk5ubC4/HEnPBCznazZ882LOagaLGnpaUp2kdaWpqq2KOVnZWVpajseMwen0rHgVX9m5KSomgfGRkZhsevR5yAvn0e7fynhl3Ok2rqo1fssY6NgoKCqNufffbZlh0zNPLY8dxNRNoJolk/JTdMdXd3o6qqKu4FQ2FhIW677TZN5Tgc5sxPIggC7rrrLqxdu9aU8oho+OAsz0REREREREREiXV3d+Ppp5/GQw89hDfeeCO0Xu9JL4B/f4idkZGBr371q7j11ltx6aWX6l4OERHAHDERERERERERjSwbNmzAkiVLQl8aDf93cHDQ6vCIiBRhfpdo+Glra0NxcfGQLz5HIwgCWlpaUFhYaEJk9uL3+zFlyhT4fL6E20abLCQat9uN5uZm5OTk6BFiTEpil0tu7EaUHYsZ41NJfZK5fwH94zciTq19ruT8Z1ZMWmitj5bY9ehfs44ZGnnseO4mIu3MmUlhGFu/fj1+8pOfYN26dVEfv/nNb3DZZZfpUpb0V/+MeIiiiHXr1qG1tVWXmImIiIiIiIiIiIjo3zIzM7F48WI0NjaipaUFP//5z/G5z30OmZmZEEVxyCORaK8RRRHnnHMOFi9ejE2bNuHYsWOora3lhBdERERERERERERERERERCNAYWEhqqqqZG1bVVU1Iie8AICcnBzU19fD6XTG3c7pdKKqqkrWdvX19aZ8qVZu7HIpiV3vsuMxY3wqGQfJ2r+AMfEbEafWPldy/pPLyvOk1vpoiV1r/5p5zNDIY8dzNxFpx0kvNPD5fPjpT38amiwi2s3IDz30EKZNm6ZbmbFuYNbjEdTf36/7xR0RERERERERERERRSosLMR3vvMdbNmyBR999BH279+PJ554AnfffTe+9rWv4YorrsD555+PvLw8jBkzBqmpqRAEARkZGcjJyUFBQQGmT5+Oa665Bt/85jfxox/9CH/605/w4Ycf4uDBg3j44YfxpS99CaNHj7a6qkREREREREREREREREREZKIVK1aguroagiBEfV4QBFRXV2PFihUmR2YvZWVl2Lx5M9xud9Tn3W43Nm/ejBUrVsjarqyszMhwIySKXS41setVdixmj0+54yAZ+xcwNn694tSzzxOd/6yISQs19dEr9kT9GysmK44ZGnnseO4mIm0EUc5PxVFUq1atwpo1a4a8OYuiCEEQsGjRItTV1elSlsPhCE2uYZRgPURRhNPpxN69ezFlyhTDyiOi4WXq1KnYv3//kPUlJSXYt2+fBRERERERERERERERkVmYIyYiIiIiIiKikWTDhg1YsmRJ6N7e8H8HBwetDo+ISBHmd4mGt7a2Nixfvhw7duxAd3c3MjMzMWvWLKxbtw6FhYVWh2cbfr8fdXV12L59O7q6uuByuTB79mx4vd6IX4eXu53VsZ9//vnYuXMn9uzZE+r3adOmYebMmXj33Xd1iz1a2dOnTwcA7N69O6KcuXPnoqqqKmIsXnDBBQCAt99+2xbjM1n695xzzsGf/vQnvPfee+jv70dqaiqKi4vxy1/+Ert27bIkfrlxnnvuuSgoKEBLS4vhfR7t/FdcXIwjR47g/ffftyQmLaLVx6xjKNax8cUvfhEvvPCCrY4ZGnnseO4mInU46YVKZ86cwbnnngu/3w/g3xNdBP9/9tlnY+/evRg7dqwu5Zkx6QWAiKT7rbfeil//+teGlkdEwwcT3kREREREREREREQjF3PERERERERERDSScNILIhpOmN8lIiIiIiIiIqs5rA4gWT355JPo7OwEgIiJKIIJ65/97Ge6TXgRjyAIujyk+xRFEU888QROnTpleB2IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIaORxWh1AsqqtrY1YDp+h+dJLL8WXv/xlU+IIn3BDi2D8wToAwOnTp/Hkk0/i1ltv1aUMIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIionja2tqwbNky7Ny5E93d3cjMzMTMmTOxfv16FBYWWh2ebUVrt0984hMAgHfeeYdtqdC2bdswf/58HDt2DIFAAA6HA263G1/96lfh8/nQ1dUFl8uF0tJSVFZWIicnx5I4m5qaUFFRgdbWVvT39yM1NRWTJk3Ctddeiw8++CAU57Rp0wAAe/bssST2aOOzqKgIR44cwQcffBCKvaioCPX19fB4PIbG4/f7UVtbi8bGxlB7jB8/Hr/73e/g8/lCfT5hwgQ88sgjePfddyO2Nas9o7VbTk4O9u7di8HBwdB2KSkpWLZsGerr64eM2a985Ss4fvy4oXFGO15cLhfGjBmD9vb2UP+ec845KCgoQGtrqyXnpGj9npaWho0bN6Kvry+0XXp6OmprazF//nzT4yktLcUVV1yBe++9N+H7oBHvl7Fikjtmoo2FcePG4ROf+AQOHToUivOiiy7CzJkzceDAAVXlRKt7tH1afe7TIlmuh6yOU+uYtRvWh0YyQdRr1oQRpKWlBeeff35oogggctKLf/zjHygtLdW1TIfDEVFG8N+HH34Yt9xyi6Z9P/HEE/B6vVH3f/nll2Pr1q36VIKIhrWpU6di//79Q9aXlJRg3759FkRERERERERERERERGZhjpiIiIiIiIiIRpINGzZgyZIlUe+9Df/iGRFRMmB+l+xmzZo1WLVqVdQfiRUEAVVVVVixYoUFkdlbvHaLhm0Z32c+8xm88sorsrd3u92or69HWVmZgVENVVlZibq6Ok37MCN2peMTALxe75AfrdZLQ0MDKioq4PP5dN+3nu2ppt3k0jNOpcdLNGack9T0e1FREVpaWmwTT3g7GfF+GS8mOWNGj7Egpxw9jg2rzttyJcv1kNVxah2zdsP60EjnsDqAZPTcc89FLIcnqi+77DLdJ7ww2k033YTzzz8fwMd1Cf4riiL+/ve/o6Ojw8rwiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIaJhbs2YNVq5cGfNLrKIoYuXKlVizZo3JkdlbonaLhm0Zm5ovbft8PpSXl6OhocGgqIbSY8ILwPjY1YxPAKirq0NlZaXu8TQ0NKC8vNyQCS8A/dpTbbvJpVecekxyABh/TlLb762trSguLrZNPMF2+sxnPqP7+2WimBKNGb3GQqJy9Do2rDhvy5Us10NWx6l1zNoN60MECKJRVz7D2FVXXYWtW7dGnZ1506ZNuO6663Qv0+FwRC3v4Ycfxi233KJ5/7W1tbj55pujlvHQQw9h8eLFOtSCiIYzzvJMRERERERERERENHIxR0xEREREREREI8mGDRuwZMmSqPfdDg4OWh0eEZEizO+SXbS1taG4uFjWl1gFQUBLSwsKCwtNiMzelLRbNGzLSNu2bcPcuXNVv97tdqO5uRk5OTk6RjVUU1MTZsyYoes+jYhd6/gEgF27dsHj8egSj9/vx5QpUwyb8CKclvbUo93k0hKn1uMlGiPOSXr0+8aNGzF//nzbxCOX3PZUElO0MWPEWIhWjhHHhlnnbbmS5XrI6ji1jlm7YX3sXR8yj9PqAJLN6dOn8frrr0MQBAAI/QsABQUFhkx4YYYFCxbgO9/5Drq7uyPqBABbt27lpBdEREREREREREREREREREREREREREQJXHXVVVaHoDtBEHT5xV4iIqJ4li1bNuSLkw6HA2lpaejr60MgEAitF0URy5cvx6ZNm8wO03aitZsSbMtISr/U7nA4Isamz+dDXV0dli5dqndoESoqKjTvIzs7GydPngwtGxG71vEJAF6vF7t379Ylntra2iFfwA1OYKeVnu2pR7vFIq2vljj1mgQinBHnpGj9rlRlZaVu9Y0WT15eHs6cOYOPPvpoyPapqakYHByMONdIaX2/jBVTfn4+jh49ivb29tD6aGNGj7ZJT09Hb29v3HKiHRtKj2Ezzn1aJMv1kNVxah2zdsP62Ls+ZB5OeqHQG2+8gYGBgagzM99www1Wh6daeno6PvvZz+K5556LmNBDFEVs27bN4uiIiIiIiIiIiIiIiIiIiIiIiIiIiIjsKfhFD1EU8dprr1kcjb6C90kTEREZbefOnRHLwckEenp6AAz9UuuOHTtMjc+uYrVbPGzL2I4dO6Zo+0AggNzcXHR0dITWbd++3fAvbra2tmrex8mTJw2PXc34lGppadEtnsbGxojlvLy8iC/eaqFne+rRbrGIoqhbnEqPl1iMPifp0e/hkzGYHU9/fz+A2JM76PF+GSumYFyJxoweY6G3tzdhOXocG2ac+7RIlushq+PUOmbthvWxd33IPJz0QqF//vOfMZ8zYnYyM1133XV47rnnAEQmqD/44AMcPnwYZ599toXRERERERERERERERERERERERERERER2ZtRv8hsBU52Qcmkv78fH3zwAd5//3188MEHOHHiBLq7uzEwMICxY8di7NixyM3NxYwZMzBu3DirwyWiKLq7uyOW09LSQl+cBD7+sdfwZen2I1WidouGbRmbmokFCgoKIr642dXVpWNE0QW/BB8U68vwiRgdu5rxKa2LtK5aSOuXn5+v26QXgH7tqabdlNArTr0m4jD6nGR0vyulNh5pOwXp8X6ZKKZEY0avsZCoHL2ODSvO23Ily/WQ1XFqHbN2w/pEbk8jFye9UCh8BqLwRG5WVhZmz55tRUi6ufLKK2M+t2fPHk56QUREREREREREREREREREREREREREFAcniiAy3sDAAHbt2oW///3vePPNN7Fnzx68/fbb6Ovrk/X6wsJCfPazn8XixYtxySWXGBwtEcmVmZkZsSw9pnt7e+NuP1Ilardo2JaxORwODA4OKnrNkSNHIpZdLpeOEUWXmpoaMRmE2onXjI5dzfiU1iU1NVW3eKT1O3r0qG77BvRrTzXtpoRecao5XqIx+pxkdL8rpTYeaTsF6fF+mSimRGNGr7GQqBy9jg0rzttyJcv1kNVxah2zdsP6RG5PI5fD6gCSzVtvvRWRjBZFEYIgYPbs2UmfpJ44cSJGjx4NYGjCfd++fVaERERERERERERERGQbTzzxhNUh2N7777+Pbdu2WR0GERERERERERERkWVEURw2DyI7+vvf/46xY8fikksuwe23344nn3wSu3fvVvSFt7a2Njz00EMoLS3FzJkz8Y9//MPAiIlIrpkzZ0YsBwIBCIKAjIwMCIIw5L1p1qxZZoZnW9HaLRGr29Lv96OmpgYLFy7E5z//eSxcuBA1NTXw+/2Wlz1hwgRF+xMEIeKXygGY8qPKRUVFmveRlZVleOxqxqdUcXGxXuGgtLQ0Yrm9vV237wPq2Z56tFsseo5ZpcdLLEafk6L1u1Lp6el6hRM1ntzcXIwZMybq9qmpqVHfB4P0eL+MFZPH40Fubm7CMaPHWEhLS0tYTqxrBSWiHaubN2/GpEmTcO2112LlypWWvj9JJw+x6/WQ1ddtWses3bA+9q4PmUcQmZGULRAIIDMzc8hMeIIgYNWqVVi9erVhZTscjtDJPvzfhx9+GLfccotu5XzqU5/Cjh07Qm/2wXIWL16Mhx56SLdyiGj4mTp1Kvbv3z9kfUlJCSfOISIiIiIiIqJhweFwYMaMGfjf//1ffOYzn7E6HFvp6urC2rVr8atf/Qp33XUXVq1aZXVIRGQy5oiJiIiIiIiIaCTZsGEDlixZEveLR8NB+D3LevxqL5EeGhoa8PnPf17XfQqCgO985zu4//77kZKSouu+kwHzu2QXbW1tKC4ulvXeKggCWlpaUFhYaEJk9qak3aIxuy0bGhpQUVEBn8835Dm32436+nqUlZVZVnZmZibmzp2rugy3243m5mbk5ORoCTWhpqYmzJgxQ9d9GhG71vEJALt27YLH49ElHr/fjylTpkQdA3rT0p56tJtcWuLctm2bpuMlGiPOSXr0+8aNGzF//nzbxCOX3PZUElO0MWPEWIhWjpnHhjQWq96f4rHyesjq6zatY9ZuWB9714fM47A6gGTS0dERmgFWejI+//zzrQhJdxdeeGHU9UeOHDE5EiIiIiIiIiIiIiL7aWpqwuc+9zmUlZXhX//6l9XhWK63txf33XcfiouLsX79evT29lodEhEREREREREREZGlBEEYNg+ikUIURfziF7/AokWLMDAwYHU4RCNWYWEhqqqqZG1bVVXFCS/+PyXtFo2ZbdnQ0IDy8vKYX4D0+XwoLy9HQ0ODZWV3d3dj3rx5qspwOp2or6835UubHo9HdZzRGBV7YWEhKioqVL/e6/XqNuEFAOTk5KC+vh5Op1O3fUajtT21HtdyaY1zzpw5uo5DwJhzktZ+Lyoq0m3CCz3iASC73eW2p9yYYo0ZvcdCrHLMOjakrHx/isfK6yGrr9u0jlm7YX3sXR8yDye9UKC9vT3mc8XFxSZGYpzc3Nwh60RRxNGjRy2IhoiIiIiIiIiIiMh+RFHESy+9hFmzZuFLX/oSGhsbrQ7JdCdPnsSPf/xjTJ48GXfeeSf8fv+w/jVDIiIiIiIiIiIiIrlEURxWDyK7EwQBU6dOxbe+9S388pe/xEsvvYTW1lYcP34c/f39OHXqFA4fPoxXX30VP/nJTzBjxoyY+3rmmWfw/e9/38ToiUhqxYoVqK6ujjn5kiAIqK6uxooVK0yOzN4StVs0Zrel3+9HRUVFwsmFBgYGUFFRAb/fb1nZv/3tbxV/edvtdmPz5s0oKyvTEqpsfr9ftx/qMDJ2v9+PP/3pT6pe6/V6UVtbq3NEQFlZGTZv3gy32637vgH92lPNca2EXnG+/PLLukx2YPQ5SW2/FxUVoaWlxTbxBNvp5Zdf1v39MlFMicaMXmMhUTlGHxuxWPn+JGWX6yGrr9u0jlm7YX2IAGOnJRtm4k16cc4555gSg9FvxllZWUPKE0URHR0dhpZLRERERERERERElCyCeVNRFLF582Zs3rwZc+bMwd13342rr77a6vAM1dHRgfvvvx8PPPAAPvroo9ANz8E2ISIiIiIiIiIiIhqJgjlSQRCwatUqq8MhGvZcLheuueYafOlLX8K8efMwbty4mNs6nU6MHj0aBQUFuOKKK/D9738fL730Er71rW+htbV1yPY///nPsWjRIlx88cVGVoGI4lixYgUWLVqE5cuXY8eOHeju7kZmZiZmzZqFdevWWfaL5nYXq90uuOACAMDbb79taVvW1tYO+RX7vLw85Ofn4+jRoxHf2fL5fKirq8PSpUstK/vll1/Gtm3bsGDBAnR0dCAQCMDhcMDtduPGG2/EsWPH0NXVBZfLhdmzZ8Pr9Zr6K+XR6hTPjBkz8NWvfhUAsHv3btNijxanw+EIXT8HAoGI51JTU3HBBRegrq4OHo/HkJiAj7+I29zcjLq6OtTW1mLXrl2yX5ueng5BENDT0xOxfsaMGaisrNS1PcOP61dffRVdXV2a9zl27Fjce++9usYZfrx8+OGHiu4fcblcuPLKK005J4X3+/bt20PHQVpaGjZu3Ii+vr7Qtunp6aitrcX8+fNNj2f27NmYO3cuqqqq4r4PGvF+GS8mOWMm1rlz3LhxuOCCC3Dw4MFQnNOmTcPMmTPx7rvvKi4nVt2j7XP69OkAPj73/fWvfx3yPdl49zylp6ejt7c3tGzl+xNg7vEil9XXbVrHrN2wPjTSCSLvQpVt06ZN+MpXvhKRmA7+e/z4cbhcLsPKdjgcQ9YJgoCHH34Yt9xyi27l3HfffbjjjjsiJtcQRRE5OTk4fvy4buUQ0fAzdepU7N+/f8j6kpIS7Nu3z4KIiIiIiIiIiIj0FX7jRTCHGj7pAwBcdNFFuPXWW/G1r30NY8aMsSxWvf3tb3/DQw89hN///vfo7e0dUm8AoXZZvXo1b+omGoGYIyYiIiIiIiKikWTDhg1YsmRJ1HuKBwcHrQ6PaFg7ffo00tLSkJqaqmk/HR0duOKKK/DWW28Nee66667Dc889p2n/yYT5XSIyw8KFC7Fx48bQcl5eXsSXeXNzcyO+iLxgwQI8/fTTSV+2UZKlTskQZ6IYYzE7drVxSmVmZuL06dN6hhYhGfqcRq5Jkybh0KFDoWWHwzFk8h0pvj8REZnHaXUAySR8Viap7OxsQ8v+0Y9+FHX9JZdcoms5WVlZUddLZ58jIiIiIiIiIiIiGmlSUlIQCAQiJnqQTn6xZ88efPe738Udd9yBG2+8EUuWLMF//Md/WBKvVp2dnaitrcXDDz+Md955B8DQST6C6wRBCN3UrfUmUyIiIiIiIiIiIiIiolhGjx6ty35yc3Px5JNP4lOf+tSQyWr+/Oc/4+TJk4Z/R4CIaCTp6uqKWM7Pz4/4Ym9BQUHEF3ul2ydr2UZJljolQ5yJYozF7NjVxhm8lyOov79f79AiJEOf08jV3d0dsZyWlpbwe7N8fyIiMg8nvVAg3qQXRrvzzjtNKSf8RuVwfX19ppRPREREREREREREZFc7d+7Ed77zHfztb3+LOulD8P+iKKK7uxu1tbWora1FYWEhbrjhBtxwww26T2SsN5/Phz/84Q/4/e9/j1dffRUDAwMRNz/Em+zi/7F35/FR1Pf/wF+z2RwmARLcZCUIGCKgQXAJaND6BRW1UYzWrwfBmsSCiMdPQaj24pAEW49KgXpUkfabRAS0rSIg8S5o20RIiAdRoyGIEMxBEq6QkGN+f/DYNbs7e8zuXJt9PR+PPGCOnc/785nPZ2b2szOfiY+Px5IlSzB//nwdIiciIiIiIiIiIiIiIpJnwoQJyMrKwtatW53md3R04D//+Q9++tOf6hQZEVH/k5CQ4DR96NAhp+n6+nqv64dq2moJlTyFQpy+YvRE69gDjbPvPR8AVH+RSSjscwpfsbGxTtP+PDPL8xMRkXZMegcQSqKiojwucx3lKVSdPHlScj7fzEdEREREREREREThbty4cdi+fTuKi4thtVodNwb0HfDCPgiEfSAIURSxd+9e/PGPf8Qll1yC4cOHY968eXjzzTcNMfq+KIqoqKjA008/jSuvvBJDhgzBPffcg3fffRddXV1uebJ/BoBTHnNycvDVV1/hl7/8JcxmjrdNREREREREREREREShISsrS3L+wYMHNY6EiKh/y8zMdJpuaGhAcnIybDYbkpOTnd5kDwCTJ0/uF2mrJVTyFApxeooxJSVFcv2hQ4fqErunOGNiYmRtJy0tTcmw3ITCPqfwlZGR4TTd29vr8SXywOnniXl+IiLSjiC6DtdFHr3xxhv43//9X8eNvH3/ra+vh9Vq1TvEoD322GNYvHix29v6EhMTcfjwYR0jIyKjGzt2LKqrq93mp6enY8+ePTpERERERERERESknmPHjmHp0qV47rnncOrUKbc+VdcfRPt2xduXCYKA8ePH4/LLL8ell16K8ePHY9SoUV5/TA1WS0sLPvvsM1RUVGD79u346KOPcPToUa9x9p3vOm/cuHFYtWoVLr/8ctViJqLQwD5iIiIiIiIiIgona9euxZw5cyTvKe7p6dE7PCKSYdOmTfjZz37mNv/3v/89fvOb32gfkA7Yv0tEWmhtbcXo0aPR3Nzsc12LxYKamhokJiaGfNpqCZU8hUKccmL0RIvYlYgTAHbv3g2bzaZMUBJCYZ9T+Kqrq0NaWhoCfaSa5yciInXxdWsyxMbGelzWXwa9OHTokOR8b3knIiIiInW0traiqKgI5eXlaGtrQ2xsLHp7e2EymdDe3o6EhARkZmYiPz8fAJzW7bssmI4N1xiU2K6vbdbV1WHBggWorKzEiRMn0NPTg7i4OKSlpSElJcWw+ZJrx44dmDFjBpqamtDb2wsAiI6Oxvjx4zFy5EhF4ulblu3t7TCbzThx4gS6urrQ09ODyMhIjBw5EiUlJYp1YLuWbWdnJ3bt2oX29nanG3siIiIQHR2tePoAsHHjRuTn56Ozs9NpvpJpVlVVITc3F3v37kVXVxfMZjMGDRqE8ePHo6OjA7W1tThx4gQiIiIQFxeHjIwMrFixAqmpqQGnqUe9da1DsbGxiuTF6IxwjCAiIuMbMGAAVqxYgXnz5mHJkiVYt26dY/R/+8AQfQeKkBpAQhRFVFVV4dNPP8WqVasAADExMUhPT8f48eORmpqKoUOHOv6GDBmC+Ph4REVFScbU29uLkydPorm5GQcPHsSBAwdw8OBBfP/996iursbnn3+OH374wekzrj/iehqswzX+tLQ0LFu2DDNnzlR1kA4iIiIiomCxr0c54VSWeudVq/T1zicFL9B9yH1PRERE9CNPv7vw/nki8ofS36+0vGfzxhtvxKZNmzS9P7SkpATZ2dno7u72uA2z2YySkhJFv58GmrbU/XMXXHABMjIy8O233+r6ndrfPAHAqVOnYLPZdIldz/3uLzllKUWr2IONEwDy8vJUG/Cib/s/55xzcPjwYa8DCwiCgBEjRuC+++7Tve/17LPPxtatW/Hdd9+hq6sLkZGRGDFiBKZPn44DBw7o0kebkZGB+++/33Gfsj2m6667DgcPHmSfXoBSU1NRUFCAxYsXy/6snucnvdoLEZHmRPLbzp07RUEQRJPJ5PbvG2+8oXd4isjOznbkyZ4/QRDE8ePH6x0aERlcenq6CMDtLz09Xe/QiIhC0rZt20SLxSJ5bHX9GzhwoDhw4EDJZRaLRdy2bZviMQS6XV/bzMvLEwVB8Jlno+VLrmnTpvm1b4OJp7Cw0K+ytP/l5eUFnS859VaN9EVRFEeOHKl6mnl5eQHlURAEsbCwMKA09ai33upQMHkxOiMcI4iIKDR9+eWX4s033+zUb+zaz+o633WZt/X6/kVERIhxcXGixWIRrVarOGjQIDEqKsrrZzyl5Ws91/nDhg0TX3zxRbG7u1vvIicig2EfMRERGRH7epQTTmWpd161Sl/vfFLwAt2H3PdERMp46aWXPN5TTNTfdHR0iJ999pn41ltviRs3bhT/9re/iRs3bhTfeust8bPPPhM7Ozv1DjEoa9eulbw2+sc//qF3aJph/y5RYJT+fqX1PZue7g1T6/5Q+zb1/F4qJ22592Dq9Z060PsZtY7dV5xK3UMaDJvNZsiycxXoPlezjIO5f1jLsjRanErEo+fxJ5TJPcarfd+0v88WcJ8TUX/HQS9kaGho8NhB/dRTT+kdniLOO+88t5uYTSaTmJ2drXdoRGRw7PAmIlLOtm3bRLPZHHQHlv3PbDYH9OOJrxjkbre/5ksuuZ1SgcRTWFgYUJkG06GtxP4NtkNdzoAXgaapxA9Ecjs99ai3/tah/jbwhRGOEUREFPqqqqrE22+/XYyKivI6+IW3gS08DYQR7J+/6UktO++888QXXnhB7Ojo0LuIicig2EdMRERGw74e5YRTWeqdV63S1zufFLxA9yH3PRGRcjjoBfV3//3vf8Vf/epX4vjx48WIiAiv1w8RERHi+PHjxV//+tfif//7X71Dl+3nP/+5ZL5++OEHvUPTDPt3ieRT+vuV0e7ZVCOtvttsaWkRV65cKebk5IhZWVliTk6OuHLlSrGlpcXvNAPlT9qB3oOp9XfqQOPUOvZQuB/R33t7rVar5nW2L3/LMjIyUoyMjBRjY2PFcePGibt371YtJiXvD9e771XLOI1wX32427t3r3jTTTeJw4cP9/gCUi3KONB707nPiag/EkRRFEF+i42NRWdnp2NaFEUIgoCbb74Zr776qo6RBe/o0aNITEx0mmfP33333Yc///nPOkVGRKFg7NixqK6udpufnp6OPXv26BAREVFoam1txejRo9Hc3Kzodi0WC2pqatyu94KNwd/t9td8ybVjxw5MnTpV9ufkxFNXV4e0tDQE+lVv9+7dsNlssj6j5P4NJH0A2LhxI3JyclRNs6qqChMmTAgojb4EQUBtbS1SU1N9rqtHvZVTh+TkxeiMcIwgIqL+pb6+HqtWrcKaNWvQ1tYG4PS5087TubbvOmrwN137eldccQUWLFiA6dOnqxoXEYU+9hETEZGRsK9HOeFUlnrnVav09c4nBS/Qfch9T0SkrLVr12LOnDkQBMFxr639356eHr3DI43t27cPu3btcvxVVFQ4fhvwxKi38G/YsAFPPfUUKisrA97GxIkT8fDDD2PGjBkKRqaO77//Hueddx7a29ud5l911VV49913dYpKe+zfJZJH6e9XRr1nU420QuH7ZrD3YGqVx2DjlKJG7KFwP6Lce3u3b9+OKVOmqBiRNCOWpRr3h+vd9+ovrfpotYopnOl5Hgv23nTucyLqb0x6BxBqRo4c6TRt76QuLy/XKSLllJeXOy58XS+A09LS9AiJiIiIKOwUFRUF1YE1YMAA2Gw2WK1Wp/nNzc0oLi4OOAar1RrUduVsUw698yVXoD/my4lnwYIFQf2IkZeXJ/szwdbbYNMHgPz8fNXTzM3NDTiNvkRRxMKFC/1aV496K1WHTCYTYmJiYDI5dyPIyYvRGeEYQURE/UtKSgqeeOIJHDhwAH/5y19w6aWXQhRFx3lWEASnPzv7Ot7+PJH7Wdf07etYLBY88MADqKqqwvvvv88BL4iIiIgo5LCvRznhVJZ651Wr9PXOJwUv0H3IfU9ERKSMAwcO4I033sCiRYuQlZWFpKQkpKam4tZbb8UTTzyB999/3+eAF0b01VdfYerUqZg5c2ZQA14AQEVFBXJycnDFFVfg66+/VihC5Z08eRL5+fluA14IgoBFixbpFBURhQKlv19pec/m0KFDJdcfOnSoJveHhsL3Tan757y9vCI6OtppWqs8BnuvKKBN7KFwP6Lce3sDfUFbsIxYllLtX+7LXlzX16rvNSIiQtY2zGaz07QafbSubdIX1zyEwjHWiPQ8j8m9N537nIj6Ow56IdOkSZMkB4Y4cOAAPv30U73CUsSbb77pcdmkSZM0jISIiIgofLkOpubaeeWrI/DYsWOoqqpCQ0MDkpOTnZaVlZUFFIPVakVDQ0NQ2/W1TdfOVjn0zJdcTU1NAX/W33iCvfGgtrZW9meUHAQwkPQBoLOzU/U09+7dG3AarioqKvxaT49661qHTCYTent70dHRgd7eXrfjkL95MTojHCOIiKh/io2Nxd13342PP/4Y3377LZYsWYKRI0e6DUThaRAMKXIHw5DavutAF1FRUbj55puxadMmHDx4EKtWrcL48eOVKQQiIiIiIo2xr0c54VSWeudVq/T1zicFL9B9yH1PREQkX0NDA7Zs2YJHH30U119/Pc466ywMGzYMN910Ex577DG8/fbbir+dWQ///Oc/cdFFF2HHjh2Kbvdf//oXJk2ahNdff13R7SqhuroaV155JT788EO3ZfPnz5f1tnciCj9Kf7/S8p7NgwcPSq5/8OBB1e4PDbXvm1L3z3n7Pb6zs1OXPErFKZcWsYfC/Yhy7+1tbGxUKRLvjFiWUu1f7mAsoijq0vfa09Mjaxvd3d2q99HKvRe6p6cn5I6xRqTneUzuvenc50TU33HQC5kyMzM9LjNih5y/RFHEG2+84bjA7XuhGxERgYkTJ+oVGhEREVFYcX3TQ1RUlNO0nBFcU1JSvG7b3xiGDBkS9HZ9bVPuqL5y0/cnhkDLS47e3t6AP+tvPK5vn5Crq6tL9meULKtA0tcqTSVj83c/6VFvXWPzdRwKts4ZhRGOEURE1P+NHDkSjz76KL755ht8+umnePzxxzF16lSYzWafg2AE+we4D5YxbNgwzJ07F2+88Qaam5vx2muvITs72+3tFEREREREoYZ9PcoJp7LUO69apa93Pil4ge5D7nsiIiL5fvrTnyI7OxvLli3D1q1b0dDQoHdIinv22Wdxyy234Pjx46ps//jx47j55pvx3HPPqbJ9f3R2dqKpqQm7du3Ciy++iGuvvRbjx4+XfDjsF7/4Bf74xz/qECURhRKlv1/pcc+mJ2qkFWrfN33dPydFjzwGEqcUtWMPhfsR5d7bG8y9wMEwYlkGeqxxpXffq7+06qOVI9SOsUak53nM9d50f56p4D4nov6Md67KdOmll7rNEwQBoihi7dq1WLRoUUjeELxlyxYcPHjQkRf7vwBw4YUX4owzztA5QiIiIqLwkJCQ4DR96tQpp2k5I7jW19d73ba/MRw6dCjo7fraptxRfeWm708MgZaXHCaTSfbIwHb+xhMbGxvQ9u0iIyNlf0bJsgokfa3SjIyMVGzgC3/3kx711jU2X8ehYOucURjhGEFEROFl3LhxGDduHB555BEcP34cH374IcrKyrBr1y5UVFSgpaVF8nO+ftz0dG0dERGB9PR0XHTRRZg0aRKmTp2K888/P+h8EBEREREZEft6lBNOZal3XrVKX+98UvAC3Yfc90REROSqqKgIDzzwQFD37fhDFEX8v//3/xAfH4+8vDzV0tm1axcuuuiigD6bkJCAJ598EnPmzFE4KiLqj5T+fqXHPZueqJFWqH3f9HX/nBQ98hhInFLUjj0U7keUe2+vyaTPO8iNWJaBHmtc6d336i+t+mjlCLVjrBHpeR5zvTfdn+9m3OdE1J/pc5UVwi688EIMHz4cAJwGhgBOnzA2bNigV2hBefrppyXnC4KAG264QeNoiIiIiMJXZmam07RrB6Svjoz4+HjYbDYkJyejsbHRadnkyZMDiqGhoQHJyclBbdfXNoMZ9VjPfMmVlJQU8Gf9jScjIyPgNAAgLS1N9mdcy1br9AH3EarVSHPkyJEBp+Fq4sSJfq2nR711rUO9vb0QBAExMTFu34MB//NidEY4RhARUfiKj49HdnY2HnvsMbz99ttobm7Gt99+izfffBOrV6/GggULcPPNN+Oiiy7CqFGjkJKSgoSEBERGRsJkMiEuLg7Jyck455xzcMEFF+Dqq6/GXXfdheXLl6OkpAT//e9/cezYMXz66ad46aWXcM8993DACyIiIiLq19jXo5xwKku986pV+nrnk4IX6D7kviciIqK+PvnkE8yZM8evh6ouvfRSPPPMM6isrERLSwu6urrQ0tKCXbt2YfXq1X7dNyKKIubMmYOdO3cqEb5ibDYbnnjiCXz33Xcc8IKI/Kb09yst79l0fTu83dChQ1W7PzTUvm9K3T/nTXR0tC55lBunlKioKNVjD4X7EeXe25ucnKxSJN4ZsSyl2r+vl7m4EgRBl77XiIgIWduIiIhQvY9W7r3QSsYUzvQ8j8m9N537nIj6O0FUe2jWfuihhx7CqlWrHBeE9osxURQxYsQIfPnll4iJidE5Sv9t2bIFN9xwg9MFbt+8ffrpp7jgggt0jpKIjG7s2LGorq52m5+eno49e/boEBERUWhqbW3F6NGj0dzcrOh2LRYLampqkJiYqGgM/m63v+ZLrh07dmDq1KmyPycnnrq6OqSlpQX8Fo7du3fDZrPJ+oyS+zeQ9AFg48aNyMnJUTXNqqoqTJgwIaA0+hIEAbW1tUhNTfW5rh71Vk4dkpMXozPCMYKIiIiIKJSxj5iIiIyEfT3KCaey1DuvWqWvdz4peIHuQ+57IiJlrV27FnPmzHG639b+r5y3RJOx2Ww2fPrpp6psW89b+I8ePQqbzYa6ujqv640aNQrPP/88pk2b5nOb77zzDu677z7U1tZ6XS81NRVVVVUYOHCgrJj9sWvXLlx00UV+rx8ZGYmrr74a2dnZuOOOOxAfH694TKGC/btE8ij9/cqo92yqkVYofN8M9h5MrfIYbJxS1Ig9FO5HlHtv7/bt2zFlyhQVI5JmxLJU4/5wvfte/aVVH61WMYUzPc9jwd6bzn1ORP2NSe8AQtGMGTOcpvteLO7fvx+FhYVahxSw9vZ2zJ8/32le38Ev0tPTOeAFERERkYYSExNRUlICs9ms2DbNZjNKSkr87szwNwY52+2v+ZJrypQpft0IEEw8qampKCgoCCQ85OXlBTTghFL7N9D0gdPf0+SOdis3TZvNhry8PNlpuCooKPD7hwQ96q2cOiQnL0ZnhGMEEREREREREREpg309ygmnstQ7r1qlr3c+KXiB7kPueyIiIm2cc845uOaaa/QOw6slS5b4HPDiqquuws6dO/2+z+Waa67Brl27cMUVV3hdr66uDo8++qi/oaqqq6sLb731Fu69914MGzYMv//97zloDRH5RenvV0a8Z1ONtELl+2Yw92Bqmcdg4pSiVuyhcD+inHt7p02bpsuAF4Axy1Lp+8P17nv1l1Z9tFrGFM70PI8Fc2869zkR9UeCqOcwsSHs4osvxq5du5xGZgZOD4ARERGBt956C1dffbXOUfp2++23Y8OGDU4DXfTN0/PPP4+7775b5yiJKBRwlGciImWVlpYiNzfXrxFD7W8+OHr0qNsyi8WCkpISZGVlKRpDoNv1tc3rrrsOJSUlPkchNlq+5Lrqqqvw/vvv+1wvmHiWL1+OJUuW+D2Kd15eHoqKimSn05eceqtG+gCQlpaGvXv3qppmfn4+iouLZX9OEAQUFBRg0aJFsj+rR731VoeCyYvRGeEYQUREREQUithHTERERsS+HuWEU1nqnVet0tc7nxS8QPch9z0RkTLWrl2LOXPmON1za/+XD833HzabDZ9++qnH5cOGDcOkSZMwceJETJo0CZMmTcKZZ56Jffv2+XzIUK9b+Kurq3HhhReiu7vb4zqXXHIJ3nvvPcTGxsre/okTJ3DllVfik08+8biO2WzGZ599hvPPP1/29r05dOgQ1q5d6zb/+PHjaGtrw7fffotdu3bhyJEjHrcxefJkvPnmm0hKSlI0NqNj/64yWltbUVRUhPLycrS1tSEhIQGZmZnIz8831MOIoRKnFD1jl0p74MCB+Mc//oHDhw+7rR/I9yu17tm84447JGPs+xxRX3FxcZg0aRLOOOMMWWUc6t83XffxwYMH8fnnn/v9ea3yWFdXhwULFqCyshLt7e3o6uryem7zx+DBg7Fu3TrFYq+qqkJubi727t2Lrq4uREZGIj4+Ho2NjR4/M27cOAwdOlTXY5Kve3unTZuG9957T9UYXPdvbGwsRo4cifr6ehw4cABdXV0A4PhXSmFhoeb3dno71vhL6XoopbS0FD//+c/R0tIS8DbOPPNMvPzyy6r30cqhRdl5InV+HDduHADg888/N8S1hr/XD3qex+Tem67nPif1hfL1OlGwOOhFgNatW4fc3Fy3wSKA052QgwcPxvbt2zF27Fg9w/SqsLAQS5cu9ZqHAwcOICYmRs8wiShEsMObiEh5ra2tKC4uRllZGdra2hAbG+u4QaK9vR0JCQmYPHmyY3TPvuv2XRbMF1vXGJTYrq9t1tXVYeHChaioqMCJEyfQ09ODuLg4pKWlISUlxbD5kmvHjh3IyclBY2Mjent7AQDR0dEYP348Ro4cqUg8fcuyvb0dZrMZ7e3tOHXqFHp6ehAZGYm0tDQUFxfDZrMpki/Xsu3s7HTal3YRERGIjo5WPH0A2LhxI/Lz89HZ2ek0X8k0q6qqkJeXh9raWnR1dcFsNjs6ajs6OlBbW4sTJ04gIiICcXFxmDhxIp5++umgRs7Wo9661qHY2FhF8mJ0RjhGEBERERGFGvYRExGRUbGvRznhVJZ651Wr9PXOJwUv0H3IfU9EFDwOehEe+g56kZKS4hjYYuLEibjooos8Doxg5EEvZsyYgVdffdXj8sGDB6OqqgrDhg0LOI3vvvsONpsNbW1tHtfJycnB+vXrA04jUKIo4oMPPsAzzzyDN954Q3KdCy64ANu3b8fgwYO1DU5H7N8NXqg87B8qcUrRM3ZvaQ8ePBi33norjhw5osj3K6W/r3l7wDsxMRG33XabI/aTJ09i165dOHHihNu6/pZxqH7flPvgeWxsLC666CLHwCBa5VHuy9D8peRD/IG+VMyVHsckvV8UptT+VeoldHIYbTAJT5YvX47FixcHtQ2lBxuQOm4eOXIEpaWlftcFLcpOitxjpx7tWu71g57nMdd7000mE7q6uhzPGfSl1z4n9YXy9TqREjjoRYB6enowbtw4fP311wAgOWiExWLBe++9h/Hjx+sWpyf2C+G+8QJw6nT/wx/+gEceeUTPMIkohLDDm4iIiIiIiIiIiCh8sY+YiIiIiIiIiMIJB70ID2vXroXVasWkSZNw1lln+f05ow56sXfvXowePdprHX3uuedw7733Bp3W6tWrMW/ePI/LIyIi8O233+Kcc84JOq1AbdmyBXfeeafkG8lvueUWvPbaazpEpQ/27wantLQU2dnZ6O7u9riO2WzG5s2bdX1ALVTilKJn7OFSbgBCNp/B8qecpGhdHko8rO+NEvlRasALJWPyl7/lW1hYqMrAF0rvXy0Hvgi0DUlRc58rWcZGjFPrY1IoHDvD5RxutNgpcNzvRBz0Iihvv/02rr32WkdHtV3fgSTi4uKwZs0a5OTk6BWmk46ODsyZMwevvPKKUyc74Bx3WloaqqurERkZqWe4RBRC2OFNREREREREREREFL7YR0xERERERERE4aTvoBd2HPSC7Iw66MXChQuxYsUKj8tHjRqFL7/8EhEREUGn1d3djTFjxmDv3r0e1/nlL3+Jp556Kui0glFZWYkrr7wSR44ccVv21ltv4dprr9UhKu2xfzdwra2tGD16tF9vOLdYLKipqVH9LeFSQiVOKXrGHi7lduaZZ0IURbS0tPhc12j5DJaccpKiVXnU1dUhLS1N9euHYPJTVVWFCRMmGComf8kpX0EQUFtb6/NaT6305di9ezdsNpui23QVbBuSosY+V6OMjRinVsekUDh2hss53GixU+C434lOM+kdQCj76U9/ihtvvNHRSW3XdxCJEydO4Oc//znuuOMONDQ06BUqAOD999+HzWaTHPDCzj5/1apVHPCCiIiIiIiIiIiIiIiIiIiIiIiIiIjIA1EUHX9ERtbT04P169d7Xeehhx5SZMAL4PTbZx988EGv67zyyivo7e1VJL1AZWRk4IknnpBc9vTTT2scDYWioqIitwfTrFYrbDYbrFar0/zm5mYUFxdrGZ5DqMQpRc/Yw6XcDh8+7DbgRajkM1hS5RQfH+9x/QEDBjhNa1UeCxYscLve7PscW6CUzE9ubm7Q8QD6lLFU+ZpMJsTExMBkcn70UhRFLFy4UPX0lZCXl6f4Nl3JbUNStNjnSrQhI8YZHR2tekxSpPa7a/l4W6ZFnOFyDjda7BQ47nei0zjoRZBeeuklDB06FAA8DnwhiiLWr1+PMWPGYOnSpYqOXuaP8vJy3HjjjbjmmmtQU1MjOeCFfVoQBNx777247rrrNI2RiIiIiIiIiIiIiIiIiIiIiIiIiIgoFOTk5KCurs7tb+/evXqHRiTpgw8+wKFDhzwuj4mJwR133KFomvn5+YiKivK4vL6+Hv/6178UTTMQc+bMkXxb+4cffoi2tjbtA6KQUl5e7jRttVrR0NCAqqoqNDQ0IDk52Wl5WVmZluE5hEqcUvSMPZzKTc66RspnsKTK6fjx4x7XP3bsmC7lUVlZ6TRtMpkUGSRByfwodR2sRxlLlW9vby86OjrQ29vrNuhARUWF6ukroba2VpHteCO3DUnRYp8r0YaMGGdnZ6cuxySp/X7s2DGP6+vRrsPpHG6k2Clw3O9Ep3HQiyCdeeaZWLduneOC0tvAF0ePHsXy5csxYsQI5Obm4q233kJ3d7cqcTU2NuKZZ57BpZdeiksvvRRbtmxxDGohNeCF/d8LL7wQK1asUCUmIiIiIiIiIiIiIiIiIiIiIiIiIiKiUBcXF4cRI0ZI/hEZ0ebNm70unz59ute3MwciISEB1157rdd1fMWlBZPJhBtuuMFtfm9vL/7zn//oEBGFEteBUYYMGeI0nZKS4nV9rYRKnFL0jD2cyk3OukbKZ7B8lZMUPcqjvb3dadrboFJyKZWfrq4up2nXgSLk0LqMfZVvdHS01/XVTt9frmXuuk/UEEgbkqL2PleqjI0Ypx7HpFA4dobTOdxIsVPguN+JTjPrHUB/MGXKFLz00kuYNWsWADgNKtF34Av79MmTJ/HKK6/glVdeQVxcHH7yk5/g8ssvh81mQ3p6OoYNGyYr/a6uLnz99dfYs2cPysrK8K9//Quff/651xjs+s4755xzsHXrVkW//BARERERERERERERERERERERERERERFw6tQpfP/99zh69ChOnjwJs9mMM844A0lJSTjrrLP0Do/6sffee8/r8unTp6uS7vTp07Fp0yaPy999911V0pVrwoQJkvP379+vcSQUahISEpymDx065DRdX1/vdX2thEqcUvSMPZzKTc66RspnsHyVkxQ9yiM2NtZp+tSpU4ptW6n8REZGOg2y0PfZNb1i8pev8u3s7PS6vtrp+8u1zCMjIwOOyV+BtCEpau9zpcrYiHHqcUwKhWNnOJ3DjRQ7BY77neg0DnqhkPz8fLS2tmLBggUQBMFp4Avg9IWjfb59GgCOHz+Od955B++8845j3ZiYGJx11lk466yzcOaZZyImJgbR0dEwm83o7OxEZ2cn2tvb0dDQgIaGBjQ2NqK3t9cprb6kBrtwnX/WWWfhvffeC3hENSIiIiIiIiIiIiIiIiIiIiIiIiIiIvrR/v378frrr2PHjh3YuXMn6uvrPT4AGBUVhfPPPx+ZmZm45pprcO211yImJkbjiKk/OnToEL788kuv61x11VWqpH311Vd7Xb5nzx788MMPug/6YrVaJee3tLRoHAmFmszMTGzYsMEx3dDQgOTkZKSkpKC+vh6NjY1O60+ePFnrEAGETpxS9Iw9nMqtr1DKZ7Ckyik+Ph7Hjx+XXD8+Pl6X8sjIyHAaiKnvM2TBUDI/I0eOxBdffGGomPwlVb6CICA6OhqdnZ1u1+8TJ05UPX0lpKWlKbIdb+S2ISla7HNP+1jO4CxGjDMqKkqXY1IoHDvD6RxupNgpcNzvRKcJYjBDp5GbNWvW4P7770dPTw8A6ZHp7INN2HnaBa7rufK26/p+1lsMoihi9OjR2Lp1qyYXs0TUf40dOxbV1dVu89PT07Fnzx4dIiIiIiIiIiIiIiIirbCPmIiIiIiIiIjoR++++y6eeOIJfPjhh455/t6ybb/HNy4uDrNmzcKCBQswfPhwVeIkdezbtw+pqale19HyFv5NmzbhZz/7mcflw4YNc3q4TmkpKSle3/785ptvIjs7W7X0/fHGG2/gpptucpv/xBNP4JFHHtEhIm2xfzdwra2tGD16NJqbm32ua7FYUFNTg8TERA0icxYqcUrRM/ZwKbczzzwToij6NdCP0fIZLDnlJEWr8qirq0NaWprq1w/B5KeqqgoTJkwwVEz+klO+giCgtrbW57WeWunLsXv3bthsNkW36SrYNiRFjX2uRhkbMU6tjkmhcOwMl3O40WKnwHG/E51m0juA/mbOnDnYsmULBg4cCFEUIQiC5CAX9j8AjnVc//quJ/Xn7bN903HVd/mUKVPw3//+lwNeEBERERERERERERERERERERERERERBeH777/H9ddfj6ysLHz44YdO9/16uufX0/2/x48fx5///Gecf/75WL58uWJvfKbwU1lZ6XV5RkaGqulPmjTJ6/Ldu3ermr4/GhoaJOcPHjxY40go1CQmJqKkpARms9nremazGSUlJbo9mBYqcUrRM/ZwKbeXX34Z69atC8l8BsvfcpKiZXmkpqaioKBA1TSCzY/NZkNeXp6iMZlMJk3KWE75FhQUKDrghdz0/ZWXl6f6gBdAcG1IilrtSukyNmKcWh6TQuHYGS7ncKPFToHjfic6jYNeqOCaa67Bp59+iiuuuMJtcApXngaz6PsZX53bvrbjuj1RFBEZGYnHHnsMH3zwAQ9wREREREREREREREREREREREREREREQXj//feRkZGBbdu2SQ50YSfnZXiiKOLkyZNYunQprrrqKkXfoEzho6qqyuvy8ePHq5q+r+0bYdCLjz76SHL+qFGjNI6EQlFWVhY2b94Mi8UiudxisWDz5s3IysrSODJnoRKnFD1jD5dyC+V8BstX3qXoUR6LFi1CYWGh5LNpwVIqP0VFRYoOfKFGXj3xVb6CIKCwsBCLFi3SJX058vLyUFRUpEBU/gmkDUlRu10pVcZGjFOPY1IoHDtD+dwWyrFT4LjfiQBBlBodgRTz/PPP49FHH0VTU5Nbh7UWpNK87LLL8Mwzz6jeQUlE4WXs2LGorq52m5+eno49e/boEBERERERERERERERaYV9xEREREREREQUzrZs2YJbb70VnZ2dAH68fzeY+4Vd7wEWBAFjx47FBx98EPQDZaSuffv2+XwDuJa38J9//vn46quvPC4vLi5Gbm6uaun/3//9H37xi194XD527Fh88cUXqqXvS3t7O4YNG4aWlhan+WazGW1tbYiLi9MpMu2wf1cZra2tKC4uRllZGdra2pCQkIDJkycjLy/PUC8qDZU4pegZe7iUWyjnM1hSebc/d/XZZ58Zpjzq6uqwcOFCVFRUoL29HbGxsRg3bhwyMjLwzTffeI1dq/xUVVUhLy8PtbW16OrqQmRkJNLS0vDMM89g9+7d2LFjBzZv3oyuri6f27JYLKipqdGsvKXKd+LEiXj66ad9Xt+plX5aWhrq6+vx/fffO8ozJSUFAFBfX+9UxsXFxbDZbKrHKcXfNqR3uwqmDWkZp1Q7GjFiBKZPn44DBw4Y5pgUCsfOUD63hXLsFDjudwpnHPRCAydOnMAf//hHrFy5EkeOHAHgPtqckrvB07YnTJiA5cuX49prr1UsLSIiO3Z4ExEREREREREREYUv9hETERERERERUbjavXs3fvKTn6Cjo0ORwS5cuW7zkksuwfbt22E2mxVLg5RlpEEvRFFEbGwsOjo6PK7zn//8B5dccolqMXz88cf4n//5H4/L4+LicPz4cdXS9+V3v/sdfv/737vNv+aaa/D222/rEJH22L9LRERaWrlyJR566CGneVarFUOGDMGhQ4fQ0NDgtv68efO0DJFIV6WlpcjNzUVzc7PbMovFgpKSEmRlZekQGRERkbpMegcQDuLi4rB06VIcPHgQa9aswUUXXQRRFB1/wOkOaaX+ADi2HR0djdzcXHz88ceoqKjggBdEREREREREREREREREREREREREREQKOHnyJG655Ra/Brzw9x5gV/Z7gu3Ly8rK8Nvf/ladDFG/09DQ4HXACwCON4Wrxdf2T5w4gcbGRr+29fXXX6O7u1uJsAAAr7/+Op566inJZXPnzlUsHSIiIvpReXm507TVakVDQwOqqqrQ0NCA5ORkp+VlZWVahkekq9LSUmRnZ0sOeAEAzc3NyM7ORmlpqcaRERERqY9D/GooNjYWs2fPxuzZs1FXV4etW7di69at+Pjjj3HixAm39T11Xtt56hQfNmwYrrnmGkyfPh1XX3014uLiFImfiIiIiIiIiIiIiIiIiIiIiIiIiIiITisoKEBdXZ3XAS/63g/s6d5f+3q+1hUEAaIoYuXKlcjNzcW4ceOCCZ/CQH19vc91zjrrLFVj8Gf79fX1bg+4Snn++eexZcsWLF68GLfffjsiIyMDiqm7uxsrV67Eb3/7W3R1dbktv+iii3DTTTcFtG0KX3V1dViwYAEqKyvR3t6O2NhYZGRkYMWKFUhNTdU7PIfW1lYUFRWhvLwcbW1tSEhIQGZmJvLz85GYmGiYtP1dV6v8hMr+3bFjB2bMmIGmpib09vbCZDLhzDPPxG233Ybm5manMrr88suxbNkypzyNGTMGwOlBhtTMp1R5DhkyBF988QXa29sdA37Fx8djzZo1OHTokC77+IILLkBGRga+/fZbR9rnnnsuKisrHbGqVUZy6rZU7FrtSylVVVXIzc3F3r170dXVhcjISIwcORJz5szBokWLcOzYMaf1GxoanKZdB8N64403cNNNNwUVu1R5xsXFYePGjThx4oSjzkVFReHUqVNO1+IRERFYsGABSkpKnNpWUlISNm7ciClTpgQUUzCx7927F5988onbupdddhn++9//oqenxyn+F154AbNnz/a6TTntSqrODRs2DDU1NWhpaXGUUUxMjOQzk3Fxcejo6NC8LAFg69atmDlzJo4fP+7Y74IgoLe3123dBx54AKtXr1Y1nr77oqmpCR999JHPQd66u7sdL0aPiorCbbfdhu7ubs3P64D0eSchIQEDBgxAY2Oj0zGgpKQENptN9Zj8iTEpKQkrV67Ehg0bfJ7b9bzWGD58OL7++mundpWUlISXXnoJ33zzjeoxSeVdznkwVK47QyEdvamRT+4jkiSS7np7e8Uvv/xSXLdunfjb3/5WzM3NFa+44gpxzJgx4pAhQ8SEhAQxOjpajIiIEGNjY8UzzzxTPPvss8ULL7xQnD59ujh37lzx8ccfF7dt2yY2NDTonR0iClPp6ekiALe/9PR0vUMjIiIiIiIiIiIiIpWxj5iIiIiIiIiIwk1DQ4N4xhlniCaTSTSZTKIgCE5/rvPj4uLEq666SvzlL38p/uEPfxBffPFFcfXq1eLSpUvFu+++Wxw7dqzHz/adb//3Zz/7md5FQB7U1dVJ9pX1/dPKO++84zWOgQMHahJHfHy81zjee+89v7Yzb948x2cSExPFX/ziF+Jbb70ltra2+vX5xsZGcfXq1R77MwGIcXFx4p49e4LIbehh/27wCgsLRUEQJMtREASxsLBQ7xBFURTFbdu2iRaLRTJOi8Uibtu2zRBp+7uuVvkJlf07bdo0n+efQP+UzKe38pTzp9U+1qOM5NRtubGrXWfz8vIMVw+9lacSf9OmTVOhJJWP/ayzzvK5TX/alVJtWOuyFEVRtNlssmOKiIhQLR4166ba53VRDOy8k5eXp2pMSsTY91hjhGsNvfa73PrpeowOlevOUEhHb2rkk/uIPBFE0cuQwURERH4aO3Ysqqur3eanp6djz549OkRERERERERERERERFphHzERERERERERhZvFixfjsccegyAIcL0dWxAEAIAoirjooouwaNEiZGVlITIy0us2m5qa8Pzzz2P16tVoaWlx23bf7ZpMJnz55ZcYNWqUwjmjYO3bt8/nW8i1uoV/48aNyMnJ8bj87LPPxvfff696HEOHDkV9fb3H5a+++ipuvfVWn9uZP38+Vq1aJblsxIgRGD9+PJKTkzFo0CAMHDgQHR0dOHr0KH744QdUVVWhrq7Oa9lHR0fj9ddfd7w5O1ywfzc4y5cvx+LFi32uV1hYiEWLFmkQkbTS0lJkZ2d7fXu82WzG5s2bkZWVpVvaAPxad+nSpVi2bJnq+QmV/XvVVVfh/fffVz2dYPPpb3n6S8t97K9gy0hOe9m1a1fAsatRZ/Pz81FcXKzoNqXIid2f8lTCtGnT8N577ym6TTViT0xMxLFjxwI+dirdXqSoUZYAMGHCBFRVVQX02YiICMXrkBZ1U63zOhDceScvLw9FRUUKR+Qu2HNjXl4eXnnlFcNca/hLiZiCqZ+FhYWYNGlSSFx3ql1GarZBraiRT+4j8oaDXhARkSLY4U1EREREREREREQUvthHTEREREREREThZsSIEThw4ACAHwcw6DsoRUxMDJ5//nnk5+fL3vbx48fxi1/8Av/4xz8kB74QRRGCIOB3v/sdCgoKFMgNKclIg1785S9/wb333utx+fnnny/Zr6e08847D19//bXH5X/5y18wd+5cn9vxNuhFsIYOHYp169Zh6tSpqmw/EM8++yyee+451dOpra1FZ2en23z27/pWV1eHtLQ0v9q0IAiora31eXxQQ2trK0aPHo3m5maf61osFtTU1CAxMVHztAcPHgxBEHD48GGf60oNOiUlmPyEyv7dsWOHZseuYPIppzzl0Gof+yuYMpLTXhISEnDkyJGAY1e6zlZVVWHChAmKbMsXf2OXU55K2L59O6ZMmaLItrSO3ZVUu1KrDUtRsiwBYOvWrbj++uuD2sYDDzyA1atXKxKPlvtX6fM6oMx5Z/fu3bDZbMoEJEHLc6PRzkPBxhRs/RQEAQkJCWhtbfW5rp7XnVqVkRptUCtq5JP7iHwx6R0AERERERERERERERERERERERERERERUaj4z3/+g++//x6A9IAXgwYNwo4dOwIa8AIA4uPj8dprr+HXv/61Y4CLvuwP+r766qtB5ILCQUdHh9flcXFxmsQRHx/vdbmvONVkMplw3333obq62lADXgBAU1MTqqurVf+TGvCC/LNgwQK3hxRNJhNiYmJgMjk/riOKIhYuXKhleA5FRUVuD3xZrVbYbDZYrVan+c3NzSguLtYl7ZaWFrcBLzyt61ruauQnVPbvjBkzNEsrmHxKladcJpNJ9X3set3li+v6wZSRnPbS1tYWVHkqXWdzc3MV25Yv/sYuVZ5qysnJUWxbWsUu59ipRBv2l5JlCQAzZ84Meht//vOfFYjkNE9tPTIyUrE07JQ+rwPKnHfy8vIUiMSzQGJ0Pbe70upaQy6z2axoTFL1Mzo62uP6UudB1wEvjHjdqXQZaZVHLamRT+4j8oWDXhARERERERERERERERERERERERERERH56f3335ecbx+g4m9/+xsmTZoUdDq///3vccMNNzgNfNH3gZhvvvkGBw8eDDod6r9OnTrldbnZbNYkDl/p+IrTbsmSJXj55Zdx++23IykpKaiYUlJS8Otf/xpffvklnn32WQwcODCo7VF4qqysdJo2mUzo7e1FR0cHent73R4CrKio0DI8h/Lycqdpq9WKhoYGVFVVoaGhAcnJyU7Ly8rKdEs7kHXVyk+o7N+mpiZVt69UPqXKU67e3l7V97Hch4+lBigLtIyCaS/+lKeadXbv3r2KbUtKILFLlaeaGhsbFduWFrHLPXYq0Yb9pWRZAsDx48cV3V6wPLX1rq4uRbav5nkdUOa8U1tbq0AkngUSo9S53U7Law25uru7FY1Jqn56GyRP6jzo+nmjXncqWUZa5VFLauST+4h84aAXRERERERERERERERERERERERERERERH766KOPnKYFQXA86JGfn4+f/exniqVVVFSEQYMGOdLxFQtRX/1t0IvBgwfj5z//OdatW4fGxkZ8++23eOWVV/Dwww/j5ptvRkZGBlJSUjBw4EBERETgjDPOgNVqxejRozF58mTMnj0bzz33HMrLy7F//3784Q9/wOjRo5XIIoWp9vZ2p+moqCinade3Yruur5W2tjan6SFDhjhNp6SkeF1fy7QDWVet/ITK/u3t7VV1+0rl01d5yqHVPvaXUmXkmo+IiAinaW/nU39iV7POuj6s7+0B6EAEEruv44/SlGyLWsQu99ipZBv2RenjmtzBbNSm9v5V87wOBLZ/XI8JSg3w4Umgdcj1WGOn17WGHErFFEj99FRuUp830nWnWmWkdhvUihr55D4iX7TppSIiIiIiIiIiIiIiIiIiIiIiIiIiIiLqBz7//HPHQzt9H94xmUz49a9/rWhagwYNwj333IMnnnhC8uHBzz//HDk5OYqmSf2Hr4e9XB+mVYuvdHp6egLablpaGtLS0jBz5syAPk8UrNjYWKdp1wFcXN+K7bq+VhISEpymDx065DRdX1/vdX0t0w5kXbXyEyr712QyBXwc9YdS+fRVnnJotY/9pVQZuebDNZ/e2os/satZZyMjI50eYld6kIFAYvd1/FGayaTcu8m1iF3usVPJNuyLkmUJ/DhIoVGovX/VPK8DgZ13XMs/MjJSyZDcBHpudD3W2Ol1rSGHUjEFUj89lZvU54103alWGandBrWiRj65j8gXZa8AiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPqp1tZWNDQ0APjxwR1RFCEIAq644gqMHj1a8TTvu+8+j8u+/PJLxdOj/sPbG+EBoLu7W5M4fKWj9kNvRGrJyMhwmu7t7YUgCIiJiZF8wHbixIlahueQmZnpNN3Q0IDk5GTYbDYkJyejsbHRafnkyZN1SzuQddXKT6js36SkJFW3r1Q+pcpTLpPJpMk+lkPJuuDaXuTwpzzVrLMjR45UbFtSAold6vijpuTkZMW2pUXsco+dSrRhfylZlgAQHx+v6PaC5encOGjQIEW2r+Z5HVDmvJOWlqZAJJ4FEqO3wVG0vNaQy2w2KxqTVP2MioryuL6vQWWMfN2pZBlplUctqZFP7iPyRRCNNEwVERGFrLFjx6K6utptfnp6Ovbs2aNDRERERERERERERESkFfYRExEREREREVG4+Pzzz3HhhRc6Huzo+29hYSF++9vfqpJuWloa9u3b55i23wI+adIkfPLJJ6qkSYHZt28fUlNTva6j1S38f/zjH/Hwww97XJ6ZmYmysjLV47j44ouxc+dOj8v/+Mc/YuHCharHEWqeffZZPPfcc6qnU1tbK/l2Zvbv+lZXV4e0tDS/2rQgCKitrfV5fFBDa2srRo8ejebmZp/rWiwW1NTUIDExUfO0Bw8eDEEQcPjwYZ/r+nrA0i6Y/ITK/t2xYwemTp2qSVrB5FNOecqh1T72l1Zl5G8b8PZ5JetsVVUVJkyYoMi2fPE3djnHHyVs374dU6ZMUWRbWsfuSqpdqdWGpShZlgCwdetWXH/99UFt44EHHsDq1asViUfL/av0eR1Q5ryze/du2Gw2ZQKSoOW50WjnoWBjCrZ+CoKAhIQEtLa2+lxXz+tOrcpIjTaoFTXyyX1Evpj0DoCIiIiIiIiIiIiIiIiIiIiIiIiIiIgoFHh7y/Jll12mWrqXXXaZ04Mw9reQq/3GagptkZGRXpefOnVKkzi6urq8Lvf25uBwdv/992PPnj2q/6n9pu3+LDU1FQUFBX6tW1BQoMuACACQmJiIkpISmM1mr+uZzWaUlJQo+sCXnLTXrVuHl19+2a91CwoKVM9PqOzfKVOmYNq0aZqkFUw+5ZSnv7Tcx/4Kpow2bdrk94PPoijiuuuuCygdQPk6a7PZkJeXp9j2vPE3dn+PP0qYNm2aooM0qBV7YmJiwMdONdqLFKXLEgCmT58e1AALERERig14AWhXN9U4rwPBn3fy8vJUHfACUObcmJeXZ6hrDX8FG1Ow9bOgoACvvPKK4a87tSgjtdqgVtTIJ/cR+cJBL4iIiIiIiIiIiIiIiIiIiIiIiIiIiIj8cOTIEY/Lhg0bplq6Z599tuR8b/EQxcfHe11+/PhxTeI4duyY1+W+4iQyskWLFqGwsNAxGJErQRBQWFiIRYsWaRyZs6ysLGzevBkWi0VyucViwebNm5GVlaVr2v6uu2jRIk3yEyr797333lN14Aul8umrPOXQah/7S4kyKi8vl7X+wIEDZceuZp0tKipSdeCLQGL3dUxRwrRp0/Dee+8pvl2lYz/rrLPQ0tIS1LFTyTYsRa2yBIDdu3cHNNBCREQEuru7FY9H7bqp5nkdCPy8k5eXh6KiIhUichdojPZjTVFRkSGuNeRQKqZA6mffY3SoXHeGQjp6UyOf3EfkjSD6OwQcERGRF2PHjkV1dbXb/PT0dOzZs0eHiIiMrbW1FUVFRSgvL0dbWxsSEhKQmZmJ/Pz8kB8hrm/empqa0NLSAgAYPHgwkpKSFMmna/mZzWbs27cPbW1tOHnyJHp6ehAXF4e0tDSkpKSonuaJEyfQ0dEBURRxxhlnYMCAAcjIyMCKFSsUHQVZjbJ1zVdsbCx6e3thMpnQ3t6O5uZmVFRUSI4cLQgC4uPjsX79ekyfPj3gNPuWZUdHBwDg8OHDkmnGxsZi5MiRKCkpgc1mQ11dHRYsWIDKykq0t7cjNjbWr7LfsWMHZsyYgaamJvT29nrM34ABAzBw4EAkJCTgnHPOQXd3d8Dt1TXfhw8fxq5duzyOyh0REYGLL74YgwYNUizNtrY27Ny5Ez09PZLpmc1mDBo0CL29vX6Xpauqqirk5uZi7969jrd0SL2tIyIiAtHR0U77M9B8udahU6dO4ejRox4/Hx0djYsvvhhxcXF+l61rXTOZTDhy5Ai6urogiqLH/XjGGWcgKSlJkWPC1q1bMXPmTBw/ftxjeoIgYOXKlXjwwQcDTqdv+dbW1uLzzz9HZ2enY7lr2mazGePGjcOYMWMCPt66tkng9H4aN24chg0b5nRcUuqcqcX5SonY1LxO6M/XIxSeWKeJiIj0xT5iIuMIl2tjtfKpR/np0eetB73qZqD9yN74yotrP2lkZGRAfaFy0gXgWHbo0CF8++23OHHiBEwmE+Lj4/3Os5z9tHHjRuTn5zv1HwI/vklaiXy7lmVERAREUYQgCOjp6XH0a48fPx4mk0mxetW33hw5cgTHjh1z9F2aTCZERkYG3Z/u7TeaQ4cOobq6Gu3t7QDglk/X33P8zbdrX6wgCBAEAWazGT09Pejt7UVERATi4uIwcOBAp3zJqRve2h0Ap2UxMTEB/Q7j6zcuT+3Ddd0jR4743T/sqwy89Tvb64vSfd1G4O+xSa3ztdH6+IkoPKxbtw65ubkQBMFxbWL/t6WlBYMGDVIl3aeffhoPP/yw04MwoigiOjoaJ0+eVCVNCsy+fft8XhtqdQv/66+/jv/93//1uNxqteKHH35QPY7k5GQ0NTV5XP7GG2/gxhtvVD0Oksb+XWXU1dVh4cKFqKiocHwXmjhxIp5++mlF7yMMVmtrK4qLi1FWVua4Tp88eTLy8vJUv4aWk7a/62qVn1DZvzt27EBOTg4aGxsd30MtFgtuu+02NDU1OZXR1KlTUVBQ4JSn8847DwDw1VdfqZpPqfJMSUnBF198gRMnTjiurQYMGIAXX3wRP/zwgy77eNy4ccjIyMA333zjSHvUqFGorKzE559/rngZXXvttSgtLXVMDx06FAcPHvQ4nZWVhW3btknGrtW+lFJVVYW8vDzU1tY6+kfT0tJw1113YfHixTh27JhjH0dFRaGrq8vR9wacvr903LhxaGlpUSx2qWNFfHw8Nm7c6Lgn0x7PqVOnnK7VIiIisGDBArz88stObSs5ORkbNmzAlClTgi4zf2J/4okncOjQIdmfj4iIwAsvvIDZs2e7bTPQdiVV54YPH46amhocPnzYUUYxMTE4ceKE2+fj4+Nx8uRJzcsSOH0v7u233+5UDwVBcKqDdg888ABWr16tajye9oXUMdpqteLTTz/FqVOnHJ+Pjo7Gbbfdhq6uLs3P64D0eScxMREDBgxAQ0OD0zGguLg4qN9IlIwxOTkZf/rTn7Bx40af53Y9rzVGjBiBr776Ci0tLU6xr1mzBt9++63qMUnlXc55MFSuO0MhHb2pkU/uI5Ikkl9KSkr0DsHw9u/fL27fvl3vMIhIJ+np6SIAt7/09HS9QyMynG3btokWi0WyzVgsFnHbtm16hxgwb3lTKp/+pmGENAVBEAsLCwNKM9AY5OQz0HxJ/dlsNl3SFARBdtlPmzZNkfT1KGs90pRTj/Py8gJOJy8vT9N8ySnbwsJCj3VNrbJ0ZbPZZKWVmJgYUDpKlK/c422gbVKL47oe52WtrhP68/UIhSfWaSIiIv2xj5jIGMLl2litfOpRfnr0eetBr7rprW8v0P46X3nx1d/lb1+onHQHDhwoDhw40Ge98ZVnOftp5MiRsupsIPkOps85mHoVaJ+wnDqlR193oH2xgiCIeXl5ftcNpfrUveVFTvn52z58pe+rfRQWFobF8dxVoMem/trHT0ThY+3ataIgCKLJZHL7V01r1qzRJV2Sr66uzue5Sivbt2/3Gkd0dLQmcURFRXmN46OPPtIkDpLG/l0iImPIyclxOg5brVan6eTkZKfpnJwcvUMmDbF+EBERUX/HQS/8JAiCmJGRIb777rt6h2I4ra2t4i9/+UvxjDPOEJctW6Z3OESkE3Z4E/ln27Ztotls9voDntlsDsmbb/zJW7D5lJuGEdIEEPTAF2qUrRL5cv3zNfCFGmnKLXulBrzQs6z12r++6nEwNx/b/3zd9Kx2HZIq28LCQtXrpS9yB7yw/8kd+ELJ8vX3eBtsm9TiuK7leVmr64T+fD1C4Yl1moiIyBjYR0ykv3C5NlYrn3qUnx593nrQq27627cnp79OqT40uQNAKN03KpVnOftJ7oAXgeRbiT7nQOqVEn3CvuqUHn3dSv8+4ilNpfvUpfKi5e9N9vT12GehIBR+uw3VsiUi43vppZd0GXxCr3RJPiMNerFnzx6fsbS2tqoaw+HDh33GUF1drWoM5B37d4mIjOFPf/qT27E4OTlZtNlsbgMaABBXrlypd8hiS0uL+Kc//UnMyckRs7KyxJycHPFPf/qT2NLSondo/Q7rB7E8iYiovxNEURRBPplMJgiCAAC4+uqr8cQTT+DCCy/UOSp9dXZ24s9//jP+8Ic/oK2tDQCwdOlSLFmyRN/AiEgXY8eORXV1tdv89PR07NmzR4eIiIyntbUVo0ePRnNzs891LRYLampqkJiYqEFkwZOTt77k5DPQNIyQpiAIqK2tRWpqquzPqlG2SuVLypYtWzB9+nRN0/Smb9nv2LEDU6dOVTwNPcpajzS91eOqqipMmDBBkXR2794Nm83mNl+rOtS3bOvq6pCWlgalvzbLOSZs3boV119/fcBprVq1Cg8++KDP9dQoX1/HW6XapBbHdS3Oy1pdJ/Tn6xEKT6zTRERExsE+YiJ9hcu1sVr51KP89Ojz1oNedVNO356//XVK96F56gtVO13APc9y0oiPj8fx48cDTtuffCvZ5yynXinVJ+ytTunR163W7yOuBg8ejJaWFsW32zcvevzeNHjwYAiCgMOHD6uajtGP565C6bfbUCtbIgoNa9euxZw5cyAIAkRRdPq3p6en36VL8u3bt8/ndwytbuE/fvw4BgwY4HWdr776CmPGjFEthi+//BLp6ele1zl+/Dji4uJUi4G8Y/8uEZExhFpff2lpKXJzcyXjtVgsKCkpQVZWlg6R9U+sH+GN5UlEROHApHcAoUYURbz77ruYOHEifvazn6G8vFzvkDR37NgxPP744zjnnHPwq1/9Cq2trZp1vBIREYWyoqIit04Gq9UKm80Gq9XqNL+5uRnFxcVahhcUqbz5Q04+A03DCGmKooiFCxcG9Fk1ylapfEm5/fbbNU8TOD1IXUxMDEwm5684fct+xowZqqStR1nrkaa3epybm6tYOnl5eZLz1a5Ddn3LdsGCBap815FzTJg5c2ZQac2fP9+v9dQoX1/HW6XapBbHdS3Oy1pdJ/Tn6xEKT6zTRERERESnhcu1sVr51KP89Ojz1oNedVOqb8+ffmRv5OSlL/sLVlx56guVk258fLxf23Dlmmc5eQtmwAvAv3wr2ecsp14p1SfsrU7p0det9O8jnuqG1IAX9nYXjL550ar8+mppaXEb8MKfti+X0Y/nruQemwYMGKDK+dofoVa2RERESouPj8eZZ57pdZ3vvvtO1Rj27dvndXlycjIHvCAiIgKQmJiIkpISmM1mr+uZzWaUlJToPqBBdna2x+/qzc3NyM7ORmlpqcaR9V+sH+GL5UlEROGCg17IZB8Vube3F5s3b8all16KK664Au+8847eoamusbERv/nNbzB8+HD87ne/Q0NDg2OEaCIiIvLNdbAsq9WKhoYGVFVVoaGhAcnJyU7Ly8rKtAwvKMEMBOZvPl3TcL0p1ehpVlRUBPQ5NcrWdZvB3mzY17Fjx/xKM5iylNLb24uOjg709va6XZ/ay76pqUmx9Fzj97eslaRHmp7q8d69exVLo7a2VnK+2nWoL3vZVlZWqpaGv8eEYG8g9/cGbbXqjbfjbTBtMjo62u90+tLifBUora4T+vP1CIUn1mkiIiIiotPC5dpYrXzqUX569HnrQa+66dq3ZzKZ/OpH9sZXXjzx1EfnqS9UTrrB9B/2zbPc/RQMf/KtZJ8z4H+9UrJP2FOdUvM3Gk/9pkr/PuJv3ejb7gJJpy97XlzLzzXPWtzD5No+XGOQI9C+biOQe2w6duyY4udrOUKpbImIiNSQmprqdfk333yjavrffvut1+W+4iMiIgonWVlZ2Lx5MywWi+Ryi8WCzZs3IysrS+PIftTa2orc3Fx0d3d7Xa+7uxu5ublobW3VKLL+j/Uj/LA8iYgonHgf2ovc9B3kwX5jwo4dO7Bjxw5ccMEFmDt3Lu644w4MHDhQzzAV9dFHH+HFF1/EP/7xD3R2djryzcEuiIiI5Glra3OaHjJkiNNNkCkpKWhsbPS4vpEFE6u/n3VdL5hrET3SbG9vD+hzapSt6/zIyMiAbjiU4unmXSXL0pfo6Gin/NjLvre3V7E0XOP3t6yVpEeanupxV1eXYml42paWdcieVqDt1h/+bluJtwr6Q6164227wbTJqKgodHZ2+pWOv/Go+dlAtq/WdUJ/vh6h8MQ6TURERER0WrhcG6uVTz3KT48+bz3oVTdd+9+ioqKc+o099SN74ysvvthfsmLnb79qsOl60jfPcvdTMPzJt5J9zoD/9UrJPmFP21LzNxpP/aZq/j7irW64tjtf2+3bPjz9DuNafq55dm3banBtH64xyBFoX7cRBHNsUup8LUcolS0REZEaxo4di127dnlc/vXXX6uavq/tjx07VtX0icJZa2srioqKUF5ejra2NiQkJCAzMxP5+flITEzUOzwi8iArKws1NTUoLi5GWVmZo/1OnjwZeXl5bu1X67ZeVFSE5uZmp3lWqxVDhgzBoUOHnPoImpubUVxcjHnz5kluS8/jlFTa5557LiorK/HFF1+gvb0dsbGxyMjIwIoVKwwzUFdWVhY++eQTLFiwAJWVlYaLU8n6oRUjny9DsTyNpq6uzrDtxRcj1k0jxkRE/QcHvfBTRESE29s+XAe/+Pzzz/HAAw/gkUcewW233YY5c+bgkksu0SXeYLW0tKCoqAhr1qxxdDRKDXZhHwTE/uNzZGSkLvESERGFgoSEBKfpQ4cOOU3X19d7Xd/IgonV38+6rhfMg+B6pBkbGxvQ59QoW9f5St486unGbCXL0hfXGwvtZW8ymdDT06NIGq7x+1vWStIjTU/1ODIyUrF65Ok7hZZ1yJ5WoO3WH/5u2/VGX7WoVW+8bTeYNnnq1Cm/0wlkPaU/G8j21bpO6M/XIxSeWKcpFL300kv44YcfMHv2bAwZMkTvcIiIiKifCJdrY7XyqUf56dHnrQe96qZr/5trf5KnfmRvfOXFF9d97O/9FcGm60nfPMvdT8HwJ99K9jkD/tcrJfuEPW1Lzd9oPPWbqvn7iLe64RqPnO16+h3Gtfx8tW01uLYPOfl0FWhftxEEc2xS6nwtRyiVLRERkRoyMjJQVFTkcfnu3btVTb+ystLr8gkTJqiaPlG4Ki0tRW5urtuDshs2bMBjjz2GkpISZGVl6RQdEfmSmJiIefPm+Xx4XY+2Xl5e7jRttVrR0NDgePg+OTnZacDLsrIyyXzoeZzylLaU/fv3Y9OmTSgoKMCiRYtUiUcOT7Hv378fH3/8se7Hd6Xqh1aMfr4MtfI0muXLl2PJkiVufc5Ga9dSjFg3jRgTEfUvJr0DCBWVlZW47LLLJH9ktQ/6YJ9ub29HUVERLrvsMpx77rn41a9+hU8++USPsGVpbm7GmjVrkJWVhSFDhuCXv/wlvvrqK4iiKJlP4McHsOLi4vDkk0/i4Ycf1jMLREREhpaZmek03dDQgOTkZNhsNrfOBgCYPHmyluEFxTVvcvibT9c0gnkrlR5pTpw4MaDPqVG2rttU8o1XAwYM8CtNJd8qBpy+Lo2JiZEcIMBe9klJSYql5xq/v2WtJD3S9FSPR44cqVgaaWlpkvPVrkN92cs2IyNDtTT8PSbEx8cHlY6/bwhVq954O94G0yZdb1wO9Lguh9rnZa2uE/rz9QiFJ9ZpCkUHDx7EkiVLMGLECNx0003Ytm2bJoNcERERUf8WLtfGauVTj/LTo89bD3rVTde+PftLTnz1I3vjKy+eeOqj89QXKifdYPoP++ZZ7n4Khj/5VrLPGfC/XinZJ+ypTqn5G42nflOlfx/xt270bXeBpNOXPS+u5eeaZy2+X7u2j2AG2gi0r9sI5B6b4uPjFT9fyxFKZUtERKQGX9e6VVVVig2U5qq7uxuffvqp13U46AWR8kpLS5Gdne3xYe7m5mZkZ2ejtLRU48iISEl6tfW2tjanadcXfqSkpHhdH9D3OOUrbSmiKGLx4sVYvny54vHIEQrHdyXqh1ZYnv3b8uXLsXjxYo/9xkZp11KMWDeNGBMR9UMiyVJSUiIOGTJEFARBNJlMjj+pafuffd6wYcPEBx98UNy0aZPY2tqqd1bE3t5ecdeuXeIf//hH8YorrhDNZrNb/H3z5JpP+zozZ84UDx48qHd2iEhn6enpIgC3v/T0dL1DIzKMlpYW0WKxSLYV1z+LxSK2tLToHbLf5OQt0HwGmoYR0hQEQdy7d69hylapfEn9bdmyRfM0/S377du3q5KGHmWtR5re6vHu3bsVS2f37t261qG+Zbt3715REARNy9LVli1bgkpr1apVfqWjRvn6Ot4q1Sa1OK5rcV7W6jqhP1+PUHhinaZQ9Oijj7r1v44YMUIsKCgQDxw4oHd4REQBYx8xkb7C5dpYrXzqUX569HnrQa+6Kadvz9/+OqX70Dz1haqdrlSe5aQRHx+ver6V7HOWU6+U6hP2Vqf06OtW6/cR17/Bgwernhc9fm8aPHiweOaZZ2q6z0JBKP12G2plS0Sh4aWXXnL08br+2x/TJfnq6up8nqO0dPLkSTEmJsZrPOXl5aqk/e9//9trujExMeLJkydVSZv8x/7d/iVc+gqJwp2ebT0nJ8dp+1ar1Wk6OTnZaTonJ8cwsQfbpxHMPeFaxq7n8T3Y+qEVlmf/psbvRFoxYt00YkxE1D+ZQLLccccd+PrrrzF//nxERkY6Rnqyv5mj77T9TxRFiKKIAwcO4JlnnsFNN90Ei8WCjIwMLFiwAH//+99RU1Oj+tsGWlpa8K9//QtPP/00brjhBgwePBgXX3wxHnnkEWzfvh09PT2OWO2x2/Mklc9x48bhgw8+wCuvvOI2KhgRERG5S0xMRElJCcxms9f1zGYzSkpKkJiYqFFkwfM3b33JzWcgaRghTQAoKChAampqQJ9Vo2yVypcrm82G6dOna5qmL33LfsqUKZg2bZqi29ejrPXav97qsc1mQ15eXtBp5OXlwWazSS7Tog65lm1qaioKCgoUT0fOMWH69Okey8SXxMREPPjgg36vq2T5+nO8VaJNanFc1+q8rNV1Qn++HqHwxDpNoaxv35rQF58AAQAASURBVPH+/fvx6KOPIjU1FTfeeCO2bt2qydtpiYiIqP8Il2tjtfKpR/np0eetB73qppy+PX/765TsQ/PWF6pmunaueZazn1577TWMHDkyoHT9zbdSfc5y65VSfcLe6pQefd1q/D4ilea6detQWFio+Hb75kXr35vs+Xr55Zc13WehIFR+uw3FsiUiIlJDTEwMfvKTn3hd591331Ul7ffee8/r8v/5n/9BTEyMKmkThauioiK3N3BbrVbYbDZYrVan+c3NzSguLtYyPCJSiJ5tPTMz02m6oaEBycnJsNlsSE5ORmNjo9PyyZMnGyZ2qbSjo6M9rm9/js5OFEUsXLhQsXjkCJXju9z68fXXX2PlypVobW3VMsx+W56u7S1cLViwwO3eK5PJhJiYGJhMzo9U69mupRixbhoxJiLqp7QfZ6P/2Ldvn5iXlydGREQ4vZXPPnKy67y+86WWx8bGipMmTRJnzZolFhYWin/961/Ft99+W/ziiy/Ew4cPi52dnR5j6enpEY8fPy7u27dP/Pe//y1u3LhRXLFihfjQQw+JP/3pT8WUlBRZsXjKgyAI4rnnniuuW7dO7O3t1bC0icjoOMozkf+2bdvmcZRDi8Uibtu2Te8QA+Ytb0rl0980jJCmIAhiYWFhQGkGGoOcfAaaL6k/m82mS5qeRmD1VvbTpk1TJH09ylqPNOXU47y8vIDTycvL0zRfcsq2sLBQsbf7BXpMsNlsstJKTEwMKB0lylfu8TbQNqnFcV2P87JW1wn9+XqEwhPrNIWSRx991K/+2GHDhomPPvqo+P333+sdMhGRX9hHTGQM4XJtrFY+9Sg/Pfq89aBX3fTWtxdof52vvPjq7/K3L1ROugMHDhQHDhzos974yrOc/TRy5EhZdTaQfAfT5xxMvQq0T1hOndKjrzvQvlhBEMS8vDy/64ZSfere8iKn/PxtH77S99U+CgsLw+J47irQY1N/7eMnovDx0ksvOfpzXf/dsWOHuH37dlX+Hn74YV3S3b59u/jdd9/pXewhpa6uzue5SmuPP/6413gyMjJUSXfcuHFe033qqadUSZfkYf9u/8I3whOFBz3bektLi9/9IBaLRWxpaTFM7L7Slvpz7esaPny4YvEoGbtRju9y6oeefTn9sTyl2lu4Gj58uFPZmEwmQ7ZrKUasm0aMiYj6J0EU+bq4YH311VdYtGgRXn/9dYii6DSKW9/ilRrdTYrreq7LYmJicMYZZyAiIgIdHR04efIkuru7vcYolZZUOp7iFUURZ599NhYvXoxZs2YhIiLCa3pEFH7Gjh2L6upqt/np6enYs2ePDhERGVtrayuKi4tRVlaGtrY2JCQkYPLkycjLywv5t8z0zVtTUxNaWloAAIMHD0ZSUpIi+XQtP7PZjO+++w6tra04efIkenp6EBcXh7S0NKSkpKie5okTJ9DR0QHg9JsRBgwYgIkTJ+Lpp5/26+1wgcSgVNm65is2NtZxTdve3o7m5mZUVFR4vJ4cMGAAXnnlFUyfPj3gNPuWpb0cDx8+LJlmbGws0tLSUFxcDJvNhrq6OixcuBAVFRVob29HbGysX2W/Y8cO5OTkoLGxEb29vV7zN3DgQCQmJmLEiBHo7u4OuL265vvw4cPYtWuXx+8FERERuPjiizFo0CDF0mxra8POnTvR09MjmZ7ZbMagQYPQ29vrd1m6qqqqQl5eHmpra9HV1QUAjn9d04uOjnban4Hmy7UOnTp1CkePHvX4+ejoaFx88cWIi4vzu2xd65rJZMKRI0fQ1dXleEO7lDPOOANJSUmKHBO2bt2K22+/HceOHfP6fXLlypV48MEHA06nb/nW1tbi888/R2dnp2O5a9pmsxnjxo3DmDFjAj7eurZJ4PR+GjduHIYNG+Z0XFLqnKnF+UqJ2NS8TujP1yMUnlinKVQsW7YMy5YtgyAIjvOqtz5lk8mErKws3H333Zg+fbrb2waIiIyCfcRExhEu18Zq5VOP8tOjz1sPetXNQPuRvfGVF9d+0sjIyID6QuWkC8Cx7NChQ6itrcXx48dhMpkQHx/vd57l7KeNGzciPz/fqf8QACIjIx3/Bptv17KMiIhw9Bf29PTAbDYjISEB48aNg8lkUqxe9a03R44cwbFjxxx9lyaTCZGRkUH3p3v7jebQoUOorq5Ge3s7ALjl0/X3HH/z7doXKwgCBEGA2WxGT08Pent7ERERgbi4OAwcONApX3Lqhrd2B8BpWUxMTEC/w/j6jctT+3Bd98iRI373D/sqA2/9zoMGDVKlr9sI/D02qXW+NlofPxGFh7Vr12LOnDlO/bx23u4BVkIg9x4rYenSpViyZImqafQn+/bt83ltqPUt/LW1tTj33HO9rvPVV19hzJgxiqX5xRdfYNy4cR6XC4KAvXv34pxzzlEsTQoM+3f7l2uvvRalpaWOaZvNhqqqKo/TWVlZ2LZtm4YREpES9G7rpaWlyM7O9vo8m9lsxubNm5GVlWWY2H2lLSUmJsZxfzMAWCwWNDU1KRKPHHrvczn8qR9SPNUZNfS38tSy7EJBUlISmpubHdOu7dgo7VqKEeumEWMiov6Jg14o6NNPP8WTTz6Jv//97+jq6vJ4ozLguXNZrd3hb3pSMY8ZMwYPPfQQ8vPzER0drUp8RBT62OFNREREREREROSb1KAXdp4GTrbPT0lJwaxZszB79mwMHz5cm4CJiPzEPmIiIiIiIiIiChfeBr3ojwRB4KAXMhlx0AsAuOSSS1BWVuZx+f33349nnnlGsfTuvvturFmzxuPyn/zkJ/j4448VS48Cx/7d/mXmzJnYsGGDY9pqtaKhocExnZycjMbGRsd0Tk4O1q9fr2mMRBQ8I7T10tJS5ObmOj1YbmexWFBSUiL5AL6esftKW4rrdf/w4cPx3XffKRKPHEbY53J4qx/eWCwW1NTUqD6YaX8qT2/tLVyNGDEC+/fvd0ybTCbHwNaAcdq1FCPWTSPGRET9E18Jp6ALL7wQ69atQ11dHR5++GHHCP32UfrtfwAc8/v+AXBaT8k/f9Psu94VV1yBzZs348svv8Tdd9/NAS+IiIiIiIiIiIiIFOStD7fvcvu8gwcPYvny5UhLS8N1112HTZs2Of0gS0RERERERERERET6Uus+4L59yVqmS/3LrFmzvC7/29/+hkOHDimS1oEDB1BSUuJ1nTvvvFORtIjIWWZmptN0Q0MDkpOTYbPZ3B5IBIDJkydrGR4RKcQIbT0rKws1NTVYuXIlcnJykJWVhZycHKxcuRI1NTUeH8DXM3aptKOiojyuLzXQ3cSJExWLRw4j7HM5+taPCRMmuC23Wq2w2WywWq1O85ubm1FcXKx6fKFcnnLaW7jKyMhwmu7t7YUgCIiJiTFUu5ZixLppxJiIqH8SxHAYYlgn7e3tePnll1FcXIz//Oc/ANzf1AfIG6nXUwey3N3o6Y2BSUlJyMnJwezZszF+/HhZ2ySi8MZRnomIiIiIiIiIfGttbcXf/vY3rF27Fl9++SUA5/5a175eT3259vlnnXUWZs2ahbvuugsjRoxQM3QiIq/YR0xERERERERE4WLt2rWYM2eO5IMy/Yk9f4IgYOnSpViyZIneIYWMffv2ITU11es6etSdjo4OjBgxwu2BpL7y8vJQVFQUdFo///nP8corr3hcbrVa8d133/GljAbB/t3+pbW1FaNHj5Z8E7wri8WCmpoaJCYmahAZESkplNu6nrHLSVuKIAiora31ea2nhlDe5zNnzsSGDRsc01arFQ0NDY5p14fmc3JysH79elVjCuXyJN/q6uqQlpbm1/cuPdu1FCPWTSPGRET9k0nvAPqz2NhY3H333fj444/x7bffYsmSJRg5cqTHt/X5Mypy38+6bscTTyMv2z8bFRWFm2++GZs2bcLBgwexatUqDnhBREREREREREREpILExEQsWLAAe/bswY4dO3DHHXcgJibG0V/rqR/XtT/ZPu/QoUP4/e9/j7S0NGRlZeH1119HT0+PnlkkIiIiIiIiIiIiIiIDiomJwbx587yuU1xcjNdffz2odF599VWvA14AwPz58zngBZFKEhMTUVJSArPZ7HU9s9mMkpISPpBIFKJCua3rGbu/aXtSUFCg24PxobzP29ranKaHDBniNJ2SkuJ1fTXYyzMiIsLrehEREYYrT/ItNTUVBQUFfq2rZ7uWYsS2bsSYiKh/4qAXGhk5ciQeffRRfPPNN/j000/x+OOPY+rUqTCbzT4HwQj2D3AfLGPYsGGYO3cu3njjDTQ3N+O1115DdnZ2wBftRERERERERERERCTPZZddhuLiYsdgxOPGjZPsK7bz1I8siiJ6e3vx7rvv4pZbbsGwYcPwu9/9DnV1dbrki4iIiIiIiIiIiIiIjGn+/PkYNmyY13Xy8/PxySefBLT9srIyzJ492+s6I0aM8Dn4BhEFJysrC5s3b4bFYpFcbrFYsHnzZmRlZWkcGREpKZTbup6x+0pbiiAIKCwsxKJFixSPR45Q3ecJCQlO04cOHXKarq+v97q+mny9jNzXcjKuRYsWobCw0ONL6o3SrqUYsa0bMSYi6n8EkWdeXR0/fhwffvghysrKsGvXLlRUVKClpUVyXU8nWDtPuzIiIgLp6em46KKLMGnSJEydOhXnn39+0LETEfU1duxYVFdXu81PT0/Hnj17dIiIiIiIiIiIiCj0lJeX44UXXsBrr72GEydOAIDbwBd9eVpmHxDjyiuvxNy5c3HjjTdy0GMiUhX7iImIiIiIiIgoXKxduxZz5szxeV9vf7J06VIsWbJE7zBCxr59+3y+KVjPW/j//ve/49Zbb/W6zqBBg/Dyyy/j+uuv93u7mzZtQl5eHo4ePeoz/Ztvvtnv7ZL62L/bf7W2tqK4uBhlZWVoa2tDQkICJk+ejLy8PL6Bm6gfCeW2rmfsUmmPGjUKlZWV+Pzzz9He3o7Y2FhMnDgRTz/9tM/rOy2F2j5fuXIlHnroIad5ycnJSElJQX19PRobG93WV3uQtNbWVowePRrNzc0+17VYLKipqTFk2ZJvdXV1WLhwISoqKgzdrqUYsa0bMSYi6j846IUB7d27F9XV1di3bx/27duH7777Dvv378eRI0dw4sQJtLe348SJE+jp6cEZZ5yBuLg4xMbGIi4uDkOGDMGIESNwzjnnYMSIETj33HNx4YUXIiYmRu9sEVE/xw5vIiIiIiIiIiLlHDt2DC+//DJeeukl7N69G4D/g1/0XW6fn5SUhF/84he46667kJaWpmboRBSm2EdMREREREREROHCPuhFOHn00UfDdtCLHTt2oKamRtZnDh8+jF//+tde11mzZo3sWKZOnYpRo0bJ/pyUn//853jllVe8riMIAmbOnInFixfjvPPO87hedXU1CgoKsHHjRr/Sffnll2XHS+pi/y4RERGpyYgDTEgNxGG1WjFkyBAcOnQIDQ0NbuurPRAHERFRuOOgF0REpAh2eBMRERERERERqaOiogIvvvgiNmzYgGPHjgHwfwCMvssEQYAgCLj88ssxd+5c3HTTTTCbzSpHT0Thgn3ERERERERERETUH915550oKirSOwwAwN/+9jfceeedimzr+PHjmDRpEr7++mu/1p8wYQIuvfRSpKamIj4+HseOHUNdXR3+/e9/49NPP/VrG+eddx527tyJ+Pj4YEInFbB/l4jo9EP5RUVFKC8vd7y5PjMzE/n5+XxzPZECSktLkZ2dje7ubo/rmM1mbN68GVlZWarHM3PmTGzYsMExbbVanQa6SEpKQlNTk2N6+PDheOihh3hMICIiUhHvZiUiIiIiIiIiIiIiMrCJEyfihRdewIoVK7B+/XqsWbMGO3fuBPDjQBbAjwNc2P/tu8w+XxRFfPjhh/jwww9hsVhw5513Ys6cOTj33HM1zhUREREREREREREREeklPj4eb7/9Nv7nf/4H33//vc/1d+/ejd27dwec3vDhw/H2229zwAsiIjKk0tJS5Obmorm52Wn+hg0b8Nhjj6GkpESTh/CJ+rOsrCxs3rxZsq0BgMVi0bSttbW1OU0PGTLEadCLlpYWp+X79+/HQw89xGMCERGRikx6B0BERERERERERERERL7FxcXhrrvuQnl5OaqqqnDvvfdi4MCBjsEs7INc9B0Ew/4H/DgIhn1eU1MT/vjHP2LMmDG48sorsXHjRnR1demZRSIiIiIiIiIiIiIi0siIESPwwQcfIC0tTdV0zj33XHzwwQcYPny4qukQEREForS0FNnZ2ZIP4QNAc3MzsrOzUVpaqnFkRP1PVlYWampqsHLlSuTk5CArKws5OTlYuXIlampqNB1IIiEhwWn60KFDTtM9PT2Sn+MxgYiISD0c9IKIiIiIiIiIiIiIKMSMHz8ezz77LOrr6/HXv/4Vl156qeQAF3ZSy/oOgLF9+3bcfvvtGDp0KB5++GHU1NToki8iIiIiIiIiIiIiItLOueeei507d+KnP/2pKtvPysrCzp07VR9Yg4iIKBCtra3Izc1Fd3e31/W6u7uRm5uL1tZWjSIj6r8SExMxb948rF+/Htu2bcP69esxb948JCYmahpHZmam03RDQwOSkpIQERHh87M8JhAREamDg14QEREREREREREREYWoM844A3feeSc+/vhjfPHFF3jwwQeRmJjoGMyi7wAXwI+DX7gOgGGf19zcjBUrVuD888/H5ZdfjvXr1+PUqVN6ZpGIiIiIiIiIiIiIiFSUmJiI0tJS/N///R+Sk5MV2WZycjKKioqwbds2t7doExERGUVRURGam5ud5lmtVthsNlitVqf5zc3NKC4u1jI8IlJRfn4+LBaL07ympib09PS4rRsREYGkpCSneTwmEBERKY+DXhARERERERERERER9QPp6elYuXIlDh48iOLiYkyZMkVygAupATD6LrPP++ijj3DHHXdg6NChWLhwIb766is9s0dERERERERERERERCrKz8/H3r178eyzz+L8888PaBvp6el49tlnUVdXh7y8PIUjJCIiUlZ5ebnTtNVqRUNDA6qqqtDQ0OA2GFRZWZmW4RGRihITE1FSUgKz2exz3Z6eHjQ1NfGYQEREpDJBtN/tSkREFISxY8eiurrabX56ejr27NmjQ0RERERERERERFRTU4MXX3wRxcXFjjfU2Ae9AADXnwg8LbPP/8lPfoK5c+filltuQXR0tJqhE1GIYR8xERERERERERFR/1JTU4PS0lJUVlZiz549OHjwII4dO4b29nbExsZiwIABOPvss5Geno6MjAxce+21GDVqlN5hUwDYv0vkW2trK4qKilBeXo62tjYkJCQgMzMTN954IzZt2uQ2Pz8/H4mJiXqHTT5ce+21KC0tdUzbbDZUVVU5pi+44AJ88cUXjumzzjoLv/rVrwy3f+vq6rBgwQJUVlY6ztMZGRlYsWIFUlNT9Q7PsKTa9bhx4wAAn3/+uaHbtKdjklZxBpO+3rG7Ki0tRW5uruOemr4iIiLQ09PjmHY9RmRlZWHbtm1ahAmAbZ2IiPo/DnpBRESKYIc3EREREREREZFxdXV14Z///CfWrFmDDz/8EKIoOgay8PQzgdQAGPZ5CQkJyM/Px913343zzjtP5eiJKBSwj5iIiIiIiIiIiIgoNLF/l8g7bw9EC4Ig+XurxWJBSUkJsrKytAiRAjRz5kxs2LDBMW21WtHQ0OCYDoX9u3z5cixZskQyTkEQUFBQgEWLFukQmbF5a9dSjLTPvcWuRZzBpK937J60traiuLgYK1aswP79+x3zk5KS0NTU5JhOTk5GY2OjYzonJwfr16/XJEa2dSIiCgcmvQMgIiIiIiIiIiIiIiJ1RUZGYsaMGXjvvffwzTff4JFHHkFycrLT4BeuRFF0GuzCfkOPKIpobW3FqlWrMHbsWGRlZeGdd97RMjtERERERERERERERERERKorLS1Fdna2xwfjPb1goLm5GdnZ2SgtLVUzPApSZmam03RDQwOSk5MxcuRIAMbfv8uXL8fixYs9ximKIhYvXozly5drHJmx+WrXUoyyz33FrnacwaSvd+zeJCYmYt68eXjooYec5jc1NSE5ORk2m81twAsAmDx5sibxsa0TEVG4EERPZzsiIiIZOMozEREREREREVHo6OnpwWuvvYYHHngALS0tADzfsNNX3wEy+g6IAQATJ07Eo48+iuuuu06FiInI6NhHTERERERERERERBSa2L9LJK21tRWjR4+W9WC8K4vFgpqaGiQmJioYGSkl2H2s5/6tq6tDWlqa37/z19bWIjU1VYPIjC2U97mc2NWIM5j09Y7dX0aMk22diIjCiUnvAIiIiIiIiIiIiIiISBu1tbX4zW9+g7PPPhs///nP0dLSAlEU/fpxHIDTuoIgQBAEx7xdu3YhOzsb06ZNw1dffaVmNoiIiIiIiIiIiIiIiIiIVFVUVOT24LPVakVKSork+kOHDoXVanWa19zcjOLiYtVipOAkJiaipKQEZrPZ57ojR4401P5dsGCB2+/8JpMJMTExMJmcHxcURRELFy7UMjzDkmrXAwYM8Li+6zI997mnY5LNZtOkbgaTvt6x+8vfY4LZbEZJSYkmA3OwrRMRUTjhoBdERERERERERERERP1YV1cXNm7ciKuuugpjxozBk08+iYaGBp+DXdgHtXD9A34c/EIURbf5H374IWw2G55++mlN8kdEREREREREREREREREpLTy8nKnaavVioaGBtTX10uuf/DgQTQ0NCA5OdlpfllZmWoxUvCysrKwefNmWCwWyeX238L37t1rqP1bWVnpNG0ymdDb24uOjg709vY64rarqKjQMjzDkmrXx44d87j+sWPHDLPPPR2TqqqqNKmbwaSvd+xy+DomWCwWbN68GVlZWZrEw7ZOREThxPdQdEREREREREREREREFHJqamrw4osvori4GIcPHwYAxyAXfX/0dh34wteyvgNcSG1TFEWcOnUKjzzyCCorK1FSUuL2dgkiIiIiIiIiIiIiIiKiQLW2tqKoqAjl5eVoa2tDQkICMjMzkZ+fr8lb10NZVVUVcnNzsXfvXnR1dSEyMhIjR45ESUkJbDabYeJ59tlnUVlZ6XMfq1kX2tranKZPnjzp1+c6Ozu9bkcpUnkfOnQo3nrrLXz33XeO8rRarTh69Cja2trQ29sLk8mEpKQkrFy5Ehs2bEBlZSXa29sRGxuLCy64ABkZGfj2228VK8+6ujosWLDAKZ1hw4ahpqYGLS0tjpgsFgtuvfVWNDc3a96us7Ky8H//93+4/fbbcfToUadlrr+ZNzY2Ok1v2LABW7ZswcyZM3Hs2DHVY7e3mf379zvN7+3t9Rr3/v37IQgCpk+fjgEDBuhy7HzkkUfw1FNPuc2PjIxEd3e346UbcXFxmDFjBk6cOOEzTrnHANf2eOTIEZ9xS+3zDRs2ICoqCuPGjUNTU5OjbmdkZGDFihVITU31o0T8s3r1asyfP99tnzY0NPiMc+PGjYiPj8f69esxffr0oOJwLbuOjg6n6ePHj7ul/84770AURbS2tjot6+7udpo2m50fcVXruAkAGzduRH5+vtOxOiIiAj09PU7rRUREwGazoaWlxWn/PvTQQ/jTn/6EuXPnqrrf7cfOAwcOOM331dYPHDiAm266SfF4PJE6jw8ZMgQAcOjQIce8s88+GykpKdi7d68m5db3nDNy5EjU19fjwIEDTtca8+fPx6JFi9DU1OR0Lrrllltw+PBhQ1xjSuVHjXILF1L1dcSIEZg+fToOHDhgiH0O8LsOhTdB9PYaNyIiIj+NHTsW1dXVbvPT09OxZ88eHSIiIiIiIiIiIgo/p06dwmuvvYYXX3wRH3/8MQDnH7g9DWghNf/MM8/EnXfeiV/84heoqqrCSy+9hO3btztuNJHaTt9t2debO3cunnvuOQVzSURGxD5iIiIiIiIiIiIiotAUav27paWlyM3NRXNzs9syi8WCkpISzd6+Hmry8/NRXFzscXleXh6KiooME4+UvvtY7bowc+ZMbNiwIeDP2+Xk5GD9+vVBb6cvb3lXQ6DluXz5cixZssTtN2Ut0pbjqquuwvvvv6/4dpWOPZA24w8tyjgqKgpdXV1BbcM1zkCOAUq1a28EQUBBQQEWLVoU9LYGDx7sNmBEoGw2G3bv3h3w57UoOzs1jpsAkJaWhr179yq+XUDZ/a7EsVPJeDxR4phktHLzRI9rTG/50WL/9jdy66te3yv4XYfCHV+tRkREREREREREREQU4qqrqzF//nykpKQgLy8PH3/8MURRdAw8Yf8D4JgPQHL+pZdeipKSEhw8eBBPPfUU0tPTcfvtt+ODDz5ATU0NfvWrXyEpKclt+3Z9ty2KIl544QW8++67GpcIERERERERERERERER9TelpaXIzs72+KB/c3MzsrOzUVpaqnFkxufPg37FxcXIz883TDxS7Pt4+fLlqteFzMzMgD/b1+TJkxXZjp2vdqCGQMpz+fLlWLx4cdAPH6vdrtUa8AJQNna1BrwA1C9jJQa8AJzjDPR8oFS79kYURSxevBjLly8PajtKDngBAFVVVZgwYULAn9ei7OyUPm4C6g54ASi335U6dioVjydKHZOMVm6eaH2N6Ss/au/f/iaQ+qrH9wp+1yECBFGtIzkREYWVUBvlmYiIiIiIiIgo1HV0dGDjxo148cUXUVZWBgBOP3ZKDUThaf6AAQOQm5uLe+65BxdccIHPtLu6uvD3v/8dTz31FKqqqpwGznBNRxRFTJgwARUVFYFkk4hCBPuIiYiIiIiIiIjUFRERoUk648ePR0VFBUwmvluRKFyESv9ua2srRo8e7deD/haLBTU1NUhMTNQgMuOT+6Dz7t27YbPZDBOPFPsA/L4EUxeUiBNQtjzltAM1+FuedXV1SEtLU/ThYzXa9Y4dOzB16lTFtudJsLErVRd9UaOMH3nkETz11FOKbQ84PRiEIAg4fPiwz3Vd86TVPgdOH6dqa2uRmpoq+7OrV6/GvHnzVIgK2LJlC6ZPny77c1rVw2DKzZONGzciJydHse15E0z8ahw71ShPNeqC0crNEy2uMeXkR439298EW1+1+l7B7zpEp7E3koiIiIiIiIiIiIgohHz22Wf4f//v/2HIkCGYNWsWysrKIIoiRFGEIAiOP/s8+4+g9vkAHPNtNhteeOEF1NfX45lnnvFrwAsAiIyMxMyZM1FZWYnXX38dqampjvTt+v74WlVV5RiYg4iIiIiIiIiIiKg/6e7uxl/+8hc899xzHv9effXVoNPp2+er5t9nn32GVatWKVAyRETKKioqcnsIzGq1wmazwWq1Os1vbm5W5O3j/UVubq7k/L6/7fWVl5enZjge4/EkJibGbR+7PgiqRl1YtmxZQJ9zVVBQoMh2AOl2oObAWNHR0U7T/pbnggULgn742HUALjXa9YwZMxTdnp1r2wo2drltJlBqlLHSA14AQEtLi9uAF/4eA+6//37F4/FEFEUsXLgwoM/Onz9f2WD6uP322wP6nFLHRF9EUcSbb76p6Dbz8/MV3Z5dZGSk27EqmP2uxLHTVTDxeKLGMclo5Wan9PHcH1L5MZlMiImJUbS+hQu59dVsNjtNa/W9gt91iE7joBdERERERERERERERAbX3t6Ol156CZmZmZgwYQKef/55HDlyxG2wC+DHG58BOA2CYV8WExODO++8E2VlZaisrMScOXMQFxcXcGw33ngjvvjiC/ziF79wG/iir61btwacBhEREREREREREZFRvfjii7j//vvxwAMPSP7Nnz8fSUlJiqTVt89XrT9RFLF06VI0NDQoEjMRkVLKy8udpq1WKxoaGlBVVYWGhgYkJyc7LeeA7D/au3ev5HxPD4jW1taqGY7HeDzp6OiQ3Md2atWFysrKgD7nqqKiQpHtANLtoKenR7Htu+rs7AyoPF3LzvUhXX/09vaq3q6bmpoU3Z6dKIqKxi63zcgRKsdOT+0fkHcMULMsAfcH5ANt/2o9wA8Ax44dC+hzSh0T/aF0Pezs7FR0e3ZdXV3o7e1VbL8rcewElKuHnijVjoxWblKUPp77Qyo/vb296OjoULS+hQu59bW7u1uXcyO/6xCdxkEviIiIiIiIiIiIiIgMqqKiAnPnzsWQIUMwd+5c7Ny5022gC/tNyFKDXQA/DoIxZswY/OlPf8LBgwfx17/+FRdffLFiccbExGDt2rXIycnxOPCF649zRERERERERERERKHu+PHjKCgocOqjde2vfeKJJ3DFFVcolqantJT4sztx4gT+8Ic/KBYzEZES2tranKaHDBniNJ2SkuJ1/XDW1dXlNO36W57rtOv6Wsfjies+tlOrLrS3tztNR0ZG+vU51zeEu24nGL7agRoCKU/XPEdFRWmWthy9vb2Kbq8vJWMPtM34I1SOnZ7aPyDvGKD28S06OtppWsn2r5RAB9QI9Jjoj6FDhzpNG7UeeqLUflfq2Kl2PVTqmGS0cvNE6+Okr/yEwnHGSAKpr3qcG/ldh+g0s+9ViIiIiIjIVWtrK4qKilBeXo62tjYkJCQgMzMT+fn5SExM7PfpK8loeTFaPErG1Hc7TU1NaGlpAQAMHjwYSUlJiuTTNVaz2Yx9+/ahra0NHR0diI2NRUZGBlasWIHU1NSA0/Gmrq4OCxYsQGVlJdrb21VJ09s+AWC4OiSH0fJmxDZJRESktmPHjmHdunVYs2YNqqqqADjfdND3xzdP8+3LIiMjcdNNN+Gee+7B5ZdfrmrcALBq1Sr885//RFdXlyMe+6Ac33zzjerpExEREREREREREWnphRdeQGNjo2T/rCAI+OlPf4qHHnpIp+gCY+/TffHFF/HII494fcCQiEhLCQkJTtOHDh1ymq6vr/e6fjiLjIx0euDP9YFn12klH2QOJB5PXPexnVp1ITY21mm6p6fHr8+5rue6nWD4agdqCKQ8XfN86tQpzdKWw2Qy+b1f5VIy9kDbjD9C5djpqf0D8o4BrmWptM7OTqdpJdu/UgIdoCDQY6I/XPeJUeuhJ0rtd6WOnWrXQ6WOSUYrN0+0Pk76yk8oHGeMJJD6qse5kd91iE7joBdERERERDKVlpYiNzcXzc3NTvM3bNiAxx57DCUlJcjKyuq36SvJaHkxWjxKxuRpO8FsM5A0AGD//v3YtGkTCgoKsGjRItnpeLN8+XIsWbLErUNKyTS97ZOlS5cCAI4ePeq2LBTap9HyZsQ2SUREpKaysjKsWbMGr776Ktrb2/0a6MLTshEjRuDuu+/G7NmzkZycrHLkP0pKSsLVV1+NrVu3ut0owRHmiYiIiIiIiIiIqD/p7u7GqlWrHH2h9oEu7AYNGoSXXnpJr/AC0jcPnZ2dWL16NR5//HGdoyIiOi0zMxMbNmxwTDc0NCA5ORkpKSmor69HY2Oj0/qTJ0/WOkTDGjlyJL744gu3+faBjlylpaXpEo8nMTExGDhwoNs+tlOrLmRkZGD//v2O6d7eXgiCAEEQ0Nvb67a+yWSCKIpuZTpx4sSA0pci1Q4iIiJUG7ghOjo6oPKUKju5BEFQvV0nJSXhhx9+UHSbgPKxy20zcoTKsdNT+wfkHQPULEvA/X6OQNu/p+OzEgYMGBDQ55Ro11K0aOvR0dFuAwUoITIyEt3d3Yrtd6XKWM3zEKBcOzJauUnRon668nT9Ya/Hau/f/kZufY2IiNDl3MjvOkSnCaJaV0BERBRWxo4di+rqarf56enp2LNnjw4RERGpo7S0FNnZ2eju7va4jtlsxubNm1V5EFvv9JVktLwYLR4lY/JnO3K3GWwadoWFhYoNfLF8+XIsXrxY1TQDzaedkdun0fJmxDZJRESkhiNHjqC4uBhr1qxx9KH4M9iF1FsDTSYTrrvuOtxzzz249tprA347R7CWLVuGZcuWucVuMpkCvtYgIuNjHzERERERERERhZsNGzbg9ttvd3ogzf5/QRDwwgsv4K677lIsPZPJJPnwm1J9wX3zYJ8+88wzcfDgQURFRSmSBhEZU6j077a2tmL06NE+X8gDABaLBTU1NUhMTNQgMuOrqqrChAkT/F5/9+7dsNlsholHir8PhAdTF+rq6pCWlhbUg+eCIKC2thapqakBb6MvOe1ADf6WpxJlF2jacmzduhXXX3+9YtvzJNjYlWgz/lCjjB955BE89dRTim0PAAYPHgxBEHD48GGf67rmSauyBIJr/6tXr8a8efNUiArYsmULpk+fLvtzarRrKWrUw40bNyInJ0ex7XkTzH5Xo4yVPg8B6rQjo5WbJ1pcY8rJjxr7t78Jtr5q9b2C33WITjPpHQARERERUahobW1Fbm6uz4e0uru7kZubi9bW1n6VvpKMlhejxaNkTP5uR842lUjDbsmSJairq5P9OVd1dXVYsmSJqmkGk087o7ZPo+XNiG2SiIhIaR9//DHy8vKQkpKC+fPn44svvnC89cf+diD7jVp93wZknw/AMd9qteJ3v/sd6urq8Oabb+K6667TbcAL4PTbcOz6/gDLMbiJiIiIiIiIiIioPykqKnKa7vvw7dixYzF79mxN4ujbjxzMX9++Z7uWlha89tprmuSDiMiXxMRElJSUwGw2e13PbDajpKSED4H1YbPZkJeX59e6eXl5qg54ITceKWazGQUFBarXhdTUVBQUFAT0WbuCggJFH0T1tx2oQU55KlF2gaYtxzfffKPo9qQoEXuwbcYfapXxk08+icjISMW2ZzabsW7dOrz88ssBHQO0KEu7YNr/gw8+qMp5zGazBTTgBaB8u5aiVj2cMWMGRo4cqeg2PQlmv6tRxkqfhwB12pHRyk2KVteYcvKjxv7tb4Kpr1p+r+B3HaLTOOgFEREREZGfioqK3EZOtFqtsNlssFqtTvObm5tRXFzcr9JXktHyYrR4lIxJajv+kJPPQNMATt8ss3DhwoA+29eCBQvcHqI0mUyIiYmByeT81TfQNL3tk/j4eLf1BwwYEDLt02h5M2KbJCIiUsq7776L9PR0TJ06FevWrcPJkye9Dmhh57oMAK688kq8+uqr2L9/PwoLCzFs2DCNcyMtOjpa7xCIiIiIiIiIiIiIVHXo0CG8++67kgMQC4KAJ598UtXBie3bFgQBTzzxBOrq6oL6+8Mf/uA08EVf69atUy0fRERyZWVlYfPmzbBYLJLLLRYLNm/ejKysLI0jM76ioiKfD/zl5eW5DeqkZzxS7Pt40aJFmtSFRYsWobCwUPZ5XRAEFBYWYtGiRUGlL8VXO1BDIOUZaNkpkba/ysvLFd9mX0rGHmib8Yfax85Tp04pMvBF3ziDOR+oWZaAcu2/paVF0YeabTYbdu/eHdQ2lGrXUtSuh7W1taoOfKHUfleqjNU8DwHKtSOjlZsnWl9j+sqP2vu3vwmkvurxvYLfdYgAQeSr1YiISAFjx45FdXW12/z09HTs2bNHh4iIiJQ3c+ZMbNiwwTFttVrR0NDgmE5OTkZjY6NjOicnB+vXr+836SvJaHkxWjxKxuS6HTn8zadrGiaTCb29vX6nM3z4cHz33XcBxWg3YsQI7N+/32MMfd+oE2iavvaJN0Zvn0bLmxHbJBERkVKWLVuGZcuWOab7/jjp2l0vtWzw4MHIz8/HPffcg1GjRqkcbWDWrl2LOXPmOK7B+v7b09Ojd3hEpBL2ERMRERERERFROHn++edx//33u/WDAqcfJqusrFQ8TZPJJNnvumbNGsyaNSuobXd2diItLQ2HDh1ymi+KIqKiotDY2IiBAwcGlQYRGVco9u+2traiuLgYZWVlaGtrQ0JCAiZPnoy8vDy+9diHqqoq5OXloba2Fl1dXYiMjERaWhqKi4ths9kME88zzzyD3bt3+9zHWtWFuro6LFy4EBUVFWhvb0dsbCwmTpyI+fPnY+XKlW7zn376adXfvC6V97PPPhtvvfUW9u3b5yhPq9WKY8eOobW1Fb29vTCZTEhOTsaf/vQnbNy40Sn2cePGISMjA998841i5SlVdsOHD0dNTQ0OHz7siMliseC2225DU1OTZu362muvRWlpqWPabDaju7vbMS11L6TJZEJkZCROnTrluB6Lj49HTk4Ojh07pnrsUm1mwIABft/vN336dAwYMECXY+cjjzyCp556ym1+ZGQkuru7ncpzxowZOH78uM84gzkGSJVlXFwcmpqa3Na96aab8NZbb6Gzs9MxLyoqCuPHj0djY6Oq7X/16tWYP3++2z0lUqZPn46PPvoIx44dc5TngAED8Morr2D69OmKxeRvu05ISEBvby+OHj3q1NZvvfVWNDc361IPN27ciPz8fKd9GRER4XY/S0REBG6++WaYTCanOKdOnYqCggLVj/tSZZyWlob6+np8//33jjo7bNgwpKSkoLa2VvPzECDdjlJSUgAA9fX1msfpb7mlpaVh3rx5WLx4MRobGw1TP/3Jj5b7t7+Rqq/nnHMOpk+fju+//94Q+xzgdx0Kb2a9AyAiIiIiChVtbW1O00OGDHHqJE5JSXF6CNt1/VBPX0lGy4vR4lEypmBi9fezruu5jirrOuCE6w9B7e3tAcfoaRtRUVHo6OhwTEdHRztNB5Kmr33ijdHbp9HyZsQ2SUREpDS5g11MnjwZ99xzD2bMmIHo6GhtglSAmm8yJCIiIiIiIiIiItLLli1bJOcLgoCHHnpI42iCFx0djYcffhgPPfSQ04AaANDV1YUtW7bg9ttv1zlKIqIfJSYmYt68eZg3b57eoYQcm82Gzz77TO8wHLzFM2XKFJ/7WKu6kJqain/+85+Sy6ZMmaJq2p54yrvUoAKezJgxQ+mw3HgrO70lJCQ4TZ955plO96lZLBbDvZzJaG1YjieffBJPPvmkotsM5hgQKmX54IMP4sEHH9Q7DCdGbte+zJgxI+hjnxZ5D5UyNlo7kltus2fPVjGa4IVKPQgVRquvnvC7DoUzk94BEBERERGFCtfObde3W9TX13tdP9TTV5LR8mK0eKTSCDSmYGL197Ou67k+tOk67TryeWxsrOzYXLlu49SpU07TfUdkDjRNX/vEG6O3T6PlzYhtkoiISA2iKDqulQRBcPzZ58fFxWHu3LmoqqrCf/7zH+Tl5YXUgBf2fPjzthEiIiIiIiIiIiKiUHHq1Cl8+OGHjkEh+g7+O3jwYMycOVOv0IIye/ZsREVFAXAf0PiDDz7QIyQiIiIiVWVmZjpNNzQ0IDk5GTabDcnJyU4DXgCnX1ZBRERERETq4KAXRERERER+0rtzW+/0lWS0vBgtHiVjct2OHP7m0zUN10EtfJk4caKs9aVkZGS4xSAIAmJiYhwPjgabprd9Eh8f77Z+fHx8yLRPo+XNiG2SiIhILfaBLoAfB4kYP348nn/+edTX1+P555/H+PHjdY5SnqlTp+Jvf/ub299f//pXvUMjIiIiIiIiIiIiClpFRQU6OjoA/PgSCFEUIQgCbrrpJpjNZj3DC1h8fDyuuOIKp9/X7b+379ixQ8fIiIiIiNSRn58Pi8XiNK+xsRFVVVVu96hZLBbk5eVpGR4RERERUVgRRL5ijYiIFDB27FhUV1e7zU9PT8eePXt0iIiISHmtra0YPXo0mpubfa5rsVhQU1ODxMTEfpO+koyWF6PFo2RMcrbj7zaVSgM4fYNMbW0tUlNTZX+2r7q6OqSlpfn1FvFA0wwmn30ZsX0aLW9GbJNERERKWbZsGZYtW+b0ljxRFBETE4Nbb70V9957Lwd0IqKQxD5iIiIiIiIiIgoXK1aswC9/+UvHgBB9/33nnXcwbdo0VdI1mUySaa5ZswazZs1SJI3nn38e999/v2Q6P/zwA5KSkhRJh4iMhf27RBTOSktLkZ2dje7ubo/rmM1mbN68GVlZWRpGRkREREQUXkx6B0BEREREFCoSExNRUlLi840cZrMZJSUlij+ArXf6SjJaXowWj5Ix+bsdOdtUIg27goKCoAe8AIDU1FQUFBSommYw+bQzavs0Wt6M2CaJiIiUJooiRFHEqFGj8PTTT+PgwYMoKirigBdEREREREREREREBrdr1y7H//sOcBwTE4MpU6boEZJirr76ao/LPv/8cw0jISIiItJGVlYWNm/eDIvFIrncYrFwwAsiIiIiIg1w0AsiIiIiIhn07tzWO30lGS0vRotHyZh8bSeQbQaTBnD6xp/CwkIsWrRIVjreLFq0CIWFhU43FSmdpq98Dhw4EAMHDpRcZvT2abS8GbFNEhERKcVsNuPmm2/Ge++9h6+++goPPfQQB3EiIiIiIiIiIiIiChFfffWV07QoihAEARdddBEiIyN1ikoZaWlpiImJAQC339737NmjR0hEREREqsvKykJNTQ1WrlyJnJwcZGVlIScnBytXrkRNTQ3vUSMiIiIi0oAgiqKodxBERBT6xo4di+rqarf56enp/LGLiPql1tZWFBcXo6ysDG1tbUhISMDkyZORl5enycNqeqevJKPlxWjxKBlT3+00NTWhpaUFADB48GAkJSUpkk/XWM1mM7777ju0traio6MDsbGxmDhxIp5++mmkpqYGnI43dXV1WLhwISoqKtDe3q5Kmt72CQDD1SE5jJY3I7ZJIiKiYFRVVeGss87CWWedpXcoRESKYh8xEREREREREYWLuLg4dHR0OKbtg178+te/xmOPPaZauiaTCYIgONKz/7tmzRrMmjVLsXRsNhs+++wzx6AX9nTuuecePPvss4qlQ0TGwf5dIiIiIiIiItIbB70gIiJFsMObiIiIiIiIiIiIKHyxj5iIiIiIiIiIwkFTUxOsVqvk4BN/+9vfHC8TUINWg17MnDkTGzdudBv0Ijs7G2+88YZi6RCRcbB/l4iIiIiIiIj0ZtY7ACIiLXV2dqKmpgYHDhzAsWPHHG/+HjBgAM4++2yMGTMGUVFReodJRERERERERERERCpgHzEREREREREREQWjoaHB47K0tDQNI1HPkCFD3OaJooj6+nodoiEiIiIiIiIiIqJwwEEviKjfKysrwxtvvIFt27Zhz5496Onp8bhuREQExo4di+uuuw433ngjJk+erGGkRERERERERERERKQ09hETEREREREREZFSvA16MXz4cE1iEARB1e3Hx8e7pSeKote8ExERERH1B62trSgqKkJ5eTna2tqQkJCAzMxM5OfnIzExUe/wfAr1+ImIiCi8cdALojCi9g8dvrz77ru46qqrNEtvw4YNeOqpp1BZWen3Z3p6evDZZ5/hs88+w+OPP46JEyfi4YcfxowZM1SMlIiIiIiIiIiIiEh97CP2jX3ERERERERERETkzdGjRz0ucx0sQg2iKKqehqd8nDhxQvW0iYiIiIj0UlpaitzcXDQ3NzvN37BhAx577DGUlJQgKytLp+h8C/X4iYiIiDjohYZeeukl/PDDD5g9ezaGDBmidzhE/dZXX32FuXPnYseOHUFvq6KiAjk5OfjLX/6Cv/zlLxgzZowCERIRERERERERUTiLiIiQnL9mzRrMmjVL42icrV27FnfffbfbfEEQ0N3drUNERPKxj5iIiIiIiIiIiNTS0dHhcVlcXJyqac+dO1dy/vnnn69oOp4GvfCWdyIiIiKiUFZaWors7GyP90U0NzcjOzsbmzdvNuTAEaEePxERERHAQS80dfDgQSxbtgwFBQWYPn067r77bmRlZen+ZjWi/uSf//wn8vPzcfz4cUW3+69//QuTJk1CcXExbrrpJkW3TURERERERERE4UXqTXxG6ifW4k2BRGphHzEREREREREREamps7PT4zKzWd3bsp9//nlVt2/nKR/e8k5EREREFKpaW1uRm5vr80Ug3d3dyM3NRU1NDRITEzWKzrdQj5+IiIjIzqR3AOGou7sbb775Jq6//nqkpqaisLAQBw8e1DssopD37LPP4pZbblH8Zma748eP4+abb8Zzzz2nyvaJiIiIiIiIiCh8CILg+DMio8dHJIV9xEREREREREREpLbIyEiPy9rb2zWMRD0nT56UnK/2oB5ERERERHooKipCc3Oz0zyr1QqbzQar1eo0v7m5GcXFxVqG51Oox09ERERkx0EvdCAIAkRRhCiK2L9/Px599FGkpqbixhtvxNatW/kWPaIAFBUV4YEHHlC9/YiiiP/3//4fv+QREREREREREVHQjN4XbPT4iPpiHzEREREREREREWkhNjbW4zJPg0WEGk+Dd5xxxhkaR0JEREREpL7y8nKnaavVioaGBlRVVaGhoQHJyclOy8vKyrQMz6dQj5+IiIjIjoNe6KTvW/JEUUR3dze2bNmCG264ASNGjMCyZctw4MABvcMkCgmffPIJ5syZ49fNzJdeeimeeeYZVFZWoqWlBV1dXWhpacGuXbuwevVqZGZm+tyGKIqYM2cOdu7cqUT4RERERERERERERBQE9hETEREREREREZFWvA388MMPP2gYiXoaGhok53sb8IOIiIiIKFS1tbU5TQ8ZMsRpOiUlxev6egv1+ImIiIjszHoHEK7sN17aB77oO+/AgQMoKCjA8uXLkZWVhbvvvhvTp0+HycQxSkg92dnZuOGGG1RNIz09XfFtHj16FDk5Oejq6vK63qhRo/D8889j2rRpbssSExMxceJETJw4EQ888ADeeecd3HfffaitrfW4vVOnTmHGjBmoqqrCwIEDg84HERERERERERERkZ7YR8w+YiIiIiIiIiIi8i0hIcHjsv3792PcuHHaBaOS/fv3O03b72/2lnciIiIiolDlep176NAhp+n6+nqv6+st1OMnIiIisuOgFzqTGvzCPr+npwdvvfUW3nrrLaSkpGDWrFmYPXs2hg8frle41I9lZGTgrrvu0jsM2ZYsWYK6ujqv61x11VX4+9//jkGDBvm1zWuuuQa7du3C//7v/+LDDz/0uF5dXR0effRRrFixQlbMREREREREREREREbDPuIfsY+YiIiIiIiIiIg88XYPr7dBVEOJVD4EQeD9y0RERETUL2VmZmLDhg2O6YaGBiQnJyMlJQX19fVobGx0Wn/y5Mlah+hVqMdPREREZGfSO4BwZR/kwj7QhSiKjr++y+3zDh48iOXLlyMtLQ3XXXcdNm3ahN7eXj2zQKS76upqPPvss17XueSSS7Bp0ya/b2a2S0hIwObNm3HxxRd7Xe/Pf/4zvvzyS1nbJiIiIiIiIiIiIqLgsY+YiIiIiIiIiIi0NmTIEERGRgKA08vuAGDnzp16hKSokydPorq62i1vADBixAgdIiIiIiIiUld+fj4sFovTvMbGRlRVVbkNGGGxWJCXl6dleD6FevxEREREdma9AwgnDz74IAYMGIC1a9c6boB0Hfii7799l9nn9/T04O2338bbb7+Ns846C7NmzcJdd93FjmQKS8uWLUN3d7fH5YMHD8bGjRsRGxsb0Pbj4uLw6quvwmazoa2tTXKd7u5uFBQUYP369QGlQUREREREREREZCQdHR2O//ftn46IiNAjHCKv2EdMRERERERERERaEwQBI0aMQG1trdM8URRRXl6uY2TK2LVrF3p6ehx56ttPPHLkSB0jIyIyvtbWVhQVFaG8vBxtbW1ISEhAZmYm8vPzkZiYqHd4huWp3G688UZs2rTJMOVZV1eHBQsWoLKyEu3t7YiNjUVGRgaWLl2Kf/3rX4aJU4oR66ZUTOPGjQMAfP75505xXn755Vi2bJlb2a9YsQKpqamqxnTuueeisrISX3zxhappyyFVF8eMGQMA+Prrrw0Tp5QdO3ZgxowZaGpqQm9vL0wmE5KSkrBx40ZMmTLFsZ5WdbZvOiNGjMDhw4cdz/RJMZlMGDt2LG6//XavdVbpOKX2+cCBA7Fnzx6v8bqyf5e57777VC9Pb+3aU7lpddz3t61fcMEFyMjIwLfffhuSx04946yqqkJubi727t2Lrq4uREZG4uyzz0ZKSgr27t2r+XHK0zFFq/NLKPP3eGzEaw0iClEi6eKjjz4Sc3NzxdjYWFEQBFEQBNFkMjn+7PN8LTOZTGJERIT405/+VPznP/8pdnd36501MjAAHv+WLl2qd3iy1NbWihEREV7z9NxzzymS1qpVq7ymExERIdbV1SmSVihLT0+XLJ/09HS9QyMiIiIiIiIiMhR7367rv2vXrtU7NPHxxx+X7JOOj4/XOzRSAPuIA8M+Yv+wj5iIiIiIiIiIwsXMmTM99vN+8803eocXlF/96lce8/bee+/pHR4RqYT9u8Hbtm2baLFYJMvRYrGI27Zt0ztEQ/JWboIgGKY8CwsLPcbj6c8o+92IddNbTHL+BEEQCwsLdYlJybTlkFsX9YpTyrRp07zGOm3aNFEUtauzStVDteMM5PijR5xKlKcWx30l4gyVY6decebl5cne72oepwLZ50Y6durJ3+OxEa81iCh0mUC6uOyyy1BcXIyDBw9i1apVGDduHERRdIywJgiC0+jIUsvsoyj39vbi3XffxS233IJhw4bhd7/7Herq6nTJF5FWnn32WfT09HhcPmrUKNx9992KpHXfffd5HaG8p6cHzz77rCJpERERERERERER6Wn//v2S8wcNGqRxJETesY+YiIiIiIiIiIj0cvHFF3tc9vrrr2sYifL++c9/Ou5f7nsfsyAIuOiii/QKi4jI0EpLS5GdnY3m5mbJ5c3NzcjOzkZpaanGkRmbr3KzPz/jSuvyXL58ORYvXuwxHk+MsN+NWDd9xSSHKIpYvHgxli9frnlMSqUtRyB1UY84pVx11VV4//33va7z/vvvY8KECZrUWSXroRSl4gz0+OMvo5Wn2sd9peIMlWOnHnHm5+ejuLhY1mfUPE4Fus+NcuzUk7/XEMuXLzfctQYRhTZBVOvKh2QrLy/HCy+8gNdeew0nTpwAALeBL/rytMw+IMaVV16JuXPn4sYbb4TZbFY5egoFfeuMq6VLl+LRRx/VLpgg9PT0YNiwYTh06JDHdZ577jnce++9iqW5atUqzJ8/3+PylJQUfP/99zCZwncsobFjx6K6utptfnp6Ovbs2aNDRERERERERERExmQymRyDGvf9d82aNZg1a5ausf3P//wP/v3vfzv6Eu19zzabDZWVlXqGRgpgH3Hg2EfsG/uIiYiIiIiIiChclJeX45JLLnHq3wVO96eOGjUKX3/9tc4RBmb79u244oor3PqvgdN9PF988YXOERKRWti/G7jW1laMHj3ar4cpLRYLampqkJiYqEFkxian3DzRojzr6uqQlpYW1APneu13I9ZNJfa7FEEQUFtbi9TUVM1jCiZtOYKti1rFKWXHjh2YOnWqotsMps6qVQ+lBBOnEscff4VDeaoRZ6gcO7WKs6qqChMmTAj480ofp5TY53oeO/Ukp+z69ht4w+tgIvJX+N55Z0CZmZn461//ivr6ejz77LOYMGECRFF0HPjtg1nYSS2znyh6e3vx/vvv47bbbsPZZ5+N3/zmN6itrdUlX0RK++CDD7zezBwTE4M77rhD0TTz8/MRFRXlcXl9fT3+9a9/KZomERERERERERGRln744QeUlZW5DYwgCALOOeccfYIiksA+YiIiIiIiIiIi0tPFF1+M5ORkAO4PeHz77bfYvHmzXqEFZcWKFZLzBUFAdna2xtEQEYWGoqIitwcCrVYrbDYbrFar0/zm5mbZbz/vrzyV29ChQyXXHzp0qC7luWDBArcHOU0mk8eX0g4aNMgw+92IdVMqpvj4eFnbMJvNboPQi6KIhQsXKhZTdHS0x/Vdf0sPJm05pOqiHFrFKWXGjBkBf1aNOiu1zyMiIgKOsa8BAwY4TQcTZ7D73BvXOq50ecpt11KUPu7LbetSlCw3OeSWsZL1UI7c3NygPq/0ccrTeXDQoEGS6yt9fgllcq4hXI9Tel9rEFHo46AXBjRgwADce++9qKiowM6dOzFnzhzEx8c7BrnoO8AF8OPgF64DYNjnNTY24sknn8SYMWNw1VVX4bXXXkN3d7eeWSQKiq8fhKZPn+52kR6shIQEXHvttV7XCdUfqoiIiIiIiIiIiADgd7/7HXp6egC4/yh53nnn6RESkST2ERMRERERERERkZ4EQcANN9wg+RCaKIpYtGgRent7dYgscP/5z3+wZcsWtwc57W666SaNIyIiCg3l5eVO01arFQ0NDaiqqkJDQ4NjkCS7srIyLcMzLE/ldvDgQcn1Dx48qEt5VlZWOk2bTCb09vZ6fB7nyJEjhtnvRqybUjEdP35c1ja6u7vR29vrds1SUVGhWEydnZ0e17c/06VE2nJI1UVf9IhTSlNTU0CfU6vOSu1z+30SwTp27JhicQayz/3V2dmpannKbddSlD7uy23rUpQsNznklrGS9VCOvXv3yv6MmscpT+fBI0eOSK6v9PkllMm9hvB3PV4HE5E/OOiFwU2cOBEvvPAC6uvr8eKLL+Kiiy6SHODCTmqZfQCM3t5efPjhh/j/7N15fFTl3f//9xkSEkKABEPCImAIogalAVRQKy64YBXX27USLK3WpRYFW61FWoFa+6ta61qrVJO4YKutShXc6obecCuQoqBSA8oeCCQSiIEs5/eH30lnJrOdmTPnzGRez8djHnCWOdfnus51zkw+58x1LrnkEg0aNEg333yzvvjiC1fqBcTjjTfeCLv8zDPPTEi5kbb7+uuvJ6RcAAAAAAAAIJFWrlypCy+8UE888USnpxJ6HX300S5EBgRHjhgAAAAAAABuu+iii/ymfX8A+cknn+i+++5zI6yYtLW16brrruvIDQf+mHPo0KHkiAEghIaGBr/pAQMG+E0PHDgw7PrpKlK7heJ0ezY1NflNd+/ePar3JcN+T8a+Get+DyYrK8tvOnBfRSuWmOwq24pY+qIbcQYT62BwieqzdvbDYOyKM9bzT7TSrT3tijNVzp1uxNnS0uI3HWpARV+JPE/Fus+T5dzpJqvfIaJdj+/BAKKR4XYAiE7Pnj31ox/9SD/60Y+0atUqPfLII3r66ac7RpcKNfCFd5l3uXf+jh07dNddd+muu+7SCSecoB//+Mc6//zzlZmZ6WCtAOu2bt2qTz/9NOw6p5xySkLKPvXUU8MuX716tbZt26b+/fsnpHwAAAAAAAAknzlz5ti2rZdeekmbNm2ybXvBtLS06JtvvtHu3bu1bt06ffrpp9q2bZsk/xuZfXPOGRkZOumkkxIaFxAtcsQAAAAAAABIBqeccooOPfRQff75536DCXv/f+utt2rChAkaM2aMy5FG9vOf/1z//ve/Ow2K7M0ZX3vttS5GBwDJLS8vz29669atftNbtmwJu366itRuoTjdnjk5OX7T+/fvj+p9ybDfk7Fvxrrfg9m3b5/fdOC+ilYsMdlVthWx9EU34gzG4/Gora3N8vsS1Wft7IfB2BVnrOefaKVbe9oVZ6qcO92IMzMz02/gi2AP3AmUyPNUrPs8Wc6dbrL6HSLa9fgeDCAaDHqRgkaNGqUHH3xQd911l5599lk99thj+uCDDyQFH+DCN5EeODiGJL3zzjt65513dMABB2jq1Km68sorNWLECCerBETt//7v/8IuHzx4sAYPHpyQsg866CANGDAg7BfdDz/8UJMnT05I+QAAAAAAAEg+v/71r6N6OkGgwPytaZpauHChFi5caGt80cYhKeQNzaeccor69OnjaFxAKOSIAQAAAAAAkCyuv/56XXfddX737Xrv1W1ubtYFF1yg999/P+RTUJNBRUWF/vCHP/jluX3/n5OToyuvvNKN0AAgJYwbN04LFizomK6trVVhYaEGDhyoLVu2aPv27X7rjx8/3ukQk1KodsvIyAj6Q8pBgwappaXF8fYcM2aMNmzY0DHd3t4uwzDUrVs3tba2dlq/T58+ysrKSor9nox9M1hMubm52rNnT9TbyMjIUFtbW6cfU48dO9a2mLKysjr96NmXXWVbEawvRuJGnMH069ev40EcViSqzwbb5926dYtpYI5Aubm5tsUZyz6PVvfu3RPanlaP62DsPu/HcqwHsrPdrLDaxnb2QyuGDRumTz75xNJ7EnmeCvU5uG/fvo6H0Puy+/MllVn9DhHtenwPBhANj9sBIHY9evTQFVdcoSVLluiTTz7RT3/6U+Xn58s0Tb/EuW8y3fuS/jsIhndeXV2d7rnnHh122GE68cQT9cwzz9g+EhwQrxUrVoRdnuhR0Y888siwy1euXJnQ8gEAAAAAAJCcfPOvkV52bMOul28eOVRsN9xwQ4JaDbCOHDEAAAAAAACSxQ9+8AMdeOCBktTpgXWGYeirr77SiSeeqM2bN7sWYzhVVVX64Q9/2Cl27/8Nw9B1113HoMgAEMbUqVNVUFDgN2/79u2qrq7u9EO/goIClZeXOxle0grVbqGeHL5582ZX2vOee+7p9AAE0zSDDnghSV9//XXS7Pdk7JvBYrL6w/jW1tZO17UNw9Ddd99tW0xWfgQfT9lWBOuLVjgVZzDPPvtszO9NRJ8Nts/tGPBC6tyf44kz3n0eTuBvBe1uz3gHvJDsP+/He6xL9rabFVbb2M5+aEVVVVVc77f7PBXqczDYgBeS/Z8vqczKd4jA85Tb3zUApD4GvegiSktLde+992rz5s2qrKzUhAkTgg5wEWwAjMCbmk3T1HvvvafLL79cgwYN0syZM/XZZ5+5WT2gQ3V1ddjlo0aNSmj5kbbPDc0AAAAAAADpyTfPGullxzbseknyyyV74/D+e8YZZ+jUU09NbOMBFpAjBgAAAAAAQLLIzs7WnXfe2emHMb737n7xxRc66qijtGTJEjdCDGnWrFn6wQ9+0PHEaN+YvYqKijRr1ixX4gOAVJGfn6+qqiplZGSEXS8jI0NVVVXKz893KLLkFm27heJUexYXF2vOnDkxv9/N/Z6MfTPe/R7KnDlzVFxc7EpM8ZRtRbx90ak4g5kwYYImTpwY1bplZWUJ77OJ6oeB4o0z3n0erXRpT7vjTJVzp5NxlpWVxTWogd3nKTv2uZvnTjdZ+Q4xZ86cpPquASD1MehFF5OVlaXLL79cb7/9tj777DPNmDFDBxxwQNABMLyCLfPO27lzp+69916NHDlSEyZM0FNPPWV5JDOknpaWFn322Wd67bXXtGDBAj3xxBN66qmn9Pe//13/+te/tHbtWn3zzTeuxLZ27dqwyw8++OCElj98+PCwy//zn/8ktHwAAAAAAAAkJ9+BhiO97NiGnS+vwIEwhg8frsrKyoS3HZIPOeLQyBEDAAAAAADA12WXXabjjjuu4yF0Xr735W7btk0nn3yyZs2apebmZrdClSR99tlnOvHEE/Xb3/5W7e3tHfcM+/LW5c4771Rubq5LkQJA6pg0aZIWLlzY6YnYXgUFBVq4cKEmTZrkcGTJLVK7hXqYgNPtOWvWLM2dOzfsww2CSYb9nox9M1JMVhiGoblz58Y9SFcsMdlVthWx9EU34gzmjTfeiDjwxcSJE7Vy5UpH+qyd/TAYu+KM9fwTrWRrz0Sf9+2KM1XOnW7EWVFRYXngi0Sep2Ld58ly7nRTtN8hZs2alXTfNQCkNsMMd4ctuoSWlhb9/e9/16OPPqq33nrLL7EeaveHSrxLUl5enqZOnaqrrrpKhx56aIKjh53C/aFz4YUX6qCDDtJbb72ljz/+OOLgJh6PRyNGjNCRRx6pU045RWeccYYKCwvtDtmPaZrKyckJe9Hngw8+0DHHHJOwGJYsWaLjjz8+5PKePXtqz549CSs/mY0cOVJr1qzpNL+0tFSrV692ISIAAAAAAIDE83g8QW8KTlaRbobw1uPUU0/Vk08+qX79+jkRFhxCjjh+5IhDI0cMAAAAAADS1ZdffqnRo0dr9+7dktRpsGHvPMMwNGTIEM2ePVuXX365MjMzHYtx06ZN+v3vf69HHnlELS0tQe8l9ua6DcPQ+eefr7/97W+OxQfAXeR37VFfX6/KykotXbpUDQ0NysvL0/jx41VeXs6TrcMI1W5nn322XnrppaRpz/Xr12vmzJlavny5mpqalJOTo7Fjx2r27Nl65513kibOYJKxbwaLadSoUZKkVatW+cV5wgknaM6cOZ3a/u6771ZxcXFCYzr44IO1YsUKffzxxwkt24pgfdH7267PPvssaeIM5t1339Ull1yi7du3q729XR6PR4WFhVqwYIEmTJjQsZ5TfTZYOYMHD9bLL7+sL7/8Ui0tLcrMzFRJSYkeeOABrVy5Mqo+a3ecwfZ5nz599Mknn3T62+O2227Txx9/7LfuEUccoTFjxug///mP4+0ZrI1CtZtT5/1oj3Wn2i3e2J3qh1ZUV1ervLxcNTU1HcfR4MGDNXDgQNXU1Dh+ngp1TnHq8yWVRXs+TsbvGgBSE4NepJl169bpz3/+syoqKlRbWxvxZuxgg1/4zj/11FM1Y8YMnXbaaYkLGrZJ1Oh+0rc3OE+aNElXX321zjrrrISUtW3bNg0YMCDsOl9++aWGDh1qe9le69atU0lJSdh1amtrE35zdzIi4Q3Aqvr6elVUVGjZsmUdf9iOGzdOU6dOtT0xlehynKqLGzFUV1drypQpWrdunfbv36+2tjZJ3372Z2VladiwYaqqqlJZWZlNNfGvy44dO7Rr1y5JUt++fdWnT5+ORHdTU5Nt9Xz55Zd16aWXas+ePR03cOTm5uqZZ57RmWeeaXu9Ghoa1N7erlWrVunrr79Wa2urMjMzO9pz6NChMe3PwDIyMjL05ZdfqqGhQc3NzfJ4PPr666/V0tLS8cSWrKwsjRo1SsOGDUtIv12/fr1mzJihFStWdCQEx4wZo3vuuSdhCUHfftvS0iJJysnJ0ciRIzVkyJCE1NOJPuQU3360ZcsW1dTUaO/everWrZt69uyZ8P2XDBJ1Tk2GzwsAgP28g15YEc1gxE7xjcXj8eiEE07QjTfeqLPOOsvxWJB45IjjR444NHLEABC7wJxBTk5OQvKgbgiXD5GU8Lx2S0uLMjIy1KdPH40aNUrNzc1++a4ePXooLy9PBx10kFpbW8PGYCW3Ey7P3a9fv4TnYhsbG9Xc3CzTNNWjRw/17Nkz6nqGEynP7dvWHo8npa/J+Jazdu1arVq1Sq2trZLUKf8b7f6Wwvd5K/l0u/pjjx49Oq4j7NmzR3v37lVbW5s8Ho8yMjI68t1tbW0d+/c73/mODMOI+dpF4DnOd7qurs6RnHTgecL3Go1d17zcuD4SqV8k6vhxoq7k162hvQB3PP/887rwwguD3pcbbHCJAQMGaNq0abrkkktUWlqakJhaW1u1ePFiPf3003r++efV2tra6UF4waaLi4u1cuVK9e7dOyFxAUg+5HcBAAAAAIDrTKSd1tZW85lnnjELCgpMj8djejwe0zCMiC/vur7re6ePOuoo8+WXX3a7aohAkiOvMWPGmK+//rrt8S9fvjxi2c3NzbaX62vv3r0RY1i5cmVCY0hWpaWlQdujtLTU7dAAJKFFixaZBQUFQc8bBQUF5qJFi1KmHKfq4kYM5eXlUX/+l5eXJ7wu4V7x1LOsrCzstsvKyhyvV1ZWluV6xtp2iey3c+fONQ3DCFqOYRjm3LlzbSnHV7T91s56OtGHnBJtP0rU/ksGiTqnJsPnBQAgMaLJrSbTq1u3bmaPHj3MwsJCc+TIkeakSZPMG264wXzmmWfM2tpat5sTCRbv3wvRvsgRr0xoDMmKHDEAxMZKXi/Vcgjh6ta7d2+zd+/ettfTSl7bSltbye1Eu0+dysXaFUM8OehUuyZjpa7Dhg2Lat1Ifb68vDzqfHoi+qOdx0usbRnuZWdOOtJ5wo5rXm5cH4nUL+bOnZuQ48eJupJft4b2AtzlPS8Guy833D24hxxyiHn11VebCxYsMD/77DOzra0tpvJ3795tLl261Lz33nvNc88918zPzw9ZZrDYDMMwCwoKzDVr1tjcMgCSHfldAAAAAADgNga9SCNffPGFecstt5j9+/e3NNhFNIl37/yTTz7Z/PTTT92uKkJI5E0MwV4/+MEPzK+//tq2+F977bWw5fXu3du2ssLJzc0NG8cbb7zhSBzJhoQ3gGgtWrTIzMjICHsuzcjIiPtmGyfKcaoubsQQy43B8d4EGE1d7K5npMEKvK94Bi2It17R1NOJMqyaO3duVGXZeWOn1X5rRz2d6ENOiaUfdbWBLxJ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      "text/plain": [
       "<Figure size 4200x2400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 3, figsize=(7,4), layout='constrained', dpi=600)\n",
    "for measure, ax in zip(annotate.measures, axs.T):\n",
    "    Measure = measure.capitalize()\n",
    "    if measure == 'value':\n",
    "        mask = (source['value']>0) & (source['value']<100000)\n",
    "        suffix = ', ¥'\n",
    "        ax[0].semilogy(source[mask][Measure], source[mask][measure], 'ok', ms=.5)\n",
    "    else:\n",
    "        suffix = ''\n",
    "        ax[0].plot(source[Measure], source[measure], 'ok', ms=.5)\n",
    "    ax[0].set_xlabel(f'{Measure} (Elo)')\n",
    "    ax[0].set_ylabel(f'{Measure} (GPT{suffix})')\n",
    "    ax[0].set_title(Measure)\n",
    "    if measure != 'value':\n",
    "        ax[0].set_ylim(0,100)\n",
    "\n",
    "    if measure != 'value':\n",
    "        sns.histplot(source, x=f'{measure}_transformed', ax=ax[1], kde=True, bins=25, binrange=(1,100), line_kws={'lw':1})\n",
    "        sns.histplot(source, x=measure, ax=ax[1], kde=True, bins=25, binrange=(1,100), line_kws={'lw':1})\n",
    "        ax[1].set_xlabel(Measure)\n",
    "\n",
    "axs[1,2].plot([], label='Elo\\n(1-100)')\n",
    "axs[1,2].plot([], label='GPT')\n",
    "axs[1,2].legend(loc='center left')\n",
    "axs[1,2].set_xticks([])\n",
    "axs[1,2].set_yticks([])\n",
    "\n",
    "sns.despine()\n",
    "sns.despine(ax=axs[1,2], bottom=True, left=True)\n",
    "\n",
    "for i, ax in enumerate(axs.flatten()):\n",
    "    if i < 5:\n",
    "        plot_utils.label_panel(ax, i)\n",
    "\n",
    "plt.savefig(f'Figure_2.{fname}.pdf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for key, c in corr.items():\n",
    "    plt.figure(figsize=(4,4))\n",
    "    sns.scatterplot(source, x=key.capitalize(), y=key)\n",
    "    sns.despine()\n",
    "    plt.xlabel(f'{key} (ELO)')\n",
    "    plt.ylabel(f'{key} (GPT)')\n",
    "    plt.title(f'{key}: $\\\\rho = {c.statistic:.2g}$, $p = {c.pvalue:.2g}$')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for key in ('novelty', 'feasibility'):\n",
    "    fig, ax = plt.subplots(figsize=(4,2))\n",
    "    sns.histplot(source, x=key, ax=ax, kde=True)\n",
    "    sns.histplot(source, x=f'{key}_transformed', ax=ax, kde=True)\n",
    "    sns.despine()\n",
    "    plt.plot([], label='GPT')\n",
    "    plt.plot([], label='ELO')\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "for idx, row in source[source['value']<0].iterrows():\n",
    "    print(row['Question'], row['Answer'], row['value_explanation'], sep='\\n', end='\\n\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "金属の鍵\n",
      "造金\n",
      "1000000\n",
      "1. Idea: Use a metal key as a money-making tool.\n",
      "Existing products achieving the same purpose: Coin minting machines, which can cost around 1,000,000 JPY.\n",
      "\n",
      "ＣＤ\n",
      "寝る\n",
      "250000\n",
      "2. Idea: Using a CD to sleep.\n",
      "Existing products that serve the same purpose are beds, futons, etc. Their value ranges from 10,000 JPY to 500,000 JPY.\n",
      "\n",
      "傘\n",
      "パラシュート\n",
      "150000\n",
      "3. Idea: Use an umbrella as a parachute.\n",
      "Existing products: Parachutes can cost from 100,000 to 1,000,000 JPY.\n",
      "\n",
      "ストロー\n",
      "家の建築\n",
      "1000000\n",
      "3. Idea: Use a straw for house construction.\n",
      "Existing products: The cost of building materials for a house can range from millions to billions of yen.\n",
      "\n",
      "新聞\n",
      "エレベーター\n",
      "2000000\n",
      "2. Idea: Using a newspaper as an elevator.\n",
      "Existing products: The cost of a real elevator installation can range from 500,000 to 2,000,000 JPY.\n",
      "\n",
      "トイレットペーパー\n",
      "家の建築\n",
      "300000\n",
      "5. Idea: Using toilet paper for building a house.\n",
      "Existing products: Building materials like bricks, wood, etc. The cost of these can vary greatly, but let's say around 100,000 JPY to 500,000 JPY for a small DIY project.\n",
      "\n",
      "ＣＤ\n",
      "テーブル\n",
      "250000\n",
      "7. Idea: Using a CD as a table.\n",
      "Existing products that serve the same purpose are actual tables, desks, etc. Their value ranges from 5,000 JPY to 500,000 JPY.\n",
      "\n",
      "コルク\n",
      "家の建築\n",
      "500000\n",
      "10. Idea: Using a cork for house construction.\n",
      "Existing products: Building materials for a house can range from 100000 to 10000000 JPY.\n",
      "\n",
      "レンガ\n",
      "教室\n",
      "10000000\n",
      "8. Idea: Use a brick to build a classroom.\n",
      "Existing products: The cost of building a classroom can be around 10,000,000 JPY.\n",
      "\n",
      "ケチャップ\n",
      "道路\n",
      "10000000\n",
      "3. Idea: Using ketchup to pave roads.\n",
      "Existing products: The cost of road construction materials in Japan is around 10,000,000 JPY per kilometer.\n",
      "\n",
      "ビニール袋\n",
      "自動車\n",
      "500000\n",
      "1. Use of plastic bag as a car\n",
      "Existing products achieving the same purpose: Cars, which can range from 1,000,000 JPY to 10,000,000 JPY depending on the model and brand.\n",
      "\n",
      "レンガ\n",
      "家\n",
      "30000000\n",
      "8. Idea: Use a brick to build a house.\n",
      "Existing products: The cost of building a house varies greatly, but can range from 10,000,000 to 50,000,000 JPY.\n",
      "\n",
      "ビニール袋\n",
      "家\n",
      "5000000\n",
      "6. Use of plastic bag as a house\n",
      "Existing products achieving the same purpose: Houses, which can range from 10,000,000 JPY to 100,000,000 JPY depending on the location and size.\n",
      "\n",
      "塩\n",
      "電波\n",
      "505000\n",
      "9. Idea: Using salt as a radio wave.\n",
      "This is a highly abstract idea and it's hard to find a comparable product. However, radio wave technology can range from 10,000 to 1,000,000 JPY.\n",
      "\n",
      "虫眼鏡\n",
      "望遠鏡\n",
      "250000\n",
      "5. Idea: Using a magnifying glass as a telescope.\n",
      "Existing products: Telescopes can range from 5,000 to 500,000 JPY.\n",
      "\n",
      "ろうそく\n",
      "車\n",
      "1000000\n",
      "6. Idea: Using a candle (ろうそく) as a car (車)\n",
      "Existing products: A car in Japan can range from 500,000 JPY for a used car to 10,000,000 JPY for a new luxury car.\n",
      "\n",
      "裁縫針\n",
      "先端に毒を塗った暗殺道具\n",
      "1000000\n",
      "3. Idea: Using a sewing needle as an assassination tool by applying poison at the tip.\n",
      "Existing products: There's no direct comparison, but a professional assassin's equipment could be very expensive, potentially millions of JPY.\n",
      "\n",
      "レンガ\n",
      "トイレ\n",
      "150000\n",
      "9. Idea: Use a brick as a toilet.\n",
      "Existing products: Toilets in Japan can range from 30,000 JPY for a basic model to 300,000 JPY for a high-end model.\n",
      "\n",
      "コルク\n",
      "住居\n",
      "50000000\n",
      "10. Idea: Use a cork as a dwelling.\n",
      "Existing products: The cost of a house can range from 10,000,000 to 100,000,000 JPY.\n",
      "\n",
      "テープ\n",
      "足\n",
      "500000\n",
      "6. Idea: Using tape as a foot\n",
      "There are no existing products that use tape as a foot. However, considering the cost of a basic prosthetic foot in Japan, which is around 500,000 JPY.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for idx, row in source[source['value'] > 100000].iterrows():\n",
    "    print(row['Question'], row['Answer'], row['value'], row['value_idea_explanation'], row['value_explanation'], sep='\\n', end='\\n\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'value: $\\\\rho = 0.29$, $p = 3.2e-24$')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask = (source['value']>0) & (source['value']<100000)\n",
    "vcorr = stats.spearmanr(source[mask][['Value', 'value']])\n",
    "plt.figure(figsize=(4,4))\n",
    "sns.scatterplot(source[mask], x='Value', y='value')\n",
    "sns.despine()\n",
    "plt.xlabel(f'value (ELO)')\n",
    "plt.ylabel(f'value (GPT)')\n",
    "plt.title(f'value: $\\\\rho = {vcorr.statistic:.2g}$, $p = {vcorr.pvalue:.2g}$')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3. Using a ballpoint pen as a refrigerator.\n",
      "This idea is extremely novel, as it is very far removed from the typical use of a ballpoint pen. It's hard to imagine how a pen could function as a refrigerator.\n",
      "{\"novelty\": 95}\n"
     ]
    }
   ],
   "source": [
    "print(source[(source['Question']=='ボールペン')*(source['Answer']=='冷蔵庫')]['novelty_raw'].item())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}